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Kjällquist U, Acs B, Margolin S, Karlsson E, Kessler LE, Garcia Hernandez S, Ekholm M, Lundgren C, Olsson E, Lindman H, Foukakis T, Matikas A, Hartman J. Real World Evaluation of the Prosigna/PAM50 Test in a Node-Negative Postmenopausal Swedish Population: A Multicenter Study. Cancers (Basel) 2022; 14:cancers14112615. [PMID: 35681597 PMCID: PMC9179899 DOI: 10.3390/cancers14112615] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 04/25/2022] [Accepted: 05/08/2022] [Indexed: 11/16/2022] Open
Abstract
Simple Summary Gene expression signatures can provide important information on the risk of recurrence in patients with hormone receptor positive early breast cancer, and they can guide postoperative treatment. We have investigated how the implementation of gene-expression-based risk signatures with the Prosigna® test impacted patient management in Sweden. The two major conclusions of this study are that prognostic factors derived from routine pathology were poor predictors of the intrinsic subtype and the risk of recurrence score, and that gene-expression-based risk combined with clinicopathological biomarkers (tumor size, Ki67, tumor grade) spared patients from adjuvant chemotherapy, but also identified patients who would potentially benefit from this treatment. Abstract Molecular signatures to guide decisions for adjuvant chemotherapy are recommended in early ER-positive, HER2-negative breast cancer. The objective of this study was to assess what impact gene-expression-based risk testing has had following its recommendation by Swedish national guidelines. Postmenopausal women with ER-positive, HER2-negative and node negative breast cancer at intermediate clinical risk and eligible for chemotherapy were identified retrospectively from five Swedish hospitals. Tumor characteristics, results from Prosigna® test and final treatment decision were available for all patients. Treatment recommendations were compared with the last version of regional guidelines before the introduction of routine risk signature testing. Among the 360 included patients, 41% (n = 148) had a change in decision for adjuvant treatment based on Prosigna® test result. Out of the patients with clinical indication for adjuvant chemotherapy, 52% (n = 118) could avoid treatment based on results from Prosigna® test. On the contrary, 23% (n = 30) of the patients with no indication were escalated to receive adjuvant chemotherapy after testing. Ki67 could not distinguish between the Prosigna® risk groups or intrinsic subtypes and did not significantly differ between patients in which decision for adjuvant therapy was changed based on the test results. In conclusion, we report the first real-world data from implementation of gene-expression-based risk assessment in a Swedish context, which may facilitate the optimization of future versions of the national guidelines.
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Affiliation(s)
- Una Kjällquist
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Breast Center, Theme Cancer, Karolinska University Hospital, Solna, 17167 Stockholm, Sweden
- Correspondence: ; Tel.: +46-724-654844
| | - Balazs Acs
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, 17176 Stockholm, Sweden
| | - Sara Margolin
- Department of Clinical Science and Education, Södersjukhuset, Karolinska Institute, 11883 Stockholm, Sweden;
- Department of Oncology, Södersjukhuset, 11828 Stockholm, Sweden
| | - Emelie Karlsson
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
| | - Luisa Edman Kessler
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Breast Center, Capio St:Göran’s Hospital, 11235 Stockholm, Sweden;
| | | | - Maria Ekholm
- Department of Oncology, Jönköping County, 55185 Jönköping, Sweden; (M.E.); (C.L.)
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Center for Cancer Research, Sahlgrenska Academy at University of Gothenburg, 41345 Gothenburg, Sweden
| | - Christine Lundgren
- Department of Oncology, Jönköping County, 55185 Jönköping, Sweden; (M.E.); (C.L.)
