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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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Sigurjonsdottir G, De Marchi T, Ehinger A, Hartman J, Bosch A, Staaf J, Killander F, Niméus E. Comparison of SP142 and 22C3 PD-L1 assays in a population-based cohort of triple-negative breast cancer patients in the context of their clinically established scoring algorithms. Breast Cancer Res 2023; 25:123. [PMID: 37817263 PMCID: PMC10566164 DOI: 10.1186/s13058-023-01724-2] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 10/02/2023] [Indexed: 10/12/2023] Open
Abstract
BACKGROUND Immunohistochemical (IHC) PD-L1 expression is commonly employed as predictive biomarker for checkpoint inhibitors in triple-negative breast cancer (TNBC). However, IHC evaluation methods are non-uniform and further studies are needed to optimize clinical utility. METHODS We compared the concordance, prognostic value and gene expression between PD-L1 IHC expression by SP142 immune cell (IC) score and 22C3 combined positive score (CPS; companion IHC diagnostic assays for atezolizumab and pembrolizumab, respectively) in a population-based cohort of 232 early-stage TNBC patients. RESULTS The expression rates of PD-L1 for SP142 IC ≥ 1%, 22C3 CPS ≥ 10, 22C3 CPS ≥ 1 and 22C3 IC ≥ 1% were 50.9%, 27.2%, 53.9% and 41.8%, respectively. The analytical concordance (kappa values) between SP142 IC+ and these three different 22C3 scorings were 73.7% (0.48, weak agreement), 81.5% (0.63) and 86.6% (0.73), respectively. The SP142 assay was better at identifying 22C3 positive tumors than the 22C3 assay was at detecting SP142 positive tumors. PD-L1 (CD274) gene expression (mRNA) showed a strong positive association with all two-categorical IHC scorings of the PD-L1 expression, irrespective of antibody and cut-off (Spearman Rho ranged from 0.59 to 0.62; all p-values < 0.001). PD-L1 IHC positivity and abundance of tumor infiltrating lymphocytes were of positive prognostic value in univariable regression analyses in patients treated with (neo)adjuvant chemotherapy, where it was strongest for 22C3 CPS ≥ 10 and distant relapse-free interval (HR = 0.18, p = 0.019). However, PD-L1 status was not independently prognostic when adjusting for abundance of tumor infiltrating lymphocytes in multivariable analyses. CONCLUSION Our findings support that the SP142 and 22C3 IHC assays, with their respective clinically applied scoring algorithms, are not analytically equivalent where they identify partially non-overlapping subpopulations of TNBC patients and cannot be substituted with one another regarding PD-L1 detection. Trial registration The Swedish Cancerome Analysis Network - Breast (SCAN-B) study, retrospectively registered 2nd Dec 2014 at ClinicalTrials.gov; ID NCT02306096.
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Affiliation(s)
- Gudbjörg Sigurjonsdottir
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Tommaso De Marchi
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Anna Ehinger
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Clinical Genetics, Pathology and Molecular Diagnostics, Laboratory Medicine, Region Skåne, Lund, Sweden
| | - Johan Hartman
- Department of Oncology and Pathology, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Ana Bosch
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Johan Staaf
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Medicon Village, Lund, Sweden
| | - Fredrika Killander
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Emma Niméus
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.
- Divison of Surgery, Department of Clinical Sciences Lund, Lund University, Sölvegatan 19 - BMC I12, 22184, Lund, Sweden.
- Department of Surgery, Skåne University Hospital, Malmö, Sweden.
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Stenmark Tullberg A, Sjöström M, Tran L, Niméus E, Killander F, Kovács A, Lundstedt D, Holmberg E, Karlsson P. Combining histological grade, TILs, and the PD-1/PD-L1 pathway to identify immunogenic tumors and de-escalate radiotherapy in early breast cancer: a secondary analysis of a randomized clinical trial. J Immunother Cancer 2023; 11:e006618. [PMID: 37208129 PMCID: PMC10201214 DOI: 10.1136/jitc-2022-006618] [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] [Accepted: 03/17/2023] [Indexed: 05/21/2023] Open
Abstract
BACKGROUND The implementation of immunological biomarkers for radiotherapy (RT) individualization in breast cancer requires consideration of tumor-intrinsic factors. This study aimed to investigate whether the integration of histological grade, tumor-infiltrating lymphocytes (TILs), programmed cell death protein-1 (PD-1), and programmed death ligand-1 (PD-L1) can identify tumors with aggressive characteristics that can be downgraded regarding the need for RT. METHODS The SweBCG91RT trial included 1178 patients with stage I-IIA breast cancer, randomized to breast-conserving surgery with or without adjuvant RT, and followed for a median time of 15.2 years. Immunohistochemical analyses of TILs, PD-1, and PD-L1 were performed. An activated immune response was defined as stromal TILs ≥10% and PD-1 and/or PD-L1 expression in ≥1% of lymphocytes. Tumors were categorized as high-risk or low-risk using assessments of histological grade and proliferation as measured by gene expression. The risk of ipsilateral breast tumor recurrence (IBTR) and benefit of RT were then analyzed with 10 years follow-up based on the integration of immune activation and tumor-intrinsic risk group. RESULTS Among high-risk tumors, an activated immune infiltrate was associated with a reduced risk of IBTR (HR 0.34, 95% CI 0.16 to 0.73, p=0.006). The incidence of IBTR in this group was 12.1% (5.6-25.0) without RT and 4.4% (1.1-16.3) with RT. In contrast, the incidence of IBTR in the high-risk group without an activated immune infiltrate was 29.6% (21.4-40.2) without RT and 12.8% (6.6-23.9) with RT. Among low-risk tumors, no evidence of a favorable prognostic effect of an activated immune infiltrate was seen (HR 2.0, 95% CI 0.87 to 4.6, p=0.100). CONCLUSIONS Integrating histological grade and immunological biomarkers can identify tumors with aggressive characteristics but a low risk of IBTR despite a lack of RT boost and systemic therapy. Among high-risk tumors, the risk reduction of IBTR conferred by an activated immune infiltrate is comparable to treatment with RT. These findings may apply to cohorts dominated by estrogen receptor-positive tumors.
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Affiliation(s)
- Axel Stenmark Tullberg
- Department of Oncology, University of Gothenburg Institute of Clinical Sciences, Goteborg, Sweden
| | - Martin Sjöström
- Department of Radiation Oncology, UCSF, San Francisco, California, USA
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
| | - Lena Tran
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
| | - Emma Niméus
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Fredrika Killander
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Anikó Kovács
- Department of Clinical Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Dan Lundstedt
- Department of Oncology, University of Gothenburg Institute of Clinical Sciences, Goteborg, Sweden
| | - Erik Holmberg
- Department of Oncology, University of Gothenburg Institute of Clinical Sciences, Goteborg, Sweden
| | - Per Karlsson
- Department of Oncology, University of Gothenburg Institute of Clinical Sciences, Goteborg, Sweden
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Stenmark Tullberg A, Sjöström M, Niméus E, Killander F, Chang SL, Feng FY, Speers CW, Pierce LJ, Kovács A, Lundstedt D, Holmberg E, Karlsson P. Integrating Tumor-Intrinsic and Immunologic Factors to Identify Immunogenic Breast Cancers from a Low-Risk Cohort: Results from the Randomized SweBCG91RT Trial. Clin Cancer Res 2023; 29:1783-1793. [PMID: 37071498 PMCID: PMC10150244 DOI: 10.1158/1078-0432.ccr-22-2746] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 09/06/2022] [Revised: 11/18/2022] [Accepted: 01/20/2023] [Indexed: 04/19/2023]
Abstract
PURPOSE The local immune infiltrate's influence on tumor progression may be closely linked to tumor-intrinsic factors. The study aimed to investigate whether integrating immunologic and tumor-intrinsic factors can identify patients from a low-risk cohort who may be candidates for radiotherapy (RT) de-escalation. EXPERIMENTAL DESIGN The SweBCG91RT trial included 1,178 patients with stage I to IIA breast cancer, randomized to breast-conserving surgery with or without adjuvant RT, and followed for a median of 15.2 years. We trained two models designed to capture immunologic activity and immunomodulatory tumor-intrinsic qualities, respectively. We then analyzed if combining these two variables could further stratify tumors, allowing for identifying a subgroup where RT de-escalation is feasible, despite clinical indicators of a high risk of ipsilateral breast tumor recurrence (IBTR). RESULTS The prognostic effect of the immunologic model could be predicted by the tumor-intrinsic model (Pinteraction = 0.01). By integrating measurements of the immunologic- and tumor-intrinsic models, patients who benefited from an active immune infiltrate could be identified. These patients benefited from standard RT (HR, 0.28; 95% CI, 0.09-0.85; P = 0.025) and had a 5.4% 10-year incidence of IBTR after irradiation despite high-risk genomic indicators and a low frequency of systemic therapy. In contrast, high-risk tumors without an immune infiltrate had a high 10-year incidence of IBTR despite RT treatment (19.5%; 95% CI, 12.2-30.3). CONCLUSIONS Integrating tumor-intrinsic and immunologic factors may identify immunogenic tumors in early-stage breast cancer populations dominated by ER-positive tumors. Patients who benefit from an activated immune infiltrate may be candidates for RT de-escalation.
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Affiliation(s)
- Axel Stenmark Tullberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Martin Sjöström
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, California
| | - Emma Niméus
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Fredrika Killander
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | | | - Felix Y. Feng
- University of California San Francisco, San Francisco, California
| | | | - Lori J. Pierce
- University of Michigan Medical School, Ann Arbor, Michigan
| | - Anikó Kovács
- Department of Clinical Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Dan Lundstedt
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Erik Holmberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Per Karlsson
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
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De Marchi T, Pyl PT, Sjöström M, Reinsbach SE, DiLorenzo S, Nystedt B, Tran L, Pekar G, Wärnberg F, Fredriksson I, Malmström P, Fernö M, Malmström L, Malmstöm J, Niméus E. Proteogenomics decodes the evolution of human ipsilateral breast cancer. Commun Biol 2023; 6:139. [PMID: 36732562 PMCID: PMC9894938 DOI: 10.1038/s42003-023-04526-6] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 01/24/2023] [Indexed: 02/04/2023] Open
Abstract
Ipsilateral breast tumor recurrence (IBTR) is a clinically important event, where an isolated in-breast recurrence is a potentially curable event but associated with an increased risk of distant metastasis and breast cancer death. It remains unclear if IBTRs are associated with molecular changes that can be explored as a resource for precision medicine strategies. Here, we employed proteogenomics to analyze a cohort of 27 primary breast cancers and their matched IBTRs to define proteogenomic determinants of molecular tumor evolution. Our analyses revealed a relationship between hormonal receptors status and proliferation levels resulting in the gain of somatic mutations and copy number. This in turn re-programmed the transcriptome and proteome towards a highly replicating and genomically unstable IBTRs, possibly enhanced by APOBEC3B. In order to investigate the origins of IBTRs, a second analysis that included primaries with no recurrence pinpointed proliferation and immune infiltration as predictive of IBTR. In conclusion, our study shows that breast tumors evolve into different IBTRs depending on hormonal status and proliferation and that immune cell infiltration and Ki-67 are significantly elevated in primary tumors that develop IBTR. These results can serve as a starting point to explore markers to predict IBTR formation and stratify patients for adjuvant therapy.
