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Zhang Z, Ye S, Bernhardt SM, Nelson HD, Velie EM, Borges VF, Woodward ER, Evans DGR, Schedin PJ. Postpartum Breast Cancer and Survival in Women With Germline BRCA Pathogenic Variants. JAMA Netw Open 2024; 7:e247421. [PMID: 38639936 PMCID: PMC11031688 DOI: 10.1001/jamanetworkopen.2024.7421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 02/18/2024] [Indexed: 04/20/2024] Open
Abstract
Importance In young-onset breast cancer (YOBC), a diagnosis within 5 to 10 years of childbirth is associated with increased mortality. Women with germline BRCA1/2 pathogenic variants (PVs) are more likely to be diagnosed with BC at younger ages, but the impact of childbirth on mortality is unknown. Objective To determine whether time between most recent childbirth and BC diagnosis is associated with mortality among patients with YOBC and germline BRCA1/2 PVs. Design, Setting, and Participants This prospective cohort study included women with germline BRCA1/2 PVs diagnosed with stage I to III BC at age 45 years or younger between 1950 and 2021 in the United Kingdom, who were followed up until November 2021. Data were analyzed from December 3, 2021, to November 29, 2023. Exposure Time between most recent childbirth and subsequent BC diagnosis, with recent childbirth defined as 0 to less than 10 years, further delineated to 0 to less than 5 years and 5 to less than 10 years. Main Outcomes and Measures The primary outcome was all-cause mortality, censored at 20 years after YOBC diagnosis. Mortality of nulliparous women was compared with the recent post partum groups and the 10 or more years post partum group. Cox proportional hazards regression analyses were adjusted for age, tumor stage, and further stratified by tumor estrogen receptor (ER) and BRCA gene status. Results Among 903 women with BRCA PVs (mean [SD] age at diagnosis, 34.7 [6.1] years; mean [SD] follow-up, 10.8 [9.8] years), 419 received a BC diagnosis 0 to less than 10 years after childbirth, including 228 women diagnosed less than 5 years after childbirth and 191 women diagnosed 5 to less than 10 years after childbirth. Increased all-cause mortality was observed in women diagnosed within 5 to less than 10 years post partum (hazard ratio [HR], 1.56 [95% CI, 1.05-2.30]) compared with nulliparous women and women diagnosed 10 or more years after childbirth, suggesting a transient duration of postpartum risk. Risk of mortality was greater for women with ER-positive BC in the less than 5 years post partum group (HR, 2.35 [95% CI, 1.02-5.42]) and ER-negative BC in the 5 to less than 10 years post partum group (HR, 3.12 [95% CI, 1.22-7.97]) compared with the nulliparous group. Delineated by BRCA1 or BRCA2, mortality in the 5 to less than 10 years post partum group was significantly increased, but only for BRCA1 carriers (HR, 2.03 [95% CI, 1.15-3.58]). Conclusions and Relevance These findings suggest that YOBC with germline BRCA PVs was associated with increased risk for all-cause mortality if diagnosed within 10 years after last childbirth, with risk highest for ER-positive BC diagnosed less than 5 years post partum, and for ER-negative BC diagnosed 5 to less than 10 years post partum. BRCA1 carriers were at highest risk for poor prognosis when diagnosed at 5 to less than 10 years post partum. No such associations were observed for BRCA2 carriers. These results should inform genetic counseling, prevention, and treatment strategies for BRCA PV carriers.
