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De Marchi T, Lai CF, Simmons GM, Goldsbrough I, Harrod A, Lam T, Buluwela L, Kjellström S, Brueffer C, Saal LH, Malmström J, Ali S, Niméus E. Proteomic profiling reveals that ESR1 mutations enhance cyclin-dependent kinase signaling. Sci Rep 2024; 14:6873. [PMID: 38519482 PMCID: PMC10959978 DOI: 10.1038/s41598-024-56412-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 03/06/2024] [Indexed: 03/25/2024] Open
Abstract
Three quarters of all breast cancers express the estrogen receptor (ER, ESR1 gene), which promotes tumor growth and constitutes a direct target for endocrine therapies. ESR1 mutations have been implicated in therapy resistance in metastatic breast cancer, in particular to aromatase inhibitors. ESR1 mutations promote constitutive ER activity and affect other signaling pathways, allowing cancer cells to proliferate by employing mechanisms within and without direct regulation by the ER. Although subjected to extensive genetic and transcriptomic analyses, understanding of protein alterations remains poorly investigated. Towards this, we employed an integrated mass spectrometry based proteomic approach to profile the protein and phosphoprotein differences in breast cancer cell lines expressing the frequent Y537N and Y537S ER mutations. Global proteome analysis revealed enrichment of mitotic and immune signaling pathways in ER mutant cells, while phosphoprotein analysis evidenced enriched activity of proliferation associated kinases, in particular CDKs and mTOR. Integration of protein expression and phosphorylation data revealed pathway-dependent discrepancies (motility vs proliferation) that were observed at varying degrees across mutant and wt ER cells. Additionally, protein expression and phosphorylation patterns, while under different regulation, still recapitulated the estrogen-independent phenotype of ER mutant cells. Our study is the first proteome-centric characterization of ESR1 mutant models, out of which we confirm estrogen independence of ER mutants and reveal the enrichment of immune signaling pathways at the proteomic level.
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Affiliation(s)
- Tommaso De Marchi
- Division of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, 22362, Lund, Sweden.
| | - Chun-Fui Lai
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Georgia M Simmons
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Isabella Goldsbrough
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Alison Harrod
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Thai Lam
- Division of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, 22362, Lund, Sweden
| | - Lakjaya Buluwela
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Sven Kjellström
- Department of Biochemistry and Structural Biology, Center for Molecular Protein Science, Lund University, Solvegatan 19, 22362, Lund, Sweden
- Swedish National Infrastructure for Biological Mass Spectrometry - BioMS, Lund, Sweden
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, 22381, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, 22381, Lund, Sweden
| | - Johan Malmström
- Division of Infection Medicine, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Klinikgatan 32, 22184, Lund, Sweden
| | - Simak Ali
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK.
| | - Emma Niméus
- Division of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, 22362, Lund, Sweden.
- Department of Surgery, Skåne University Hospital, Lund, Sweden.
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Meng P, Dalal H, Chen Y, Brueffer C, Gladchuk S, Alcaide M, Ehinger A, Saal LH. Digital PCR quantification of ultrahigh ERBB2 copy number identifies poor breast cancer survival after trastuzumab. NPJ Breast Cancer 2024; 10:14. [PMID: 38374091 PMCID: PMC10876644 DOI: 10.1038/s41523-024-00621-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 02/07/2024] [Indexed: 02/21/2024] Open
Abstract
HER2/ERBB2 evaluation is necessary for treatment decision-making in breast cancer (BC), however current methods have limitations and considerable variability exists. DNA copy number (CN) evaluation by droplet digital PCR (ddPCR) has complementary advantages for HER2/ERBB2 diagnostics. In this study, we developed a single-reaction multiplex ddPCR assay for determination of ERBB2 CN in reference to two control regions, CEP17 and a copy-number-stable region of chr. 2p13.1, validated CN estimations to clinical in situ hybridization (ISH) HER2 status, and investigated the association of ERBB2 CN with clinical outcomes. 909 primary BC tissues were evaluated and the area under the curve for concordance to HER2 status was 0.93 and 0.96 for ERBB2 CN using either CEP17 or 2p13.1 as reference, respectively. The accuracy of ddPCR ERBB2 CN was 93.7% and 94.1% in the training and validation groups, respectively. Positive and negative predictive value for the classic HER2 amplification and non-amplification groups was 97.2% and 94.8%, respectively. An identified biological "ultrahigh" ERBB2 ddPCR CN group had significantly worse survival within patients treated with adjuvant trastuzumab for both recurrence-free survival (hazard ratio, HR: 3.3; 95% CI 1.1-9.6; p = 0.031, multivariable Cox regression) and overall survival (HR: 3.6; 95% CI 1.1-12.6; p = 0.041). For validation using RNA-seq data as a surrogate, in a population-based SCAN-B cohort (NCT02306096) of 682 consecutive patients receiving adjuvant trastuzumab, the ultrahigh-ERBB2 mRNA group had significantly worse survival. Multiplex ddPCR is useful for ERBB2 CN estimation and ultrahigh ERBB2 may be a predictive factor for decreased long-term survival after trastuzumab treatment.
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Affiliation(s)
- Pei Meng
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden
| | - Hina Dalal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden
| | - Yilun Chen
- SAGA Diagnostics AB, Scheelevägen 2, MV406, SE-22381, Lund, Sweden
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden
- SAGA Diagnostics AB, Scheelevägen 2, MV406, SE-22381, Lund, Sweden
| | - Sergii Gladchuk
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden
- SAGA Diagnostics AB, Scheelevägen 2, MV406, SE-22381, Lund, Sweden
| | - Miguel Alcaide
- SAGA Diagnostics AB, Scheelevägen 2, MV406, SE-22381, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden
- Department of Genetics and Pathology, Laboratory Medicine, Region Skåne, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Skåne University Hospital Comprehensive Cancer Center, SE-22381, Lund, Sweden.
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Dobilas A, Chen Y, Brueffer C, Leandersson P, Saal LH, Borgfeldt C. Preoperative ctDNA Levels Are Associated With Poor Overall Survival in Patients With Ovarian Cancer. Cancer Genomics Proteomics 2023; 20:763-770. [PMID: 38035709 PMCID: PMC10687736 DOI: 10.21873/cgp.20423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Revised: 09/22/2023] [Accepted: 09/26/2023] [Indexed: 12/02/2023] Open
Abstract
BACKGROUND/AIM Circulating tumor DNA (ctDNA), which is shed from cancer cells into the bloodstream, offers a potential minimally invasive approach for cancer diagnosis and monitoring. This research aimed to assess the preoperative ctDNA levels in ovarian tumors patients' plasma and establish correlations with clinicopathological parameters and patient prognosis. PATIENTS AND METHODS Tumor DNA was extracted from ovarian tumor tissue from 41 patients. Targeted sequencing using a panel of 127 genes recurrently mutated in cancer was performed to identify candidate somatic mutations in the tumor DNA. SAGAsafe digital PCR (dPCR) assays targeting the candidate mutations were used to measure ctDNA levels in patient plasma samples, obtained prior to surgery, to evaluate ctDNA levels in terms of mutant copy number/ml and variant allele frequency. RESULTS Somatic mutations were found in 24 tumor samples, 17 of which were from ovarian cancer patients. The most frequently mutated gene was TP53. Preoperative plasma ctDNA levels were detected in 14 of the 24 patients. With higher stage, plasma ctDNA mutant concentration increased (p for trend <0.001). The overall survival of cancer patients with more than 10 ctDNA mutant copies/ml in plasma was significantly worse (p=0.008). CONCLUSION Pre-operative ctDNA measurement in ovarian cancer patients' plasma holds promise as a predictive biomarker for tumor staging and prognosis.
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Affiliation(s)
- Arturas Dobilas
- Department of Obstetrics and Gynecology, Skåne University Hospital, Lund University, Lund, Sweden;
| | - Yilun Chen
- SAGA Diagnostics AB, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Christian Brueffer
- SAGA Diagnostics AB, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Pia Leandersson
- Reproductive Medicine Center, Skåne University Hospital, Malmo, Sweden
| | - Lao H Saal
- SAGA Diagnostics AB, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Christer Borgfeldt
- Department of Obstetrics and Gynecology, Skåne University Hospital, Lund University, Lund, Sweden
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Li Y, Sundquist K, Vats S, Hong MG, Wang X, Chen Y, Hedelius A, Saal LH, Sundquist J, Memon AA. Mitochondrial heteroplasmic shifts reveal a positive selection of breast cancer. J Transl Med 2023; 21:696. [PMID: 37798736 PMCID: PMC10557196 DOI: 10.1186/s12967-023-04534-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 09/19/2023] [Indexed: 10/07/2023] Open
Abstract
BACKGROUND Breast cancer is, despite screening, not always detected early enough and is together with other tumor types known to shed genetic information in circulation. Unlike single-copy nuclear DNA, mitochondrial DNA (mtDNA) copies range from 100s to 10,000s per cell, thus providing a potentially alternative to identify potential missing cancer information in circulation at an early stage. METHODS To characterize mitochondrial mutation landscapes in breast cancer, whole mtDNA sequencing and bioinformatics analyses were performed on 86 breast cancer biopsies and 50 available matched baseline cancer-free whole blood samples from the same individuals, selected from a cohort of middle-aged women in Sweden. To determine whether the mutations can be detected in blood plasma prior to cancer diagnosis, we further designed a nested case-control study (n = 663) and validated the shortlisted mutations using droplet digital PCR. RESULTS We detected different mutation landscapes between biopsies and matched whole blood samples. Compared to whole blood samples, mtDNA from biopsies had higher heteroplasmic mutations in the D-loop region (P = 0.02), RNR2 (P = 0.005), COX1 (P = 0.037) and CYTB (P = 0.006). Furthermore, the germline mtDNA mutations had higher heteroplasmy level than the lost (P = 0.002) and de novo mutations (P = 0.04). The nonsynonymous to synonymous substitution ratio (dN/dS) was higher for the heteroplasmic mutations (P = 7.25 × 10-12) than that for the homoplasmic mutations, but the de novo (P = 0.06) and lost mutations (P = 0.03) had lower dN/dS than the germline mutations. Interestingly, we found that the critical regions for mitochondrial transcription: MT-HSP1 (odds ratio [OR]: 21.41), MT-TFH (OR: 7.70) and MT-TAS2 (OR: 3.62), had significantly higher heteroplasmic mutations than the rest of the D-loop sub-regions. Finally, we found that the presence of mt.16093T > C mutation increases 67% risk of developing breast cancer. CONCLUSIONS Our findings show that mitochondrial genetic landscape changes during cancer pathogenesis and positive selection of mtDNA heteroplasmic mutations in breast cancer. Most importantly, the mitochondrial mutations identified in biopsies can be traced back in matched plasma samples and could potentially be used as early breast cancer diagnostic biomarkers.
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Affiliation(s)
- Yanni Li
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden.
- Center for Primary Health Care Research Wallenberg Laboratory, Skåne University Hospital, 5th floor, Inga Marie Nilssons gata 53, S-205 02, Malmö, Sweden.
| | - Kristina Sundquist
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
- Department of Family Medicine and Community Health, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Functional Pathology, Center for Community-Based Healthcare Research and Education (CoHRE), School of Medicine, Shimane University, Matsue, Japan
| | - Sakshi Vats
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
| | - Mun-Gwan Hong
- Science for Life Laboratory, Department of Biochemistry and Biophysics, National Bioinformatics Infrastructure Sweden, Stockholm University, Solna, Sweden
| | - Xiao Wang
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
| | - Yilun Chen
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Anna Hedelius
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Jan Sundquist
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
- Department of Family Medicine and Community Health, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Functional Pathology, Center for Community-Based Healthcare Research and Education (CoHRE), School of Medicine, Shimane University, Matsue, Japan
| | - Ashfaque A Memon
- Center for Primary Health Care Research, Lund University/Region Skåne, Malmö, Sweden
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Demircan K, Bengtsson Y, Chillon TS, Vallon-Christersson J, Sun Q, Larsson C, Malmberg M, Saal LH, Rydén L, Borg Å, Manjer J, Schomburg L. Matched analysis of circulating selenium with the breast cancer selenotranscriptome: a multicentre prospective study. J Transl Med 2023; 21:658. [PMID: 37741974 PMCID: PMC10517476 DOI: 10.1186/s12967-023-04502-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 09/03/2023] [Indexed: 09/25/2023] Open
Abstract
INTRODUCTION Low serum selenium and altered tumour RNA expression of certain selenoproteins are associated with a poor breast cancer prognosis. Selenoprotein expression stringently depends on selenium availability, hence circulating selenium may interact with tumour selenoprotein expression. However, there is no matched analysis to date. METHODS This study included 1453 patients with newly diagnosed breast cancer from the multicentric prospective Sweden Cancerome Analysis Network - Breast study. Total serum selenium, selenoprotein P and glutathione peroxidase 3 were analysed at time of diagnosis. Bulk RNA-sequencing was conducted in matched tumour tissues. Fully adjusted Cox regression models with an interaction term were employed to detect dose-dependent interactions of circulating selenium with the associations of tumour selenoprotein mRNA expression and mortality. RESULTS 237 deaths were recorded within ~ 9 years follow-up. All three serum selenium biomarkers correlated positively (p < 0.001). All selenoproteins except for GPX6 were expressed in tumour tissues. Single cell RNA-sequencing revealed a heterogeneous expression pattern in the tumour microenvironment. Circulating selenium correlated positively with tumour SELENOW and SELENON expression (p < 0.001). In fully adjusted models, the associations of DIO1, DIO3 and SELENOM with mortality were dose-dependently modified by serum selenium (p < 0.001, p = 0.020, p = 0.038, respectively). With increasing selenium, DIO1 and SELENOM associated with lower, whereas DIO3 expression associated with higher mortality. Association of DIO1 with lower mortality was only apparent in patients with high selenium [above median (70.36 µg/L)], and the HR (95%CI) for one-unit increase in log(FPKM + 1) was 0.70 (0.50-0.98). CONCLUSIONS This first unbiased analysis of serum selenium with the breast cancer selenotranscriptome identified an effect-modification of selenium on the associations of DIO1, SELENOM, and DIO3 with prognosis. Selenium substitution in patients with DIO1-expressing tumours merits consideration to improve survival.
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Affiliation(s)
- Kamil Demircan
- Institute for Experimental Endocrinology, Cardiovascular-Metabolic-Renal (CMR)-Research Center, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
- Berlin Institute of Health (BIH), Biomedical Innovation Academy (BIA), Berlin, Germany
| | - Ylva Bengtsson
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | - Thilo Samson Chillon
- Institute for Experimental Endocrinology, Cardiovascular-Metabolic-Renal (CMR)-Research Center, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | | | - Qian Sun
- Institute for Experimental Endocrinology, Cardiovascular-Metabolic-Renal (CMR)-Research Center, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Lisa Rydén
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Jonas Manjer
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden.
| | - Lutz Schomburg
- Institute for Experimental Endocrinology, Cardiovascular-Metabolic-Renal (CMR)-Research Center, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany.
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Ivkovic TC, Cornella H, Voss G, Ku A, Persson M, Rigo R, Gruvberger-Saal SK, Saal LH, Ceder Y. Functional In Vivo Screening Identifies microRNAs Regulating Metastatic Dissemination of Prostate Cancer Cells to Bone Marrow. Cancers (Basel) 2023; 15:3892. [PMID: 37568709 PMCID: PMC10416931 DOI: 10.3390/cancers15153892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/25/2023] [Accepted: 07/25/2023] [Indexed: 08/13/2023] Open
Abstract
Distant metastasis is the major cause of cancer-related deaths in men with prostate cancer (PCa). An in vivo functional screen was used to identify microRNAs (miRNAs) regulating metastatic dissemination of PCa cells. PC3 cells transduced with pooled miRZiP™ lentivirus library (anti-miRNAs) were injected intraprostatic to 13 NSG mice followed by targeted barcode/anti-miR sequencing. PCa cells in the primary tumours showed a homogenous pattern of anti-miRNAs, but different anti-miRNAs were enriched in liver, lung, and bone marrow, with anti-miR-379 highly enriched in the latter. The bone metastasis-promoting phenotype induced by decreased miR-379 levels was also confirmed in a less metastatic PCa cell line, 22Rv1, where all mice injected intracardially with anti-miR-379-22Rv1 cells developed bone metastases. The levels of miR-379 were found to be lower in bone metastases compared to primary tumours and non-cancerous prostatic tissue in a patient cohort. In vitro functional studies suggested that the mechanism of action was that reduced levels of miR-379 gave an increased colony formation capacity in conditions mimicking the bone microenvironment. In conclusion, our data suggest that specific miRNAs affect the establishment of primary tumours and metastatic dissemination, with a loss of miR-379 promoting metastases in bone.
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Affiliation(s)
- Tina Catela Ivkovic
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, 223 81 Lund, Sweden; (T.C.I.); (G.V.); (M.P.)
- Division of Molecular Medicine, Ruder Boskovic Institute, 10000 Zagreb, Croatia
| | - Helena Cornella
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, 223 81 Lund, Sweden; (T.C.I.); (G.V.); (M.P.)
| | - Gjendine Voss
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, 223 81 Lund, Sweden; (T.C.I.); (G.V.); (M.P.)
| | - Anson Ku
- Department of Translational Medicine, Lund University, 205 02 Malmö, Sweden;
| | - Margareta Persson
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, 223 81 Lund, Sweden; (T.C.I.); (G.V.); (M.P.)
| | - Robert Rigo
- Division of Oncology and Pathology, Lund University, 223 81 Lund, Sweden; (R.R.); (S.K.G.-S.); (L.H.S.)
| | - Sofia K. Gruvberger-Saal
- Division of Oncology and Pathology, Lund University, 223 81 Lund, Sweden; (R.R.); (S.K.G.-S.); (L.H.S.)
| | - Lao H. Saal
- Division of Oncology and Pathology, Lund University, 223 81 Lund, Sweden; (R.R.); (S.K.G.-S.); (L.H.S.)
| | - Yvonne Ceder
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, 223 81 Lund, Sweden; (T.C.I.); (G.V.); (M.P.)
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Dahlgren M, Lettiero B, Dalal H, Mårtensson K, Gaber A, Nodin B, Gruvberger-Saal SK, Saal LH, Howlin J. CITED1 as a marker of favourable outcome in anti-endocrine treated, estrogen-receptor positive, lymph-node negative breast cancer. BMC Res Notes 2023; 16:105. [PMID: 37322548 DOI: 10.1186/s13104-023-06376-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 06/02/2023] [Indexed: 06/17/2023] Open
Abstract
OBJECTIVE To investigate CITED1 as a potential biomarker of anti-endocrine response and breast cancer recurrence, given its previously determined role in mediating estrogen-dependant transcription. The study is a continuation of earlier work establishing the role of CITED1 in mammary gland development. RESULTS CITED1 mRNA is associated with estrogen-receptor positivity and selectively expressed in the GOBO dataset of cell lines and tumours representing the luminal-molecular subtype. In patients treated with tamoxifen, higher CITED1 correlated with better outcome, suggesting a role in anti-estrogen response. The effect was particularly evident in the subset of estrogen-receptor positive, lymph-node negative (ER+/LN-) patients although noticeable divergence of the groups was apparent only after five years. Tissue microarray (TMA) analysis further validated the association of CITED1 protein, by immunohistochemistry, with favourable outcome in ER+, tamoxifen-treated patients. Although we also found a favourable response to anti-endocrine treatment in a larger TCGA dataset, the tamoxifen-specific effect was not replicated. Finally, MCF7 cells overexpressing CITED1 showed selective amplification of AREG but not TGFα suggesting that maintenance of specific ERα-CITED1 mediated transcription is important for the long-term response to anti-endocrine therapy. These findings together confirm the proposed mechanism of action of CITED1 and support its potential use as a prognostic biomarker.