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Affiliation(s)
- Tommaso De Marchi
- Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden.
| | - Paul Theodor Pyl
- grid.452834.c0000 0004 5911 2402Department of Laboratory Medicine, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Lund, Sweden
| | - Martin Sjöström
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden ,grid.266102.10000 0001 2297 6811Department of Radiation Oncology, University of California San Francisco, San Francisco, USA
| | - Susanne Erika Reinsbach
- grid.5371.00000 0001 0775 6028Department of Biology and Biological Engineering, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Chalmers University of Technology, Gothenburg, Sweden
| | - Sebastian DiLorenzo
- grid.8993.b0000 0004 1936 9457National Bioinformatics Infrastructure Sweden, Uppsala University, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala, Sweden
| | - Björn Nystedt
- grid.8993.b0000 0004 1936 9457National Bioinformatics Infrastructure Sweden, Uppsala University, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala, Sweden
| | - Lena Tran
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden
| | - Gyula Pekar
- grid.411843.b0000 0004 0623 9987Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
| | - Fredrik Wärnberg
- grid.8761.80000 0000 9919 9582Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | - Irma Fredriksson
- grid.4714.60000 0004 1937 0626Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden ,grid.24381.3c0000 0000 9241 5705Department of Breast, Endocrine Tumors and Sarcoma, Karolinska University Hospital, Stockholm, Sweden
| | - Per Malmström
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden ,grid.411843.b0000 0004 0623 9987Department of Haematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Mårten Fernö
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden
| | - Lars Malmström
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Infection Medicine, Faculty of Medicine, Lund University, Lund, Sweden
| | - Johan Malmstöm
- grid.4514.40000 0001 0930 2361Department of Clinical Sciences Lund, Division of Infection Medicine, Faculty of Medicine, Lund University, Lund, Sweden
| | - Emma Niméus
- Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden. .,Department of Surgery, Skåne University Hospital, Lund, Sweden.
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Yuan O, Ugale A, de Marchi T, Anthonydhason V, Konturek-Ciesla A, Wan H, Eldeeb M, Drabe C, Jassinskaja M, Hansson J, Hidalgo I, Velasco-Hernandez T, Cammenga J, Magee JA, Niméus E, Bryder D. A somatic mutation in moesin drives progression into acute myeloid leukemia. Sci Adv 2022; 8:eabm9987. [PMID: 35442741 PMCID: PMC9020775 DOI: 10.1126/sciadv.abm9987] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 03/01/2022] [Indexed: 06/14/2023]
Abstract
Acute myeloid leukemia (AML) arises when leukemia-initiating cells, defined by a primary genetic lesion, acquire subsequent molecular changes whose cumulative effects bypass tumor suppression. The changes that underlie AML pathogenesis not only provide insights into the biology of transformation but also reveal novel therapeutic opportunities. However, backtracking these events in transformed human AML samples is challenging, if at all possible. Here, we approached this question using a murine in vivo model with an MLL-ENL fusion protein as a primary molecular event. Upon clonal transformation, we identified and extensively verified a recurrent codon-changing mutation (Arg295Cys) in the ERM protein moesin that markedly accelerated leukemogenesis. Human cancer-associated moesin mutations at the conserved arginine-295 residue similarly enhanced MLL-ENL-driven leukemogenesis. Mechanistically, the mutation interrupted the stability of moesin and conferred a neomorphic activity to the protein, which converged on enhanced extracellular signal-regulated kinase activity. Thereby, our studies demonstrate a critical role of ERM proteins in AML, with implications also for human cancer.
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Affiliation(s)
- Ouyang Yuan
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Amol Ugale
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
- Department of Microbiology, Immunobiology and Genetics, Center for Molecular Biology of the University of Vienna, Max F. Perutz Laboratories, Vienna Biocenter (VBC), 1030 Vienna, Austria
| | - Tommaso de Marchi
- Division of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, 223 62, Lund, Sweden
| | - Vimala Anthonydhason
- Sahlgrenska Center for Cancer Research, University of Gothenburg, Medicinaregatan 1F, 413 90, Gothenburg, Sweden
| | - Anna Konturek-Ciesla
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Haixia Wan
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Mohamed Eldeeb
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Caroline Drabe
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Maria Jassinskaja
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
- York Biomedical Research Institute, Department of Biology, University of York, Wentworth Way, York YO10 5DD, UK
| | - Jenny Hansson
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Isabel Hidalgo
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | | | - Jörg Cammenga
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
| | - Jeffrey A. Magee
- Department of Pediatrics, Division of Hematology and Oncology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Emma Niméus
- Division of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, 223 62, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Entrégatan 7, 222 42 Lund, Sweden
| | - David Bryder
- Division of Molecular Hematology, Department of Laboratory Medicine, Lund Stem Cell Center, Faculty of Medical, Lund University, 221 84 Lund, Sweden
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Tutzauer J, Sjöström M, Holmberg E, Karlsson P, Killander F, Leeb-Lundberg LMF, Malmström P, Niméus E, Fernö M, Jögi A. Breast cancer hypoxia in relation to prognosis and benefit from radiotherapy after breast-conserving surgery in a large, randomised trial with long-term follow-up. Br J Cancer 2022; 126:1145-1156. [PMID: 35140341 PMCID: PMC9023448 DOI: 10.1038/s41416-021-01630-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [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: 07/04/2021] [Revised: 10/17/2021] [Accepted: 11/03/2021] [Indexed: 12/21/2022] Open
Abstract
Background Breast-conserving surgery followed by radiotherapy is part of standard treatment for early-stage breast cancer. Hypoxia is common in cancer and may affect the benefit of radiotherapy. Cells adapt to hypoxic stress largely via the transcriptional activity of hypoxia-inducible factor (HIF)-1α. Here, we aim to determine whether tumour HIF-1α-positivity and hypoxic gene-expression signatures associated with the benefit of radiotherapy, and outcome. Methods Tumour HIF-1α-status and expression of hypoxic gene signatures were retrospectively analysed in a clinical trial where 1178 women with primary T1-2N0M0 breast cancer were randomised to receive postoperative radiotherapy or not and followed 15 years for recurrence and 20 years for breast cancer death. Results The benefit from radiotherapy was similar in patients with HIF-1α-positive and -negative primary tumours. Both ipsilateral and any breast cancer recurrence were more frequent in women with HIF-1α-positive primary tumours (hazard ratio, HR0–5 yrs1.9 [1.3–2.9], p = 0.003 and HR0–5 yrs = 2.0 [1.5–2.8], p < 0.0001). Tumour HIF-1α-positivity is also associated with increased breast cancer death (HR0–10 years 1.9 [1.2–2.9], p = 0.004). Ten of the 11 investigated hypoxic gene signatures correlated positively to HIF-1α-positivity, and 5 to increased rate/risk of recurrence. Conclusions The benefit of postoperative radiotherapy persisted in patients with hypoxic primary tumours. Patients with hypoxic primary breast tumours had an increased risk of recurrence and breast cancer death.
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Affiliation(s)
- Julia Tutzauer
- Department of Experimental Medical Science, Lund University, Lund, Sweden
| | - Martin Sjöström
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Erik Holmberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Per Karlsson
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Fredrika Killander
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | | | - Per Malmström
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Emma Niméus
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Division of Surgery, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.,Department of Surgery Malmö, Skåne University Hospital, Malmö, Sweden
| | - Mårten Fernö
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Annika Jögi
- Translational Cancer Research, Department of Laboratory Medicine, Lund University Cancer Center at Medicon Village, Lund University, Lund, Sweden. .,Skåne University Hospital, Malmö, Sweden.
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8
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Bai Y, Cole K, Martinez-Morilla S, Ahmed FS, Zugazagoitia J, Staaf J, Bosch A, Ehinger A, Niméus E, Hartman J, Acs B, Rimm DL. An Open Source, Automated Tumor Infiltrating Lymphocyte Algorithm for Prognosis in Triple-Negative Breast Cancer. Clin Cancer Res 2021; 27:5557-5565. [PMID: 34088723 DOI: 10.1158/1078-0432.ccr-21-0325] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 03/29/2021] [Accepted: 06/02/2021] [Indexed: 11/16/2022]
Abstract
PURPOSE Although tumor infiltrating lymphocytes (TIL) assessment has been acknowledged to have both prognostic and predictive importance in triple negative breast cancer (TNBC), it is subject to inter and intra-observer variability that has prevented widespread adoption. Here we constructed a machine-learning based breast cancer TIL scoring approach and validated its prognostic potential in multiple TNBC cohorts. EXPERIMENTAL DESIGN Using the QuPath open source software, we built a neural-network classifier for tumor cells, lymphocytes, fibroblasts and "other" cells on hematoxylin-eosin (H&E) stained sections. We analyzed the classifier-derived TIL measurements with five unique constructed TIL variables. A retrospective collection of 171 TNBC cases was used as the discovery set to identify the optimal association of machine-read TIL variables with patient outcome. For validation we evaluated a retrospective collection of 749 TNBC patients comprised of four independent validation subsets. RESULTS We found that all five machine TIL variables had significant prognostic association with outcomes (p{less than or equal to}0.01 for all comparisons) but showed cell specific variation in validation sets. Cox regression analysis demonstrated that all five TIL variables were independently associated with improved overall survival after adjusting for clinicopathological factors including stage, age and histological grade (p{less than or equal to}0.003 for all analyses). CONCLUSIONS Neural net driven cell classifier defined TIL variables were robust and independent prognostic factors in several independent validation cohorts of TNBC patients. These objective, open source TIL variables are freely available to download and can now be considered for testing in a prospective setting to assess clinical utility.