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Affiliation(s)
- Zhenzhen Zhang
- Division of Oncological Sciences, Oregon Health & Science University, Portland
- Knight Cancer Institute, Oregon Health & Science University, Portland
| | - Shangyuan Ye
- Biostatistics Shared Resource, Knight Cancer Institute, Oregon Health & Science University, Portland
| | - Sarah M. Bernhardt
- Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland
| | - Heidi D. Nelson
- Kaiser Permanente Bernard D. Tyson School of Medicine, Pasadena, California
| | - Ellen M. Velie
- Zilber College of Public Health, University of Wisconsin-Milwaukee, Milwaukee
- Departments of Medicine and Pathology, Medical College of Wisconsin, Milwaukee
| | - Virginia F. Borges
- Young Women’s Breast Cancer Translational Program, Division of Medical Oncology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora
| | - Emma R. Woodward
- Manchester Centre for Genomic Medicine, Manchester Academic Health Sciences Centre, Division of Evolution Infection and Genomic Science, St Mary’s Hospital, University of Manchester, Manchester, United Kingdom
- Prevent Breast Cancer Centre, University Hospital of South Manchester NHS Trust, Wythenshawe, Manchester, United Kingdom
- Manchester Centre for Genomic Medicine, St Mary’s Hospital, Central Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
- Manchester Breast Centre, University of Manchester, Manchester, United Kingdom
| | - D. Gareth R. Evans
- Manchester Centre for Genomic Medicine, Manchester Academic Health Sciences Centre, Division of Evolution Infection and Genomic Science, St Mary’s Hospital, University of Manchester, Manchester, United Kingdom
- Prevent Breast Cancer Centre, University Hospital of South Manchester NHS Trust, Wythenshawe, Manchester, United Kingdom
- Manchester Centre for Genomic Medicine, St Mary’s Hospital, Central Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
- Manchester Breast Centre, University of Manchester, Manchester, United Kingdom
| | - Pepper J. Schedin
- Knight Cancer Institute, Oregon Health & Science University, Portland
- Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland
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2
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Chen C, Lin CJ, Pei YC, Ma D, Liao L, Li SY, Fan L, Di GH, Wu SY, Liu XY, Wang YJ, Hong Q, Zhang GL, Xu LL, Li BB, Huang W, Shi JX, Jiang YZ, Hu X, Shao ZM. Comprehensive genomic profiling of breast cancers characterizes germline-somatic mutation interactions mediating therapeutic vulnerabilities. Cell Discov 2023; 9:125. [PMID: 38114467 PMCID: PMC10730692 DOI: 10.1038/s41421-023-00614-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 10/08/2023] [Indexed: 12/21/2023] Open
Abstract
Germline-somatic mutation interactions are universal and associated with tumorigenesis, but their role in breast cancer, especially in non-Caucasians, remains poorly characterized. We performed large-scale prospective targeted sequencing of matched tumor-blood samples from 4079 Chinese females, coupled with detailed clinical annotation, to map interactions between germline and somatic alterations. We discovered 368 pathogenic germline variants and identified 5 breast cancer DNA repair-associated genes (BCDGs; BRCA1/BRCA2/CHEK2/PALB2/TP53). BCDG mutation carriers, especially those with two-hit inactivation, demonstrated younger onset, higher tumor mutation burden, and greater clinical benefits from platinum drugs, PARP inhibitors, and immune checkpoint inhibitors. Furthermore, we leveraged a multiomics cohort to reveal that clinical benefits derived from two-hit events are associated with increased genome instability and an immune-activated tumor microenvironment. We also established an ethnicity-specific tool to predict BCDG mutation and two-hit status for genetic evaluation and therapeutic decisions. Overall, this study leveraged the large sequencing cohort of Chinese breast cancers, optimizing genomics-guided selection of DNA damaging-targeted therapy and immunotherapy within a broader population.
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Affiliation(s)
- Chao Chen
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Cai-Jin Lin
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yu-Chen Pei
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Ding Ma
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Li Liao
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Si-Yuan Li
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Lei Fan
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Gen-Hong Di
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Song-Yang Wu
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Xi-Yu Liu
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yun-Jin Wang
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Qi Hong
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Guo-Liang Zhang
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Lin-Lin Xu
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Bei-Bei Li
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
| | - Wei Huang
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, China
| | - Jin-Xiu Shi
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, China
| | - Yi-Zhou Jiang
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China.
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China.
| | - Xin Hu
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China.