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Affiliation(s)
- Malin Dahlgren
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Barbara Lettiero
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Hina Dalal
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Kira Mårtensson
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Alexander Gaber
- Therapeutic Pathology, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Björn Nodin
- Therapeutic Pathology, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Sofia K Gruvberger-Saal
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Lao H Saal
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden
| | - Jillian Howlin
- Translational Oncogenomics, Faculty of Medicine, Department of Clinical Sciences Lund and Lund University Cancer Center, Lund University, Lund, Sweden.
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Bengtsson Y, Demircan K, Vallon-Christersson J, Malmberg M, Saal LH, Rydén L, Borg Å, Schomburg L, Sandsveden M, Manjer J. Serum copper, zinc and copper/zinc ratio in relation to survival after breast cancer diagnosis: A prospective multicenter cohort study. Redox Biol 2023; 63:102728. [PMID: 37210781 DOI: 10.1016/j.redox.2023.102728] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 05/01/2023] [Indexed: 05/23/2023] Open
Abstract
BACKGROUND The essential trace elements copper and zinc, and their ratio (copper/zinc), are important for maintaining redox homeostasis. Previous studies suggest that these elements may impact breast cancer survival. However, no epidemiological study has so far been conducted on the potential association between copper and copper/zinc levels and survival after breast cancer diagnosis. In this study, we aimed to examine the relationship between serum copper, zinc and copper/zinc levels and survival following breast cancer diagnosis. PATIENTS AND METHODS The Sweden Cancerome Analysis Network - Breast Initiative (SCAN-B) is a population-based cohort study including multiple participating hospitals in Sweden. A total of 1998 patients diagnosed with primary invasive breast cancer were followed for approximately nine years. Serum levels of copper and zinc and their ratio at the time of diagnosis was analyzed in relation to breast cancer survival using multivariate Cox regression, yielding hazard ratios (HR) with 95% confidence intervals. RESULTS A higher copper/zinc ratio was associated with lower overall survival after breast cancer diagnosis. Comparing patients with a copper/zinc ratio in quartile 4 vs 1, the crude HR was 2.29 (1.65-3.19) (Ptrend <0.01) and the fully adjusted HR was 1.58 (1.11-2.25) (Ptrend = 0.01). No overall associations were seen between serum copper or zinc levels on their own and survival after breast cancer diagnosis, although a tendency toward lower breast cancer survival was seen for higher copper levels and lower zinc levels. CONCLUSION There is evidence that the serum copper/zinc ratio provides an independent predictive value for overall survival following breast cancer diagnosis.
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Affiliation(s)
- Ylva Bengtsson
- Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden; Department of Surgery, Skåne University Hospital, Malmö, Sweden.
| | - Kamil Demircan
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, And Berlin Institute of Health, Berlin, Germany; Berlin Institute of Health (BIH), Biomedical Innovation Academy (BIA), Berlin, Germany
| | - Johan Vallon-Christersson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE, 22381, Lund, Sweden
| | - Martin Malmberg
- Department of Hematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE, 22381, Lund, Sweden
| | - Lisa Rydén
- Department of Surgery, Skåne University Hospital, Malmö, Sweden; Division of Surgery, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE, 22381, Lund, Sweden
| | - Lutz Schomburg
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, And Berlin Institute of Health, Berlin, Germany
| | - Malte Sandsveden
- Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden; Department of Surgery, Skåne University Hospital, Malmö, Sweden
| | - Jonas Manjer
- Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden; Department of Surgery, Skåne University Hospital, Malmö, Sweden
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9
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Hill W, Lim EL, Weeden CE, Lee C, Augustine M, Chen K, Kuan FC, Marongiu F, Evans EJ, Moore DA, Rodrigues FS, Pich O, Bakker B, Cha H, Myers R, van Maldegem F, Boumelha J, Veeriah S, Rowan A, Naceur-Lombardelli C, Karasaki T, Sivakumar M, De S, Caswell DR, Nagano A, Black JRM, Martínez-Ruiz C, Ryu MH, Huff RD, Li S, Favé MJ, Magness A, Suárez-Bonnet A, Priestnall SL, Lüchtenborg M, Lavelle K, Pethick J, Hardy S, McRonald FE, Lin MH, Troccoli CI, Ghosh M, Miller YE, Merrick DT, Keith RL, Al Bakir M, Bailey C, Hill MS, Saal LH, Chen Y, George AM, Abbosh C, Kanu N, Lee SH, McGranahan N, Berg CD, Sasieni P, Houlston R, Turnbull C, Lam S, Awadalla P, Grönroos E, Downward J, Jacks T, Carlsten C, Malanchi I, Hackshaw A, Litchfield K, DeGregori J, Jamal-Hanjani M, Swanton C. Lung adenocarcinoma promotion by air pollutants. Nature 2023; 616:159-167. [PMID: 37020004 PMCID: PMC7614604 DOI: 10.1038/s41586-023-05874-3] [Citation(s) in RCA: 112] [Impact Index Per Article: 112.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 02/21/2023] [Indexed: 04/07/2023]
Abstract
A complete understanding of how exposure to environmental substances promotes cancer formation is lacking. More than 70 years ago, tumorigenesis was proposed to occur in a two-step process: an initiating step that induces mutations in healthy cells, followed by a promoter step that triggers cancer development1. Here we propose that environmental particulate matter measuring ≤2.5 μm (PM2.5), known to be associated with lung cancer risk, promotes lung cancer by acting on cells that harbour pre-existing oncogenic mutations in healthy lung tissue. Focusing on EGFR-driven lung cancer, which is more common in never-smokers or light smokers, we found a significant association between PM2.5 levels and the incidence of lung cancer for 32,957 EGFR-driven lung cancer cases in four within-country cohorts. Functional mouse models revealed that air pollutants cause an influx of macrophages into the lung and release of interleukin-1β. This process results in a progenitor-like cell state within EGFR mutant lung alveolar type II epithelial cells that fuels tumorigenesis. Ultradeep mutational profiling of histologically normal lung tissue from 295 individuals across 3 clinical cohorts revealed oncogenic EGFR and KRAS driver mutations in 18% and 53% of healthy tissue samples, respectively. These findings collectively support a tumour-promoting role for PM2.5 air pollutants and provide impetus for public health policy initiatives to address air pollution to reduce disease burden.
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Affiliation(s)
- William Hill
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Emilia L Lim
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Clare E Weeden
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Claudia Lee
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Division of Medicine, University College London, London, UK
| | - Marcellus Augustine
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Division of Medicine, University College London, London, UK
- Tumour Immunogenomics and Immunosurveillance Laboratory, University College London Cancer Institute, London, UK
| | - Kezhong Chen
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Thoracic Surgery and Thoracic Oncology Institute, Peking University People's Hospital, Beijing, China
| | - Feng-Che Kuan
- Department of Hematology and Oncology, Chang Gung Memorial Hospital, Chiayi Branch, Chiayi, Taiwan
- Graduate Institute of Clinical Medical Sciences, Chang-Gung University, Taoyuan, Taiwan
| | - Fabio Marongiu
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Edward J Evans
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - David A Moore
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Cellular Pathology, University College London Hospitals, London, UK
| | - Felipe S Rodrigues
- Tumour-Host Interaction Laboratory, The Francis Crick Institute, London, UK
| | - Oriol Pich
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Bjorn Bakker
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Hongui Cha
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Renelle Myers
- BC Cancer Research Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Febe van Maldegem
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
- Department of Molecular Cell Biology and Immunology, Amsterdam UMC, Amsterdam, The Netherlands
| | - Jesse Boumelha
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - Selvaraju Veeriah
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | | | - Takahiro Karasaki
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Metastasis Laboratory, University College London Cancer Institute, London, UK
| | - Monica Sivakumar
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Swapnanil De
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Deborah R Caswell
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Ai Nagano
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - James R M Black
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Carlos Martínez-Ruiz
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Min Hyung Ryu
- Department of Medicine, Division of Respiratory Medicine, Chan-Yeung Centre for Occupational and Environmental Respiratory Disease, Vancouver Coastal Health Research Institute, UBC, Vancouver, British Columbia, Canada
| | - Ryan D Huff
- Department of Medicine, Division of Respiratory Medicine, Chan-Yeung Centre for Occupational and Environmental Respiratory Disease, Vancouver Coastal Health Research Institute, UBC, Vancouver, British Columbia, Canada
| | - Shijia Li
- Department of Medicine, Division of Respiratory Medicine, Chan-Yeung Centre for Occupational and Environmental Respiratory Disease, Vancouver Coastal Health Research Institute, UBC, Vancouver, British Columbia, Canada
| | | | - Alastair Magness
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Alejandro Suárez-Bonnet
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, Hatfield, UK
- Experimental Histopathology, The Francis Crick Institute, London, UK
| | - Simon L Priestnall
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, Hatfield, UK
- Experimental Histopathology, The Francis Crick Institute, London, UK
| | - Margreet Lüchtenborg
- National Disease Registration Service (NDRS), NHS England, Leeds, UK
- Centre for Cancer, Society and Public Health, Comprehensive Cancer Centre, School of Cancer and Pharmaceutical Sciences, King's College London, London, UK
| | - Katrina Lavelle
- National Disease Registration Service (NDRS), NHS England, Leeds, UK
| | - Joanna Pethick
- National Disease Registration Service (NDRS), NHS England, Leeds, UK
| | - Steven Hardy
- National Disease Registration Service (NDRS), NHS England, Leeds, UK
| | - Fiona E McRonald
- National Disease Registration Service (NDRS), NHS England, Leeds, UK
| | - Meng-Hung Lin
- Health Information and Epidemiology Laboratory, Chang-Gung Memorial Hospital, Chiayi, Taiwan
| | - Clara I Troccoli
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Flagship Biosciences, Boulder, CO, USA
| | - Moumita Ghosh
- Division of Pulmonary Sciences and Critical Care Medicine, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - York E Miller
- Division of Pulmonary Sciences and Critical Care Medicine, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Veterans Affairs Eastern Colorado Healthcare System, Aurora, CO, USA
| | - Daniel T Merrick
- Department of Pathology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Robert L Keith
- Division of Pulmonary Sciences and Critical Care Medicine, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Veterans Affairs Eastern Colorado Healthcare System, Aurora, CO, USA
| | - Maise Al Bakir
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Chris Bailey
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Mark S Hill
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Lao H Saal
- SAGA Diagnostics, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Yilun Chen
- SAGA Diagnostics, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Anthony M George
- SAGA Diagnostics, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Christopher Abbosh
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Nnennaya Kanu
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Se-Hoon Lee
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Nicholas McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | | | - Peter Sasieni
- Comprehensive Cancer Centre, King's College London, London, UK
| | - Richard Houlston
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - Clare Turnbull
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | - Stephen Lam
- BC Cancer Research Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Philip Awadalla
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Eva Grönroos
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Julian Downward
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Christopher Carlsten
- Department of Medicine, Division of Respiratory Medicine, Chan-Yeung Centre for Occupational and Environmental Respiratory Disease, Vancouver Coastal Health Research Institute, UBC, Vancouver, British Columbia, Canada
| | - Ilaria Malanchi
- Tumour-Host Interaction Laboratory, The Francis Crick Institute, London, UK
| | - Allan Hackshaw
- Cancer Research UK and UCL Cancer Trials Centre, London, UK
| | - Kevin Litchfield
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Tumour Immunogenomics and Immunosurveillance Laboratory, University College London Cancer Institute, London, UK
| | - James DeGregori
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Metastasis Laboratory, University College London Cancer Institute, London, UK
- Department of Oncology, University College London Hospitals, London, UK
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK.
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Department of Oncology, University College London Hospitals, London, UK.
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10
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Pilheden M, Ahlgren L, Hyrenius-Wittsten A, Gonzalez-Pena V, Sturesson H, Hansen Marquart HV, Lausen B, Castor A, Pronk CJ, Barbany G, Pokrovskaja Tamm K, Fogelstrand L, Lohi O, Norén-Nyström U, Asklin J, Chen Y, Song G, Walsh M, Ma J, Zhang J, Saal LH, Gawad C, Hagström-Andersson AK. Duplex Sequencing Uncovers Recurrent Low-frequency Cancer-associated Mutations in Infant and Childhood KMT2A-rearranged Acute Leukemia. Hemasphere 2022; 6:e785. [PMID: 36204688 PMCID: PMC9529062 DOI: 10.1097/hs9.0000000000000785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 08/30/2022] [Indexed: 11/26/2022] Open
Abstract
Infant acute lymphoblastic leukemia (ALL) with KMT2A-gene rearrangements (KMT2A-r) have few mutations and a poor prognosis. To uncover mutations that are below the detection of standard next-generation sequencing (NGS), a combination of targeted duplex sequencing and NGS was applied on 20 infants and 7 children with KMT2A-r ALL, 5 longitudinal and 6 paired relapse samples. Of identified nonsynonymous mutations, 87 had been previously implicated in cancer and targeted genes recurrently altered in KMT2A-r leukemia and included mutations in KRAS, NRAS, FLT3, TP53, PIK3CA, PAX5, PIK3R1, and PTPN11, with infants having fewer such mutations. Of identified cancer-associated mutations, 62% were below the resolution of standard NGS. Only 33 of 87 mutations exceeded 2% of cellular prevalence and most-targeted PI3K/RAS genes (31/33) and typically KRAS/NRAS. Five patients only had low-frequency PI3K/RAS mutations without a higher-frequency signaling mutation. Further, drug-resistant clones with FLT3 D835H or NRAS G13D/G12S mutations that comprised only 0.06% to 0.34% of diagnostic cells, expanded at relapse. Finally, in longitudinal samples, the relapse clone persisted as a minor subclone from diagnosis and through treatment before expanding during the last month of disease. Together, we demonstrate that infant and childhood KMT2A-r ALL harbor low-frequency cancer-associated mutations, implying a vast subclonal genetic landscape.
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Affiliation(s)
- Mattias Pilheden
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Louise Ahlgren
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Axel Hyrenius-Wittsten
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Veronica Gonzalez-Pena
- Division of Pediatric Hematology/Oncology, Stanford University, School of Medicine, Stanford, CA, USA
| | - Helena Sturesson
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | | | - Birgitte Lausen
- Department of Paediatrics and Adolescent Medicine, Rigshospitalet, University of Copenhagen, Denmark
| | - Anders Castor
- Childhood Cancer Center, Skane University Hospital, Lund, Sweden
| | | | - Gisela Barbany
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | | | - Linda Fogelstrand
- Department of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Laboratory Medicine, Institute of Biomedicine, University of Gothenburg, Sweden
| | - Olli Lohi
- Tampere Center for Child, Adolescent and Maternal Health Research and Tays Cancer Center, Tampere University and Tampere University Hospital, Tampere, Finland
| | | | | | | | - Guangchun Song
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Michael Walsh
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Jing Ma
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Lao H. Saal
- SAGA Diagnostics, Lund, Sweden
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Charles Gawad
- Division of Pediatric Hematology/Oncology, Stanford University, School of Medicine, Stanford, CA, USA
| | - Anna K. Hagström-Andersson
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
- Center for Translational Genomics, Lund University, Lund, Sweden
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11
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Staaf J, Häkkinen J, Hegardt C, Saal LH, Kimbung S, Hedenfalk I, Lien T, Sørlie T, Naume B, Russnes H, Marcone R, Ayyanan A, Brisken C, Malterling RR, Asking B, Olofsson H, Lindman H, Bendahl PO, Ehinger A, Larsson C, Loman N, Rydén L, Malmberg M, Borg Å, Vallon-Christersson J. RNA sequencing-based single sample predictors of molecular subtype and risk of recurrence for clinical assessment of early-stage breast cancer. NPJ Breast Cancer 2022; 8:94. [PMID: 35974007 PMCID: PMC9381586 DOI: 10.1038/s41523-022-00465-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 07/20/2022] [Indexed: 11/09/2022] Open
Abstract
Multigene assays for molecular subtypes and biomarkers can aid management of early invasive breast cancer. Using RNA-sequencing we aimed to develop single-sample predictor (SSP) models for clinical markers, subtypes, and risk of recurrence (ROR). A cohort of 7743 patients was divided into training and test set. We trained SSPs for subtypes and ROR assigned by nearest-centroid (NC) methods and SSPs for biomarkers from histopathology. Classifications were compared with Prosigna in two external cohorts (ABiM, n = 100 and OSLO2-EMIT0, n = 103). Prognostic value was assessed using distant recurrence-free interval. Agreement between SSP and NC for PAM50 (five subtypes) was high (85%, Kappa = 0.78) for Subtype (four subtypes) very high (90%, Kappa = 0.84) and for ROR risk category high (84%, Kappa = 0.75, weighted Kappa = 0.90). Prognostic value was assessed as equivalent and clinically relevant. Agreement with histopathology was very high or high for receptor status, while moderate for Ki67 status and poor for Nottingham histological grade. SSP and Prosigna concordance was high for subtype (OSLO-EMIT0 83%, Kappa = 0.73 and ABiM 80%, Kappa = 0.72) and moderate and high for ROR risk category (68 and 84%, Kappa = 0.50 and 0.70, weighted Kappa = 0.70 and 0.78). Pooled concordance for emulated treatment recommendation dichotomized for chemotherapy was high (85%, Kappa = 0.66). Retrospective evaluation suggested that SSP application could change chemotherapy recommendations for up to 17% of postmenopausal ER+/HER2-/N0 patients with balanced escalation and de-escalation. Results suggest that NC and SSP models are interchangeable on a group-level and nearly so on a patient level and that SSP models can be derived to closely match clinical tests.
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Affiliation(s)
- Johan Staaf
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden.
| | - Jari Häkkinen
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Siker Kimbung
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Ingrid Hedenfalk
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Tonje Lien
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway.,Department of Pathology, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway
| | - Therese Sørlie
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Bjørn Naume
- Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.,Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway
| | - Hege Russnes
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway.,Department of Pathology, Oslo University Hospital, POB 4953 Nydalen N-0424, Oslo, Norway
| | - Rachel Marcone
- ISREC-Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland.,Swiss Institute of Bioinformatics, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1005, Lausanne, Switzerland
| | - Ayyakkannu Ayyanan
- ISREC-Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | - Cathrin Brisken
- ISREC-Swiss Institute for Experimental Cancer Research, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | | | - Bengt Asking
- Department of Surgery, Region Jönköping County, Jönköping, Sweden
| | - Helena Olofsson
- Department of Clinical Pathology, Akademiska Hospital, Uppsala, Sweden.,Department of Pathology, Centre for Clinical Research of Uppsala University, Vastmanland´s Hospital Västerås, Västerås, Sweden
| | - Henrik Lindman
- Department of Immunology, Genetics and Pathology, Uppsala University Hospital, Uppsala, Sweden
| | - Pär-Ola Bendahl
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden.,Department of Genetics and Pathology, Laboratory Medicine, Region Skåne, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Niklas Loman
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden.,Department of Hematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Lisa Rydén
- Division of Surgery, Department of Clinical Sciences, Lund University, Lund, Sweden.,Department of Surgery and Gastroenterology, Skåne University Hospital Malmö, Malmö, Sweden
| | - Martin Malmberg
- Department of Hematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Johan Vallon-Christersson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden.