- Department of Oncology and Pathology, Institute of Clinical Sciences, Lund University, 22184 Lund, Sweden
| | - Erik Olsson
- Department of Immunology, Genetics and Pathology, Uppsala University, 75185 Uppsala, Sweden; (E.O.); (H.L.)
| | - Henrik Lindman
- Department of Immunology, Genetics and Pathology, Uppsala University, 75185 Uppsala, Sweden; (E.O.); (H.L.)
| | - Theodoros Foukakis
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Breast Center, Theme Cancer, Karolinska University Hospital, Solna, 17167 Stockholm, Sweden
| | - Alexios Matikas
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Breast Center, Theme Cancer, Karolinska University Hospital, Solna, 17167 Stockholm, Sweden
| | - Johan Hartman
- Department of Oncology-Pathology, Karolinska Institute, 17164 Stockholm, Sweden; (B.A.); (E.K.); (L.E.K.); (T.F.); (A.M.); (J.H.)
- Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, 17176 Stockholm, Sweden
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Goodridge JP, Jacobs B, Saetersmoen ML, Clement D, Hammer Q, Clancy T, Skarpen E, Brech A, Landskron J, Grimm C, Pfefferle A, Meza-Zepeda L, Lorenz S, Wiiger MT, Louch WE, Ask EH, Liu LL, Oei VYS, Kjällquist U, Linnarsson S, Patel S, Taskén K, Stenmark H, Malmberg KJ. Remodeling of secretory lysosomes during education tunes functional potential in NK cells. Nat Commun 2019; 10:514. [PMID: 30705279 PMCID: PMC6355880 DOI: 10.1038/s41467-019-08384-x] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [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: 07/09/2018] [Accepted: 01/04/2019] [Indexed: 01/13/2023] Open
Abstract
Inhibitory signaling during natural killer (NK) cell education translates into increased responsiveness to activation; however, the intracellular mechanism for functional tuning by inhibitory receptors remains unclear. Secretory lysosomes are part of the acidic lysosomal compartment that mediates intracellular signalling in several cell types. Here we show that educated NK cells expressing self-MHC specific inhibitory killer cell immunoglobulin-like receptors (KIR) accumulate granzyme B in dense-core secretory lysosomes that converge close to the centrosome. This discrete morphological phenotype is independent of transcriptional programs that regulate effector function, metabolism and lysosomal biogenesis. Meanwhile, interference of signaling from acidic Ca2+ stores in primary NK cells reduces target-specific Ca2+-flux, degranulation and cytokine production. Furthermore, inhibition of PI(3,5)P2 synthesis, or genetic silencing of the PI(3,5)P2-regulated lysosomal Ca2+-channel TRPML1, leads to increased granzyme B and enhanced functional potential, thereby mimicking the educated state. These results indicate an intrinsic role for lysosomal remodeling in NK cell education.
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Affiliation(s)
- Jodie P Goodridge
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Benedikt Jacobs
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Michelle L Saetersmoen
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Dennis Clement
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Quirin Hammer
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, 14186, Stockholm, Sweden
| | - Trevor Clancy
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Ellen Skarpen
- Department of Molecular Cell Biology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Andreas Brech
- Department of Molecular Cell Biology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Johannes Landskron
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, 0318, Oslo, Norway
| | - Christian Grimm
- Department of Pharmacology and Toxicology, Faculty of Medicine, University of Munich (LMU), Munich, 80336, Germany
| | - Aline Pfefferle
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, 14186, Stockholm, Sweden
| | - Leonardo Meza-Zepeda
- Department of Tumor Biology, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, Oslo, 0310, Norway.,Genomics Core Facility, Department of Core Facilities, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, Oslo, 0310, Norway
| | - Susanne Lorenz
- Genomics Core Facility, Department of Core Facilities, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, Oslo, 0310, Norway
| | - Merete Thune Wiiger
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - William E Louch
- Institute for Experimental Medical Research, Oslo University Hospital and University of Oslo, 0424, Oslo, Norway
| | - Eivind Heggernes Ask
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Lisa L Liu
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, 14186, Stockholm, Sweden
| | - Vincent Yi Sheng Oei
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Una Kjällquist
- Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Sten Linnarsson
- Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Sandip Patel
- Department of Cell and Developmental Biology, University College London, Gower Street, London, WC1E 6BT, UK
| | - Kjetil Taskén
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway.,Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, 0318, Oslo, Norway
| | - Harald Stenmark
- Department of Molecular Cell Biology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway
| | - Karl-Johan Malmberg
- The KG Jebsen Center for Cancer Immunotherapy, Institute of Clinical Medicine, University of Oslo, 0318, Oslo, Norway. .,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, 0310, Oslo, Norway. .,Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, 14186, Stockholm, Sweden.