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China.
| | - Zhi-Ming Shao
- Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center, Shanghai, China.
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China.
- Precision Cancer Medical Center Affiliated to Fudan University Shanghai Cancer Center, Shanghai, China.
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3
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Ma J, Chan JJ, Toh CH, Yap YS. Emerging systemic therapy options beyond CDK4/6 inhibitors for hormone receptor-positive HER2-negative advanced breast cancer. NPJ Breast Cancer 2023; 9:74. [PMID: 37684290 PMCID: PMC10491615 DOI: 10.1038/s41523-023-00578-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 08/21/2023] [Indexed: 09/10/2023] Open
Abstract
Endocrine therapy (ET) with cyclin-dependent kinase 4/6 inhibitor (CDK4/6i) is currently the standard first-line treatment for most patients with hormone receptor (HR) positive, human epidermal growth factor receptor (HER2) negative advanced breast cancer. However, resistance to ET and CDK4/6i inevitably ensues. The optimal post-progression treatment regimens and their sequencing continue to evolve in the rapidly changing treatment landscape. In this review, we summarize the mechanisms of resistance to ET and CDK4/6i, which can be broadly classified as alterations affecting cell cycle mediators and activation of alternative signaling pathways. Recent clinical trials have been directed at the targets and pathways implicated, including estrogen and androgen receptors, PI3K/AKT/mTOR and MAPK pathways, tyrosine kinase receptors such as FGFR and HER2, homologous recombination repair pathway, other components of the cell cycle and cell death. We describe the findings from these clinical trials using small molecule inhibitors, antibody-drug conjugates and immunotherapy, providing insights into how these novel strategies may circumvent treatment resistance, and discuss how some have not translated into clinical benefit. The challenges posed by tumor heterogeneity, adaptive rewiring of signaling pathways and dose-limiting toxicities underscore the need to elucidate the latest tumor biology in each patient, and develop treatments with improved therapeutic index in the era of precision medicine.
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Affiliation(s)
- Jun Ma
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Jack Junjie Chan
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Oncology Academic Clinical Programme, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Ching Han Toh
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Yoon-Sim Yap
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore.
- Oncology Academic Clinical Programme, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
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4
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Yang K, Yu W, Liu H, Lou F, Cao S, Wang H, He Z. Mutational pattern off homologous recombination repair (HRR)-related genes in upper tract urothelial carcinoma. Cancer Med 2023; 12:15304-15316. [PMID: 37387466 PMCID: PMC10417099 DOI: 10.1002/cam4.6175] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 04/25/2023] [Accepted: 05/19/2023] [Indexed: 07/01/2023] Open
Abstract
BACKGROUND Homologous recombination (HR) repair (HRR) has been indicated to be a biomarker for immunotherapy, chemotherapy, and poly-ADP ribose polymerase inhibitors inhibitors (PARPis). Nonetheless, their molecular correlates in upper tract urothelial carcinoma (UTUC) have not been well studied. This study aimed to explore the molecular mechanism and tumor immune profile of HRR genes and the relevance of their prognostic value in patients with UTUC. MATERIALS AND METHODS One hundred and ninety-seven tumors and matched blood samples from Chinese UTUC were subjected to next-generation sequencing. A total of 186 patients from The Cancer Genome Atlas were included. Comprehensive analysis was performed. RESULTS In Chinese patients with UTUC, 5.01% harbored germline HRR gene mutations, and 1.01% had Lynch syndrome-related genes. A total of 37.6% (74/197) of patients carried somatic or germline HRR gene mutations. There was marked discrepancy in the mutation landscapes, genetic interactions, and driver genes between the HRR-mut cohorts and HRR-wt cohorts. Aristolochic acid signatures and defective DNA mismatch repair signatures only existed in individuals in the HRR-mut cohorts. Inversely, the unknown signature (signature A) and signature SBS55 only existed in patients in the HRR-wt cohorts. HRR gene mutations regulated immune activities by NKT cells, plasmacytoid dendritic cells, hematopoietic stem cell, and M1 macrophages. In patients with local recurrence, patients with HRR gene mutations had poorer DFS rates than patients with wild-type HRR genes. CONCLUSIONS Our results imply that the detection of HRR gene mutations can predict recurrence in patients with UC. In addition, this study provides a path to explore the role of HRR-directed therapies, including PARPis, chemotherapy, and immunotherapy.