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12
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Alcaide M, George AM, Chen Y, Jovelet C, Kilani SB, Saal LH, Mallory AC. Abstract 534: An ultrasensitive high-plex assay detecting 24 PIK3CA mutations using SAGAsafe® technology and 6-color Crystal Digital PCR™. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Starting from a minimally invasive liquid biopsy sample such as a blood sample, one can determine genetic and biological properties of cancer by measuring circulating tumor DNA (ctDNA). ctDNA measurements require a highly sensitive and reliable detection technology to quantify often low-level genetic aberrations within a high background of wild-type sequences.
The focus of this study was to demonstrate the performance of the patented SAGAsafe digital PCR chemistry using 6-color Crystal Digital PCR, by adapting a SAGAsafe assay for a clinically relevant oncogene, PIK3CA. PIK3CA encodes the p110-alpha kinase and is the target of a recently approved drug, alpelisib, for metastatic breast cancer. By combining the power of the SAGAsafe technology with that of 6-color Crystal Digital PCR on the naica system®, we present a highly multiplexed, ultrasensitive proof-of-concept PIK3CA detection assay capable of detecting and quantifying 24 PIK3CA mutations in a single digital PCR reaction.
By evaluating the sensitivity, specificity and precision of the high-plex 6-color PIK3CA digital PCR assay, we show that despite the complexity of the assay, the data were extremely clean resulting in highly accurate quantifications down to mutant allele frequencies (MAFs) in the 0.01% range. In addition, superb PIK3CA mutation detection specificity and sensitivity were observed with Limits of Blank ranging from 0.003% to <0.001% MAF, and Limits of Detection ranging from 0.009% to 0.002% MAF in a high background of wild-type DNA. Moreover, a high concordance was observed between Crystal Digital PCR PIK3CA results and NGS data on breast cancer biopsies.
By joining 6-color Crystal Digital PCR and ultrasensitive SAGAsafe technology, high sensitivity and specificity can be maintained even in a complex multiplex digital PCR assay. This proof-of-concept assay sets the stage for the future development of ultrasensitive, highly multiplexed cancer detection panels to achieve better patient stratification and monitoring during therapy.
Citation Format: Miguel Alcaide, Anthony M. George, Yilun Chen, Cécile Jovelet, Sahbi Ben Kilani, Lao H. Saal, Allison C. Mallory. An ultrasensitive high-plex assay detecting 24 PIK3CA mutations using SAGAsafe® technology and 6-color Crystal Digital PCR™ [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 534.
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13
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Demircan K, Sun Q, Bengtsson Y, Seemann P, Vallon-Christersson J, Malmberg M, Saal LH, Rydén L, Minich WB, Borg Å, Manjer J, Schomburg L. Autoimmunity to selenoprotein P predicts breast cancer recurrence. Redox Biol 2022; 53:102346. [PMID: 35636018 PMCID: PMC9157254 DOI: 10.1016/j.redox.2022.102346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 05/17/2022] [Accepted: 05/17/2022] [Indexed: 10/27/2022] Open
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14
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Dalal H, Dahlgren M, Gladchuk S, Brueffer C, Gruvberger-Saal SK, Saal LH. Clinical associations of ESR2 (estrogen receptor beta) expression across thousands of primary breast tumors. Sci Rep 2022; 12:4696. [PMID: 35304506 PMCID: PMC8933558 DOI: 10.1038/s41598-022-08210-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 03/03/2022] [Indexed: 12/31/2022] Open
Abstract
Estrogen receptor alpha (ERα, encoded by ESR1) is a well-characterized transcription factor expressed in more than 75% of breast tumors and is the key biomarker to direct endocrine therapies. On the other hand, much less is known about estrogen receptor beta (ERβ, encoded by ESR2) and its importance in cancer. Previous studies had some disagreement, however most reports suggested a more favorable prognosis for patients with high ESR2 expression. To add further clarity to ESR2 in breast cancer, we interrogated a large population-based cohort of primary breast tumors (n = 3207) from the SCAN-B study. RNA-seq shows ESR2 is expressed at low levels overall with a slight inverse correlation to ESR1 expression (Spearman R = −0.18, p = 2.2e−16), and highest ESR2 expression in the basal- and normal-like PAM50 subtypes. ESR2-high tumors had favorable overall survival (p = 0.006), particularly in subgroups receiving endocrine therapy (p = 0.03) and in triple-negative breast cancer (p = 0.01). These results were generally robust in multivariable analyses accounting for patient age, tumor size, node status, and grade. Gene modules consistent with immune response were associated to ESR2-high tumors. Taken together, our results indicate that ESR2 is generally expressed at low levels in breast cancer but associated with improved overall survival and may be related to immune response modulation.
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Affiliation(s)
- Hina Dalal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Malin Dahlgren
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Sergii Gladchuk
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Sofia K Gruvberger-Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden.,Section for Molecular Diagnostics, Skåne University Hospital, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University Cancer Center, Lund University, Medicon Village 404-B2, 22381, Lund, Sweden. .,Lund University Cancer Center, Medicon Village, Lund, Sweden.
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15
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Demircan K, Bengtsson Y, Sun Q, Brange A, Vallon-Christersson J, Rijntjes E, Malmberg M, Saal LH, Rydén L, Borg Å, Manjer J, Schomburg L. Serum selenium, selenoprotein P and glutathione peroxidase 3 as predictors of mortality and recurrence following breast cancer diagnosis: A multicentre cohort study. Redox Biol 2021; 47:102145. [PMID: 34563873 PMCID: PMC8476451 DOI: 10.1016/j.redox.2021.102145] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/16/2021] [Accepted: 09/20/2021] [Indexed: 02/07/2023] Open
Abstract
The trace element selenium is of essential importance for the synthesis of a set of redox active proteins. We investigated three complementary serum selenium status biomarkers in relation to overall survival and recurrence following diagnosis of primary invasive breast cancer in a large prospective cohort study. The Sweden Cancerome Analysis Network - Breast Initiative (SCAN-B) is a prospective population-based study including multiple participating hospitals. Main analyses included 1996 patients with a new diagnosis of primary invasive breast cancer, with blood sampling at the time of diagnosis. In sera of the patients, total serum selenium, selenoprotein P (SELENOP), and glutathione peroxidase 3 (GPx3) activity was analysed. All three biomarkers showed a positive correlation (p < 0.001), supporting the high quality of samples and analytical techniques. During a total of 13,306 person years of follow-up, 310 deaths and 167 recurrent breast cancer events occurred. In fully adjusted Cox models, all three biomarkers correlated inversely with mortality (p trend <0.001) and compared with the lowest quintile, hazard ratios (95% confidence interval) for overall survival in the highest quintile of selenium, SELENOP and GPx3 were 0.42 (0.28-0.63), 0.51 (0.36-0.73) and 0.52 (0.36-0.75), respectively. Low GPx3 activity was associated with more recurrences (Q5 vs Q1: fully adjusted HR (95%CI); 0.57 (0.35-0.92), (p trend = 0.005). Patients with low selenium status according to all three biomarkers (triple deficient) had the highest mortality risk with an overall survival probability of ∼50% after 8 years, in particular as compared to those having at least one marker in the highest quintile; fully adjusted HR (95%CI); 0.30 (0.21-0.43). Prediction of mortality based on all three biomarkers outperformed established tumour characteristics like histologic grade, number of involved lymph nodes or tumour size. An assessment of Se status at breast cancer diagnosis identifies patients at exceptionally high risk for a poor prognosis.
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Affiliation(s)
- Kamil Demircan
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Berlin Institute of Health (BIH), Biomedical Innovation Academy (BIA), Berlin, Germany
| | - Ylva Bengtsson
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | - Qian Sun
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Annie Brange
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | | | - Eddy Rijntjes
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Lisa Rydén
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Jonas Manjer
- Department of Surgery, Skåne University Hospital Malmö, Lund University, Malmö, Sweden
| | - Lutz Schomburg
- Institute for Experimental Endocrinology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany.
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16
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Pettersson L, Johansson Alm S, Almstedt A, Chen Y, Orrsjö G, Shah-Barkhordar G, Zhou L, Kotarsky H, Vidovic K, Asp J, Lazarevic V, Saal LH, Fogelstrand L, Ehinger M. Comparison of RNA- and DNA-based methods for measurable residual disease analysis in NPM1-mutated acute myeloid leukemia. Int J Lab Hematol 2021; 43:664-674. [PMID: 34053184 DOI: 10.1111/ijlh.13608] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 05/02/2021] [Accepted: 05/06/2021] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Reverse transcriptase quantitative PCR (RT-qPCR) is considered the method of choice for measurable residual disease (MRD) assessment in NPM1-mutated acute myeloid leukemia (AML). MRD can also be determined with DNA-based methods offering certain advantages. We here compared the DNA-based methods quantitative PCR (qPCR), droplet digital PCR (ddPCR), and targeted deep sequencing (deep seq) with RT-qPCR. METHODS Of 110 follow-up samples from 30 patients with NPM1-mutated AML were analyzed by qPCR, ddPCR, deep seq, and RT-qPCR. To select DNA MRD cutoffs for bone marrow, we performed receiver operating characteristic analyses for each DNA method using prognostically relevant RT-qPCR cutoffs. RESULTS The DNA-based methods showed strong intermethod correlation, but were less sensitive than RT-qPCR. A bone marrow cutoff at 0.1% leukemic DNA for qPCR or 0.05% variant allele frequency for ddPCR and deep seq offered optimal sensitivity and specificity with respect to 3 log10 reduction of NPM1 transcripts and/or 2% mutant NPM1/ABL. With these cutoffs, MRD results agreed in 95% (191/201) of the analyses. Although more sensitive, RT-qPCR failed to detect leukemic signals in 10% of samples with detectable leukemic DNA. CONCLUSION DNA-based MRD techniques may complement RT-qPCR for assessment of residual leukemia. DNA-based methods offer high positive and negative predictive values with respect to residual leukemic NPM1 transcripts at levels of importance for response to treatment. However, moving to DNA-based MRD methods will miss a proportion of patients with residual leukemic RNA, but on the other hand some MRD samples with detectable leukemic DNA can be devoid of measurable leukemic RNA.
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Affiliation(s)
- Louise Pettersson
- Department of Clinical Sciences, Division of Pathology, Lund University, Skane University Hospital, Lund, Sweden.,Department of Pathology, Halland Hospital Halmstad, Region Halland, Halmstad, Sweden
| | - Sofie Johansson Alm
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
| | - Alvar Almstedt
- SciLife Clinical Genomics Gothenburg, Gothenburg, Sweden
| | - Yilun Chen
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden
| | - Gustav Orrsjö
- Section for Hematology and Coagulation, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Giti Shah-Barkhordar
- Department of Clinical Genetics and Genomics, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Li Zhou
- Klinisk Patologi, Region Laboratories, Region Skåne, Lund, Sweden
| | - Heike Kotarsky
- Klinisk Patologi, Region Laboratories, Region Skåne, Lund, Sweden
| | - Karina Vidovic
- Department of Clinical Sciences, Division of Pathology, Lund University, Skane University Hospital, Lund, Sweden
| | - Julia Asp
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden.,Department of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Vladimir Lazarevic
- Department of Hematology, Oncology and Radiation Physics, Lund University, Skane University Hospital, Lund, Sweden
| | - Lao H Saal
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Linda Fogelstrand
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden.,Department of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Mats Ehinger
- Department of Clinical Sciences, Division of Pathology, Lund University, Skane University Hospital, Lund, Sweden.,Klinisk Patologi, Region Laboratories, Region Skåne, Lund, Sweden
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17
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Dahlgren M, George AM, Brueffer C, Gladchuk S, Chen Y, Vallon-Christersson J, Hegardt C, Häkkinen J, Rydén L, Malmberg M, Larsson C, Gruvberger-Saal SK, Ehinger A, Loman N, Borg Å, Saal LH. Preexisting Somatic Mutations of Estrogen Receptor Alpha ( ESR1) in Early-Stage Primary Breast Cancer. JNCI Cancer Spectr 2021; 5:pkab028. [PMID: 33937624 PMCID: PMC8060794 DOI: 10.1093/jncics/pkab028] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 01/29/2021] [Accepted: 03/26/2021] [Indexed: 01/26/2023] Open
Abstract
Background More than three-quarters of primary breast cancers are positive for estrogen receptor alpha (ER; encoded by the gene ESR1), the most important factor for directing anti-estrogenic endocrine therapy (ET). Recently, mutations in ESR1 were identified as acquired mechanisms of resistance to ET, found in 12% to 55% of metastatic breast cancers treated previously with ET. Methods We analyzed 3217 population-based invasive primary (nonmetastatic) breast cancers (within the SCAN-B study, ClinicalTrials.gov NCT02306096), sampled from initial diagnosis prior to any treatment, for the presence of ESR1 mutations using RNA sequencing. Mutations were verified by droplet digital polymerase chain reaction on tumor and normal DNA. Patient outcomes were analyzed using Kaplan-Meier estimation and a series of 2-factor Cox regression multivariable analyses. Results We identified ESR1 resistance mutations in 30 tumors (0.9%), of which 29 were ER positive (1.1%). In ET-treated disease, presence of ESR1 mutation was associated with poor relapse-free survival and overall survival (2-sided log-rank test P < .001 and P = .008, respectively), with hazard ratios of 3.00 (95% confidence interval = 1.56 to 5.88) and 2.51 (95% confidence interval = 1.24 to 5.07), respectively, which remained statistically significant when adjusted for other prognostic factors. Conclusions These population-based results indicate that ESR1 mutations at diagnosis of primary breast cancer occur in about 1% of women and identify for the first time in the adjuvant setting that such preexisting mutations are associated to eventual resistance to standard hormone therapy. If replicated, tumor ESR1 screening should be considered in ER-positive primary breast cancer, and for patients with mutated disease, ER degraders such as fulvestrant or other therapeutic options may be considered as more appropriate.
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Affiliation(s)
- Malin Dahlgren
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Anthony M George
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Sergii Gladchuk
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Yilun Chen
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Johan Vallon-Christersson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Jari Häkkinen
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Lisa Rydén
- Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Sofia K Gruvberger-Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Current affiliation: Center for Molecular Diagnostics, Skåne University Hospital, Lund, Sweden (SKG-S)
| | - Anna Ehinger
- Department of Pathology, Skåne University Hospital, Lund, Sweden
| | - Niklas Loman
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
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18
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Nilsson H, Lindgren D, Axelson H, Brueffer C, Saal LH, Lundgren J, Johansson ME. Features of increased malignancy in eosinophilic clear cell renal cell carcinoma. J Pathol 2020; 252:384-397. [PMID: 32815150 PMCID: PMC7756750 DOI: 10.1002/path.5532] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 06/24/2020] [Accepted: 08/10/2020] [Indexed: 02/06/2023]
Abstract
Clear cell renal cell carcinoma (ccRCC) is the most common form of renal cancer. Due to inactivation of the von Hippel-Lindau tumour suppressor, the hypoxia-inducible transcription factors (HIFs) are constitutively activated in these tumours, resulting in a pseudo-hypoxic phenotype. The HIFs induce the expression of genes involved in angiogenesis and cell survival, but they also reset the cellular metabolism to protect cells from oxygen and nutrient deprivation. ccRCC tumours are highly vascularized and the cytoplasm of the cancer cells is filled with lipid droplets and glycogen, resulting in the histologically distinctive pale (clear) cytoplasm. Intratumoural heterogeneity may occur, and in some tumours, areas with granular, eosinophilic cytoplasm are found. Little is known regarding these traits and how they relate to the coexistent clear cell component, yet eosinophilic ccRCC is associated with higher grade and clinically more aggressive tumours. In this study, we have for the first time performed RNA sequencing comparing histologically verified clear cell and eosinophilic areas from ccRCC tissue, aiming to analyse the characteristics of these cell types. Findings from RNA sequencing were confirmed by immunohistochemical staining of biphasic ccRCC. We found that the eosinophilic phenotype displayed a higher proliferative drive and lower differentiation, and we confirmed a correlation to tumours of higher stage. We further identified mutations of the tumour suppressor p53 (TP53) exclusively in the eosinophilic ccRCC component, where mTORC1 activity was also elevated. Also, eosinophilic areas were less vascularized, yet harboured more abundant infiltrating immune cells. The cytoplasm of clear cell ccRCC cells was filled with lipids but had very low mitochondrial content, while the reverse was found in eosinophilic tissue. We herein suggest possible transcriptional mechanisms behind these phenomena. © 2020 The Authors. The Journal of Pathology published by John Wiley & Sons, Ltd. on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Helén Nilsson
- Department of Translational MedicineLund UniversityMalmöSweden
| | - David Lindgren
- Division of Translational Cancer Research, Department of Laboratory MedicineLund UniversityLundSweden
| | - Håkan Axelson
- Division of Translational Cancer Research, Department of Laboratory MedicineLund UniversityLundSweden
| | - Christian Brueffer
- Division of Oncology, Department of Clinical SciencesLund UniversityLundSweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical SciencesLund UniversityLundSweden
| | - Jaana Lundgren
- Clinical PathologySahlgrenska University HospitalGothenburgSweden
| | - Martin E Johansson
- Clinical PathologySahlgrenska University HospitalGothenburgSweden
- Institute of Biomedicine, Department of Laboratory MedicineUniversity of GothenburgGothenburgSweden
- The Sahlgrenska Cancer CenterUniversity of GothenburgGothenburgSweden
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19
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Brueffer C, Gladchuk S, Winter C, Vallon-Christersson J, Hegardt C, Häkkinen J, George AM, Chen Y, Ehinger A, Larsson C, Loman N, Malmberg M, Rydén L, Borg Å, Saal LH. The mutational landscape of the SCAN-B real-world primary breast cancer transcriptome. EMBO Mol Med 2020; 12:e12118. [PMID: 32926574 PMCID: PMC7539222 DOI: 10.15252/emmm.202012118] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2020] [Revised: 08/08/2020] [Accepted: 08/13/2020] [Indexed: 12/12/2022] Open
Abstract
Breast cancer is a disease of genomic alterations, of which the panorama of somatic mutations and how these relate to subtypes and therapy response is incompletely understood. Within SCAN‐B (ClinicalTrials.gov: NCT02306096), a prospective study elucidating the transcriptomic profiles for thousands of breast cancers, we developed a RNA‐seq pipeline for detection of SNVs/indels and profiled a real‐world cohort of 3,217 breast tumors. We describe the mutational landscape of primary breast cancer viewed through the transcriptome of a large population‐based cohort and relate it to patient survival. We demonstrate that RNA‐seq can be used to call mutations in genes such as PIK3CA,TP53, and ERBB2, as well as the status of molecular pathways and mutational burden, and identify potentially druggable mutations in 86.8% of tumors. To make this rich dataset available for the research community, we developed an open source web application, the SCAN‐B MutationExplorer (http://oncogenomics.bmc.lu.se/MutationExplorer). These results add another dimension to the use of RNA‐seq as a clinical tool, where both gene expression‐ and mutation‐based biomarkers can be interrogated in real‐time within 1 week of tumor sampling.