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Affiliation(s)
| | | | | | | | | | | | - Ana Bosch
- Department of Clinical Sciences. Division of Oncology, Lund University
| | - Anna Ehinger
- Clinical Genetics and Pathology, Lund University
| | - Emma Niméus
- Oncology and Pathology, Clinical Sciences, Lund University
| | - Johan Hartman
- Dept of Oncology and Pathology, Karolinska Institute
| | - Balazs Acs
- Department of Oncology-Pathology, Karolinska Institute
| | - David L Rimm
- Department of Pathology, Yale School of Medicine
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9
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De Marchi T, Pyl PT, Sjöström M, Klasson S, Sartor H, Tran L, Pekar G, Malmström J, Malmström L, Niméus E. Proteogenomic Workflow Reveals Molecular Phenotypes Related to Breast Cancer Mammographic Appearance. J Proteome Res 2021; 20:2983-3001. [PMID: 33855848 PMCID: PMC8155562 DOI: 10.1021/acs.jproteome.1c00243] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Indexed: 12/21/2022]
Abstract
Proteogenomic approaches have enabled the generat̲ion of novel information levels when compared to single omics studies although burdened by extensive experimental efforts. Here, we improved a data-independent acquisition mass spectrometry proteogenomic workflow to reveal distinct molecular features related to mammographic appearances in breast cancer. Our results reveal splicing processes detectable at the protein level and highlight quantitation and pathway complementarity between RNA and protein data. Furthermore, we confirm previously detected enrichments of molecular pathways associated with estrogen receptor-dependent activity and provide novel evidence of epithelial-to-mesenchymal activity in mammography-detected spiculated tumors. Several transcript-protein pairs displayed radically different abundances depending on the overall clinical properties of the tumor. These results demonstrate that there are differentially regulated protein networks in clinically relevant tumor subgroups, which in turn alter both cancer biology and the abundance of biomarker candidates and drug targets.
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Affiliation(s)
- Tommaso De Marchi
- Division
of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, Lund SE-223 62, Sweden
| | - Paul Theodor Pyl
- Division
of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, Lund SE-223 62, Sweden
| | - Martin Sjöström
- Division
of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, Lund SE-223 62, Sweden
| | - Stina Klasson
- Department
Plastic and Reconstructive Surgery, Skåne
University Hospital, Inga Marie Nilssons gata 47, Malmö SE-20502, Sweden
| | - Hanna Sartor
- Division
of Diagnostic Radiology, Department of Translational Medicine, Skåne University Hospital, Entrégatan 7, Lund SE-22185, Sweden
| | - Lena Tran
- Division
of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, Lund SE-223 62, Sweden
| | - Gyula Pekar
- Division
of Oncology and Pathology, Department of Clinical Sciences, Lund University, Skåne University Hospital, Lund SE-22185, Sweden
| | - Johan Malmström
- Division
of Infection Medicine, Department of Clinical Sciences Lund, Faculty
of Medicine, Lund University, Klinikgatan 32, Lund SE-22184, Sweden
| | - Lars Malmström
- S3IT, University of Zurich, Winterthurerstrasse 190, Zurich CH-8057, Switzerland
- Institute
for Computational Science, University of
Zurich, Winterthurerstrasse 190, Zurich CH-8057, Switzerland
| | - Emma Niméus
- Division
of Surgery, Oncology, and Pathology, Department of Clinical Sciences, Lund University, Solvegatan 19, Lund SE-223 62, Sweden
- Department
of Surgery, Skåne University Hospital, Lund 222 42, Sweden
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10
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Stenmark Tullberg A, Puttonen HAJ, Sjöström M, Holmberg E, Chang SL, Feng FY, Speers C, Pierce LJ, Lundstedt D, Killander F, Niméus E, Kovács A, Karlsson P. Immune Infiltrate in the Primary Tumor Predicts Effect of Adjuvant Radiotherapy in Breast Cancer; Results from the Randomized SweBCG91RT Trial. Clin Cancer Res 2020; 27:749-758. [PMID: 33148672 DOI: 10.1158/1078-0432.ccr-20-3299] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 09/01/2020] [Accepted: 10/30/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE Tumor-infiltrating immune cells play a key role in tumor progression. The purpose of this study was to analyze whether the immune infiltrate predicts benefit from postoperative radiotherapy in a large randomized breast cancer radiotherapy trial. EXPERIMENTAL DESIGN In the SweBCG91RT trial, patients with stage I and II breast cancer were randomized to breast-conserving surgery (BCS) and postoperative radiotherapy or to BCS only and followed for a median time of 15.2 years. The primary tumor immune infiltrate was quantified through two independent methods: IHC and gene expression profiling. For IHC analyses, the absolute stromal area occupied by CD8+ T cells and FOXP3+ T cells, respectively, was used to define the immune infiltrate. For gene expression analyses, immune cells found to be prognostic in independent datasets were pooled into two groups consisting of antitumoral and protumoral immune cells, respectively. RESULTS An antitumoral immune response in the primary tumor was associated with a reduced risk of breast cancer recurrence and predicted less benefit from adjuvant radiotherapy. The interaction between radiotherapy and immune phenotype was significant for any recurrence in both the IHC and gene expression analyses (P = 0.039 and P = 0.035) and was also significant for ipsilateral breast tumor recurrence in the gene expression analyses (P = 0.025). CONCLUSIONS Patients with an antitumoral immune infiltrate in the primary tumor have a reduced risk of any recurrence and may derive less benefit from adjuvant radiotherapy. These results may impact decisions regarding postoperative radiotherapy in early breast cancer.
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Affiliation(s)
- Axel Stenmark Tullberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Henri A J Puttonen
- Department of Clinical Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Martin Sjöström
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
| | - Erik Holmberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | | | - Felix Y Feng
- University of California San Francisco, San Francisco, California
| | - Corey Speers
- Department of Radiation Oncology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan
| | - Lori J Pierce
- Department of Radiation Oncology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan
| | - Dan Lundstedt
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Fredrika Killander
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Oncology, Skåne University Hospital, Lund, Sweden
| | - Emma Niméus
- Department of Clinical Sciences Lund, Oncology/Pathology and Surgery, Lund University, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Anikó Kovács
- Department of Clinical Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Per Karlsson
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden.
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11
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Sjöström M, Veenstra C, Holmberg E, Karlsson P, Killander F, Malmström P, Niméus E, Fernö M, Stål O. Expression of HGF, pMet, and pAkt is related to benefit of radiotherapy after breast-conserving surgery: a long-term follow-up of the SweBCG91-RT randomised trial. Mol Oncol 2020; 14:2713-2726. [PMID: 32946618 PMCID: PMC7607179 DOI: 10.1002/1878-0261.12803] [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] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 08/19/2020] [Accepted: 09/11/2020] [Indexed: 01/15/2023] Open
Abstract
Experimental studies suggest that hepatocyte growth factor (HGF) and its transmembrane tyrosine kinase receptor, Met, in part also relying on Akt kinase activity, mediate radioresistance. We investigated the importance of these biomarkers for the risk of ipsilateral breast tumour recurrence (IBTR) after adjuvant radiotherapy (RT) in primary breast cancer. HGF, phosphorylated Met (pMet) and phosphorylated Akt (pAkt) were evaluated immunohistochemically on tissue microarrays from 1004 patients in the SweBCG91‐RT trial, which randomly assigned patients to breast‐conserving therapy, with or without adjuvant RT. HGF was evaluated in the stroma (HGFstr); pMet in the membrane (pMetmem); HGF, pMet and pAkt in the cytoplasm (HGFcyt, pMetcyt, pAktcyt); and pAkt in the nucleus (pAktnuc). The prognostic and treatment predictive effects were evaluated to primary endpoint IBTR as first event during the first 5 years. Patients with tumours expressing low levels of HGFcyt and pMetcyt and high levels of pAktnuc derived a larger benefit from RT [hazard ratio (HR): 0.11 (0.037–0.30), 0.066 (0.016–0.28) and 0.094 (0.028–0.31), respectively] compared to patients with high expression of HGFcyt and pMetcyt, and low pAktnuc [HR: 0.36 (0.19–0.67), 0.35 (0.20–0.64) and 0.47 (0.32–0.71), respectively; interaction analyses: P = 0.052, 0.035 and 0.013, respectively]. These differences remained in multivariable analysis when adjusting for patient age, tumour size, histological grade, St Gallen subtype and systemic treatment (interaction analysis, P‐values: 0.085, 0.027, and 0.023, respectively). This study suggests that patients with immunohistochemically low HGFcyt, low pMetcyt and high pAktnuc may derive an increased benefit from RT after breast‐conserving surgery concerning the risk of developing IBTR.
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Affiliation(s)
- Martin Sjöström
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Cynthia Veenstra
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.,Department of Oncology, Linköping University, Linköping, Sweden
| | - Erik Holmberg
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, Sahlgrenska University Hospital, University of Gothenburg, Gothenburg, Sweden
| | - Per Karlsson
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, Sahlgrenska University Hospital, University of Gothenburg, Gothenburg, Sweden
| | - Fredrika Killander
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Per Malmström
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Emma Niméus
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden.,Division of Surgery, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Mårten Fernö
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Olle Stål
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.,Department of Oncology, Linköping University, Linköping, Sweden
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12
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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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13
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Ingvar C, Ahlgren J, Emdin S, Lofgren L, Nordander M, Niméus E, Arnesson LG. Long-term outcome of pT1a-b, cN0 breast cancer without axillary dissection or staging: a prospective observational study of 1543 women. Br J Surg 2020; 107:1299-1306. [PMID: 32335901 DOI: 10.1002/bjs.11610] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 11/18/2019] [Accepted: 03/09/2020] [Indexed: 11/10/2022]
Abstract
BACKGROUND The implementation of screening programmes in Sweden during the mid-1990s increased the number of small node-negative breast cancers. In this era before staging by sentinel node biopsy, routine axillary dissection for staging of early breast cancer was questioned owing to the increased morbidity and lack of perceived benefit. The long-term risk of axillary recurrence when axillary staging is omitted remains unclear. METHODS This prospective observational multicentre cohort study included Swedish women diagnosed with breast cancer between 1997 and 2002. The patients had clinically node-negative, pT1a-b, grade I-II tumours. No axillary staging or dissection was performed. The primary outcome was ipsilateral axillary recurrence and survival. RESULTS A total of 1543 patients were included. Breast-conserving surgery (BCS) was performed in 94·0 per cent and the rest underwent mastectomy. After surgery, 58·1 per cent of the women received adjuvant radiotherapy, 11·9 per cent adjuvant endocrine therapy and 31·5 per cent did not receive any adjuvant treatment. After a median follow-up of 15·5 years, 6·4 per cent developed contralateral breast cancer and 16·5 per cent experienced a recurrence. The first recurrence was local in 116, regional in 47 and distant in 59 patients. The breast cancer-specific survival rate was 93·7 per cent after 15 years. There were no differences in overall or breast cancer-specific survival between patients who received adjuvant radiotherapy and those who did not. Only 3·0 per cent of patients had an axillary recurrence, which was isolated in only 1·0 per cent. CONCLUSION Axillary surgery can safely be omitted in patients with low-grade, T1a-b, cN0 breast cancers. This large prospective cohort with 15-year follow-up had a very low incidence of axillary recurrences and high breast cancer-specific survival rate.