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Affiliation(s)
- Kaiwei Yang
- Department of urologyPeking University First HospitalBeijingChina
| | - Wei Yu
- Department of urologyPeking University First HospitalBeijingChina
| | | | - Feng Lou
- AcornMed Biotechnology Co., Ltd.BeijingChina
| | - Shanbo Cao
- AcornMed Biotechnology Co., Ltd.BeijingChina
| | - Huina Wang
- AcornMed Biotechnology Co., Ltd.BeijingChina
| | - Zhisong He
- Department of urologyPeking University First HospitalBeijingChina
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5
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Kim JW, Kang HE, Choi J, Yun SG, Jung SP, Bae SY, You JY, Choi YJ, Kim YH, Park KH. Genomic Signatures from Clinical Tumor Sequencing in Patients with Breast Cancer Having Germline BRCA1/2 Mutation. Cancer Res Treat 2023; 55:155-166. [PMID: 35681111 PMCID: PMC9873314 DOI: 10.4143/crt.2021.1567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 06/06/2022] [Indexed: 02/04/2023] Open
Abstract
PURPOSE BRCA1 and BRCA2 are among the most important genes involved in DNA repair via homologous recombination (HR). Germline BRCA1/2 (gBRCA1/2)-related cancers have specific characteristics and treatment options but conducting gBRCA1/2 testing and interpreting the genetic imprint are sometimes complicated. Here, we describe the concordance of gBRCA1/2 derived from a panel of clinical tumor tissues using next-generation sequencing (NGS) and genetic aspects of tumors harboring gBRCA1/2 pathogenic variants. MATERIALS AND METHODS Targeted sequencing was performed using available tumor tissue from patients who underwent gBRCA1/2 testing. Comparative genomic analysis was performed according to gBRCA1/2 pathogenicity. RESULTS A total of 321 patients who underwent gBRCA1/2 testing were screened, and 26 patients with gBRCA1/2 pathogenic (gBRCA1/2p) variants, eight patients with gBRCA1/2 variants of uncertain significance (VUS; gBRCA1/2v), and 43 patients with gBRCA1/2 wild-type (gBRCA1/2w) were included in analysis. Mutations in TP53 (49.4%) and PIK3CA (23.4%) were frequently detected in all samples. The number of single-nucleotide variants (SNVs) per tumor tissue was higher in the gBRCA1/2w group than that in the gBRCA1/2p group (14.81 vs. 18.86, p=0.278). Tumor mutation burden (TMB) was significantly higher in the gBRCA1/2w group than in the gBRCA1/2p group (10.21 vs. 13.47, p=0.017). Except for BRCA1/2, other HR-related genes were frequently mutated in patients with gBRCA1/2w. CONCLUSION We demonstrated high sensitivity of gBRCA1/2 in tumors analyzed by NGS using a panel of tumor tissues. TMB value and aberration of non-BRCA1/2 HR-related genes differed significantly according to gBRCA1/2 pathogenicity in patients with breast cancer.