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Affiliation(s)
- Christian Brueffer
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Sergii Gladchuk
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Christof Winter
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Johan Vallon-Christersson
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Jari Häkkinen
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Anthony M George
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Yilun Chen
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,Department of Pathology, Skåne University Hospital, Lund, Sweden
| | - Christer Larsson
- Lund University Cancer Center, Lund, Sweden.,Division of Molecular Pathology, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Niklas Loman
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Lisa Rydén
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
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20
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Dahlgren M, George AM, Brueffer C, Gladchuk S, Chen Y, Vallon-Christersson J, Hegardt C, Häkkinen J, Rydén L, Malmberg M, Larsson C, Gruvberger-Saal SK, Ehinger A, Loman N, Borg Å, Saal LH. Abstract CT074: Pre-existing ESR1 mutations in early-stage primary breast cancer predict failure of endocrine therapy and poor survival. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-ct074] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: More than three-quarters of primary breast cancers are positive for estrogen receptor alpha (ER; encoded by the gene ESR1), the most important factor for directing anti-estrogenic endocrine therapy. Although mutation in ESR1 is known as an acquired mechanism of resistance to endocrine therapy (ET), found in 12-55% of metastatic breast cancers treated previously with ET, the impact of ESR1 mutation on therapy response in primary breast cancer is unclear. Patients and methods: In this study we analyzed 3217 real-world and population-based early-stage primary breast cancers (within the SCAN-B study, ClinicalTrials.gov NCT02306096). Tissues were sampled from initial diagnosis prior to any treatment and analyzed for the presence of ESR1 mutations using RNA sequencing. Mutations were verified by SAGAsafe droplet digital PCR. Results: We identified ESR1 resistance mutations in 30 cases (0.9%), of which 29 were ER-positive (1.1%). In ER-positive disease, presence of ESR1 mutation was significantly associated to poor relapse-free survival (RFS) and overall survival (OS) (p=0.011 and p=0.019, respectively), and moreover predicted poor RFS and OS within the patient group that received ET (p=0.007 and p=0.010, respectively). Conclusions: These results indicate that ESR1 mutations at diagnosis of untreated primary breast cancer are rare, however we confirm for the first time that such early mutations predict eventual resistance to standard hormone therapy in the adjuvant setting. If replicated, tumor ESR1 screening may be considered in ER-positive primary breast cancer and, in mutated cases, ER-degraders such as fulvestrant or other therapeutic options may be considered as more appropriate.
Citation Format: Malin Dahlgren, Anthony M. George, Christian Brueffer, Sergii Gladchuk, Yilun Chen, Johan Vallon-Christersson, Cecilia Hegardt, Jari Häkkinen, Lisa Rydén, Martin Malmberg, Christer Larsson, Sofia K. Gruvberger-Saal, Anna Ehinger, Niklas Loman, Åke Borg, Lao H. Saal. Pre-existing ESR1 mutations in early-stage primary breast cancer predict failure of endocrine therapy and poor survival [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr CT074.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Lisa Rydén
- 2Skåne University Hospital, Lund, Sweden
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21
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Glodzik D, Bosch A, Hartman J, Aine M, Vallon-Christersson J, Reuterswärd C, Karlsson A, Mitra S, Niméus E, Holm K, Häkkinen J, Hegardt C, Saal LH, Larsson C, Malmberg M, Rydén L, Ehinger A, Loman N, Kvist A, Ehrencrona H, Nik-Zainal S, Borg Å, Staaf J. Comprehensive molecular comparison of BRCA1 hypermethylated and BRCA1 mutated triple negative breast cancers. Nat Commun 2020; 11:3747. [PMID: 32719340 PMCID: PMC7385112 DOI: 10.1038/s41467-020-17537-2] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Accepted: 07/02/2020] [Indexed: 02/08/2023] Open
Abstract
Homologous recombination deficiency (HRD) is a defining characteristic in BRCA-deficient breast tumors caused by genetic or epigenetic alterations in key pathway genes. We investigated the frequency of BRCA1 promoter hypermethylation in 237 triple-negative breast cancers (TNBCs) from a population-based study using reported whole genome and RNA sequencing data, complemented with analyses of genetic, epigenetic, transcriptomic and immune infiltration phenotypes. We demonstrate that BRCA1 promoter hypermethylation is twice as frequent as BRCA1 pathogenic variants in early-stage TNBC and that hypermethylated and mutated cases have similarly improved prognosis after adjuvant chemotherapy. BRCA1 hypermethylation confers an HRD, immune cell type, genome-wide DNA methylation, and transcriptional phenotype similar to TNBC tumors with BRCA1-inactivating variants, and it can be observed in matched peripheral blood of patients with tumor hypermethylation. Hypermethylation may be an early event in tumor development that progress along a common pathway with BRCA1-mutated disease, representing a promising DNA-based biomarker for early-stage TNBC.
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Affiliation(s)
- Dominik Glodzik
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Wellcome Sanger Institute, Wellcome Genome Campus, CB10 1SA, Cambridge, UK
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ana Bosch
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Department of Oncology, Skåne University Hospital, SE-22184, Lund, Sweden
| | - Johan Hartman
- Department of Oncology and Pathology, Karolinska Institute, SE-17177, Stockholm, Sweden
| | - Mattias Aine
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund University, SE-22184, Lund, Sweden
| | - Johan Vallon-Christersson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Christel Reuterswärd
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Anna Karlsson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Shamik Mitra
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Emma Niméus
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Division of Surgery, Department of Clinical Sciences, Lund University, SE-22184, Lund, Sweden
| | - Karolina Holm
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Jari Häkkinen
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Lao H Saal
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, SE-22184, Lund, Sweden
| | - Lisa Rydén
- Division of Surgery, Department of Clinical Sciences, Lund University, SE-22184, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Department of Genetics and Pathology, Laboratory Medicine, Region Skåne, SE-22184, Lund, Sweden
| | - Niklas Loman
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
- Department of Oncology, Skåne University Hospital, SE-22184, Lund, Sweden
| | - Anders Kvist
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Hans Ehrencrona
- Department of Genetics and Pathology, Laboratory Medicine, Region Skåne, SE-22184, Lund, Sweden
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, SE-22184, Lund, Sweden
| | - Serena Nik-Zainal
- Academic Department of Medical Genetics, The Clinical School University of Cambridge, Cambridge Biomedical Research Campus, CB2 0QQ, Cambridge, UK
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden
| | - Johan Staaf
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-22381, Lund, Sweden.
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Brueffer C, Gladchuk S, Winter C, Vallon-Christersson J, Hegardt C, Häkkinen J, George AM, Chen Y, Ehinger A, Larsson C, Loman N, Malmberg M, Rydén L, Borg Å, Saal LH. Defining the mutational landscape of 3,217 primary breast cancer transcriptomes through large-scale RNA-seq within the Sweden Cancerome Analysis Network: Breast Project (SCAN-B; NCT03430492). J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
518 Background: Breast cancer is a disease of genomic alterations, of which the complete panorama of somatic mutations and how these relate to molecular subtypes and therapy response is incompletely understood. The Sweden Cancerome Analysis Network-Breast project (SCAN-B; ClinicalTrials.gov NCT02306096) is a multi-center population-based ongoing prospective observational study elucidating the global transcriptomic profiles for thousands of patients and tumors using RNA sequencing. Since September 2010, over 15,000 patients with breast cancer have been enrolled at 9 hospitals across a wide geography of Sweden, comprising greater than 90% of all eligible patients in the catchment area. Methods: Within SCAN-B, we developed an optimized bioinformatics pipeline for detection of single nucleotide variants and small insertions and deletions from RNA-seq data. From this, we describe the mutational landscape of 3,217 primary breast cancer transcriptomes, and relate it to patient overall survival in a real-world setting (median follow-up 75 months, range 2-105 months). Results: We demonstrate that RNA-seq can be used to call mutations in important breast cancer genes such as PIK3CA, TP53, ESR1, and ERBB2, as well as mutation status of key molecular pathways and tumor mutational burden, identify mutations in one or more potentially druggable genes in 85.3% percent of cases, and reveal significant relationships to patient outcome within specific treatment groups. To make this rich and growing mutational portraiture of breast cancer available for the wider research community, we developed an open source interactive web application, SCAN-B MutationExplorer, publicly accessible at http://oncogenomics.bmc.lu.se/MutationExplorer . Conclusions: These results add another dimension to the use of RNA-seq as a potential clinical tool, where both gene expression-based signatures and gene mutation-based biomarkers can be interrogated simultaneously and in real-time within one week of tumor sampling.
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Affiliation(s)
| | | | | | | | | | | | | | - Yilun Chen
- Lund University, Division of Oncology, Lund, Sweden
| | - Anna Ehinger
- Skåne University Hospital, Department of Pathology, Lund, Sweden
| | | | - Niklas Loman
- Skåne University Hospital, Department of Oncology, Lund, Sweden
| | - Martin Malmberg
- Skåne University Hospital, Department of Oncology, Helsingborg, Sweden
| | - Lisa Rydén
- Skåne University Hospital, Department of Surgery, Lund, Sweden
| | - Åke Borg
- Lund University, Division of Oncology, Lund, Sweden
| | - Lao H. Saal
- Lund University, Division of Oncology, Lund, Sweden
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23
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Pettersson L, Chen Y, George AM, Rigo R, Lazarevic V, Juliusson G, Saal LH, Ehinger M. Subclonal patterns in follow-up of acute myeloid leukemia combining whole exome sequencing and ultrasensitive IBSAFE digital droplet analysis. Leuk Lymphoma 2020; 61:2168-2179. [PMID: 32425124 DOI: 10.1080/10428194.2020.1755855] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
We studied mutation kinetics in ten relapsing and four non-relapsing patients with acute myeloid leukemia by whole exome sequencing at diagnosis to identify leukemia-specific mutations and monitored selected mutations at multiple time-points using IBSAFE droplet digital PCR. Five to nine selected mutations could identify and track leukemic clones prior to clinical relapse in 10/10 patients at the time-points where measurable residual disease was negative by multicolor flow cytometry. In the non-relapsing patients, the load of mutations gradually declined in response to different therapeutic strategies. Three distinct patterns of relapse were observed: (1) one or more different clones with all monitored mutations reappearing at relapse; (2) one or more separate clones of which one prevailed at relapse; and (3) persistent clonal hematopoiesis with high variant allele frequency and most mutations present at relapse. These pilot results demonstrate that IBSAFE analyses detect leukemic clones missed by flow cytometry with possible clinical implications.HighlightsThe IBSAFE ddPCR MRD method seems applicable on virtually all newly diagnosed AML patients and was more sensitive than flow cytometry.Monitoring a few mutations captured the kinetics of the evolving recurrent leukemia.NPM1-mutation alone may not be a reliable MRD-marker.
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Affiliation(s)
- Louise Pettersson
- Department of Pathology, Halland Hospital Halmstad, Region Halland, Halmstad, Sweden.,Department of Clinical Sciences, Division of Pathology, Lund University, Skane University Hospital, Lund, Sweden
| | - Yilun Chen
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden
| | - Anthony M George
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden
| | - Robert Rigo
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden
| | - Vladimir Lazarevic
- Department of Hematology, Oncology and Radiation Physics, Lund University, Skane University Hospital, Lund, Sweden
| | - Gunnar Juliusson
- Department of Hematology, Oncology and Radiation Physics, Lund University, Skane University Hospital, Lund, Sweden.,Department of Laboratory Medicine, Stem Cell Center, Lund University, Skane University Hospital, Lund, Sweden
| | - Lao H Saal
- Department of Clinical Sciences, Division of Oncology, Faculty of Medicine, Lund University, Lund, Sweden.,Lund University Cancer Center, Medicon Village, Lund, Sweden
| | - Mats Ehinger
- Department of Clinical Sciences, Division of Pathology, Lund University, Skane University Hospital, Lund, Sweden
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Malmberg M, Larsson C, Vallon-Christersson J, Ehinger A, Hegardt C, Killander F, Ryden L, Saal LH, Loman N, Borg Å. Abstract P1-18-10: Preoperative treatment of HER2-positive breast cancer in South Sweden. A retrospective, comprehensive survey of neo-adjuvant treated HER2-positve breast cancer in the SCAN-B project 2010-2017. Cancer Res 2020. [DOI: 10.1158/1538-7445.sabcs19-p1-18-10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Over the last few years, neoadjuvant therapy has become a standard of care in HER2-positive early breast cancer. This standard has recently been confirmed by the St. Gallen Consensus for stage II and III HER2-positive disease. In neoadjuvant treatment adding anti HER2 treatment almost doubled the pathological complete response (pCR) rate. Later studies have shown a better outcome for patients achieving a pCR compared with those with a non-pCR. The aim of this study is to present a comprehensive description of preoperative treatment in HER2-positive, according to ASCO and Swedish guidelines, breast cancer with detail treatment routines, choice of drugs and regimens as well as adherence to national guidelines and treatment changes over time.
Material: During the period October 2010 to December 2017 6572 patients with early breast cancer were diagnosed in the Skåne region of South Sweden and included in the SCAN-B project (Sweden Cancerome Analysis Network - Breast project, ClinicalTrials.gov identifier NCT02306096). The SCAN-B project is a population based study that during the period included 76.7% of all primary breast cancer patients in the catchment area. The majority of all tumors have been analyzed by NGS-based RNA sequencing, RNAseq.
Results: Of the 6572 patients 672 (10.2%) were HER2 positive and of these 101 (15%) were treated in a neoadjuvant setting with chemotherapy and HER2 directed antibodies. The proportion of HER2-positive patients receiving neoadjuvant treatment with trastuzumab increased from 9% in 2010 to 29% in 2017. Patient age was 27 to 89 years, median age 54 years. Pertuzumab was introduced in 2016 and in 2017 85% of patients received the combination of trastuzumab and pertuzumab. At diagnosis tumor stage T1, T2, T3 and T4d was 19%, 60%, 14% and 5% respectively and 50% were node negative at sentinel node biopsy pre treatment. Of tumors 52% were estrogen receptor positive (ie >10% stained nuclei). During the neoadjuvant treatment period 31 patients were hospitalized at median 2 times for toxicity and a total of medium 4.7 days. At surgery 62% had a mastectomy and 38% breast conserving surgery. Follow up time is median 3.9 years and overall survival 94%.
Conclusions: This retrospective analysis of neoadjuvant treated HER2-positive breast cancer patients shows a gradual increase of neoadjuvant treatment and a very fast implementation of pertuzumab when it became available in Sweden. Overall survival is high but the follow up time is short and the material to small to analyze subgroups. Data on tumor RNAseq will be presented.
Citation Format: Martin Malmberg, Christer Larsson, Johan Vallon-Christersson, Anna Ehinger, Cecilia Hegardt, Fredrika Killander, Lisa Ryden, Lao H. Saal, Niklas Loman, Åke Borg. Preoperative treatment of HER2-positive breast cancer in South Sweden. A retrospective, comprehensive survey of neo-adjuvant treated HER2-positve breast cancer in the SCAN-B project 2010-2017 [abstract]. In: Proceedings of the 2019 San Antonio Breast Cancer Symposium; 2019 Dec 10-14; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(4 Suppl):Abstract nr P1-18-10.
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Affiliation(s)
| | | | | | - Anna Ehinger
- 4Department of Clinical Genetics and Pathology, Lund University Hospital, Sweden
| | - Cecilia Hegardt
- 5Lund University Cancer Center, Medicon Village, Lund University, Sweden
| | | | - Lisa Ryden
- 6Department of Surgery, Lund University Hospital, Sweden
| | - Lao H. Saal
- 5Lund University Cancer Center, Medicon Village, Lund University, Sweden
| | - Niklas Loman
- 1Dept. of Oncology, Lund University Hospital, Sweden
| | - Åke Borg
- 5Lund University Cancer Center, Medicon Village, Lund University, Sweden
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25
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Lundgren C, Bendahl PO, Borg Å, Ehinger A, Hegardt C, Larsson C, Loman N, Malmberg M, Olofsson H, Saal LH, Sjöblom T, Lindman H, Klintman M, Häkkinen J, Vallon-Christersson J, Fernö M, Rydén L, Ekholm M. Agreement between molecular subtyping and surrogate subtype classification: a contemporary population-based study of ER-positive/HER2-negative primary breast cancer. Breast Cancer Res Treat 2019; 178:459-467. [PMID: 31432367 PMCID: PMC6797629 DOI: 10.1007/s10549-019-05378-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 07/24/2019] [Indexed: 12/31/2022]
Abstract
PURPOSE Oestrogen receptor-positive (ER+) and human epidermal receptor 2-negative (HER2-) breast cancers are classified as Luminal A or B based on gene expression, but immunohistochemical markers are used for surrogate subtyping. The aims of this study were to examine the agreement between molecular subtyping (MS) and surrogate subtyping and to identify subgroups consisting mainly of Luminal A or B tumours. METHODS The cohort consisted of 2063 patients diagnosed between 2013-2017, with primary ER+/HER2- breast cancer, analysed by RNA sequencing. Surrogate subtyping was performed according to three algorithms (St. Gallen 2013, Maisonneuve and our proposed Grade-based classification). Agreement (%) and kappa statistics (κ) were used as concordance measures and ROC analysis for luminal distinction. Ki67, progesterone receptor (PR) and histological grade (HG) were further investigated as surrogate markers. RESULTS The agreement rates between the MS and St. Gallen 2013, Maisonneuve and Grade-based classifications were 62% (κ = 0.30), 66% (κ = 0.35) and 70% (κ = 0.41), respectively. PR did not contribute to distinguishing Luminal A from B tumours (auROC = 0.56). By classifying HG1-2 tumours as Luminal A-like and HG3 as Luminal B-like, agreement with MS was 80% (κ = 0.46). Moreover, by combining HG and Ki67 status, a large subgroup of patients (51% of the cohort) having > 90% Luminal A tumours could be identified. CONCLUSIONS Agreement between MS and surrogate classifications was generally poor. However, a post hoc analysis showed that a combination of HG and Ki67 could identify patients very likely to have Luminal A tumours according to MS.
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Affiliation(s)
- Christine Lundgren
- Department of Oncology, Jönköping, Region Jönköping County, and Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden.
| | - Pär-Ola Bendahl
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Åke Borg
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Anna Ehinger
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Cecilia Hegardt
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Christer Larsson
- Department of Laboratory Medicine Lund, Division of Translational Cancer Research, Lund University, Lund, Sweden
| | - Niklas Loman
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
- Department of Hematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Martin Malmberg
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
- Department of Hematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Helena Olofsson
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Lao H Saal
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Tobias Sjöblom
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Henrik Lindman
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Marie Klintman
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Jari Häkkinen
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Johan Vallon-Christersson
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Mårten Fernö
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Lisa Rydén
- Department of Clinical Sciences Lund, Division of Surgery, Lund University, Lund, Sweden
| | - Maria Ekholm
- Department of Oncology, Jönköping, Region Jönköping County, and Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
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Johnson K, Zackrisson S, Rosso A, Sartor H, Saal LH, Andersson I, Lång K. Tumor Characteristics and Molecular Subtypes in Breast Cancer Screening with Digital Breast Tomosynthesis: The Malmö Breast Tomosynthesis Screening Trial. Radiology 2019; 293:273-281. [PMID: 31478799 DOI: 10.1148/radiol.2019190132] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
- Kristin Johnson
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Sophia Zackrisson
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Aldana Rosso
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Hanna Sartor
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Lao H. Saal
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Ingvar Andersson
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
| | - Kristina Lång
- From the Department of Translational Medicine, Diagnostic Radiology, Lund University, Skane University Hospital, Inga Marie Nilssons gata 49, 20502 Malmö, Sweden (K.J., S.Z., A.R., H.S., I.A., K.L.); and Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden (L.H.S.)