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Ullah I, Karthik GM, Alkodsi A, Kjällquist U, Stålhammar G, Lövrot J, Martinez NF, Lagergren J, Hautaniemi S, Hartman J, Bergh J. Evolutionary history of metastatic breast cancer reveals minimal seeding from axillary lymph nodes. J Clin Invest 2018; 128:1355-1370. [PMID: 29480816 DOI: 10.1172/jci96149] [Citation(s) in RCA: 108] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Accepted: 12/21/2017] [Indexed: 12/26/2022] Open
Abstract
Metastatic breast cancers are still incurable. Characterizing the evolutionary landscape of these cancers, including the role of metastatic axillary lymph nodes (ALNs) in seeding distant organ metastasis, can provide a rational basis for effective treatments. Here, we have described the genomic analyses of the primary tumors and metastatic lesions from 99 samples obtained from 20 patients with breast cancer. Our evolutionary analyses revealed diverse spreading and seeding patterns that govern tumor progression. Although linear evolution to successive metastatic sites was common, parallel evolution from the primary tumor to multiple distant sites was also evident. Metastatic spreading was frequently coupled with polyclonal seeding, in which multiple metastatic subclones originated from the primary tumor and/or other distant metastases. Synchronous ALN metastasis, a well-established prognosticator of breast cancer, was not involved in seeding the distant metastasis, suggesting a hematogenous route for cancer dissemination. Clonal evolution coincided frequently with emerging driver alterations and evolving mutational processes, notably an increase in apolipoprotein B mRNA-editing enzyme, catalytic polypeptide-like-associated (APOBEC-associated) mutagenesis. Our data provide genomic evidence for a role of ALN metastasis in seeding distant organ metastasis and elucidate the evolving mutational landscape during cancer progression.
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Affiliation(s)
- Ikram Ullah
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden
| | | | - Amjad Alkodsi
- Genome-Scale Biology Research Program Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Una Kjällquist
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden
| | - Gustav Stålhammar
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden
| | - John Lövrot
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden
| | | | - Jens Lagergren
- Department of Computational Biology, Royal Institute of Technology, Stockholm, Sweden
| | - Sampsa Hautaniemi
- Genome-Scale Biology Research Program Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Johan Hartman
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden.,Department of Clinical Pathology, Karolinska University Hospital, Stockholm, Sweden
| | - Jonas Bergh
- Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden.,Radiumhemmet - Karolinska Oncology, Karolinska University Hospital, Stockholm, Sweden
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4
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Kjällquist U, Erlandsson R, Tobin NP, Alkodsi A, Ullah I, Stålhammar G, Karlsson E, Hatschek T, Hartman J, Linnarsson S, Bergh J. Exome sequencing of primary breast cancers with paired metastatic lesions reveals metastasis-enriched mutations in the A-kinase anchoring protein family (AKAPs). BMC Cancer 2018; 18:174. [PMID: 29433456 PMCID: PMC5810006 DOI: 10.1186/s12885-018-4021-6] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [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: 07/24/2016] [Accepted: 01/22/2018] [Indexed: 11/10/2022] Open
Abstract
Background Tumor heterogeneity in breast cancer tumors is today widely recognized. Most of the available knowledge in genetic variation however, relates to the primary tumor while metastatic lesions are much less studied. Many studies have revealed marked alterations of standard prognostic and predictive factors during tumor progression. Characterization of paired primary- and metastatic tissues should therefore be fundamental in order to understand mechanisms of tumor progression, clonal relationship to tumor evolution as well as the therapeutic aspects of systemic disease. Methods We performed full exome sequencing of primary breast cancers and their metastases in a cohort of ten patients and further confirmed our findings in an additional cohort of 20 patients with paired primary and metastatic tumors. Furthermore, we used gene expression from the metastatic lesions and a primary breast cancer data set to study the gene expression of the AKAP gene family. Results We report that somatic mutations in A-kinase anchoring proteins are enriched in metastatic lesions. The frequency of mutation in the AKAP gene family was 10% in the primary tumors and 40% in metastatic lesions. Several copy number variations, including deletions in regions containing AKAP genes were detected and showed consistent patterns in both investigated cohorts. In a second cohort containing 20 patients