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Affiliation(s)
- C Ingvar
- Department of Surgery, Skåne University Hospital, Clinical Sciences, Lund University, Lund, Sweden
| | - J Ahlgren
- Regional Cancer Centre, Uppsala University Hospital, Uppsala, Sweden.,Department of Oncology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - S Emdin
- Department of Surgery, Clinical Sciences, Umeå University, Umeå, Sweden
| | - L Lofgren
- Department of Surgery, St Göran's Hospital, Stockholm, Sweden
| | - M Nordander
- Department of Surgery, Clinical Sciences, Lund University, Lund, Sweden
| | - E Niméus
- Department of Surgery, Skåne University Hospital, Clinical Sciences, Lund University, Lund, Sweden
| | - L-G Arnesson
- Department of Surgery, Clinical Sciences, Linköping University, Linköping, Sweden
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14
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Tullberg AS, Puttonen HAJ, Holmberg E, Lundstedt D, Killander F, Niméus E, Kóvacs A, Karlsson P. Abstract PD6-10: A high ratio of CD8/FOXP3 predicts an unfavorable response to postoperative radiotherapy after breast-conserving surgery: Results from the randomized SweBCG91RT trial. Cancer Res 2020. [DOI: 10.1158/1538-7445.sabcs19-pd6-10] [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
Purpose: The effect of postoperative radiotherapy (RT) based on the immune phenotype of tumor-infiltrating lymphocytes (TILs) has not been investigated. The purpose of this study was to analyze how the balance between CD8+ T cells and T regulatory cells (FOXP3+), which have opposite effects on the anti-tumoral defense, affects the risk of ipsilateral breast tumor recurrence (IBTR) and of any recurrence as well as the interaction with RT in a large randomized RT trial.
Methods: In the SweBCG91RT trial, patients with breast cancer stage I and II were randomized to breast conserving surgery (BCS) and postoperative RT or BCS only and followed for a median time of 15.2 years. Tumor blocks were retrieved and stromal TILs were assessed through hematoxylin-eosin stained slides. CD8+ T cells and T regulatory cells were evaluated through staining for CD8 and FOXP3 and the percentage of stroma occupied by CD8+ T cells and T regulatory cells respectively was then calculated. Cutoffs at 5% and 2.5% were used to define high levels of CD8+ T cells (CD8High) and T regulatory cells (FOXP3High), respectively. In total, 943 patients were analyzed.
Results: Among patients who did not receive RT, an increased risk of IBTR and of any recurrence was seen in the CD8Low/FOXP3Low (HR 2.64, CI95% 1.26-5.56, p=0.010 and HR 2.52, CI95% 1.34-4.77, p=0.004, respectively) and CD8High/FOXP3High (HR 1.94, CI95% 0.81-4.63, p=0.135 and HR 2.76, CI95% 1.36-5.57, p=0.005, respectively) groups compared to CD8High/FOXP3Low (HR 1.0) in multivariable analyses including grade and age. The effect of RT on risk of IBTR was more pronounced in the groups with CD8Low/FOXP3Low (HR 0.37, CI95% 0.24-0.57, p<0.001) and CD8High/FOXP3High (HR 0.43, CI95% 0.16-1.13, p=0.086) compared to CD8High/FOXP3Low (HR 0.92, CI95% 0.25-3.40, p=0.905). A potentially unfavorable effect of RT on the risk of any recurrence was observed in the CD8High/FOXP3Low (HR 1.74, CI95% 0.75-4.06, p=0.20) group in contrast to the effect of RT in patients with CD8High/FOXP3High (HR 0.53, CI95% 0.28-1.01, p=0.054) and CD8Low/FOXP3Low (HR 0.48, CI95% 0.34-0.68, p<0.001). A significant interaction between immune phenotype and the effect of RT was found for any recurrence (p=0.024) but not for IBTR (p=0.66).
Conclusions: Our findings suggest that patients with a favorable immune phenotype (CD8High/FOXP3Low) may not derive any benefit from adjuvant RT which could be explained by an interaction through which RT may suppress an activated immune response. These results may have an impact on decisions regarding postoperative RT in early breast cancer.
Citation Format: Axel Stenmark Tullberg, Henri AJ Puttonen, Erik Holmberg, Dan Lundstedt, Fredrika Killander, Emma Niméus, Anikó Kóvacs, Per Karlsson. A high ratio of CD8/FOXP3 predicts an unfavorable response to postoperative radiotherapy after breast-conserving surgery: Results from the randomized SweBCG91RT trial [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 PD6-10.
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Affiliation(s)
- Axel Stenmark Tullberg
- 1Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Henri AJ Puttonen
- 2Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Erik Holmberg
- 1Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Dan Lundstedt
- 1Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Fredrika Killander
- 3Department of Oncology, Department of Clinical Sciences Lund, Oncology/ Pathology and Surgery, Lund University, Skåne, Sweden
| | - Emma Niméus
- 4Department of Clinical Sciences Lund, Oncology/ Pathology and Surgery, Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Anikó Kóvacs
- 2Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Per Karlsson
- 1Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden
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15
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Benedetti R, Dell’Aversana C, De Marchi T, Rotili D, Liu NQ, Novakovic B, Boccella S, Di Maro S, Cosconati S, Baldi A, Niméus E, Schultz J, Höglund U, Maione S, Papulino C, Chianese U, Iovino F, Federico A, Mai A, Stunnenberg HG, Nebbioso A, Altucci L. Inhibition of Histone Demethylases LSD1 and UTX Regulates ERα Signaling in Breast Cancer. Cancers (Basel) 2019; 11:cancers11122027. [PMID: 31888209 PMCID: PMC6966629 DOI: 10.3390/cancers11122027] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [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: 11/19/2019] [Revised: 12/09/2019] [Accepted: 12/11/2019] [Indexed: 02/06/2023] Open
Abstract
In breast cancer, Lysine-specific demethylase-1 (LSD1) and other lysine demethylases (KDMs), such as Lysine-specific demethylase 6A also known as Ubiquitously transcribed tetratricopeptide repeat, X chromosome (UTX), are co-expressed and co-localize with estrogen receptors (ERs), suggesting the potential use of hybrid (epi)molecules to target histone methylation and therefore regulate/redirect hormone receptor signaling. Here, we report on the biological activity of a dual-KDM inhibitor (MC3324), obtained by coupling the chemical properties of tranylcypromine, a known LSD1 inhibitor, with the 2OG competitive moiety developed for JmjC inhibition. MC3324 displays unique features not exhibited by the single moieties and well-characterized mono-pharmacological inhibitors. Inhibiting LSD1 and UTX, MC3324 induces significant growth arrest and apoptosis in hormone-responsive breast cancer model accompanied by a robust increase in H3K4me2 and H3K27me3. MC3324 down-regulates ERα in breast cancer at both transcriptional and non-transcriptional levels, mimicking the action of a selective endocrine receptor disruptor. MC3324 alters the histone methylation of ERα-regulated promoters, thereby affecting the transcription of genes involved in cell surveillance, hormone response, and death. MC3324 reduces cell proliferation in ex vivo breast cancers, as well as in breast models with acquired resistance to endocrine therapies. Similarly, MC3324 displays tumor-selective potential in vivo, in both xenograft mice and chicken embryo models, with no toxicity and good oral efficacy. This epigenetic multi-target approach is effective and may overcome potential mechanism(s) of resistance in breast cancer.
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Affiliation(s)
- Rosaria Benedetti
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
- Correspondence: (R.B.); (L.A.); Tel.: +39-081-5667564 (R.B.); +39-081-5667569 (L.A.)
| | - Carmela Dell’Aversana
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
- Institute Experimental Endocrinology and Oncology “Gaetano Salvatore” (IEOS)-National Research Council (CNR) Via Sergio Pansini, 5-80131 Napoli, Italy
| | - Tommaso De Marchi
- Department of Oncology and Pathology, Lund University, SE-221 00 Lund, Sweden; (T.D.M.); (E.N.)
| | - Dante Rotili
- Department of Drug Chemistry and Technologies, Sapienza University of Rome, 00185 Rome, Italy; (D.R.); (A.M.)
| | - Ning Qing Liu
- Department of Molecular Biology, Radboud University, 6500 HB Nijmegen, The Netherlands; (N.Q.L.); (H.G.S.)
| | - Boris Novakovic
- Murdoch Children’s Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Parkville Victoria 3052, Australia;
| | - Serena Boccella
- Department of Experimental Medicine, Section of Pharmacology “L. Donatelli”, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (S.B.); (S.M.)
| | - Salvatore Di Maro
- Dipartimento di Scienze e Tecnologie Ambientali Biologiche e Farmaceutiche, University of Campania ’Luigi Vanvitelli’, 81100 Caserta, Italy; (S.D.M.); (S.C.); (A.B.)
| | - Sandro Cosconati
- Dipartimento di Scienze e Tecnologie Ambientali Biologiche e Farmaceutiche, University of Campania ’Luigi Vanvitelli’, 81100 Caserta, Italy; (S.D.M.); (S.C.); (A.B.)
| | - Alfonso Baldi
- Dipartimento di Scienze e Tecnologie Ambientali Biologiche e Farmaceutiche, University of Campania ’Luigi Vanvitelli’, 81100 Caserta, Italy; (S.D.M.); (S.C.); (A.B.)
| | - Emma Niméus
- Department of Oncology and Pathology, Lund University, SE-221 00 Lund, Sweden; (T.D.M.); (E.N.)
- Department of Surgery, Skånes University Hospital, 222 29 Lund, Sweden
| | - Johan Schultz
- Kancera AB, Banvaktsvagen 22, SE-17148 Solna, Sweden;
| | - Urban Höglund
- Adlego Biomedical AB, P.O. Box 42, SE-751 03 Uppsala, Sweden;
| | - Sabatino Maione
- Department of Experimental Medicine, Section of Pharmacology “L. Donatelli”, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (S.B.); (S.M.)
| | - Chiara Papulino
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
| | - Ugo Chianese
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
| | - Francesco Iovino
- Department of Translational Medical Sciences, University of Campania “Luigi Vanvitelli”, Via L. De Crecchio 7, 80138 Naples, Italy;
| | - Antonio Federico
- Faculty of Medicine and Health Technology, Tampere University, 33100 Tampere, Finland;
| | - Antonello Mai
- Department of Drug Chemistry and Technologies, Sapienza University of Rome, 00185 Rome, Italy; (D.R.); (A.M.)
| | - Hendrik G. Stunnenberg
- Department of Molecular Biology, Radboud University, 6500 HB Nijmegen, The Netherlands; (N.Q.L.); (H.G.S.)
- Prinses Maxima Centrum, Heidelberglaan 25, 3584CS Utrecht, The Netherlands
| | - Angela Nebbioso
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
| | - Lucia Altucci
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (C.D.); (C.P.); (U.C.); (A.N.)
- Correspondence: (R.B.); (L.A.); Tel.: +39-081-5667564 (R.B.); +39-081-5667569 (L.A.)