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Staaf J, Glodzik D, Bosch A, Vallon-Christersson J, Reuterswärd C, Häkkinen J, Degasperi A, Amarante TD, Saal LH, Hegardt C, Stobart H, Ehinger A, Larsson C, Rydén L, Loman N, Malmberg M, Kvist A, Ehrencrona H, Davies HR, Borg Å, Nik-Zainal S. Whole-genome sequencing of triple-negative breast cancers in a population-based clinical study. Nat Med 2019; 25:1526-1533. [PMID: 31570822 PMCID: PMC6859071 DOI: 10.1038/s41591-019-0582-4] [Citation(s) in RCA: 154] [Impact Index Per Article: 30.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 08/15/2019] [Indexed: 01/12/2023]
Abstract
Whole-genome sequencing (WGS) brings comprehensive insights to cancer genome interpretation. To explore the clinical value of WGS, we sequenced 254 triple-negative breast cancers (TNBCs) for which associated treatment and outcome data were collected between 2010 and 2015 via the population-based Sweden Cancerome Analysis Network-Breast (SCAN-B) project (ClinicalTrials.gov ID:NCT02306096). Applying the HRDetect mutational-signature-based algorithm to classify tumors, 59% were predicted to have homologous-recombination-repair deficiency (HRDetect-high): 67% explained by germline/somatic mutations of BRCA1/BRCA2, BRCA1 promoter hypermethylation, RAD51C hypermethylation or biallelic loss of PALB2. A novel mechanism of BRCA1 abrogation was discovered via germline SINE-VNTR-Alu retrotransposition. HRDetect provided independent prognostic information, with HRDetect-high patients having better outcome on adjuvant chemotherapy for invasive disease-free survival (hazard ratio (HR) = 0.42; 95% confidence interval (CI) = 0.2-0.87) and distant relapse-free interval (HR = 0.31, CI = 0.13-0.76) compared to HRDetect-low, regardless of whether a genetic/epigenetic cause was identified. HRDetect-intermediate, some possessing potentially targetable biological abnormalities, had the poorest outcomes. HRDetect-low cancers also had inadequate outcomes: ~4.7% were mismatch-repair-deficient (another targetable defect, not typically sought) and they were enriched for (but not restricted to) PIK3CA/AKT1 pathway abnormalities. New treatment options need to be considered for now-discernible HRDetect-intermediate and HRDetect-low categories. This population-based study advocates for WGS of TNBC to better inform trial stratification and improve clinical decision-making.
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Affiliation(s)
- Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden.
| | - Dominik Glodzik
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ana Bosch
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Johan Vallon-Christersson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Christel Reuterswärd
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Jari Häkkinen
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Andrea Degasperi
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Academic Department of Medical Genetics, The Clinical School University of Cambridge, Cambridge Biomedical Research Campus, Cambridge, UK
| | - Tauanne Dias Amarante
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Academic Department of Medical Genetics, The Clinical School University of Cambridge, Cambridge Biomedical Research Campus, Cambridge, UK
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | | | - Anna Ehinger
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
- Department of Clinical Genetics and Pathology, Department of Laboratory Medicine, Office for Medical Services, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Lisa Rydén
- Division of Surgery, Department of Clinical Sciences, Lund University, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Niklas Loman
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Martin Malmberg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Anders Kvist
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Hans Ehrencrona
- Department of Clinical Genetics and Pathology, Department of Laboratory Medicine, Office for Medical Services, Lund, Sweden
- Division of Clinical Genetics, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Helen R Davies
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Academic Department of Medical Genetics, The Clinical School University of Cambridge, Cambridge Biomedical Research Campus, Cambridge, UK
- MRC Cancer Unit, Hutchison/MRC Research Centre, Cambridge Biomedical Research Campus, Cambridge, UK
| | - Åke Borg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, Lund, Sweden
| | - Serena Nik-Zainal
- Academic Department of Medical Genetics, The Clinical School University of Cambridge, Cambridge Biomedical Research Campus, Cambridge, UK.
- MRC Cancer Unit, Hutchison/MRC Research Centre, Cambridge Biomedical Research Campus, Cambridge, UK.
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Förnvik D, Aaltonen KE, Chen Y, George AM, Brueffer C, Rigo R, Loman N, Saal LH, Rydén L. Detection of circulating tumor cells and circulating tumor DNA before and after mammographic breast compression in a cohort of breast cancer patients scheduled for neoadjuvant treatment. Breast Cancer Res Treat 2019; 177:447-455. [PMID: 31236809 PMCID: PMC6661025 DOI: 10.1007/s10549-019-05326-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Accepted: 06/17/2019] [Indexed: 01/01/2023]
Abstract
PURPOSE It is not known if mammographic breast compression of a primary tumor causes shedding of tumor cells into the circulatory system. Little is known about how the detection of circulating biomarkers such as circulating tumor cells (CTCs) or circulating tumor DNA (ctDNA) is affected by breast compression intervention. METHODS CTCs and ctDNA were analyzed in blood samples collected before and after breast compression in 31 patients with primary breast cancer scheduled for neoadjuvant therapy. All patients had a central venous access to allow administration of intravenous neoadjuvant chemotherapy, which enabled blood collection from superior vena cava, draining the breasts, in addition to sampling from a peripheral vein. RESULTS CTC and ctDNA positivity was seen in 26% and 65% of the patients, respectively. There was a significant increase of ctDNA after breast compression in central blood (p = 0.01), not observed in peripheral testing. No increase related with breast compression was observed for CTC. ctDNA positivity was associated with older age (p = 0.05), and ctDNA increase after breast compression was associated with high Ki67 proliferating tumors (p = 0.04). CTCs were more abundant in central compared to peripheral blood samples (p = 0.04). CONCLUSIONS There was no significant release of CTCs after mammographic breast compression but more CTCs were present in central compared to peripheral blood. No significant difference between central and peripheral levels of ctDNA was observed. The small average increase in ctDNA after breast compression is unlikely to be clinically relevant. The results give support for mammography as a safe procedure from the point of view of CTC and ctDNA shedding to the blood circulation. The results may have implications for the standardization of sampling procedures for circulating tumor markers.
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Affiliation(s)
- Daniel Förnvik
- Department of Translational Medicine, Medical Radiation Physics, Lund University, Malmö, Sweden.
| | - Kristina E Aaltonen
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, Lund, Sweden
| | - Yilun Chen
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Anthony M George
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Christian Brueffer
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Robert Rigo
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Niklas Loman
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Lao H Saal
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Lisa Rydén
- Department of Clinical Sciences Lund, Division of Surgery, Lund University, Lund, Sweden
- Department of Surgery and Gastroenterology, Skåne University Hospital, Malmö, Sweden
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29
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Vallon-Christersson J, Häkkinen J, Hegardt C, Saal LH, Larsson C, Ehinger A, Lindman H, Olofsson H, Sjöblom T, Wärnberg F, Ryden L, Loman N, Malmberg M, Borg Å, Staaf J. Cross comparison and prognostic assessment of breast cancer multigene signatures in a large population-based contemporary clinical series. Sci Rep 2019; 9:12184. [PMID: 31434940 PMCID: PMC6704148 DOI: 10.1038/s41598-019-48570-x] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Accepted: 08/08/2019] [Indexed: 12/23/2022] Open
Abstract
Multigene expression signatures provide a molecular subdivision of early breast cancer associated with patient outcome. A gap remains in the validation of such signatures in clinical treatment groups of patients within population-based cohorts of unselected primary breast cancer representing contemporary disease stages and current treatments. A cohort of 3520 resectable breast cancers with RNA sequencing data included in the population-based SCAN-B initiative (ClinicalTrials.gov ID NCT02306096) were selected from a healthcare background population of 8587 patients diagnosed within the years 2010-2015. RNA profiles were classified according to 19 reported gene signatures including both gene expression subtypes (e.g. PAM50, IC10, CIT) and risk predictors (e.g. Oncotype DX, 70-gene, ROR). Classifications were analyzed in nine adjuvant clinical assessment groups: TNBC-ACT (adjuvant chemotherapy, n = 239), TNBC-untreated (n = 82), HER2+/ER- with anti-HER2+ ACT treatment (n = 110), HER2+/ER+ with anti-HER2 + ACT + endocrine treatment (n = 239), ER+/HER2-/LN- with endocrine treatment (n = 1113), ER+/HER2-/LN- with endocrine + ACT treatment (n = 243), ER+/HER2-/LN+ with endocrine treatment (n = 423), ER+/HER2-/LN+ with endocrine + ACT treatment (n = 433), and ER+/HER2-/LN- untreated (n = 200). Gene signature classification (e.g., proportion low-, high-risk) was generally well aligned with stratification based on current immunohistochemistry-based clinical practice. Most signatures did not provide any further risk stratification in TNBC and HER2+/ER- disease. Risk classifier agreement (low-, medium/intermediate-, high-risk groups) in ER+ assessment groups was on average 50-60% with occasional pair-wise comparisons having <30% agreement. Disregarding the intermediate-risk groups, the exact agreement between low- and high-risk groups was on average ~80-95%, for risk prediction signatures across all assessment groups. Outcome analyses were restricted to assessment groups of TNBC-ACT and endocrine treated ER+/HER2-/LN- and ER+/HER2-/LN+ cases. For ER+/HER2- disease, gene signatures appear to contribute additional prognostic value even at a relatively short follow-up time. Less apparent prognostic value was observed in the other groups for the tested signatures. The current study supports the usage of gene expression signatures in specific clinical treatment groups within population-based breast cancer. It also stresses the need of further development to reach higher consensus in individual patient classifications, especially for intermediate-risk patients, and the targeting of patients where current gene signatures and prognostic variables provide little support in clinical decision-making.
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Affiliation(s)
- Johan Vallon-Christersson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Jari Häkkinen
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Cecilia Hegardt
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, SE 22381, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
- Division of Clinical Genetics and Pathology, Department of Laboratory Medicine, SE 22185, Lund, Sweden
| | - Henrik Lindman
- Department of Immunology, Genetics and Pathology, Uppsala University, SE 75185, Uppsala, Sweden
| | - Helena Olofsson
- Department of Immunology, Genetics and Pathology, Uppsala University, SE 75185, Uppsala, Sweden
- Department of Clinical Pathology, Uppsala University Hospital, SE 75185, Uppsala, Sweden
| | - Tobias Sjöblom
- Department of Immunology, Genetics and Pathology, Uppsala University, SE 75185, Uppsala, Sweden
| | - Fredrik Wärnberg
- Department of Surgical Sciences, Uppsala University, SE 75185, Uppsala, Sweden
| | - Lisa Ryden
- Division of Surgery, Department of Clinical Sciences, Lund University, SE 22185, Lund, Sweden
| | - Niklas Loman
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
- Department of Hematology, Oncology and Radiation physics, Skåne University Hospital, SE 22185, Lund, Sweden
| | - Martin Malmberg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
- Department of Hematology, Oncology and Radiation physics, Skåne University Hospital, SE 22185, Lund, Sweden
| | - Åke Borg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE 22381, Lund, Sweden.
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30
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Isaksson S, George AM, Jönsson M, Cirenajwis H, Jönsson P, Bendahl PO, Brunnström H, Staaf J, Saal LH, Planck M. Pre-operative plasma cell-free circulating tumor DNA and serum protein tumor markers as predictors of lung adenocarcinoma recurrence. Acta Oncol 2019; 58:1079-1086. [PMID: 31230502 DOI: 10.1080/0284186x.2019.1610573] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Background: Lung cancer patients have a risk of recurrence even after curatively intended surgery. Cell-free circulating tumor DNA (ctDNA) and circulating tumor marker measurements are easily accessible through peripheral blood and could potentially identify patients with worse prognosis. The aim of this study was to examine ctDNA in pre-operative plasma and the role of tumor markers in pre-operative serum for their predictive potential on risk of tumor recurrence. Methods: Mutation analysis by 26-gene targeted sequencing was performed on 157 lung adenocarcinomas (ACs) from patients surgically treated at the Lund University Hospital 2005-2014. Of these, 58 tumors from patients in stages I-IIIA (34 stage I, 14 stage II and 10 stage III) with mutation(s) in EGFR, BRAF or KRAS were included. ctDNA from corresponding plasma (median 1.5 ml, range 1-1.6) was analyzed for one tumor-specific mutation in either of these three oncogenes using ultrasensitive IBSAFE droplet digital PCR (ddPCR). The tumor markers cancer antigen 125 (CA 125) and carbohydrate antigen 19-9 (CA 19-9) were analyzed in corresponding serum with electrochemiluminiscence immunoassay. Results: 6/7 patients with ctDNA and 19/51 without detected ctDNA were diagnosed with recurrence (log-rank test p = .001). 8/10 patients with positive serum tumor markers and 17/47 without tumor markers were diagnosed with recurrence (log-rank test, p = .0002). Fifteen patients had positive ctDNA and/or tumor markers, 12 of these had recurrence (log-rank test, p < .0001). Conclusion: A combination of tumor markers and ctDNA single mutation detection in low-volume pre-operative blood samples is a promising prognostic test. Prediction of recurrent disease in surgically treated early stage lung cancer can likely be further improved by using larger volumes of blood.
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Affiliation(s)
- Sofi Isaksson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Anthony M. George
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Mats Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Helena Cirenajwis
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Per Jönsson
- Department of Thoracic Surgery, Skåne University Hospital, Lund, Sweden
| | - Pär-Ola Bendahl
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Hans Brunnström
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Pathology, Regional Laboratories Region Skåne, Lund, Sweden
- Division of Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Lao H. Saal
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Maria Planck
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Respiratory Medicine, Skåne University Hospital, Lund, Sweden
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31
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Dihge L, Vallon-Christersson J, Hegardt C, Saal LH, Häkkinen J, Larsson C, Ehinger A, Loman N, Malmberg M, Bendahl PO, Borg Å, Staaf J, Rydén L. Prediction of Lymph Node Metastasis in Breast Cancer by Gene Expression and Clinicopathological Models: Development and Validation within a Population-Based Cohort. Clin Cancer Res 2019; 25:6368-6381. [PMID: 31340938 DOI: 10.1158/1078-0432.ccr-19-0075] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 05/24/2019] [Accepted: 07/22/2019] [Indexed: 11/16/2022]
Abstract
PURPOSE More than 70% of patients with breast cancer present with node-negative disease, yet all undergo surgical axillary staging. We aimed to define predictors of nodal metastasis using clinicopathological characteristics (CLINICAL), gene expression data (GEX), and mixed features (MIXED) and to identify patients at low risk of metastasis who might be spared sentinel lymph node biopsy (SLNB).Experimental Design: Breast tumors (n = 3,023) from the population-based Sweden Cancerome Analysis Network-Breast initiative were profiled by RNA sequencing and linked to clinicopathologic characteristics. Seven machine-learning models present the discriminative ability of N0/N+ in development (n = 2,278) and independent validation cohorts (n = 745) stratified as ER+HER2-, HER2+, and TNBC. Possible SLNB reduction rates are proposed by applying CLINICAL and MIXED predictors. RESULTS In the validation cohort, the MIXED predictor showed the highest area under ROC curves to assess nodal metastasis; AUC = 0.72. For the subgroups, the AUCs for MIXED, CLINICAL, and GEX predictors ranged from 0.66 to 0.72, 0.65 to 0.73, and 0.58 to 0.67, respectively. Enriched proliferation metagene and luminal B features were noticed in node-positive ER+HER2- and HER2+ tumors, while upregulated basal-like features were observed in node-negative TNBC tumors. The SLNB reduction rates in patients with ER+HER2- tumors were 6% to 7% higher for the MIXED predictor compared with the CLINICAL predictor accepting false negative rates of 5% to 10%. CONCLUSIONS Although CLINICAL and MIXED predictors of nodal metastasis had comparable accuracy, the MIXED predictor identified more node-negative patients. This translational approach holds promise for development of classifiers to reduce the rates of SLNB for patients at low risk of nodal involvement.
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Affiliation(s)
- Looket Dihge
- Department of Clinical Sciences Lund, Division of Surgery, Lund University, Lund, Sweden. .,Department of Plastic and Reconstructive Surgery, Skåne University Hospital, Malmö, Sweden
| | - Johan Vallon-Christersson
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Cecilia Hegardt
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Lao H Saal
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Jari Häkkinen
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Christer Larsson
- Department of Laboratory Medicine, Division of Translational Cancer Research, Lund University, Lund, Sweden
| | - Anna Ehinger
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Niklas Loman
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden.,Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Martin Malmberg
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Pär-Ola Bendahl
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Åke Borg
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Johan Staaf
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Lisa Rydén
- Department of Clinical Sciences Lund, Division of Surgery, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
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32
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Rydén L, Loman N, Larsson C, Hegardt C, Vallon-Christersson J, Malmberg M, Lindman H, Ehinger A, Saal LH, Borg Å. Minimizing inequality in access to precision medicine in breast cancer by real-time population-based molecular analysis in the SCAN-B initiative. Br J Surg 2018; 105:e158-e168. [PMID: 29341157 PMCID: PMC5817401 DOI: 10.1002/bjs.10741] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2017] [Accepted: 09/30/2017] [Indexed: 12/22/2022]
Abstract
BACKGROUND Selection of systemic therapy for primary breast cancer is currently based on clinical biomarkers along with stage. Novel genomic tests are continuously being introduced as more precise tools for guidance of therapy, although they are often developed for specific patient subgroups. The Sweden Cancerome Analysis Network - Breast (SCAN-B) initiative aims to include all patients with breast cancer for tumour genomic analysis, and to deliver molecular subtype and mutational data back to the treating physician. METHODS An infrastructure for collection of blood and fresh tumour tissue from all patients newly diagnosed with breast cancer was set up in 2010, initially including seven hospitals within the southern Sweden regional catchment area, which has 1.8 million inhabitants. Inclusion of patients was implemented into routine clinical care, with collection of tumour tissue at local pathology departments for transport to the central laboratory, where routines for rapid sample processing, RNA sequencing and biomarker reporting were developed. RESULTS More than 10 000 patients from nine hospitals have currently consented to inclusion in SCAN-B with high (90 per cent) inclusion rates from both university and secondary hospitals. Tumour samples and successful RNA sequencing are being obtained from more than 70 per cent of patients, showing excellent representation compared with the national quality registry as a truly population-based cohort. Molecular biomarker reports can be delivered to multidisciplinary conferences within 1 week. CONCLUSION Population-based collection of fresh tumour tissue is feasible given a decisive joint effort between academia and collaborative healthcare groups, and with governmental support. An infrastructure for genomic analysis and prompt data output paves the way for novel systemic therapy for patients from all hospitals, irrespective of size and location.