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Affiliation(s)
- Ju Won Kim
- Division of Medical Oncology and Hematology, Department of Internal Medicine, Korea University Anam Hospital, Seoul,
Korea
| | - Hyo Eun Kang
- K-MASTER Cancer Precision Medicine Diagnosis and Treatment Enterprise, Korea University Medical Center, Seoul,
Korea
| | - Jimi Choi
- Division of Endocrinology, Department of Internal Medicine, Korea University Anam Hospital, Seoul,
Korea
| | - Seung Gyu Yun
- Department of Laboratory Medicine, Korea University Anam Hospital, Seoul,
Korea
| | - Seung Pil Jung
- Department of Breast Surgery, Korea University Anam Hospital, Seoul,
Korea
| | - Soo Yeon Bae
- Department of Breast Surgery, Korea University Anam Hospital, Seoul,
Korea
| | - Ji Young You
- Department of Breast Surgery, Korea University Anam Hospital, Seoul,
Korea
| | - Yoon-Ji Choi
- Division of Medical Oncology and Hematology, Department of Internal Medicine, Korea University Anam Hospital, Seoul,
Korea
| | - Yeul Hong Kim
- Division of Medical Oncology and Hematology, Department of Internal Medicine, Korea University Anam Hospital, Seoul,
Korea
| | - Kyong Hwa Park
- Division of Medical Oncology and Hematology, Department of Internal Medicine, Korea University Anam Hospital, Seoul,
Korea
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6
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Hirko KA, Rocque G, Reasor E, Taye A, Daly A, Cutress RI, Copson ER, Lee DW, Lee KH, Im SA, Park YH. The impact of race and ethnicity in breast cancer-disparities and implications for precision oncology. BMC Med 2022; 20:72. [PMID: 35151316 PMCID: PMC8841090 DOI: 10.1186/s12916-022-02260-0] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 01/14/2022] [Indexed: 12/14/2022] Open
Abstract
Breast cancer is the most commonly diagnosed cancer worldwide and is one of the leading causes of cancer death. The incidence, pathological features, and clinical outcomes in breast cancer differ by geographical distribution and across racial and ethnic populations. Importantly, racial and ethnic diversity in breast cancer clinical trials is lacking, with both Blacks and Hispanics underrepresented. In this forum article, breast cancer researchers from across the globe discuss the factors contributing to racial and ethnic breast cancer disparities and highlight specific implications of precision oncology approaches for equitable provision of breast cancer care to improve outcomes and address disparities.
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Affiliation(s)
- Kelly A Hirko
- Department of Epidemiology and Biostatistics, College of Human Medicine, Michigan State University, East Lansing, MI, 48824, USA.
| | - Gabrielle Rocque
- Department of Internal Medicine, Division of Hematology Oncology, O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Erica Reasor
- Department of Internal Medicine, Division of Hematology Oncology, O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Ammanuel Taye
- Department of Internal Medicine, Division of Hematology Oncology, O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Alex Daly
- Cancer Sciences Academic Unit, Faculty of Medicine, University of Southampton and University Hospital Southampton, Southampton, SO16 6YD, UK
| | - Ramsey I Cutress
- Cancer Sciences Academic Unit, Faculty of Medicine, University of Southampton and University Hospital Southampton, Southampton, SO16 6YD, UK
| | - Ellen R Copson
- Cancer Sciences Academic Unit, Faculty of Medicine, University of Southampton and University Hospital Southampton, Southampton, SO16 6YD, UK
| | - Dae-Won Lee
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Kyung-Hun Lee
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Seock-Ah Im
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Yeon Hee Park
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro Gangnam-gu, Seoul, 06351, Korea
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7
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Zolotareva O, Nasirigerdeh R, Matschinske J, Torkzadehmahani R, Bakhtiari M, Frisch T, Späth J, Blumenthal DB, Abbasinejad A, Tieri P, Kaissis G, Rückert D, Wenke NK, List M, Baumbach J. Flimma: a federated and privacy-aware tool for differential gene expression analysis. Genome Biol 2021; 22:338. [PMID: 34906207 PMCID: PMC8670124 DOI: 10.1186/s13059-021-02553-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 11/22/2021] [Indexed: 12/13/2022] Open
Abstract
Aggregating transcriptomics data across hospitals can increase sensitivity and robustness of differential expression analyses, yielding deeper clinical insights. As data exchange is often restricted by privacy legislation, meta-analyses are frequently employed to pool local results. However, the accuracy might drop if class labels are inhomogeneously distributed among cohorts. Flimma ( https://exbio.wzw.tum.de/flimma/ ) addresses this issue by implementing the state-of-the-art workflow limma voom in a federated manner, i.e., patient data never leaves its source site. Flimma results are identical to those generated by limma voom on aggregated datasets even in imbalanced scenarios where meta-analysis approaches fail.