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16
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Sajic T, Liu Y, Arvaniti E, Surinova S, Williams EG, Schiess R, Hüttenhain R, Sethi A, Pan S, Brentnall TA, Chen R, Blattmann P, Friedrich B, Niméus E, Malander S, Omlin A, Gillessen S, Claassen M, Aebersold R. Similarities and Differences of Blood N-Glycoproteins in Five Solid Carcinomas at Localized Clinical Stage Analyzed by SWATH-MS. Cell Rep 2019; 23:2819-2831.e5. [PMID: 29847809 DOI: 10.1016/j.celrep.2018.04.114] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [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: 09/28/2016] [Revised: 03/30/2018] [Accepted: 04/26/2018] [Indexed: 02/07/2023] Open
Abstract
Cancer is mostly incurable when diagnosed at a metastatic stage, making its early detection via blood proteins of immense clinical interest. Proteomic changes in tumor tissue may lead to changes detectable in the protein composition of circulating blood plasma. Using a proteomic workflow combining N-glycosite enrichment and SWATH mass spectrometry, we generate a data resource of 284 blood samples derived from patients with different types of localized-stage carcinomas and from matched controls. We observe whether the changes in the patient's plasma are specific to a particular carcinoma or represent a generic signature of proteins modified uniformly in a common, systemic response to many cancers. A quantitative comparison of the resulting N-glycosite profiles discovers that proteins related to blood platelets are common to several cancers (e.g., THBS1), whereas others are highly cancer-type specific. Available proteomics data, including a SWATH library to study N-glycoproteins, will facilitate follow-up biomarker research into early cancer detection.
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Affiliation(s)
- Tatjana Sajic
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland.
| | - Yansheng Liu
- Department of Pharmacology, Cancer Biology Institute, Yale University School of Medicine, West Haven, CT 06516, USA
| | - Eirini Arvaniti
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; PhD Program in Systems Biology, University of Zurich and ETH Zurich, Zurich, Switzerland
| | | | - Evan G Williams
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | | | - Ruth Hüttenhain
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Atul Sethi
- Department of Biomedicine, University of Basel/University Hospital Basel, and Swiss Institute of Bioinformatics, Basel, Switzerland
| | - Sheng Pan
- The Brown Foundation Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, 1825 Pressler, Houston, TX 77030, USA
| | - Teresa A Brentnall
- Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Ru Chen
- Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Peter Blattmann
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Betty Friedrich
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; PhD Program in Systems Biology, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Emma Niméus
- Department of Clinical Sciences Lund, Surgery, Oncology and Pathology, Lund University, and Skåne University Hospital, Department of Surgery, Lund, Sweden
| | - Susanne Malander
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, and Skåne University Hospital, Department of Oncology, Lund, Sweden
| | - Aurelius Omlin
- Department of Oncology and Hematology, Kantonsspital St. Gallen, St. Gallen, Switzerland; Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Silke Gillessen
- Department of Oncology and Hematology, Kantonsspital St. Gallen, St. Gallen, Switzerland; Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Manfred Claassen
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; Faculty of Science, University of Zurich, 8057 Zurich, Switzerland.
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17
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Hüttenhain R, Choi M, Martin de la Fuente L, Oehl K, Chang CY, Zimmermann AK, Malander S, Olsson H, Surinova S, Clough T, Heinzelmann-Schwarz V, Wild PJ, Dinulescu DM, Niméus E, Vitek O, Aebersold R. A Targeted Mass Spectrometry Strategy for Developing Proteomic Biomarkers: A Case Study of Epithelial Ovarian Cancer. Mol Cell Proteomics 2019; 18:1836-1850. [PMID: 31289117 PMCID: PMC6731088 DOI: 10.1074/mcp.ra118.001221] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [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: 11/16/2018] [Revised: 05/07/2019] [Indexed: 12/11/2022] Open
Abstract
Protein biomarkers for epithelial ovarian cancer are critical for the early detection of the cancer to improve patient prognosis and for the clinical management of the disease to monitor treatment response and to detect recurrences. Unfortunately, the discovery of protein biomarkers is hampered by the limited availability of reliable and sensitive assays needed for the reproducible quantification of proteins in complex biological matrices such as blood plasma. In recent years, targeted mass spectrometry, exemplified by selected reaction monitoring (SRM) has emerged as a method, capable of overcoming this limitation. Here, we present a comprehensive SRM-based strategy for developing plasma-based protein biomarkers for epithelial ovarian cancer and illustrate how the SRM platform, when combined with rigorous experimental design and statistical analysis, can result in detection of predictive analytes.Our biomarker development strategy first involved a discovery-driven proteomic effort to derive potential N-glycoprotein biomarker candidates for plasma-based detection of human ovarian cancer from a genetically engineered mouse model of endometrioid ovarian cancer, which accurately recapitulates the human disease. Next, 65 candidate markers selected from proteins of different abundance in the discovery dataset were reproducibly quantified with SRM assays across a large cohort of over 200 plasma samples from ovarian cancer patients and healthy controls. Finally, these measurements were used to derive a 5-protein signature for distinguishing individuals with epithelial ovarian cancer from healthy controls. The sensitivity of the candidate biomarker signature in combination with CA125 ELISA-based measurements currently used in clinic, exceeded that of CA125 ELISA-based measurements alone. The SRM-based strategy in this study is broadly applicable. It can be used in any study that requires accurate and reproducible quantification of selected proteins in a high-throughput and multiplexed fashion.
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Affiliation(s)
- Ruth Hüttenhain
- ‡Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland.
| | - Meena Choi
- §Khoury College of Computer Sciences, Northeastern University, Boston, MA
| | | | - Kathrin Oehl
- ‖Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Ching-Yun Chang
- **Department of Statistics, Purdue University, West Lafayette, IN
| | - Anne-Kathrin Zimmermann
- ‖Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Susanne Malander
- ¶Department of Surgery and Oncology, Clinical Sciences, Lund University, Lund, Sweden
| | - Håkan Olsson
- ¶Department of Surgery and Oncology, Clinical Sciences, Lund University, Lund, Sweden
| | - Silvia Surinova
- ‡Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Timothy Clough
- **Department of Statistics, Purdue University, West Lafayette, IN
| | - Viola Heinzelmann-Schwarz
- ‡‡Gynecological Cancer Center, University Hospital Basel, University of Basel, Basel, Switzerland; §§Ovarian Cancer Research, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Peter J Wild
- ¶¶Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Daniela M Dinulescu
- ‖‖Department of Pathology, Division of Women's and Perinatal Pathology Brigham and Women's Hospital Harvard Medical School, Boston, MA
| | - Emma Niméus
- ¶Department of Surgery and Oncology, Clinical Sciences, Lund University, Lund, Sweden; ‡‡‡Department of Surgery, Skånes University hospital, Lund, Sweden
| | - Olga Vitek
- §Khoury College of Computer Sciences, Northeastern University, Boston, MA; **Department of Statistics, Purdue University, West Lafayette, IN
| | - Ruedi Aebersold
- ‡Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; §§§Faculty of Science, University of Zurich, 8057 Zurich, Switzerland
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18
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Wirbel J, Pyl PT, Kartal E, Zych K, Kashani A, Milanese A, Fleck JS, Voigt AY, Palleja A, Ponnudurai R, Sunagawa S, Coelho LP, Schrotz-King P, Vogtmann E, Habermann N, Niméus E, Thomas AM, Manghi P, Gandini S, Serrano D, Mizutani S, Shiroma H, Shiba S, Shibata T, Yachida S, Yamada T, Waldron L, Naccarati A, Segata N, Sinha R, Ulrich CM, Brenner H, Arumugam M, Bork P, Zeller G. Meta-analysis of fecal metagenomes reveals global microbial signatures that are specific for colorectal cancer. Nat Med 2019; 25:679-689. [PMID: 30936547 PMCID: PMC7984229 DOI: 10.1038/s41591-019-0406-6] [Citation(s) in RCA: 570] [Impact Index Per Article: 114.0] [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: 07/30/2018] [Accepted: 02/20/2019] [Indexed: 02/07/2023]
Abstract
Association studies have linked microbiome alterations with many human diseases. However, they have not always reported consistent results, thereby necessitating cross-study comparisons. Here, a meta-analysis of eight geographically and technically diverse fecal shotgun metagenomic studies of colorectal cancer (CRC, n = 768), which was controlled for several confounders, identified a core set of 29 species significantly enriched in CRC metagenomes (false discovery rate (FDR) < 1 × 10-5). CRC signatures derived from single studies maintained their accuracy in other studies. By training on multiple studies, we improved detection accuracy and disease specificity for CRC. Functional analysis of CRC metagenomes revealed enriched protein and mucin catabolism genes and depleted carbohydrate degradation genes. Moreover, we inferred elevated production of secondary bile acids from CRC metagenomes, suggesting a metabolic link between cancer-associated gut microbes and a fat- and meat-rich diet. Through extensive validations, this meta-analysis firmly establishes globally generalizable, predictive taxonomic and functional microbiome CRC signatures as a basis for future diagnostics.
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Affiliation(s)
- Jakob Wirbel
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Paul Theodor Pyl
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine, University of Copenhagen, Copenhagen, Denmark.,Division of Surgery, Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Ece Kartal
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.,Molecular Medicine Partnership Unit, Heidelberg, Germany
| | - Konrad Zych
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Alireza Kashani
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Alessio Milanese
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Jonas S Fleck
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Anita Y Voigt
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.,The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Albert Palleja
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Ruby Ponnudurai
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Shinichi Sunagawa
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.,Department of Biology, ETH Zürich, Zürich, Switzerland
| | - Luis Pedro Coelho
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.,Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Petra Schrotz-King
- Division of Preventive Oncology, National Center for Tumor Diseases and German Cancer Research Center, Heidelberg, Germany
| | - Emily Vogtmann
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Nina Habermann
- Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Emma Niméus
- Division of Surgery, Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden.,Division of Surgery, Department of Clinical Sciences Lund, Faculty of Medicine, Skane University Hospital, Lund, Sweden
| | - Andrew M Thomas
- Department CIBIO, University of Trento, Trento, Italy.,Biochemistry Department, Chemistry Institute, University of São Paulo, São Paulo, Brazil
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | - Sara Gandini
- IEO, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Sayaka Mizutani
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan.,Research Fellow of Japan Society for the Promotion of Science, Tokyo, Japan
| | - Hirotsugu Shiroma
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan
| | - Satoshi Shiba
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan
| | - Tatsuhiro Shibata
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan.,Laboratory of Molecular Medicine, Human Genome Center, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Shinichi Yachida
- Division of Cancer Genomics, National Cancer Center Research Institute, Tokyo, Japan.,Department of Cancer Genome Informatics, Graduate School of Medicine/Faculty of Medicine, Osaka University, Osaka, Japan
| | - Takuji Yamada
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan.,PRESTO, Japan Science and Technology Agency, Saitama, Japan
| | - Levi Waldron
- Graduate School of Public Health and Health Policy, City University of New York, New York, NY, USA.,Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA
| | - Alessio Naccarati
- Italian Institute for Genomic Medicine, Turin, Italy.,Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy
| | - Rashmi Sinha
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Cornelia M Ulrich
- Huntsman Cancer Institute and Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Hermann Brenner
- Division of Preventive Oncology, National Center for Tumor Diseases and German Cancer Research Center, Heidelberg, Germany.,Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany.,German Cancer Consortium, German Cancer Research Center, Heidelberg, Germany
| | - Manimozhiyan Arumugam
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine, University of Copenhagen, Copenhagen, Denmark. .,Faculty of Healthy Sciences, University of Southern Denmark, Odense, Denmark.
| | - Peer Bork
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany. .,Molecular Medicine Partnership Unit, Heidelberg, Germany. .,Max Delbrück Centre for Molecular Medicine, Berlin, Germany. .,Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany.
| | - Georg Zeller
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.