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Affiliation(s)
- L Rydén
- Department of Clinical Sciences Lund, Surgery, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - N Loman
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiotherapy, Skåne University Hospital, Lund, Sweden
| | - C Larsson
- Department of Laboratory Medicine Lund, Translational Cancer Research, Lund University, Lund, Sweden
| | - C Hegardt
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - J Vallon-Christersson
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - M Malmberg
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiotherapy, Skåne University Hospital, Lund, Sweden
| | - H Lindman
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - A Ehinger
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Department of Pathology and Cytology, Medicinsk Service, Skåne University Hospital, Lund, Sweden
| | - L H Saal
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Å Borg
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
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33
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Zardavas D, Te Marvelde L, Milne RL, Fumagalli D, Fountzilas G, Kotoula V, Razis E, Papaxoinis G, Joensuu H, Moynahan ME, Hennessy BT, Bieche I, Saal LH, Stal O, Iacopetta B, Jensen JD, O'Toole S, Lopez-Knowles E, Barbaraeschi M, Noguchi S, Azim HA, Lerma E, Bachelot T, Wang Q, Perez-Tenorio G, Can de Velde CJH, Rea DW, Sabine V, Bartlett JMS, Sotiriou C, Michiels S, Loi S. Tumor PIK3CA Genotype and Prognosis in Early-Stage Breast Cancer: A Pooled Analysis of Individual Patient Data. J Clin Oncol 2018; 36:981-990. [PMID: 29470143 DOI: 10.1200/jco.2017.74.8301] [Citation(s) in RCA: 80] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Purpose Phosphatidylinositol-4, 5-bisphosphate 3-kinase catalytic subunit alpha ( PIK3CA) mutations are frequently observed in primary breast cancer. We evaluated their prognostic relevance by performing a pooled analysis of individual patient data. Patients and Methods Associations between PIK3CA status and clinicopathologic characteristics were tested by applying Cox regression models adjusted for age, tumor size, nodes, grade, estrogen receptor (ER) status, human epidermal growth factor receptor 2 (HER2) status, treatment, and study. Invasive disease-free survival (IDFS) was the primary end point; distant disease-free survival (DDFS) and overall survival (OS) were also assessed, overall and by breast cancer subtypes. Results Data from 10,319 patients from 19 studies were included (median OS follow-up, 6.9 years); 1,787 patients (17%) received chemotherapy, 4,036 (39%) received endocrine monotherapy, 3,583 (35%) received both, and 913 (9%) received none or their treatment was unknown. PIK3CA mutations occurred in 32% of patients, with significant associations with ER positivity, increasing age, lower grade, and smaller size (all P < .001). Prevalence of PIK3CA mutations was 18%, 22%, and 37% in the ER-negative/HER2-negative, HER2-positive, and ER-positive/HER2-negative subtypes, respectively. In univariable analysis, PIK3CA mutations were associated with better IDFS (HR, 0.77; 95% CI, 0.71 to 0.84; P < .001), with evidence for a stronger effect in the first years of follow-up (0 to 5 years: HR, 0.73; 95% CI, 0.66 to 0.81; P < .001; 5 to 10 years: HR, 0.82; 95% CI, 0.68 to 0.99; P = .037); > 10 years: (HR, 1.15; 95% CI, 0.84 to 1.58; P = .38; P heterogeneity = .02). In multivariable analysis, PIK3CA genotype remained significant for improved IDFS ( P = .043), but not for the DDFS and OS end points. Conclusion In this large pooled analysis, PIK3CA mutations were significantly associated with a better IDFS, DDFS, and OS, but had a lesser prognostic effect after adjustment for other prognostic factors.
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Affiliation(s)
- Dimitrios Zardavas
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Luc Te Marvelde
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Roger L Milne
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Debora Fumagalli
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - George Fountzilas
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Vassiliki Kotoula
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Evangelia Razis
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - George Papaxoinis
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Heikki Joensuu
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mary Ellen Moynahan
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Bryan T Hennessy
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Ivan Bieche
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Lao H Saal
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Olle Stal
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Barry Iacopetta
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Jeanette Dupont Jensen
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Sandra O'Toole
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Elena Lopez-Knowles
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mattia Barbaraeschi
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Shinzaburo Noguchi
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Hatem A Azim
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Enrique Lerma
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Thomas Bachelot
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Qing Wang
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Gizeh Perez-Tenorio
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Cornelis J H Can de Velde
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Daniel W Rea
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Vicky Sabine
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - John M S Bartlett
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Christos Sotiriou
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Stefan Michiels
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Sherene Loi
- Dimitrios Zardavas and Debora Fumagalli, Breast International Group; Christos Sotiriou, Université Libre de Bruxelles, Brussels, Belgium; Luc te Marvelde and Roger L. Milne, Cancer Council; Roger L. Milne and Sherene Loi, University of Melbourne, Melbourne; Barry Iacopetta, University of Western Australia, Western Australia; Sandra O'Toole and Elena Lopez-Knowles, Garvan Institute of Medical Research, Darlinghurst, Australia; George Fountzilas and Vassiliki Kotoula, Hellenic Foundation for Cancer Research/Aristotle University of Thessaloniki, Thessaloniki; Evangelia Razis, Hygeia Hospital; George Papaxoinis, Hippokration Hospital, Athens, Greece; Heikki Joensuu, Helsinki University Hospital and University of Helsinki, Helsinki, Finland; Mary Ellen Moynahan, Memorial Sloan Kettering Cancer Center, New York, NY; Bryan T. Hennessy, Beaumont Hospital and Royal College of Surgeons, Dublin, Ireland; Ivan Bieche, Curie Institut, Paris; Thomas Bachelot, Centre de Recherche en Cancérologie de Lyon, Lyon; Stefan Michiels, Gustave Roussy and Inserm, Univ. Paris-Sud, Univ. Paris-Saclay, Villejuif, France; Lao H. Saal, Lund University, Lund; Olle Stal, Qing Wang, and Gizeh Perez-Tenorio, Linköping University, Linköping, Sweden; Jeanette Dupont Jensen, University of Southern Denmark, on behalf of the Danish Breast Cancer Cooperative Group, Odense, Denmark; Elena Lopez-Knowles, Royal Marsden NHS Trust and Institute of Cancer Research, London; Daniel W. Rea, University of Birmingham, Birmingham, United Kingdom; Mattia Barbaraeschi, Santa Chiara Hospital, Trento, Italy; Shinzaburo Noguchi, Osaka University, Osaka Japan; Hatem A. Azim Jr, American University of Beirut (AUB), Beirut, Lebanon; Enrique Lerma, Universitat Autònoma de Barcelona, Barcelona, Spain; Cornelis J.H. can de Velde, Leiden University Medical Center, Leiden, the Netherlands; Vicky Sabine, University of Guelph, Guelph; John M.S. Bartlett, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
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Roswall P, Bocci M, Bartoschek M, Li H, Kristiansen G, Jansson S, Lehn S, Sjölund J, Reid S, Larsson C, Eriksson P, Anderberg C, Cortez E, Saal LH, Orsmark-Pietras C, Cordero E, Haller BK, Häkkinen J, Burvenich IJG, Lim E, Orimo A, Höglund M, Rydén L, Moch H, Scott AM, Eriksson U, Pietras K. Microenvironmental control of breast cancer subtype elicited through paracrine platelet-derived growth factor-CC signaling. Nat Med 2018. [PMID: 29529015 PMCID: PMC5896729 DOI: 10.1038/nm.4494] [Citation(s) in RCA: 108] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Breast tumors of the basal-like, hormone receptor-negative, subtype remain an unmet clinical challenge, as patients exhibit a high rate of recurrence and poor survival. Co-evolution of the malignant mammary epithelium and its underlying stroma instigates cancer-associated fibroblasts (CAFs) to endorse most, if not all, hallmarks of cancer progression. Here, we delineate a previously unappreciated role for CAFs as determinants of the molecular subtype of breast cancer. We identified a paracrine cross-talk between cancer cells expressing platelet-derived growth factor (PDGF)-CC and CAFs expressing the cognate receptors in human basal-like mammary carcinomas. Genetic or pharmacological intervention with PDGF-CC activity in mouse models of cancer resulted in conversion of basal-like breast cancers into a hormone receptor-positive state that conferred sensitivity to endocrine therapy in previously impervious tumors. We conclude that specification of the basal-like subtype of breast cancer is under microenvironmental control and therapeutically actionable in order to achieve sensitivity to endocrine therapy.
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Affiliation(s)
- Pernilla Roswall
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden.,Division of Vascular Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Matteo Bocci
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Michael Bartoschek
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Hong Li
- Division of Vascular Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | | | - Sara Jansson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Sophie Lehn
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Jonas Sjölund
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Steven Reid
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Christer Larsson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Pontus Eriksson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Charlotte Anderberg
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Eliane Cortez
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | | | - Eugenia Cordero
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Bengt Kristian Haller
- Division of Vascular Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Jari Häkkinen
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Ingrid J G Burvenich
- Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Melbourne, Victoria, Australia
| | - Elgene Lim
- Garvan Institute of Medical Research, Sydney, New South Wales, Australia.,University of New South Wales, Sydney, New South Wales, Australia
| | - Akira Orimo
- Department of Pathology and Oncology, Juntendo University School of Medicine, Tokyo, Japan
| | - Mattias Höglund
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Lisa Rydén
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Holger Moch
- Department of Pathology and Molecular Pathology, University Hospital Zürich, Zürich, Switzerland
| | - Andrew M Scott
- Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Melbourne, Victoria, Australia
| | - Ulf Eriksson
- Division of Vascular Biology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Kristian Pietras
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
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Brueffer C, Vallon-Christersson J, Grabau D, Ehinger A, Häkkinen J, Hegardt C, Malina J, Chen Y, Bendahl PO, Manjer J, Malmberg M, Larsson C, Loman N, Rydén L, Borg Å, Saal LH. Clinical Value of RNA Sequencing-Based Classifiers for Prediction of the Five Conventional Breast Cancer Biomarkers: A Report From the Population-Based Multicenter Sweden Cancerome Analysis Network-Breast Initiative. JCO Precis Oncol 2018; 2:1700135. [PMID: 32913985 PMCID: PMC7446376 DOI: 10.1200/po.17.00135] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Purpose In early breast cancer (BC), five conventional biomarkers-estrogen receptor (ER), progesterone receptor (PgR), human epidermal growth factor receptor 2 (HER2), Ki67, and Nottingham histologic grade (NHG)-are used to determine prognosis and treatment. We aimed to develop classifiers for these biomarkers that were based on tumor mRNA sequencing (RNA-seq), compare classification performance, and test whether such predictors could add value for risk stratification. Methods In total, 3,678 patients with BC were studied. For 405 tumors, a comprehensive multi-rater histopathologic evaluation was performed. Using RNA-seq data, single-gene classifiers and multigene classifiers (MGCs) were trained on consensus histopathology labels. Trained classifiers were tested on a prospective population-based series of 3,273 BCs that included a median follow-up of 52 months (Sweden Cancerome Analysis Network-Breast [SCAN-B], ClinicalTrials.gov identifier: NCT02306096), and results were evaluated by agreement statistics and Kaplan-Meier and Cox survival analyses. Results Pathologist concordance was high for ER, PgR, and HER2 (average κ, 0.920, 0.891, and 0.899, respectively) but moderate for Ki67 and NHG (average κ, 0.734 and 0.581). Concordance between RNA-seq classifiers and histopathology for the independent cohort of 3,273 was similar to interpathologist concordance. Patients with discordant classifications, predicted as hormone responsive by histopathology but non-hormone responsive by MGC, had significantly inferior overall survival compared with patients who had concordant results. This extended to patients who received no adjuvant therapy (hazard ratio [HR], 3.19; 95% CI, 1.19 to 8.57), or endocrine therapy alone (HR, 2.64; 95% CI, 1.55 to 4.51). For cases identified as hormone responsive by histopathology and who received endocrine therapy alone, the MGC hormone-responsive classifier remained significant after multivariable adjustment (HR, 2.45; 95% CI, 1.39 to 4.34). Conclusion Classification error rates for RNA-seq-based classifiers for the five key BC biomarkers generally were equivalent to conventional histopathology. However, RNA-seq classifiers provided added clinical value in particular for tumors determined by histopathology to be hormone responsive but by RNA-seq to be hormone insensitive.
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Affiliation(s)
- Christian Brueffer
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Johan Vallon-Christersson
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Dorthe Grabau
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Anna Ehinger
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Jari Häkkinen
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Cecilia Hegardt
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Janne Malina
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Yilun Chen
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Pär-Ola Bendahl
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Jonas Manjer
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Martin Malmberg
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Christer Larsson
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Niklas Loman
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Lisa Rydén
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Åke Borg
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
| | - Lao H Saal
- , , , , , , , , , , , and , Lund University, Lund; , , , , and , Skåne University Hospital Lund, Lund; , Blekinge County Hospital, Karlskrona; and and , Skåne University Hospital Malmö, Malmö, Sweden
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36
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Morgan G, Larsson C, Tahin B, Vallon-Christersson J, Häkkinen J, Ehinger A, Malmberg M, Hegardt C, Borg Å, Rydén L, Saal LH, Hedenfalk I, Loman N. Abstract P3-02-02: Concordance between immunohistochemical and gene-expression based subtyping of early breast cancer using core needle biopsies and surgical specimens - experices from SCAN-B. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p3-02-02] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Preoperative chemotherapy in early breast cancer increases the rate of breast preservation and provides prognostic information. Treatment decisions in these cases rely on biomarker assessments and subtyping from tissue acquired through core needle biopsies. Tumor heterogeneity and representativity are pit-falls when limited tissue is available. Biomarker expression may change considerably as a result of preoperative chemotherapy, and in a subset of cases a complete pathological response at time of surgery may even preclude any further assessment. Therefore, the reliability and reproducibility of biomarkers in base-line core biopsies are of utmost importance for patients treated with preoperative chemotherapy.
Material and Methods: In an ongoing population-based study of early breast cancer, the SCAN-B (NCT02306096), patients were identified for whom an ultra-sound guided core needle biopsy was analyzed for biomarkers during primary clinical work-up and the patient was offered primary surgery as initial treatment. Clinical biomarker profiles including immunohistochemical (IHC) determinations of ER, PgR, HER2 and Ki67 were translated to subtypes according to modified St Gallen criteria (2013) and compared with paired samples from surgical specimens. In addition, tumor specimens for biomolecule extraction and RNA sequencing were collected fresh in RNAlater.
Results: IHC data was available from 51 paired samples. The subtype distribution in core needle biopsies was DCIS in 1 case (2 %), LCIS in 1 case (2 %) Luminal A-like in 16 cases (31 %), Luminal B-like (HER2 negative) in 26 cases (51 %), Luminal B-HER2-like (HER2 positive) in 4 cases (8 %), HER2-positive (non-luminal) in 1 case (2 %) and triple negative (ductal) breast cancer in 2 cases (4 %). The subtype distribution in surgical specimens was DCIS in 0 case (0 %), LCIS in 1 case (2 %) Luminal A-like in 18 cases (35 %), Luminal B-like (HER2negative) in 23 cases (45 %), Luminal B--like (HER2 positive) in 6 cases (12 %), HER2-positive (non-luminal) in 1 case (2 %) and triple negative (ductal) breast cancer in 2 cases (4 %). Notably, 5/16 cases classified as Luminal A-like in the core needle biopsy were reclassified as Luminal B-like (HER2-negative) in the surgical specimen, whereas 9/26 cases classified as Luminal B-like (HER2-negative) in the core needle biopsy were reclassified as either Luminal A-like (7 cases) or Luminal B-like (HER2 positive) (2 cases) in the surgical specimen. In all instances, except one, transition between Luminal A-like and Luminal B-like was due to recorded Ki67 expression. One case that was classified as a DCIS in the core needle was reclassified as Luminal B-like (HER2 negative) at time of surgery.
Discussion: In this limited material, discordance between evaluations regarding Luminal A-like and Luminal B-like was considerable. Especially the misclassification of primary HER2-positive breast cancer needs further evaluation. These findings may be caused by tumor heterogeneity, and highlight the risk of both over- and under-treatment upon biomarker assessment from core needle biopsies. Data from gene expression based subtype classifications will be presented during the meeting.
Citation Format: Morgan G, Larsson C, Tahin B, Vallon-Christersson J, Häkkinen J, Ehinger A, Malmberg M, Hegardt C, Borg Å, Rydén L, Saal LH, Hedenfalk I, Loman N. Concordance between immunohistochemical and gene-expression based subtyping of early breast cancer using core needle biopsies and surgical specimens - experices from SCAN-B [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P3-02-02.
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Affiliation(s)
- G Morgan
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - C Larsson
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - B Tahin
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - J Vallon-Christersson
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - J Häkkinen
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - A Ehinger
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - M Malmberg
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - C Hegardt
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - Å Borg
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - L Rydén
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - LH Saal
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - I Hedenfalk
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
| | - N Loman
- Skåne University Hospital, Lund, Sweden; Lund University, Lund, Sweden; Lund University Cancer Centre, Medicon Village, Lund, Sweden; Skåne Univerisity Hospital, Lund, Sweden; Skåne University Hopsital, Malmö, Sweden
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Staaf J, Vallon-Christersson J, Häkkinen J, Saal LH, Hegardt C, Larsson C, Ehinger A, Ryden L, Loman N, Malmberg M, Borg Å. Abstract P1-06-01: Putting multigene signatures to the test: Prognostic assessment in population-based contemporary clinical breast cancer. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p1-06-01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background
Gene expression signatures hold promise for a molecularly driven division of primary breast cancer with clinical implications. A gap still remains in the application/validation of such signatures in actual clinical treatment groups from unselected, population-based, primary breast cancer receiving current standard of care therapy. We analyzed classification proportions and overall survival (OS) of 14 reported gene expression phenotypes (GEPs) and risk predictors (RPs) in seven clinical treatments groups from an 3273-sample breast cancer cohort representative of population-based disease in the South Swedish healthcare region.
Patients and methods
Between 2010-09-01 to 2015-03-31, 5101 (87%) of 5892 patients with invasive primary disease in the healthcare region were included in the SCAN-B study (ClinicalTrials.gov ID: NCT02306096). Inclusion criteria included no generalized/prior contralateral disease and known surgery/treatment status (neo- or adjuvant). 3273 tumors were profiled by RNA sequencing and matched to clinicopathological patient data from the National Breast Cancer Register, with distribution of clinicopathological characteristics reflecting proportions in the catchment region. RNA profiles were classified according to 14 reported gene signatures featuring both GEPs (PAM50, IC10, CIT, TNBCtype) and specific risk predictors (e.g. Oncotype Dx, 70-gene, 76-gene, ROR-variants, genomic grade index). Classifications were investigated for association with patient OS by univariate and multivariate analyses in seven adjuvant clinical treatment groups: TNBC-ACT (adjuvant chemotherapy, n=228), TNBC-untreated (n=83), HER2+/ER- with trastuzumab + ACT treatment (n=101), HER2+/ER+ with trastuzumab + ACT + endocrine treatment (n=210), ER+/HER2- with endocrine treatment (n=1477), ER+/HER2- with endocrine + ACT treatment (n=637), and ER+/HER2- untreated (n=216).
Results
For the majority of signatures, analysis of classification demonstrated prognostic value limited to ER+/HER2- tumors given follow-up time. Several signatures (including Oncotype Dx, 70-gene, ROR-variants) showed strong predictive value in identifying a subset of ER+/HER2- patients receiving a combination of endocrine and ACT therapy with excellent overall survival (>96%), indicating appropriate therapy selection. In addition, for both ER+/HER2- treatment groups signature analysis identified high-risk groups of patients in clear need of additional treatment beyond standard therapeutic regimes, even with less than 5-years of follow-up.
Conclusions
Our results support the prognostic association of gene expression signatures in large unselected population-based primary breast cancer cohorts even with a short follow-up of OS.Importantly, prognostic associations are limited to specific subgroups for different classifiers and in population-based breast cancer some clinically important subgroups constitute a small proportion of cases. In this context, continued population-based inclusion and broad transcriptional profiling of breast cancer patients provides an opportunity for application to broader patient groups (e.g. TNBC and HER2+), and for consensus classification of individual risk assessments that could potentially provide more stable predictions.
Citation Format: Staaf J, Vallon-Christersson J, Häkkinen J, Saal LH, Hegardt C, Larsson C, Ehinger A, Ryden L, Loman N, Malmberg M, Borg Å. Putting multigene signatures to the test: Prognostic assessment in population-based contemporary clinical breast cancer [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P1-06-01.