with paired primary and metastatic lesions, AKAP mutations showed an increasing variant allele frequency after multiple relapses. Furthermore, gene expression profiles from the metastatic lesions (n = 120) revealed differential expression patterns of AKAPs relative to the tumor PAM50 intrinsic subtype, which were most apparent in the basal-like subtype. This pattern was confirmed in primary tumors from TCGA (n = 522) and in a third independent cohort (n = 182). Conclusion Several studies from primary cancers have reported individual AKAP genes to be associated with cancer risk and metastatic relapses as well as direct involvement in cellular invasion and migration processes. Our findings reveal an enrichment of mutations in AKAP genes in metastatic breast cancers and suggest the involvement of AKAPs in the metastatic process. In addition, we report an AKAP gene expression pattern that consistently follows the tumor intrinsic subtype, further suggesting AKAP family members as relevant players in breast cancer biology. Electronic supplementary material The online version of this article (10.1186/s12885-018-4021-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Una Kjällquist
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden. .,Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.
| | - Rikard Erlandsson
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Nicholas P Tobin
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Amjad Alkodsi
- Research Programs Unit, Genome-Scale Biology and Medicum, University of Helsinki, Helsinki, Finland
| | - Ikram Ullah
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Gustav Stålhammar
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Eva Karlsson
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Thomas Hatschek
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Johan Hartman
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Sten Linnarsson
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Jonas Bergh
- Department of Oncology and Pathology, Cancer Center Karolinska, Karolinska Institute and University Hospital, Stockholm, Sweden
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5
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Ullah I, Muralidharan KG, Alkodsi A, Kjällquist U, Stålhammar G, Lövrot J, Martinez NF, Lagergren J, Hautaniemi S, Hartman J, Bergh J. Abstract P6-01-04: Evolutionary analyses of matched primary and metastatic breast cancer reveal both linear and parallel progression with lack of axillary lymph node involvement. Cancer Res 2017. [DOI: 10.1158/1538-7445.sabcs16-p6-01-04] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [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
This abstract was withdrawn by the authors.
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Affiliation(s)
- I Ullah
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - KG Muralidharan
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - A Alkodsi
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - U Kjällquist
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - G Stålhammar
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - J Lövrot
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - NF Martinez
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - J Lagergren
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - S Hautaniemi
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - J Hartman
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
| | - J Bergh
- Karolinska Institute, Stockholm, Sweden; University of Helsinki, Helsinki, Finland; Royal Institute of Technology, Stockholm, Sweden
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6
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Kjällquist U, Erlandsson R, Alkodsi A, Tobin N, Karlsson E, Hatschek T, Hartman J, Linnarsson S, Bergh J. Abstract P6-07-09: Somatic mutations in A kinase anchoring proteins (AKAPs) in metastatic tumors - A potential characteristic of breast cancer metastasis. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p6-07-09] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction
Genomic heterogeneity in primary solid tumors has been extensively studied using deep sequencing technologies during the last decade. The heterogeneity of cancer tumors is today a well-established concept partly reflected in the low number of genes being recurrently mutated in over 10% of the tumors. However, most available data relates to the primary breast cancer tumors and little has been described about the mutational profiles of the metastatic lesions and their relation to its original malignant cell population. Prospective and retrospective studies have demonstrated that altered receptor status in the metastatic lesion occurs at high rates during cancer progression and is additionally affected by adjuvant therapy with major implications for management of the metastatic disease. Here, we report the exome sequences of paired primary and metastatic lesions from ten breast cancer patients.