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19
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Sjöström M, Staaf J, Edén P, Wärnberg F, Bergh J, Malmström P, Fernö M, Niméus E, Fredriksson I. Identification and validation of single-sample breast cancer radiosensitivity gene expression predictors. Breast Cancer Res 2018; 20:64. [PMID: 29973242 PMCID: PMC6033283 DOI: 10.1186/s13058-018-0978-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [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: 01/15/2018] [Accepted: 05/08/2018] [Indexed: 02/12/2023] Open
Abstract
BACKGROUND Adjuvant radiotherapy is the standard of care after breast-conserving surgery for primary breast cancer, despite a majority of patients being over- or under-treated. In contrast to adjuvant endocrine therapy and chemotherapy, no diagnostic tests are in clinical use that can stratify patients for adjuvant radiotherapy. This study presents the development and validation of a targeted gene expression assay to predict the risk of ipsilateral breast tumor recurrence and response to adjuvant radiotherapy after breast-conserving surgery in primary breast cancer. METHODS Fresh-frozen primary tumors from 336 patients radically (clear margins) operated on with breast-conserving surgery with or without radiotherapy were collected. Patients were split into a discovery cohort (N = 172) and a validation cohort (N = 164). Genes predicting ipsilateral breast tumor recurrence in an Illumina HT12 v4 whole transcriptome analysis were combined with genes identified in the literature (248 genes in total) to develop a targeted radiosensitivity assay on the Nanostring nCounter platform. Single-sample predictors for ipsilateral breast tumor recurrence based on a k-top scoring pairs algorithm were trained, stratified for estrogen receptor (ER) status and radiotherapy. Two previously published profiles, the radiosensitivity signature of Speers et al., and the 10-gene signature of Eschrich et al., were also included in the targeted panel. RESULTS Derived single-sample predictors were prognostic for ipsilateral breast tumor recurrence in radiotherapy-treated ER+ patients (AUC 0.67, p = 0.01), ER+ patients without radiotherapy (AUC = 0.89, p = 0.02), and radiotherapy-treated ER- patients (AUC = 0.78, p < 0.001). Among ER+ patients, radiotherapy had an excellent effect on tumors classified as radiosensitive (p < 0.001), while radiotherapy had no effect on tumors classified as radioresistant (p = 0.36) and there was a high risk of ipsilateral breast tumor recurrence (55% at 10 years). Our single-sample predictors developed in ER+ tumors and the radiosensitivity signature correlated with proliferation, while single-sample predictors developed in ER- tumors correlated with immune response. The 10-gene signature negatively correlated with both proliferation and immune response. CONCLUSIONS Our targeted single-sample predictors were prognostic for ipsilateral breast tumor recurrence and have the potential to stratify patients for adjuvant radiotherapy. The correlation of models with biology may explain the different performance in subgroups of breast cancer.
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Affiliation(s)
- Martin Sjöström
- Faculty of Medicine, Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden. .,Department of Haematology, Oncology and Radiation Physics ,Skåne University Hospital, Lund, Sweden.
| | - Johan Staaf
- Faculty of Medicine, Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Patrik Edén
- Department of Theoretical Physics and Computational Biology, Lund University, Lund, Sweden
| | - Fredrik Wärnberg
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Jonas Bergh
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institutet, Stockholm, Sweden.,Department of Oncology, Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden
| | - Per Malmström
- Faculty of Medicine, Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Department of Haematology, Oncology and Radiation Physics ,Skåne University Hospital, Lund, Sweden
| | - Mårten Fernö
- Faculty of Medicine, Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Emma Niméus
- Faculty of Medicine, Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Faculty of Medicine, Department of Clinical Sciences Lund, Surgery, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - Irma Fredriksson
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Breast- and Endocrine Surgery, Karolinska University Hospital, Stockholm, Sweden
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20
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Sjöström M, Staaf J, Edén P, Wärnberg F, Bergh J, Malmström P, Fernö M, Niméus E, Fredriksson I. Abstract P4-09-08: A targeted breast cancer radiosensitivity gene expression panel. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p4-09-08] [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: A majority of patients with early breast cancer is operated with breast conserving surgery (BCS) and adjuvant radiotherapy (RT) is administered to prevent ipsilateral breast tumor recurrence (IBTR), including a new ipsilateral cancer. The EBCTCG meta-analysis showed a majority of patients treated with surgery only to be recurrence free at 10 years, and more than 10% to suffer an IBTR despite RT, thus implying considerable over- and under treatment. A wide range of prognosticators, including multigene tests, are well established, but we lack predictive factors for RT, which is the aim in the present study.
Patients and methods: Fresh frozen tissue from 340 patients operated with BCS with or without RT and with or without IBTR was collected (without IBTR N=196, with IBTR n=144). Patients were stratified according to estrogen receptor (ER) status and RT, and divided into a training cohort (N=172) and a validation cohort (N=168). The training cohort was analyzed with whole transcriptome analysis (Illumina HT12 v4) and top discriminating genes for IBTR (N=155) were selected based on a random forest machine learning algorithm with recursive feature elimination and cross-validation. Further, genes described in the literature as associated with radioresistance were included in the panel to a total of 248 genes. A custom nCounter (Nanostring Technologies) gene expression panel was designed and both the training and validation cohorts were analyzed with the custom panel. Single-sample classifiers using a k-top scoring pairs algorithm were trained in the training cohort and validated in the validation cohort. Area under the curve (AUC) with a receiver operator characteristics (ROC) analysis were calculated and p-values were calculated with a log-rank test. All calculations were done using the R statistical environment.
Results: Our classifiers were prognostic for IBTR in the validation cohort among ER+ patients given RT (AUC 0.67, p=0.005), ER+ patients not given RT (AUC=0.89, p=0.015) and ER- patients given RT (AUC=0.78, p<0.001), while the number of ER- patients not given RT was too small for subgroup analysis (N=4). We also created a sequential algorithm were a first classifier was applied to test the risk of IBTR without RT. If low, the tumor was classified as “surgery only”. If classified as high, a second classifier was applied to test the risk of recurrence when given RT. If the risk was predicted low after RT, the tumor was classified as “radiosensitive”. If high, the tumor was classified as “radioresistant”. Among ER+ patients in the validation cohort, the “radiosensitive” tumors had an excellent effect of RT (p<0.001), the “radioresistant” had no effect of RT (p=0.4) and a very high risk of recurrence (55% at 10 years). The tumors predicted as “surgery only” had no effect of RT (p=0.4), and a lower risk of recurrence than the “radioresistant” patients (25% at 10 years).
Conclusions: Our targeted radiosensitivity gene expression panel could identify patients of high or low risk of LR, with or without RT. The most promising was however that it seems as the panel could be used as a predictive marker, i.e., finding patients that do, or do not, respond to RT. Further refinement and testing of the panel and models is ongoing.
Citation Format: Sjöström M, Staaf J, Edén P, Wärnberg F, Bergh J, Malmström P, Fernö M, Niméus E, Fredriksson I. A targeted breast cancer radiosensitivity gene expression panel [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 P4-09-08.
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Affiliation(s)
- M Sjöström
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - J Staaf
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - P Edén
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - F Wärnberg
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - J Bergh
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - P Malmström
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - M Fernö
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - E Niméus
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
| | - I Fredriksson
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Skåne University Hospital, Lund, Sweden; Lund University, Computational Biology and Biological Physics, Lund, Sweden; Uppsala University, Uppsala, Sweden; Akademiska University Hospital, Uppsala, Sweden; Karolinska Institutet, Cancer Center Karolinska, Stockholm, Sweden; Karolinska University Hospital, Radiumhemmet, Stockholm, Sweden; Karolinska Institutet, Stockholm, Sweden; Karolinska University Hospital, Stockholm, Sweden
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Niméus E, Folkesson E, Nodin B, Hartman L, Klintman M. Androgen Receptor in Stage I-II Primary Breast Cancer -Prognostic Value and Distribution in Subgroups. Anticancer Res 2017; 37:6845-6853. [PMID: 29187464 DOI: 10.21873/anticanres.12146] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [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: 09/11/2017] [Revised: 10/12/2017] [Accepted: 10/18/2017] [Indexed: 11/10/2022]
Abstract
BACKGROUND/AIM The value of androgen receptor (AR) in breast cancer has gained renewed interest as a prognostic and treatment predictive biomarker. The aims of this work were to study the associations and the prognostic value of AR in patients from two clinical cohorts. MATERIALS AND METHODS Cohort 1 included 208 premenopausal, node-negative patients of whom 87% had received no adjuvant medical treatment; cohort 2 consisted of 263 patients with stage II disease who had all received 2 years of adjuvant tamoxifen. A semi-quantitative assessment of nuclear AR expression divided into five groups (0-1%, 2-10%, 11-50%, 51-75%, and 76-100%) was performed. Survival analyses, stratified by cohort, were performed using both a trend-test and a cut-off of >10% for positivity. RESULTS A total of 76% of all patients were AR+, and 89%, 48%, and 23% of the estrogen receptor-positive, negative, and triple-negative, respectively. In Cox regression, stratified by cohort, AR divided into five groups was a prognostic factor for 5-year distant disease-free survival with a hazard ratio of 0.86 per step in fraction score (p=0.018). With a predefined cut-off at 10%, moderate evidence of an effect remained (Hazard Ratio=0.67, p=0.077). In multivariable analysis, AR did not retain an independent prognostic value. CONCLUSION AR is a weak, however, not independent prognostic factor for distant metastasis. Although the prognostic value of AR may be questionable, the study identified a subset of AR-positive triple-negative patients as being potential candidates for AR-directed therapy for which further studies are warranted.