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Affiliation(s)
- J Staaf
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | | | - J Häkkinen
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - LH Saal
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - C Hegardt
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - C Larsson
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - A Ehinger
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - L Ryden
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - N Loman
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - M Malmberg
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - Å Borg
- Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
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Loman N, Chen Y, Aaltonen K, Brueffer C, George AM, Zander L, Vallon-Christersson J, Häkkinen J, Förnvik D, Rigo R, Ehinger A, Malmberg M, Larsson C, Hegardt C, Borg Å, Rydén L, Saal LH. Abstract P2-02-09: Breast cancer subtype distribution and circulating tumor DNA in response to neoadjuvant chemotherapy: Experiences from a preoperative cohort within SCAN-B. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p2-02-09] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Preoperative chemotherapy in early breast cancer increases the rate of breast preservation and provides prognostic information. In the case of residual disease, a change in subtypes may be observed. Sensitive and reproducible biomarkers predicting treatment response early during the treatment course are needed in order to better exploit the potential benefit of an individualized preoperative treatment.
Material and Methods: In an ongoing prospective study within the population-based SCAN-B project (NCT02306096), patients undergoing preoperative chemotherapy for early or locally recurrent breast cancer have been treated with iv Epirubicin and Cyclophosphamide q3w x 3 in sequence with either Docetaxel q3w x 3 or Paclitaxel q1w x 9 with a preoperative intent. HER2-positive cases also received HER2-directed treatment. At baseline, patients were staged using sentinel node biopsy for clinically node-negative patients and CT scan for cytologically confirmed node-positive cases. A clinical core needle biopsy as well as tissue from the surgical specimen was collected for determination of conventional biomarkers including ER, PgR, HER2 and Ki67. Tumor biopsies for biomolecule-extraction and RNA-sequencing were taken using ultrasound guidance and collected fresh in RNAlater at baseline, after 2 treatment cycles, as well as at surgery. Blood plasma samples were collected at baseline, after one-, three-, and six- 3w treatment cycles, and post-surgery. Using RNA-sequencing data, somatic mutations were identified in the tumor biopsies and personalized analyses for circulating tumor DNA (ctDNA) were performed. A pathological complete remission (pCR) was defined as the complete disappearance of invasive breast cancer in the breast and axilla at time of definitive surgery. Subtyping was performed using modified St Gallen criteria (2013).
Results: Thus far, 45 patients aged 24-74 years have been included, of which 34 (76 %) were clinical stage 2 and 11 (24%) were stage 3. The subtype distribution at baseline was five Luminal A-like (11 %), 21 Luminal B-like (HER2 negative) (47 %), 8 HER2-positive (18 %) and 11 Triple-negative (ductal) (24 %). The rates of pCR in 38 operated cases to date were 0/3 Luminal A-like, 3/19 Luminal B-like (HER2 negative), 2/8 HER2-positive, and 4/7 Triple-negative (overall 24 % pCR rate). One patient did not undergo surgery due to clinically progressive disease. In 25 cases with evaluable residual disease at surgery, there was a shift in the subtype in 13 (52 %), the majority of which represented a transition from Luminal B to Luminal A. No Triple-negative cases underwent a change in subtype during treatment. Results of the ctDNA analyses will be presented at the meeting.
Discussion: We have established an infrastructure allowing for an extensive evaluation of preoperative chemotherapy in early breast cancer. The goal is to develop methods to refine response-guided treatment in early breast cancer using molecular responses in the tumor as well as in the blood circulation. The patients continue to be prospectively monitored with iterative ctDNA analyses during follow-up.
Citation Format: Loman N, Chen Y, Aaltonen K, Brueffer C, George AM, Zander L, Vallon-Christersson J, Häkkinen J, Förnvik D, Rigo R, Ehinger A, Malmberg M, Larsson C, Hegardt C, Borg Å, Rydén L, Saal LH. Breast cancer subtype distribution and circulating tumor DNA in response to neoadjuvant chemotherapy: Experiences from a preoperative cohort within SCAN-B [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P2-02-09.
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Affiliation(s)
- N Loman
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - Y Chen
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - K Aaltonen
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - C Brueffer
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - AM George
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - L Zander
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - J Vallon-Christersson
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - J Häkkinen
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - D Förnvik
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - R Rigo
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - A Ehinger
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - M Malmberg
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - C Larsson
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - C Hegardt
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - Å Borg
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - L Rydén
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
| | - LH Saal
- Deartment och Oncology, Skåne University Hospital, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Division of Molecular Pathology, Department of Laboratory Medicine, Lund, Sweden
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Brueffer C, Vallon-Christersson J, Grabau D, Ehinger A, Häkkinen J, Hegardt C, Malina J, Chen Y, Bendahl PO, Manjer J, Malmberg M, Larsson C, Loman N, Ryden L, Borg Å, Saal LH. Abstract P4-09-03: On the development and clinical value of RNA-sequencing-based classifiers for prediction of the five conventional breast cancer biomarkers: A report from the population-based multicenter SCAN-B study. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p4-09-03] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background:
In early breast cancer, five histopathological biomarkers are part of current clinical routines and used for determining prognosis and treatment: estrogen receptor (ER), progesterone receptor (PgR), human epidermal growth factor receptor 2 (ERBB2/HER2), Ki67, and Nottingham histological grade (NHG). We aimed to develop classifiers for these biomarkers based on tumor mRNA-sequencing (RNA-seq), compare classification performance to conventional histopathology, and test whether RNA-seq-based predictors could add value for patient risk-stratification.
Patients and Methods:
In total, 3678 breast tumors were studied. For 405 breast tumors in the training cohort, a comprehensive histopathological biomarker evaluation was performed by three pathology readings to estimate inter-pathologist variability on the original diagnostic slides as well as on repeat immunostains for this study, and the consensus biomarker status for all five conventional biomarkers was determined. Whole transcriptome gene expression profiling was performed by RNA-sequencing on the Illumina platform. Using RNA-seq-derived tumor gene expression data as input, single-gene classifiers (SGC) and multi-gene classifiers (MGC) were trained on the consensus pathology biomarker labels. The trained classifiers were tested on an independent prospective population-based series of 3273 primary breast cancer cases from the multicenter SCAN-B study with median 41 months follow-up (ClinicalTrials.gov identifier NCT02306096), and classifications were evaluated by agreement statistics and by Kaplan-Meier and Cox regression survival analyses.
Results:
For the histopathological evaluation, pathologist evaluation concordance was high for ER, PgR, and HER2 (average kappa values of .920, .891, and .899, respectively), but moderate for Ki67 and NHG (.734 and .581). Classification concordance between RNA-seq classifiers and histopathology for the independent 3273-cohort was similar to that within histopathology assessments, with SGCs slightly outperforming MGCs. Importantly, patients with discordant results, classified as hormone responsive (HoR+) by histopathology but non-hormone responsive by MGC, presented with significantly inferior overall survival compared to patients with concordant results. These results extended to patients with no adjuvant systemic therapy (hazard ratio, HR, 4.54; 95% confidence interval, CI, 1.42-14.5), endocrine therapy alone (HR 3.46; 95% CI, 2.01-5.95), or receiving chemotherapy (HR 2.57; 95% CI 1.13-5.86). For HoR+ cases receiving endocrine therapy alone, the MGC HoR classifier remained significant after multivariable adjustment (HR 3.14; 95% CI, 1.75-5.65).
Conclusions:
RNA-seq-based classifiers for the five key early breast cancer biomarkers were generally equivalent to conventional histopathology with regards to classification error rate. However, when benchmarked using overall survival, our RNA-seq classifiers provided added clinical value in particular for cases that are determined by histopathology to be hormone-responsive but by RNA-seq appear hormone-insensitive and have a significantly poorer outcome when treated with endocrine therapy alone.
Citation Format: Brueffer C, Vallon-Christersson J, Grabau D, Ehinger A, Häkkinen J, Hegardt C, Malina J, Chen Y, Bendahl P-O, Manjer J, Malmberg M, Larsson C, Loman N, Ryden L, Borg Å, Saal LH. On the development and clinical value of RNA-sequencing-based classifiers for prediction of the five conventional breast cancer biomarkers: A report from the population-based multicenter SCAN-B study [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P4-09-03.
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Affiliation(s)
- C Brueffer
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - J Vallon-Christersson
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - D Grabau
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - A Ehinger
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - J Häkkinen
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - C Hegardt
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - J Malina
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - Y Chen
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - P-O Bendahl
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - J Manjer
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - M Malmberg
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - C Larsson
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - N Loman
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - L Ryden
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - Å Borg
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
| | - LH Saal
- Lund University, Lund, Sweden; Lund University Cancer Center, Medicon Village, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Blekinge County Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden
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Abstract
Digital PCR techniques are ideally suited for accurately quantifying trace amounts of target DNA sequences, such as tumor-derived mutant DNA that is present in the blood circulation of patients with cancer. Here, we describe an approach marrying low-coverage whole-genome sequencing of tumor tissues, to enumerate chromosomal rearrangement breakpoints, together with droplet digital PCR (ddPCR)-based personalized rearrangement assays to cost-effectively monitor circulating tumor DNA levels at multiple time-points during the clinical course. The method is generally applicable to essentially any cancer patient, as all cancers harbor unstable genomes, and may have uses for measuring minimal residual disease, response to therapy, and early detection of metastasis.
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Affiliation(s)
- Yilun Chen
- Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Anthony M George
- Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Eleonor Olsson
- Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Lao H Saal
- Translational Oncogenomics Unit, Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden.
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41
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Nilsson MP, Winter C, Kristoffersson U, Rehn M, Larsson C, Saal LH, Loman N. Efficacy versus effectiveness of clinical genetic testing criteria for BRCA1 and BRCA2 hereditary mutations in incident breast cancer. Fam Cancer 2017; 16:187-193. [PMID: 28120249 PMCID: PMC5357494 DOI: 10.1007/s10689-016-9953-x] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Increasing evidence supports the benefit of identifying BRCA1 and BRCA2 germline mutations in early breast cancer. Selection of patients for genetic testing is based on defined criteria taking individual and family history related factors into account. It is important to make a distinction between efficacy and effectiveness of BRCA testing criteria. Efficacy can be defined as the performance under ideal circumstances, whereas effectiveness refers to its real life performance. To allow for an unbiased and detailed evaluation of efficacy and effectiveness of the Swedish BRCA testing criteria, we retrospectively analyzed a prospectively collected cohort of 273 breast cancer patients from the well-characterized, population-based, single-site All Breast Cancer in Malmö (ABiM) study. The patients were diagnosed with breast cancer during the years 2007 through 2009. Out of 20 mutation carriers identified, 13 fulfilled Swedish criteria at time of diagnosis. Thus, the efficacy of these criteria was 65%. Excluding three patients in whom a mutation was already known at time of diagnosis, only 3/17 had been identified in the clinical routine, corresponding to an effectiveness of 18%. Here we detail the reasons why mutation carriers in our cohort were not detected though routine health care. In conclusion, effectiveness of BRCA testing criteria was much lower than efficacy. Our results indicate that current testing criteria and procedures associated with BRCA1 and BRCA2 testing are insufficient. There is room for improvement of their efficacy, but even more so regarding effectiveness. Clinical BRCA testing routines need to be critically revised.
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Affiliation(s)
- Martin P Nilsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Christof Winter
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Institute of Clinical Chemistry and Pathobiochemistry, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | - Ulf Kristoffersson
- Department of Clinical Genetics, Laboratory Medicine Region Skåne, Lund, Sweden.,Department of Clinical Genetics, Lund University, Lund, Sweden
| | - Martin Rehn
- Department of Surgery, Skåne University Hospital, Malmö, Sweden
| | - Christer Larsson
- Department of Translational Cancer Research, Lund University, Lund, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden.,CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund, Sweden
| | - Niklas Loman
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden. .,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden.
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42
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Pappas K, Xu J, Zairis S, Resnick-Silverman L, Abate F, Steinbach N, Ozturk S, Saal LH, Su T, Cheung P, Schmidt H, Aaronson S, Hibshoosh H, Manfredi J, Rabadan R, Parsons R. p53 Maintains Baseline Expression of Multiple Tumor Suppressor Genes. Mol Cancer Res 2017; 15:1051-1062. [PMID: 28483946 DOI: 10.1158/1541-7786.mcr-17-0089] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Revised: 04/21/2017] [Accepted: 05/02/2017] [Indexed: 02/07/2023]
Abstract
TP53 is the most commonly mutated tumor suppressor gene and its mutation drives tumorigenesis. Using ChIP-seq for p53 in the absence of acute cell stress, we found that wild-type but not mutant p53 binds and activates numerous tumor suppressor genes, including PTEN, STK11(LKB1), miR-34a, KDM6A(UTX), FOXO1, PHLDA3, and TNFRSF10B through consensus binding sites in enhancers and promoters. Depletion of p53 reduced expression of these target genes, and analysis across 18 tumor types showed that mutation of TP53 associated with reduced expression of many of these genes. Regarding PTEN, p53 activated expression of a luciferase reporter gene containing the p53-consensus site in the PTEN enhancer, and homozygous deletion of this region in cells decreased PTEN expression and increased growth and transformation. These findings show that p53 maintains expression of a team of tumor suppressor genes that may together with the stress-induced targets mediate the ability of p53 to suppress cancer development. p53 mutations selected during tumor initiation and progression, thus, inactivate multiple tumor suppressor genes in parallel, which could account for the high frequency of p53 mutations in cancer.Implications: In this study, we investigate the activities of p53 under normal low-stress conditions and discover that p53 is capable of maintaining the expression of a group of important tumor suppressor genes at baseline, many of which are haploinsufficient, which could contribute to p53-mediated tumor suppression. Mol Cancer Res; 15(8); 1051-62. ©2017 AACR.
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Affiliation(s)
- Kyrie Pappas
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York.,Department of Pharmacology, Columbia University Medical Center, New York, New York
| | - Jia Xu
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Sakellarios Zairis
- Department of Systems Biology, Columbia University Medical Center, New York, New York
| | - Lois Resnick-Silverman
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Francesco Abate
- Department of Systems Biology, Columbia University Medical Center, New York, New York.,Department of Biomedical Informatics, Columbia University Medical Center, New York, New York
| | - Nicole Steinbach
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York.,Graduate School of Arts and Sciences, Columbia University Medical Center, New York, New York
| | - Sait Ozturk
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden.,Lund University Cancer Center, Lund, Sweden.,CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Tao Su
- Department of Pathology, Columbia University Medical Center, New York, New York
| | - Pamela Cheung
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Hank Schmidt
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York.,Dubin Breast Center, The Mount Sinai Hospital, New York, New York.,Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Stuart Aaronson
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Hanina Hibshoosh
- Department of Pathology, Columbia University Medical Center, New York, New York
| | - James Manfredi
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York.,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Raul Rabadan
- Department of Systems Biology, Columbia University Medical Center, New York, New York.,Department of Biomedical Informatics, Columbia University Medical Center, New York, New York
| | - Ramon Parsons
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York. .,The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
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Cirenajwis H, Lauss M, Ekedahl H, Törngren T, Kvist A, Saal LH, Olsson H, Staaf J, Carneiro A, Ingvar C, Harbst K, Hayward NK, Jönsson G. NF1-mutated melanoma tumors harbor distinct clinical and biological characteristics. Mol Oncol 2017; 11:438-451. [PMID: 28267273 PMCID: PMC5527484 DOI: 10.1002/1878-0261.12050] [Citation(s) in RCA: 76] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 02/14/2017] [Accepted: 02/14/2017] [Indexed: 12/30/2022] Open
Abstract
In general, melanoma can be considered as a UV‐driven disease with an aggressive metastatic course and high mutational load, with only few tumors (acral, mucosal, and uveal melanomas) not induced by sunlight and possessing a lower mutational load. The most commonly activated pathway in melanoma is the mitogen‐activated protein kinase (MAPK) pathway. However, the prognostic significance of mutational stratification is unclear and needs further investigation. Here, in silico we combined mutation data from 162 melanomas subjected to targeted deep sequencing with mutation data from three published studies. Tumors from 870 patients were grouped according to BRAF,RAS,NF1 mutation or triple‐wild‐type status and correlated with tumor and patient characteristics. We found that the NF1‐mutated subtype had a higher mutational burden and strongest UV mutation signature. Searching for co‐occurring mutated genes revealed the RASopathy genes PTPN11 and RASA2, as well as another RAS domain‐containing gene RASSF2 enriched in the NF1 subtype after adjustment for mutational burden. We found that a larger proportion of the NF1‐mutant tumors were from males and with older age at diagnosis. Importantly, we found an increased risk of death from melanoma (disease‐specific survival, DSS; HR, 1.9; 95% CI, 1.21–3.10; P = 0.046) and poor overall survival (OS; HR, 2.0; 95% CI, 1.28–2.98; P = 0.01) in the NF1 subtype, which remained significant after adjustment for age, gender, and lesion type (DSS P = 0.03, OS P = 0.06, respectively). Melanoma genomic subtypes display different biological and clinical characteristics. The poor outcome observed in the NF1 subtype highlights the need for improved characterization of this group.
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Affiliation(s)
- Helena Cirenajwis
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Martin Lauss
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Henrik Ekedahl
- Division of Surgery, Department of Clinical Sciences, Lund University, Sweden
| | - Therese Törngren
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Anders Kvist
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Håkan Olsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden.,Department of Oncology, Skåne University Hospital, Lund University, Sweden
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | - Ana Carneiro
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden.,Department of Oncology, Skåne University Hospital, Lund University, Sweden
| | - Christian Ingvar
- Division of Surgery, Department of Clinical Sciences, Lund University, Sweden
| | - Katja Harbst
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
| | | | - Göran Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Sweden
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Saal LH, Hegardt C, Vallon-Christersson J, Häkkinen J, Ehinger A, Manjer J, Larsson C, Loman N, Rydén L, Malmberg M, Borg Å. Abstract P1-07-17: The SCAN-B study: 5-year summary of a large-scale population-based prospective breast cancer translational genomics platform covering a wide geography of Sweden (NCT02306096). Cancer Res 2017. [DOI: 10.1158/1538-7445.sabcs16-p1-07-17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background:
Breast cancer exhibits significant molecular, pathological, and clinical heterogeneity. Current clinicopathological evaluation is imperfect for predicting outcome, which results in overtreatment for many patients, and for others, leads to death from recurrent disease. Therefore, additional criteria are needed to better personalize care and maximize treatment effectiveness and survival. To address these challenges, large-scale population-based studies are needed to develop and evaluate new predictive biomarker tests under real-world conditions.
Methods:
In 2010 we initiated the Sweden Cancerome Analysis Network - Breast (SCAN-B) multicenter prospective study (ClinicalTrials.gov identifier NCT02306096) with longsighted aims to 1) analyze breast cancers with next-generation genomic technologies for translational research in a population-based manner and integrated with healthcare; 2) decipher fundamental tumor biology from these analyses; 3) utilize genomic data to develop and validate new clinically-actionable biomarker assays; and 4) establish real-time clinical implementation of molecular diagnostic and treatment-predictive tests. Eligibility criteria are suspicion or confirmed diagnosis of primary breast cancer. Eligibility will be extended to recurrent breast cancer in late 2016. For all patients, tumor biopsy and/or surgical tumor specimen and baseline blood samples are collected, as well as follow-up blood samples at defined intervals, and clinical data are obtained from regional and national databases. From all samples, DNA, RNA, and protein fractions are isolated, and tissue arrays are constructed. In the first phase, we focus on molecular profiling of tumor tissue by next-generation RNA-sequencing.