Results
We found a marked heterogeneity of somatic mutations as well as chromosomal aberrations in the metastatic lesions. A number of mutated genes were enriched in the metastases including, significantly, members of the A-kinase anchoring protein family (AKAPs), p < 0.02; Fisher's exact test.
The enrichment of AKAP mutations in metastatic lesions was confirmed in an independent cohort containing 20 patients with paired primary and metastatic lesions, which showed the same mutational pattern. In total, 14 nonsynonymous mutations were found in ten of the fourteen AKAP family members. Out of the totally 30 patients examined, ten (30%) carried one or more mutations in AKAP genes either in primary tumor, metastasis, or both. In seven of these ten patients, the AKAP mutation was found uniquely in the metastatic lesion.
Several copy number variations (CNV), mostly deletions in regions containing AKAP genes were detected. For example, the down-regulation of AKAP12 is often associated with promoter hypermethylation or loss of its locus 6q24-25.2 and has been associated with tumor progression and metastasis. In our data deletion of the AKAP12 locus is present in six out of twenty patients.
Discussion
AKAPs are members of a protein family acting as anchors for Protein Kinase A (PKA) by specifically associate PKA regulatory subunits to cellular organelles and direct its active signal transduction spatially and temporally. Several of the AKAP members have been associated to cancer development and metastatic spread, mostly based on differential expression and effects on migration in in vitro assays but both polymorphisms and somatic mutations have been reported in human tumors.
Our findings indicate that in metastatic lesions, the primary tumor genome is extensively transformed, with enrichment of mutations in a distinct set of genes. Together, these findings suggest the involvement of AKAPs in the metastatic process and provide a potential avenue for targeted therapy directed at metastatic breast cancer. Molecular and genetic characterization of the metastatic lesions is not only important in the clinical setting but should also provide the means to reveal genetic patterns specific for the disseminated malignancy.
Citation Format: Kjällquist U, Erlandsson R, Alkodsi A, Tobin N, Karlsson E, Hatschek T, Hartman J, Linnarsson S, Bergh J. Somatic mutations in A kinase anchoring proteins (AKAPs) in metastatic tumors - A potential characteristic of breast cancer metastasis. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P6-07-09.
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Affiliation(s)
- U Kjällquist
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - R Erlandsson
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - A Alkodsi
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - N Tobin
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - E Karlsson
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - T Hatschek
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - J Hartman
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - S Linnarsson
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
| | - J Bergh
- Karolinska Institutet, Stockholm, Sweden; Karolinska Institute, Sweden; University of Helsinki, Biomedicum, Finland; Radiumhemmet – Karolinska Oncology at Karolinska University Hospital, Stockholm, Sweden
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Woll PS, Kjällquist U, Chowdhury O, Doolittle H, Wedge DC, Thongjuea S, Erlandsson R, Ngara M, Anderson K, Deng Q, Mead AJ, Stenson L, Giustacchini A, Duarte S, Giannoulatou E, Taylor S, Karimi M, Scharenberg C, Mortera-Blanco T, Macaulay IC, Clark SA, Dybedal I, Josefsen D, Fenaux P, Hokland P, Holm MS, Cazzola M, Malcovati L, Tauro S, Bowen D, Boultwood J, Pellagatti A, Pimanda JE, Unnikrishnan A, Vyas P, Göhring G, Schlegelberger B, Tobiasson M, Kvalheim G, Constantinescu SN, Nerlov C, Nilsson L, Campbell PJ, Sandberg R, Papaemmanuil E, Hellström-Lindberg E, Linnarsson S, Jacobsen SEW. Myelodysplastic syndromes are propagated by rare and distinct human cancer stem cells in vivo. Cancer Cell 2014; 25:794-808. [PMID: 24835589 DOI: 10.1016/j.ccr.2014.03.036] [Citation(s) in RCA: 227] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2013] [Revised: 02/12/2014] [Accepted: 03/31/2014] [Indexed: 12/14/2022]
Abstract
Evidence for distinct human cancer stem cells (CSCs) remains contentious and the degree to which different cancer cells contribute to propagating malignancies in patients remains unexplored. In low- to intermediate-risk myelodysplastic syndromes (MDS), we establish the existence of rare multipotent MDS stem cells (MDS-SCs), and their hierarchical relationship to lineage-restricted MDS progenitors. All identified somatically acquired genetic lesions were backtracked to distinct MDS-SCs, establishing their distinct MDS-propagating function in vivo. In isolated del(5q)-MDS, acquisition of del(5q) preceded diverse recurrent driver mutations. Sequential analysis in del(5q)-MDS revealed genetic evolution in MDS-SCs and MDS-progenitors prior to leukemic transformation. These findings provide definitive evidence for rare human MDS-SCs in vivo, with extensive implications for the targeting of the cells required and sufficient for MDS-propagation.