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Affiliation(s)
- Emma Niméus
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Skane University Hospital, Lund University, Lund, Sweden.,Division of Surgery, Department of Clinical Sciences Lund, Faculty of Medicine, Skane University Hospital, Lund University, Lund, Sweden
| | - Elin Folkesson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Björn Nodin
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Linda Hartman
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Marie Klintman
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Skane University Hospital, Lund University, Lund, Sweden
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Sjöström M, Lundstedt D, Hartman L, Holmberg E, Killander F, Kovács A, Malmström P, Niméus E, Werner Rönnerman E, Fernö M, Karlsson P. Response to Radiotherapy After Breast-Conserving Surgery in Different Breast Cancer Subtypes in the Swedish Breast Cancer Group 91 Radiotherapy Randomized Clinical Trial. J Clin Oncol 2017; 35:3222-3229. [PMID: 28759347 DOI: 10.1200/jco.2017.72.7263] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [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
Purpose To evaluate the effect of adjuvant radiotherapy (RT) after breast conservation surgery in different breast cancer subtypes in a large, randomized clinical trial with long-term follow-up. Patients and Methods Tumor tissue was collected from 1,003 patients with node-negative, stage I and II breast cancer who were randomly assigned in the Swedish Breast Cancer Group 91 Radiotherapy trial between 1991 and 1997 to breast conservation surgery with or without RT. Systemic adjuvant treatment was sparsely used (8%). Subtyping was performed with immunohistochemistry and in situ hybridization on tissue microarrays for 958 tumors. Results RT reduced the cumulative incidence of ipsilateral breast tumor recurrence (IBTR) as a first event within 10 years for luminal A-like tumors (19% v 9%; P = .001), luminal B-like tumors (24% v 8%; P < .001), and triple-negative tumors (21% v 6%; P = .08), but not for human epidermal growth factor receptor 2-positive (luminal and nonluminal) tumors (15% v 19%; P = .6); however, evidence of an overall difference in RT effect between subtypes was weak ( P = .21). RT reduced the rate of death from breast cancer (BCD) for triple-negative tumors (hazard ratio, 0.35; P = .06), but not for other subtypes. Death from any cause was not improved by RT in any subtype. A hypothesized clinical low-risk group did not have a low risk of IBTR without RT, and RT reduced the rate of IBTR as a first event after 10 years (20% v 6%; P = .008), but had no effect on BCD or death from any cause. Conclusion Subtype was not predictive of response to RT, although, in our study, human epidermal growth factor receptor 2-positive tumors seemed to be most radioresistant, whereas triple-negative tumors had the largest effect on BCD. The effect of RT in the presumed low-risk luminal A-like tumors was excellent.
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Affiliation(s)
- Martin Sjöström
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Dan Lundstedt
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Linda Hartman
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Erik Holmberg
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Fredrika Killander
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Anikó Kovács
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Per Malmström
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Emma Niméus
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Elisabeth Werner Rönnerman
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Mårten Fernö
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
| | - Per Karlsson
- Martin Sjöström, Linda Hartman, Fredrika Killander, Per Malmström, Emma Niméus, and Mårten Fernö, Lund University; Martin Sjöström, Fredrika Killander, Per Malmström, and Emma Niméus, Skåne University Hospital, Lund; Dan Lundstedt, Anikó Kovács, Elisabeth Werner Rönnerman and Per Karlsson, Sahlgrenska University Hospital; Dan Lundstedt, Erik Holmberg, and Per Karlsson, University of Gothenburg; and Erik Holmberg, Regional Cancer Center West, Gothenburg, Sweden
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Sjöström M, Lundstedt D, Hartman L, Holmberg E, Kovács A, Malmström P, Niméus E, Werner Rönnerman E, Fernö M, Karlsson P. Abstract P1-09-03: Relative radioresistency in triple negative tumors in the SweBCG91-RT randomized clinical trial. Cancer Res 2017. [DOI: 10.1158/1538-7445.sabcs16-p1-09-03] [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: Breast-conserving surgery (BCS) with adjuvant whole breast radiation therapy (WBRT) is the standard treatment for a majority of early breast cancer patients. No predictive biomarkers for RT are in use and most patients are cured by surgery alone, and are thus over-treated. Further, some patients suffer a relapse despite WBRT, and may have benefited from mastectomy or more aggressive postoperative treatment. Gene expression tests can be used to predict risk of distant recurrence and effect of adjuvant systemic therapy, and can reveal the intrinsic subtype of the tumor. A surrogate method of determining intrinsic subtype based on high quality centralized immunohistochemistry (IHC) has been proposed with criteria set up by the St Gallen consensus group 2013. The intrinsic subtypes provide prognostic information and are treatment predictive for chemotherapy, but the predictive potential for WBRT has not been conclusively determined.
Aim: To evaluate the effect of WBRT on ipsilateral breast tumor recurrence (IBTR), in patients with tumors of different intrinsic subtypes.
Methods: Tumor tissue from FFPE blocks were collected from 1003 breast cancer patients with node negative, stage I-II disease, randomized to BCS with or without WBRT, in the randomized SweBCG RT-91 trial between 1991-1997. Systemic adjuvant treatment was administered according to regional guidelines, but was sparsely used. Median follow-up was 15.2 years. Tissue microarrays were constructed and stained for estrogen receptor (ER), progesterone receptor (PgR), human epidermal growth factor receptor 2 (Her2) and Ki-67. SISH was used to determine amplification of samples scored 2+ for Her2. Centralized evaluation was performed by two pathologists subspecialized in breast pathology. Endpoint IBTR within 10 years was considered with a cumulative incidence and competing risks approach. P-values were calculated with the cause-specific logrank test and hazard ratios (HR) with cause specific Cox regression. Multivariate models, with or without an interaction term between subtype and WBRT, were compared to formally test if the effect of RT differs between subtypes.
Results: We were able to stain and score 958 out of 1003 tumors. These were classified as Luminal A-like (n=554), Luminal B-like (Her2-negative, n=259), triple negative (n=81) and Her2-positive (any ER status, n=64). WBRT reduced the frequency of IBTR for Luminal A-like tumors (19% vs 9%, HR 0.46 (0.28-0.74), p=0.001), Luminal B-like tumors (24% vs 8%, HR 0.30 (0.14-0.61), p<0.001) and triple negative tumors (21% vs 6%, HR 0.25 (0.05-1.12), p=0.05), but not for Her2-positive tumors (15% vs 19%, HR 1.29 (0.38-4.4), p=0.69). However, the overall difference in WBRT effect between subtypes was not formally statistically validated (p=0.17).
Conclusions: We found that WBRT reduced IBTRs among the Luminal A, Luminal B, and the triple negative subgroups, but not in the Her2-positive subgroup. Thus, intrinsic subtyping by IHC may give information on how tumors respond to adjuvant WBRT. Additional studies are required and it remains to study the effect on breast cancer specific survival.
Citation Format: Sjöström M, Lundstedt D, Hartman L, Holmberg E, Kovács A, Malmström P, Niméus E, Werner Rönnerman E, Fernö M, Karlsson P. Relative radioresistency in triple negative tumors in the SweBCG91-RT randomized clinical trial [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 P1-09-03.
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Affiliation(s)
- M Sjöström
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - D Lundstedt
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - L Hartman
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - E Holmberg
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - A Kovács
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - P Malmström
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - E Niméus
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - E Werner Rönnerman
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - M Fernö
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
| | - P Karlsson
- Lund University, Clinical Sciences Lund, Oncology and Pathology, Lund, Sweden; Sahlgrenska University Hospital, Gothenburg, Sweden; Regional Cancer Center WT, Gothenburg, Sweden; Lund University, Clincial Sciences Lund, Surgery, Lund, Sweden; University of Gothenburg, Sahlgrenska Academy, Institute of Clincial Sciences, Gothenburg, Sweden
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Stenemo M, Teleman J, Sjöström M, Grubb G, Malmström E, Malmström J, Niméus E. Cancer associated proteins in blood plasma: Determining normal variation. Proteomics 2016; 16:1928-37. [PMID: 27121749 DOI: 10.1002/pmic.201500204] [Citation(s) in RCA: 8] [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: 06/02/2015] [Revised: 03/12/2016] [Accepted: 04/15/2016] [Indexed: 11/07/2022]
Abstract
Protein biomarkers have the potential to improve diagnosis, stratification of patients into treatment cohorts, follow disease progression and treatment response. One distinct group of potential biomarkers comprises proteins which have been linked to cancer, known as cancer associated proteins (CAPs). We determined the normal variation of 86 CAPs in 72 individual plasma samples collected from ten individuals using SRM mass spectrometry. Samples were collected weekly during 5 weeks from ten volunteers and over one day at nine fixed time points from three volunteers. We determined the degree of the normal variation depending on interpersonal variation, variation due to time of day, and variation over weeks and observed that the variation dependent on the time of day appeared to be the most important. Subdivision of the proteins resulted in two predominant protein groups containing 21 proteins with relatively high variation in all three factors (day, week and individual), and 22 proteins with relatively low variation in all factors. We present a strategy for prioritizing biomarker candidates for future studies based on stratification over their normal variation and have made all data publicly available. Our findings can be used to improve selection of biomarker candidates in future studies and to determine which proteins are most suitable depending on study design.
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Affiliation(s)
- Markus Stenemo
- Department of Clinical Sciences Lund, Division of Infection Medicine, Lund University, Lund, Sweden.,Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Johan Teleman
- Department of Clinical Sciences Lund, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Martin Sjöström
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Gabriel Grubb
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Erik Malmström
- Department of Clinical Sciences Lund, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Johan Malmström
- Department of Clinical Sciences Lund, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Emma Niméus
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden.,Skåne University Hospital, Department of Surgery, Lund, Sweden
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Végvári Á, Shavkunov AS, Fehniger TE, Grabau D, Niméus E, Marko-Varga G. Localization of tamoxifen in human breast cancer tumors by MALDI mass spectrometry imaging. Clin Transl Med 2016; 5:10. [PMID: 26965929 PMCID: PMC4786513 DOI: 10.1186/s40169-016-0090-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [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: 12/27/2015] [Accepted: 03/03/2016] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Tamoxifen is used in endocrine treatment of breast cancer to inhibit estrogen signaling. A set of stratified ER-positive and ER-negative tumor sections was subjected to manual deposition of tamoxifen solution in order to investigate its spatial distribution upon exposure to interaction within thin tissue sections. METHODS The localization of tamoxifen in tumor sections was assessed by matrix assisted laser deposition/ionization mass spectrometry imaging. The images of extracted ion maps were analyzed for comparison of signal intensity distributions. RESULTS The precursor ion of tamoxifen (m/z 372.233) displayed heterogeneous signal intensity distributions in histological compartments of tumor tissue sections. The levels of tamoxifen in tumor cells compared with stroma were higher in ER-positive tissues, whereas ER-negative tissue sections showed lower signal intensities in tumor cells. CONCLUSIONS The experimental model was successfully applied on frozen tumor samples allowing for differentiation between ER groups based on distribution of tamoxifen.