Results:
From August 2010 through May 2016, we have consented and enrolled 8,669 patients with primary breast cancer at 9 hospital sites in Sweden, representing approximately 85% of eligible patients in the catchment area. Preoperative blood samples have been collected for 8,288 (96%) patients and primary fresh-frozen tumor specimens collected for 6,129 (71%) patients. All tumors have been RNA-sequenced, and newly enrolled cases are analyzed in “real-time” within an average of 7 days after biopsy/surgery. Herein we describe the study infrastructure and protocols and present initial proof of concept results from prospective RNA-sequencing including tumor molecular subtyping, detection of driver gene mutations, and determination of ER, PgR, HER2, Ki67, and tumor grade from RNA-seq data. Prospective patient enrollment is ongoing and pilot clinical reports are being evaluated at multidisciplinary breast cancer conferences.
Conclusions:
We demonstrate that population-based collection and real-time RNA-sequencing analysis of breast cancer is feasible at large-scale. The SCAN-B Study should significantly reduce the time to discovery, validation, and clinical implementation of novel molecular diagnostic and predictive tests. We welcome the participation of additional comprehensive cancer treatment centers.
Citation Format: Saal LH, Hegardt C, Vallon-Christersson J, Häkkinen J, Ehinger A, Manjer J, Larsson C, Loman N, Rydén L, Malmberg M, Borg Å. The SCAN-B study: 5-year summary of a large-scale population-based prospective breast cancer translational genomics platform covering a wide geography of Sweden (NCT02306096) [abstract]. In: Proceedings of the 2016 San Antonio Breast Cancer Symposium; 2016 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2017;77(4 Suppl):Abstract nr P1-07-17.
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Affiliation(s)
- LH Saal
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - C Hegardt
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - J Vallon-Christersson
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - J Häkkinen
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - A Ehinger
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - J Manjer
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - C Larsson
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - N Loman
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - L Rydén
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - M Malmberg
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
| | - Å Borg
- Lund University, Lund, Sweden; Blekinge Country Hospital, Karlskrona, Sweden; Skåne University Hospital, Malmö, Sweden; Skåne University Hospital, Lund, Sweden
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Whale AS, Devonshire AS, Karlin-Neumann G, Regan J, Javier L, Cowen S, Fernandez-Gonzalez A, Jones GM, Redshaw N, Beck J, Berger AW, Combaret V, Dahl Kjersgaard N, Davis L, Fina F, Forshew T, Fredslund Andersen R, Galbiati S, González Hernández Á, Haynes CA, Janku F, Lacave R, Lee J, Mistry V, Pender A, Pradines A, Proudhon C, Saal LH, Stieglitz E, Ulrich B, Foy CA, Parkes H, Tzonev S, Huggett JF. International Interlaboratory Digital PCR Study Demonstrating High Reproducibility for the Measurement of a Rare Sequence Variant. Anal Chem 2017; 89:1724-1733. [DOI: 10.1021/acs.analchem.6b03980] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Alexandra S. Whale
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Alison S. Devonshire
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - George Karlin-Neumann
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Jack Regan
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Leanne Javier
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Simon Cowen
- Statistics
Team, LGC, Queens Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Ana Fernandez-Gonzalez
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Gerwyn M. Jones
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Nicholas Redshaw
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Julia Beck
- Chronix Biomedical, Goetheallee 8, 37073 Goettingen, Germany
| | - Andreas W. Berger
- Department
of Internal Medicine I, Ulm University, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Valérie Combaret
- Laboratoire de Recherche
Translationnelle, Centre Léon-Bérard, Lyon, F-69008, France
| | - Nina Dahl Kjersgaard
- Sjællands Universitetshospital, Klinisk Biokemisk
Afdeling, Molekylærenhed, Sygehusvej 10, 4000 Roskilde, Denmark
| | - Lisa Davis
- Genoptix Inc., 1811 Aston Avenue, Carlsbad, California 92008, United States
| | - Frederic Fina
- Service
de Transfert d’Oncologie Biologique, Laboratoire de Biologie
Médicale, Faculte de médecine Nord, Boulevard Pierre
Dramard, Marseille 13916 cedex 20, France
| | - Tim Forshew
- UCL Cancer Institute, Paul O’Gorman Building, 72 Huntley Street, London WC1E 6DD, United Kingdom
| | - Rikke Fredslund Andersen
- Department of Clinical Immunology and Biochemistry, Vejle Hospital, Kabbeltoft 25, 7100 Vejle, Denmark
| | - Silvia Galbiati
- Division of Genetics and
Cell Biology, IRCCS San Raffaele Scientific Institute, via Olgettina
60, 20132 Milano, Italy
| | - Álvaro González Hernández
- Department of Pediatrics and CIMA LAB Diagnostics, Clínica Universidad de Navarra, Avenida Pío XII 36, 31008 Pamplona, Spain
| | - Charles A. Haynes
- Michael Smith Laboratories, University of British Columbia, 301 Michael Smith Building, 2185 East Mall, Vancouver, BC V6T 1Z4, Canada
| | - Filip Janku
- The University of Texas MD Anderson Cancer Center, Department of Investigational Cancer Therapeutics (Phase
I Clinical Trials Program), 1515 Holcombe Boulevard 0455, Houston, Texas 77030, United States
| | - Roger Lacave
- Solid Tumours Genomics Unit, Tenon Hospital, APHP and Université Pierre et Marie Curie, 4 rue
de la Chine, 75970 Paris, France
| | - Justin Lee
- Johns Hopkins, 1650 Orleans St., Baltimore, Maryland 21287, United States
| | - Vilas Mistry
- Department
of Cancer Studies, University of Leicester, Robert Kilpatrick Clinical Sciences Building, Leicester
Royal Infirmary, Leicester LE2 7LX, United Kingdom
| | - Alexandra Pender
- Lung Cancer Group, Division of Molecular
Pathology, The Institute of Cancer Research, 123 Old Brompton Road, London SW7 3RP, United Kingdom
| | - Anne Pradines
- Institut Claudius Regaud − IUCTO, Laboratoire de Biologie Medicale Oncologique, 1 avenue Irène Joliot-Curie, Toulouse 31059 cedex 9, France
| | - Charlotte Proudhon
- Institut Curie, PSL Research University, SiRIC, Laboratory of Circulating Tumor Biomarkers, 26 rue d’Ulm, 75005 Paris, France
| | - Lao H. Saal
- Department of Oncology and Pathology, Lund University, Scheelevägen 2, MV 404-B2, SE-22381, Lund, Sweden
| | - Elliot Stieglitz
- Department of Pediatrics, Benioff Children’s Hospital, UCSF Helen Diller Family Comprehensive Cancer Center, 1450 Third Street, San Francisco, California 94158, United States
| | - Bryan Ulrich
- Dana Farber Cancer Institute, Belfer Center for Applied Cancer Science and Department
of Medical Oncology, Boston, Massachusetts 02115, United States
| | - Carole A. Foy
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Helen Parkes
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Svilen Tzonev
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Jim F. Huggett
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
- School of Biosciences & Medicine, Faculty of Health & Medical Science, University of Surrey, Guildford, Surrey GU2 7XH, United Kingdom
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Loman N, Saal LH. The state of the art in prediction of breast cancer relapse using cell-free circulating tumor DNA liquid biopsies. Ann Transl Med 2016; 4:S68. [PMID: 27868036 DOI: 10.21037/atm.2016.10.58] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Niklas Loman
- Department of Oncology, Skåne University Hospital, Lund, Sweden;; Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden;; Lund University Cancer Center, Lund, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden;; Lund University Cancer Center, Lund, Sweden;; CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
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Winter C, Nilsson MP, Olsson E, George AM, Chen Y, Kvist A, Törngren T, Vallon-Christersson J, Hegardt C, Häkkinen J, Jönsson G, Grabau D, Malmberg M, Kristoffersson U, Rehn M, Gruvberger-Saal SK, Larsson C, Borg Å, Loman N, Saal LH. Targeted sequencing of BRCA1 and BRCA2 across a large unselected breast cancer cohort suggests that one-third of mutations are somatic. Ann Oncol 2016; 27:1532-8. [PMID: 27194814 PMCID: PMC4959927 DOI: 10.1093/annonc/mdw209] [Citation(s) in RCA: 81] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Accepted: 05/10/2016] [Indexed: 01/20/2023] Open
Abstract
We carried out targeted sequencing of BRCA1/2 in an unselected cohort of patients diagnosed with primary breast cancer within a population without strong founder mutations. Eleven percent of cases harbored a germline or somatic BRCA1/2 mutation, and the ratio of germline versus somatic mutation was 2 : 1. This has implications for treatment, genetic counseling, and interpretation of tumor-only testing. Background A mutation found in the BRCA1 or BRCA2 gene of a breast tumor could be either germline or somatically acquired. The prevalence of somatic BRCA1/2 mutations and the ratio between somatic and germline BRCA1/2 mutations in unselected breast cancer patients are currently unclear. Patients and methods Paired normal and tumor DNA was analyzed for BRCA1/2 mutations by massively parallel sequencing in an unselected cohort of 273 breast cancer patients from south Sweden. Results Deleterious germline mutations in BRCA1 (n = 10) or BRCA2 (n = 10) were detected in 20 patients (7%). Deleterious somatic mutations in BRCA1 (n = 4) or BRCA2 (n = 5) were detected in 9 patients (3%). Accordingly, about 1 in 9 breast carcinomas (11%) in our cohort harbor a BRCA1/2 mutation. For each gene, the tumor phenotypes were very similar regardless of the mutation being germline or somatically acquired, whereas the tumor phenotypes differed significantly between wild-type and mutated cases. For age at diagnosis, the patients with somatic BRCA1/2 mutations resembled the wild-type patients (median age at diagnosis, germline BRCA1: 41.5 years; germline BRCA2: 49.5 years; somatic BRCA1/2: 65 years; wild-type BRCA1/2: 62.5 years). Conclusions In a population without strong germline founder mutations, the likelihood of a BRCA1/2 mutation found in a breast carcinoma being somatic was ∼1/3 and germline 2/3. This may have implications for treatment and genetic counseling.
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Affiliation(s)
- C Winter
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - M P Nilsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Department of Oncology, Skåne University Hospital, Lund
| | - E Olsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - A M George
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - Y Chen
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - A Kvist
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - T Törngren
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - J Vallon-Christersson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund
| | - C Hegardt
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund
| | - J Häkkinen
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - G Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - D Grabau
- Department of Pathology, Skåne University Hospital, Lund
| | - M Malmberg
- Department of Oncology, Skåne University Hospital, Lund
| | | | - M Rehn
- Department of Surgery, Lund University and Skåne University Hospital, Lund
| | - S K Gruvberger-Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund
| | - C Larsson
- Lund University Cancer Center, Lund Department of Translational Cancer Research, Lund University, Lund, Sweden
| | - Å Borg
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund
| | - N Loman
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund Department of Oncology, Skåne University Hospital, Lund
| | - L H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund Lund University Cancer Center, Lund CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund
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48
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Lasič S, Oredsson S, Partridge SC, Saal LH, Topgaard D, Nilsson M, Bryskhe K. Apparent exchange rate for breast cancer characterization. NMR Biomed 2016; 29:631-9. [PMID: 26929050 PMCID: PMC4833667 DOI: 10.1002/nbm.3504] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2015] [Revised: 01/27/2016] [Accepted: 01/27/2016] [Indexed: 05/05/2023]
Abstract
Although diffusion MRI has shown promise for the characterization of breast cancer, it has low specificity to malignant subtypes. Higher specificity might be achieved if the effects of cell morphology and molecular exchange across cell membranes could be disentangled. The quantification of exchange might thus allow the differentiation of different types of breast cancer cells. Based on differences in diffusion rates between the intra- and extracellular compartments, filter exchange spectroscopy/imaging (FEXSY/FEXI) provides non-invasive quantification of the apparent exchange rate (AXR) of water between the two compartments. To test the feasibility of FEXSY for the differentiation of different breast cancer cells, we performed experiments on several breast epithelial cell lines in vitro. Furthermore, we performed the first in vivo FEXI measurement of water exchange in human breast. In cell suspensions, pulsed gradient spin-echo experiments with large b values and variable pulse duration allow the characterization of the intracellular compartment, whereas FEXSY provides a quantification of AXR. These experiments are very sensitive to the physiological state of cells and can be used to establish reliable protocols for the culture and harvesting of cells. Our results suggest that different breast cancer subtypes can be distinguished on the basis of their AXR values in cell suspensions. Time-resolved measurements allow the monitoring of the physiological state of cells in suspensions over the time-scale of hours, and reveal an abrupt disintegration of the intracellular compartment. In vivo, exchange can be detected in a tumor, whereas, in normal tissue, the exchange rate is outside the range experimentally accessible for FEXI. At present, low signal-to-noise ratio and limited scan time allows the quantification of AXR only in a region of interest of relatively large tumors.
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Affiliation(s)
| | | | - Savannah C Partridge
- Department of Radiology, University of Washington, Seattle Cancer Care Alliance, Seattle, Western Australia, USA
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University Cancer Center, Lund, Sweden
| | - Daniel Topgaard
- Center for Chemistry and Chemical Engineering, Lund University
| | - Markus Nilsson
- Lund University Bioimaging Center, Lund University, Lund, Sweden
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49
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Olsson E, Winter C, George A, Chen Y, Howlin J, Tang MHE, Dahlgren M, Schulz R, Grabau D, van Westen D, Fernö M, Ingvar C, Rose C, Bendahl PO, Rydén L, Borg Å, Gruvberger-Saal SK, Jernström H, Saal LH. Serial monitoring of circulating tumor DNA in patients with primary breast cancer for detection of occult metastatic disease. EMBO Mol Med 2016; 7:1034-47. [PMID: 25987569 PMCID: PMC4551342 DOI: 10.15252/emmm.201404913] [Citation(s) in RCA: 306] [Impact Index Per Article: 38.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Metastatic breast cancer is usually diagnosed after becoming symptomatic, at which point it is rarely curable. Cell-free circulating tumor DNA (ctDNA) contains tumor-specific chromosomal rearrangements that may be interrogated in blood plasma. We evaluated serial monitoring of ctDNA for earlier detection of metastasis in a retrospective study of 20 patients diagnosed with primary breast cancer and long follow-up. Using an approach combining low-coverage whole-genome sequencing of primary tumors and quantification of tumor-specific rearrangements in plasma by droplet digital PCR, we identify for the first time that ctDNA monitoring is highly accurate for postsurgical discrimination between patients with (93%) and without (100%) eventual clinically detected recurrence. ctDNA-based detection preceded clinical detection of metastasis in 86% of patients with an average lead time of 11 months (range 0–37 months), whereas patients with long-term disease-free survival had undetectable ctDNA postoperatively. ctDNA quantity was predictive of poor survival. These findings establish the rationale for larger validation studies in early breast cancer to evaluate ctDNA as a monitoring tool for early metastasis detection, therapy modification, and to aid in avoidance of overtreatment.
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Affiliation(s)
- Eleonor Olsson
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Christof Winter
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Anthony George
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Yilun Chen
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Jillian Howlin
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Man-Hung Eric Tang
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Malin Dahlgren
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Ralph Schulz
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden SCIBLU Genomics, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Dorthe Grabau
- Department of Pathology, Skåne University Hospital, Lund, Sweden
| | | | - Mårten Fernö
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Christian Ingvar
- Department of Surgery, Lund University and Skåne University Hospital, Lund, Sweden
| | - Carsten Rose
- Lund University Cancer Center, Lund, Sweden Department of Immunotechnology, Lund University, Lund, Sweden CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund, Sweden
| | - Pär-Ola Bendahl
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Lisa Rydén
- Lund University Cancer Center, Lund, Sweden Department of Surgery, Lund University and Skåne University Hospital, Lund, Sweden
| | - Åke Borg
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden SCIBLU Genomics, Department of Clinical Sciences, Lund University, Lund, Sweden CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund, Sweden
| | - Sofia K Gruvberger-Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Helena Jernström
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden
| | - Lao H Saal
- Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden Lund University Cancer Center, Lund, Sweden CREATE Health Strategic Centre for Translational Cancer Research, Lund University, Lund, Sweden
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50
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Cirenajwis H, Ekedahl H, Lauss M, Harbst K, Carneiro A, Enoksson J, Rosengren F, Werner-Hartman L, Törngren T, Kvist A, Fredlund E, Bendahl PO, Jirström K, Lundgren L, Howlin J, Borg Å, Gruvberger-Saal SK, Saal LH, Nielsen K, Ringnér M, Tsao H, Olsson H, Ingvar C, Staaf J, Jönsson G. Molecular stratification of metastatic melanoma using gene expression profiling: Prediction of survival outcome and benefit from molecular targeted therapy. Oncotarget 2016; 6:12297-309. [PMID: 25909218 PMCID: PMC4494939 DOI: 10.18632/oncotarget.3655] [Citation(s) in RCA: 127] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Accepted: 02/27/2015] [Indexed: 01/02/2023] Open
Abstract
Melanoma is currently divided on a genetic level according to mutational status. However, this classification does not optimally predict prognosis. In prior studies, we have defined gene expression phenotypes (high-immune, pigmentation, proliferative and normal-like), which are predictive of survival outcome as well as informative of biology. Herein, we employed a population-based metastatic melanoma cohort and external cohorts to determine the prognostic and predictive significance of the gene expression phenotypes. We performed expression profiling on 214 cutaneous melanoma tumors and found an increased risk of developing distant metastases in the pigmentation (HR, 1.9; 95% CI, 1.05-3.28; P=0.03) and proliferative (HR, 2.8; 95% CI, 1.43-5.57; P=0.003) groups as compared to the high-immune response group. Further genetic characterization of melanomas using targeted deep-sequencing revealed similar mutational patterns across these phenotypes. We also used publicly available expression profiling data from melanoma patients treated with targeted or vaccine therapy in order to determine if our signatures predicted therapeutic response. In patients receiving targeted therapy, melanomas resistant to targeted therapy were enriched in the MITF-low proliferative subtype as compared to pre-treatment biopsies (P=0.02). In summary, the melanoma gene expression phenotypes are highly predictive of survival outcome and can further help to discriminate patients responding to targeted therapy.
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Affiliation(s)
- Helena Cirenajwis
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Henrik Ekedahl
- Department of Clinical Sciences, Division of Surgery, Lund University, Lund, Sweden
| | - Martin Lauss
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Katja Harbst
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Ana Carneiro
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden.,Department of Oncology, Skåne University Hospital, Lund University, Lund, Sweden
| | - Jens Enoksson
- Department of Clinical Pathology, Skåne University Hospital, Lund University, Lund, Sweden
| | - Frida Rosengren
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Linda Werner-Hartman
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Therese Törngren
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Anders Kvist
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Erik Fredlund
- Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden
| | - Pär-Ola Bendahl
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Karin Jirström
- Department of Clinical Pathology, Skåne University Hospital, Lund University, Lund, Sweden
| | - Lotta Lundgren
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden.,Department of Oncology, Skåne University Hospital, Lund University, Lund, Sweden
| | - Jillian Howlin
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Åke Borg
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Sofia K Gruvberger-Saal
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Lao H Saal
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Kari Nielsen
- Department of Dermatology, Helsingborg General Hospital, Helsingborg, Sweden
| | - Markus Ringnér
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Hensin Tsao
- Department of Dermatology, Harvard Medical School, Boston, USA.,Wellman Center for Photomedicine, MGH Cancer Center, Massachusetts General Hospital, Boston, USA
| | - Håkan Olsson
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden.,Department of Oncology, Skåne University Hospital, Lund University, Lund, Sweden
| | - Christian Ingvar
- Department of Clinical Sciences, Division of Surgery, Lund University, Lund, Sweden
| | - Johan Staaf
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Göran Jönsson
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
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