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Affiliation(s)
- Olga Zolotareva
- Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Freising, Germany. .,Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany.
| | - Reza Nasirigerdeh
- AI in Medicine and Healthcare, Technical University of Munich, Munich, Germany.,Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Julian Matschinske
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
| | | | - Mohammad Bakhtiari
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
| | - Tobias Frisch
- Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
| | - Julian Späth
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
| | - David B Blumenthal
- Department Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, Germany
| | - Amir Abbasinejad
- Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Freising, Germany.,Sapienza University of Rome, Rome, Italy
| | - Paolo Tieri
- CNR National Research Council, IAC Institute for Applied Computing, Rome, Italy.,Sapienza University of Rome, Rome, Italy
| | - Georgios Kaissis
- AI in Medicine and Healthcare, Technical University of Munich, Munich, Germany.,Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.,Biomedical Image Analysis Group, Imperial College London, London, UK.,OpenMined, Oxford, UK
| | - Daniel Rückert
- AI in Medicine and Healthcare, Technical University of Munich, Munich, Germany.,Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.,Biomedical Image Analysis Group, Imperial College London, London, UK
| | - Nina K Wenke
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
| | - Markus List
- Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Jan Baumbach
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany.,Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
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8
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Imyanitov E, Sokolenko A. Mechanisms of acquired resistance of BRCA1/2-driven tumors to platinum compounds and PARP inhibitors. World J Clin Oncol 2021; 12:544-556. [PMID: 34367927 PMCID: PMC8317650 DOI: 10.5306/wjco.v12.i7.544] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 04/04/2021] [Accepted: 06/03/2021] [Indexed: 02/06/2023] Open
Abstract
Molecular pathogenesis of tumors arising in BRCA1/2 germ-line mutation carriers usually includes somatic inactivation of the remaining allele of the involved gene. Consequently, BRCA1/2-driven cancers are sensitive to platinum-based therapy and poly (ADP-ribose) polymerase inhibitors (PARPi). Long-term exposure to these drugs may result in the emergence of secondary BRCA1/2 mutations, which restore the open-reading frame of the affected allele. This platinum/PARPi cross-resistance mechanism applies both for BRCA1 and BRCA2 genes and has been repeatedly validated in various laboratory models and multiple clinical studies. There are some other routes associated with the partial rescue of BRCA1/2 function or the development of BRCA1/2-independent pathways for genomic maintenance; however, their actual clinical relevance remains to be established. In addition, studies on the short-term neoadjuvant therapy for ovarian cancer revealed that even chemonaive BRCA1-driven tumors contain a small proportion of BRCA1-proficient cells. These pre-existing cells with retained BRCA1 heterozygosity rapidly repopulate the tumor mass during platinum exposure, but become outcompeted by BRCA1-deficient cells during therapy holidays. Understanding of the platinum/PARPi resistance pathways has led to the development of novel therapeutic approaches, which aim to improve the management of BRCA1/2-related cancers and are currently undergoing preclinical and clinical evaluation.
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Affiliation(s)
- Evgeny Imyanitov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, Saint-Petersburg 197758, Russia
- Department of Medical Genetics, St.-Petersburg Pediatric Medical University, Saint-Petersburg 194100, Russia
- Department of Oncology, I.I. Mechnikov North-Western Medical University, Saint-Petersburg 191015, Russia
| | - Anna Sokolenko
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, Saint-Petersburg 197758, Russia
- Department of Medical Genetics, St.-Petersburg Pediatric Medical University, Saint-Petersburg 194100, Russia
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