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Affiliation(s)
- Ákos Végvári
- Department of Biomedical Engineering, Clinical Protein Science and Imaging, Lund University, BMC D13, 221 84, Lund, Sweden.
| | - Alexander S Shavkunov
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, TX, USA
| | - Thomas E Fehniger
- Department of Biomedical Engineering, Clinical Protein Science and Imaging, Lund University, BMC D13, 221 84, Lund, Sweden
| | - Dorthe Grabau
- Department of Oncology and Pathology, Clinical Science, Lund University, Lund, Sweden
| | - Emma Niméus
- Department of Oncology and Pathology, Clinical Science, Lund University, Lund, Sweden.,Department of Surgery, Skåne University Hospital, Lund, Sweden
| | - György Marko-Varga
- Department of Biomedical Engineering, Clinical Protein Science and Imaging, Lund University, BMC D13, 221 84, Lund, Sweden
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Sjöström M, Hartman L, Honeth G, Grabau D, Malmström P, Hegardt C, Fernö M, Niméus E. Stem cell biomarker ALDH1A1 in breast cancer shows an association with prognosis and clinicopathological variables that is highly cut-off dependent. J Clin Pathol 2015; 68:1012-9. [PMID: 26175266 DOI: 10.1136/jclinpath-2015-203092] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [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: 04/21/2015] [Accepted: 06/22/2015] [Indexed: 01/01/2023]
Abstract
AIMS Aldehyde dehydrogenase family 1 member A1 (ALDH1A1) is a putative marker of breast cancer stem cells (CSCs) with prognostic implications when expressed in cancer or stroma. However, previous results are contradictory and we therefore aimed to further evaluate the impact of ALDH1A1 on distant disease-free survival (DDFS) and correlation with clinicopathological variables in breast cancer, specifically by evaluating different cut-offs. METHODS Two breast cancer cohorts (N=216 and N=210) were evaluated with immunohistochemistry for ALDH1A1 on tissue microarrays with three different cut-offs in cancer cells and in stromal cells. The association of ALDH1A1 with DDFS and other clinicopathological variables was assessed. As further validation, gene expression levels of ALDH1A1 and association with survival were analysed in one of the cohorts and a separate cohort. RESULTS ALDH1A1 expression in cancer cells was associated with either a better or a worse prognosis, depending on cut-off. Considering weakly stained cancer cells as positive, ALDH1A1+ was associated with a better prognosis in both cohorts. Considering only strongly stained cells as positive, ALDH1A1+ was associated with oestrogen receptor and progesterone receptor negativity in both cohorts and worse prognosis in one of the cohorts. Stromal ALDH1A1 staining was associated with improved DDFS in one cohort. Gene expression analysis showed that a high ALDH1A1 expression was associated with a better prognosis. CONCLUSIONS ALDH1A1 is associated with DDFS and clinicopathological variables, both in cancer cells and stroma, but is highly cut-off dependent. Only the strongly ALDH1A1-stained cells show a more aggressive phenotype typical for CSCs.
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Affiliation(s)
- Martin Sjöström
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Linda Hartman
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Gabriella Honeth
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Dorthe Grabau
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden Division of Pathology, Skåne University Hospital, Lund, Sweden
| | - Per Malmström
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden Division of Oncology and Radiation Physics, Skåne University Hospital, Lund, Sweden
| | - Cecilia Hegardt
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Mårten Fernö
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden
| | - Emma Niméus
- Department of Clinical Sciences Lund, Oncology and Pathology, Lund University, Lund, Sweden Division of Surgery, Skåne University Hospital, Lund, Sweden
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Sjöström M, Ossola R, Breslin T, Rinner O, Malmström L, Schmidt A, Aebersold R, Malmström J, Niméus E. A Combined Shotgun and Targeted Mass Spectrometry Strategy for Breast Cancer Biomarker Discovery. J Proteome Res 2015; 14:2807-18. [DOI: 10.1021/acs.jproteome.5b00315] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | | | | | | | | | | | - Ruedi Aebersold
- Department
of Biology, Institute of Molecular Systems Biology, Eidgenössische Technische Hochschule, 8092 Zurich, Switzerland
| | | | - Emma Niméus
- Division
of Surgery, Skåne University Hospital, 221 85 Lund, Sweden
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Kurbasic E, Sjöström M, Krogh M, Folkesson E, Grabau D, Hansson K, Rydén L, Waldemarson S, James P, Niméus E. Changes in glycoprotein expression between primary breast tumour and synchronous lymph node metastases or asynchronous distant metastases. Clin Proteomics 2015; 12:13. [PMID: 25991917 PMCID: PMC4436114 DOI: 10.1186/s12014-015-9084-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [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: 12/30/2014] [Accepted: 04/13/2015] [Indexed: 12/27/2022] Open
Abstract
Background Breast cancer is a very heterogeneous disease and some patients are cured by the surgical removal of the primary tumour whilst other patients suffer from metastasis and spreading of the disease, despite adjuvant therapy. A number of prognostic and treatment predictive factors have been identified such as tumour size, oestrogen (ER) and progesterone (PgR) receptor status, human epidermal growth factor receptor type 2 (HER2) status, histological grade, Ki67 and age. Lymph node involvement is also assessed during surgery to determine if the tumour has spread which requires dissection of the axilla and adjuvant treatment. The prognostic and treatment predictive factors assessing the nature of the tumour are all routinely based on the status of the primary tumour. Results We have analysed a unique tumour set of fourteen primary breast cancer tumours with matched synchronous axillary lymph node metastases and a set of nine primary tumours with, later developed, matched distant metastases from different sites in the body. We used a pairwise tumour analysis (from the same individual) since the difference between the same tumour-type in different patients was greater. Glycopeptide capture was used in this study to selectively isolate and quantify N-linked glycopeptides from tumours mixtures and the captured glycopeptides were subjected to label-free quantitative tandem mass spectrometry analysis. Differentially expressed proteins between primary tumours and matched lymph node metastasis and distant metastasis were identified. Two of the top hits, ATPIF1 and tubulin β-chain were validated by immunohistochemistry to be differentially regulated. Conclusions We show that the expression of a large number of glycosylated proteins change between primary tumours and matched lymph node metastases and distant metastases, confirming that cancer cells undergo a molecular transformation during the spread to a secondary site. The proteins are part of important pathways such as cell adhesion, migration pathways and immune response giving insight into molecular changes needed for the tumour to spread. The large difference between primary tumours and lymph node and distant metastases also suggest that treatment should be based on the phenotype of the lymph node and distant metastases. Electronic supplementary material The online version of this article (doi:10.1186/s12014-015-9084-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Emila Kurbasic
- Department of Immunotechnology, House 406, Medicon Village, SE-223 81 Lund, Sweden
| | - Martin Sjöström
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-223 81 Lund, Sweden
| | - Morten Krogh
- Amber Biosciences AB, Skrivarevägen 9, SE-22657 Lund, Sweden
| | - Elin Folkesson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-223 81 Lund, Sweden
| | - Dorthe Grabau
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-223 81 Lund, Sweden ; Department of Pathology, Skåne University Hospital, SE-22185 Lund, Sweden
| | - Karin Hansson
- Department of Immunotechnology, House 406, Medicon Village, SE-223 81 Lund, Sweden
| | - Lisa Rydén
- Department of Surgery, Clinical sciences, Lund University, SE-22185 Lund, Sweden ; Department of Surgery, Skåne University Hospital, SE-22185 Lund, Sweden
| | - Sofia Waldemarson
- Department of Immunotechnology, House 406, Medicon Village, SE-223 81 Lund, Sweden
| | - Peter James
- Department of Immunotechnology, House 406, Medicon Village, SE-223 81 Lund, Sweden
| | - Emma Niméus
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Medicon Village, SE-223 81 Lund, Sweden ; Department of Surgery, Skåne University Hospital, SE-22185 Lund, Sweden
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Niméus E, Malmström J, Johnsson A, Marko-Varga G, Fernö M. Proteomic analysis identifies candidate proteins associated with distant recurrences in breast cancer after adjuvant chemotherapy. J Pharm Biomed Anal 2007; 43:1086-93. [PMID: 17085005 DOI: 10.1016/j.jpba.2006.09.019] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2006] [Revised: 09/10/2006] [Accepted: 09/11/2006] [Indexed: 11/20/2022]
Abstract
Breast cancer is a heterogeneous disease and it is of importance to select patients with regard to different prognosis and treatment sensitivity to individualize treatment regimes. In this study we successfully adapted a protein extraction protocol from mRNA extracted tumor samples enabling two-dimensional gel electrophoresis (2-DE) analysis of samples previously analyzed by cDNA microarray. The aim was to find candidate proteins that distinguish breast cancer patients with or without recurrences after adjuvant CMF (cyclophosphamide, methotrexate and 5-FU) treatment within four years to follow-up. We identified several proteins distinguishing the recurrence group from the non-recurrence group, especially in the ER and PgR positive subgroup (n=7). The induced proteins were involved in translation/folding, iron ion binding, and protease inhibition, whereas proteins involved in signaling, ubiquitination, and splicing were decreased in expression. These results show that it is possible to use 2-DE to separate high abundant proteins in breast cancer tissue and to find discriminating proteins to identify patients with different prognosis after adjuvant CMF treatment.
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Affiliation(s)
- Emma Niméus
- Department of Oncology, Clinical Sciences, University Hospital, Lund, Sweden
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Niméus E, Baldetorp B, Bendahl PO, Rennstam K, Wennerberg J, Akervall J, Fernö M. Amplification of the cyclin D1 gene is associated with tumour subsite, DNA non-diploidy and high S-phase fraction in squamous cell carcinoma of the head and neck. Oral Oncol 2004; 40:624-9. [PMID: 15063391 DOI: 10.1016/j.oraloncology.2003.12.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2003] [Accepted: 12/10/2003] [Indexed: 11/27/2022]
Abstract
Amplification of CCND1 (cyclin D1 gene) in squamous cell carcinoma of the head and neck (SCCHN) is correlated to poor prognosis. The purpose of this study was to investigate whether CCND1 amplification is related to different subsites and also to DNA ploidy status and S-phase fraction (SPF). Biopsies from 67 patients with SCCHN were analysed for CCND1 amplification by fluorescence in situ hybridisation (FISH) and for ploidy status and SPF by flow cytometry (FCM). Twenty-one of 67 tumours (31%) showed CCND1 amplification and the frequencies differed significantly between different subsites (p = 0.01). Tumours from hypopharynx, larynx and oropharynx showed higher rates of amplification as compared to tumours from oral cavity and epipharynx. CCND1 amplification was also associated to DNA non-diploidy and high SPF (p = 0.002 and p = 0.002, respectively). In conclusion, the rate of CCND1 amplification differed between different subsites in SCCHN and was also associated to a more aggressive tumour phenotype, as defined by DNA non-diploidy and high SPF.
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Affiliation(s)
- Emma Niméus
- Department of Oncology, University Hospital of Lund, SE-22185 Lund, Sweden.
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