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Affiliation(s)
- Petter S Woll
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Una Kjällquist
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institute, 171 65 Stockholm, Sweden
| | - Onima Chowdhury
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Helen Doolittle
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - David C Wedge
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, CB10 1SA Cambridge, UK
| | - Supat Thongjuea
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Rikard Erlandsson
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institute, 171 65 Stockholm, Sweden
| | - Mtakai Ngara
- Ludwig Institute for Cancer Research and Department of Cell and Molecular Biology, Karolinska Institute, 171 77 Stockholm, Sweden
| | - Kristina Anderson
- Department of Cellular Therapy, Norwegian Radium Hospital, Oslo University Hospital, 0130 Oslo, Norway
| | - Qiaolin Deng
- Ludwig Institute for Cancer Research and Department of Cell and Molecular Biology, Karolinska Institute, 171 77 Stockholm, Sweden
| | - Adam J Mead
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Laura Stenson
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Alice Giustacchini
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Sara Duarte
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Eleni Giannoulatou
- Computational Biology Research Group, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Stephen Taylor
- Computational Biology Research Group, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Mohsen Karimi
- Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden
| | - Christian Scharenberg
- Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden
| | - Teresa Mortera-Blanco
- Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden
| | - Iain C Macaulay
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Sally-Ann Clark
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Ingunn Dybedal
- Department of Hematology, Oslo University Hospital, Rikshospitalet, 0130 Oslo, Norway
| | - Dag Josefsen
- Department of Cellular Therapy, Norwegian Radium Hospital, Oslo University Hospital, 0130 Oslo, Norway
| | - Pierre Fenaux
- Hôpital Avicenne, Assistance Publique-Hôpitaux de Paris (AP-HP), Service d'hématologie clinique, 93000 Bobigny, France
| | - Peter Hokland
- Department of Hematology, Aarhus University Hospital, 8000 Aarhus, Denmark
| | - Mette S Holm
- Department of Hematology, Aarhus University Hospital, 8000 Aarhus, Denmark
| | - Mario Cazzola
- Department of Molecular Medicine, University of Pavia, and Department of Hematology Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Luca Malcovati
- Department of Molecular Medicine, University of Pavia, and Department of Hematology Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Sudhir Tauro
- Division of Medical Sciences, University of Dundee, Dundee DD1 9SY, Scotland, UK
| | - David Bowen
- St. James Institute of Oncology, St. James Hospital, Leeds LS9 7TF, UK
| | - Jacqueline Boultwood
- Nuffield Department of Clinical Laboratory Sciences, University of Oxford, Oxford OX3 9DU, UK
| | - Andrea Pellagatti
- Nuffield Department of Clinical Laboratory Sciences, University of Oxford, Oxford OX3 9DU, UK
| | - John E Pimanda
- Lowy Cancer Research Centre and the Prince of Wales Clinical School, University of New South Wales, Sydney 2052, Australia
| | - Ashwin Unnikrishnan
- Lowy Cancer Research Centre and the Prince of Wales Clinical School, University of New South Wales, Sydney 2052, Australia
| | - Paresh Vyas
- MRC Molecular Haematology Unit, Department of Haematology, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK; Oxford University Hospital, NHS Trust, Oxford OX3 9DU, UK
| | - Gudrun Göhring
- Institute of Cell and Molecular Pathology, Hannover Medical School, 30625 Hannover, Germany
| | | | - Magnus Tobiasson
- Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden
| | - Gunnar Kvalheim
- Department of Cellular Therapy, Norwegian Radium Hospital, Oslo University Hospital, 0130 Oslo, Norway
| | - Stefan N Constantinescu
- Ludwig Institute for Cancer Research and de Duve Institute, Université Catholique de Louvain, 1200 Brussels, Belgium
| | - Claus Nerlov
- MRC Molecular Haematology Unit, Department of Haematology, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK
| | | | - Peter J Campbell
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, CB10 1SA Cambridge, UK
| | - Rickard Sandberg
- Ludwig Institute for Cancer Research and Department of Cell and Molecular Biology, Karolinska Institute, 171 77 Stockholm, Sweden
| | - Elli Papaemmanuil
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, CB10 1SA Cambridge, UK
| | - Eva Hellström-Lindberg
- Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden
| | - Sten Linnarsson
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institute, 171 65 Stockholm, Sweden
| | - Sten Eirik W Jacobsen
- Haematopoietic Stem Cell Biology Laboratory, MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford OX3 9DS, UK; Departments of Cell and Molecular Biology, Medicine Huddinge, and Laboratory Medicine, Huddinge, Karolinska Institutet and Center for Hematology and Regenerative Medicine, Karolinska University Hospital Huddinge, 141 86 Stockholm, Sweden.
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Islam S, Kjällquist U, Moliner A, Zajac P, Fan JB, Lönnerberg P, Linnarsson S. Highly multiplexed and strand-specific single-cell RNA 5' end sequencing. Nat Protoc 2012; 7:813-28. [PMID: 22481528 DOI: 10.1038/nprot.2012.022] [Citation(s) in RCA: 202] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Single-cell analysis of gene expression is increasingly important for the analysis of complex tissues, including cancer, developing organs and adult stem cell niches. Here we present a detailed protocol for quantitative gene expression analysis in single cells, by the sequencing of mRNA 5' ends. In all, 96 cells are lysed, and their mRNA is converted to cDNA. By using a template-switching mechanism, a bar code and an upstream primer-binding sequence are introduced simultaneously with reverse transcription. All cDNA is pooled and then prepared for 5' end sequencing, including fragmentation, adapter ligation and PCR amplification. The chief advantage of this approach is the great reduction in cost and time, afforded by the early bar-coding strategy. Compared with previous methods, it is more suitable for large-scale quantitative analysis, as well as for the characterization of transcription start sites, but it is unsuitable for the detection of alternatively spliced transcripts. Sample preparation takes 3 d, and two sets of 96 cells can be prepared in parallel. Finally, the sequencing and data analysis can take an additional 4 d altogether.
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Affiliation(s)
- Saiful Islam
- Laboratory for Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
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9
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Islam S, Kjällquist U, Moliner A, Zajac P, Fan JB, Lönnerberg P, Linnarsson S. Characterization of the single-cell transcriptional landscape by highly multiplex RNA-seq. Genome Res 2011; 21:1160-7. [PMID: 21543516 DOI: 10.1101/gr.110882.110] [Citation(s) in RCA: 643] [Impact Index Per Article: 49.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Our understanding of the development and maintenance of tissues has been greatly aided by large-scale gene expression analysis. However, tissues are invariably complex, and expression analysis of a tissue confounds the true expression patterns of its constituent cell types. Here we describe a novel strategy to access such complex samples. Single-cell RNA-seq expression profiles were generated, and clustered to form a two-dimensional cell map onto which expression data were projected. The resulting cell map integrates three levels of organization: the whole population of cells, the functionally distinct subpopulations it contains, and the single cells themselves-all without need for known markers to classify cell types. The feasibility of the strategy was demonstrated by analyzing the transcriptomes of 85 single cells of two distinct types. We believe this strategy will enable the unbiased discovery and analysis of naturally occurring cell types during development, adult physiology, and disease.
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Affiliation(s)
- Saiful Islam
- Laboratory for Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
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