1
|
Gorelov R, Hochedlinger K. A cellular identity crisis? Plasticity changes during aging and rejuvenation. Genes Dev 2024; 38:823-842. [PMID: 39293862 PMCID: PMC11535162 DOI: 10.1101/gad.351728.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/20/2024]
Abstract
Cellular plasticity in adult multicellular organisms is a protective mechanism that allows certain tissues to regenerate in response to injury. Considering that aging involves exposure to repeated injuries over a lifetime, it is conceivable that cell identity itself is more malleable-and potentially erroneous-with age. In this review, we summarize and critically discuss the available evidence that cells undergo age-related shifts in identity, with an emphasis on those that contribute to age-associated pathologies, including neurodegeneration and cancer. Specifically, we focus on reported instances of programs associated with dedifferentiation, biased differentiation, acquisition of features from alternative lineages, and entry into a preneoplastic state. As some of the most promising approaches to rejuvenate cells reportedly also elicit transient changes to cell identity, we further discuss whether cell state change and rejuvenation can be uncoupled to yield more tractable therapeutic strategies.
Collapse
Affiliation(s)
- Rebecca Gorelov
- Department of Molecular Biology, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Konrad Hochedlinger
- Department of Molecular Biology, Massachusetts General Hospital, Boston, Massachusetts 02114, USA;
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| |
Collapse
|
2
|
Yan P, Jimenez ER, Li Z, Bui T, Seehawer M, Nishida J, Foidart P, Stevens LE, Xie Y, Gomez MM, Park SY, Long HW, Polyak K. Midkine as a driver of age-related changes and increase in mammary tumorigenesis. Cancer Cell 2024:S1535-6108(24)00350-7. [PMID: 39366375 DOI: 10.1016/j.ccell.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 07/30/2024] [Accepted: 09/11/2024] [Indexed: 10/06/2024]
Abstract
Aging is a pivotal risk factor for cancer, yet the underlying mechanisms remain poorly defined. Here, we explore age-related changes in the rat mammary gland by single-cell multiomics. Our findings include increased epithelial proliferation, loss of luminal identity, and decreased naive B and T cells with age. We discover a luminal progenitor population unique to old rats with profiles reflecting precancerous changes and identify midkine (Mdk) as a gene upregulated with age and a regulator of age-related luminal progenitors. Midkine treatment of young rats mimics age-related changes via activating PI3K-AKT-SREBF1 pathway and promotes nitroso-N-methylurea-induced mammary tumorigenesis. Midkine levels increase with age in human blood and mammary epithelium, and higher MDK in normal breast tissue is associated with higher breast cancer risk in younger women. Our findings reveal a link between aging and susceptibility to tumor initiation and identify midkine as a mediator of age-dependent increase in breast tumorigenesis.
Collapse
Affiliation(s)
- Pengze Yan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Ernesto Rojas Jimenez
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Zheqi Li
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Triet Bui
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Marco Seehawer
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Jun Nishida
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Pierre Foidart
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Laura E Stevens
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Yingtian Xie
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Miguel Munoz Gomez
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - So Yeon Park
- Department of Pathology, Seoul National University, Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | - Henry W Long
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Kornelia Polyak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Pathology, Seoul National University, Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea; Harvard Stem Cell Institute, Cambridge, MA 02142, USA.
| |
Collapse
|
3
|
Tomaszowski KH, Chen Y, Roy S, Harris M, Zhang J, Tsai CL, Schlacher K. Diet induced mitochondrial DNA replication instability in Rad51c mutant mice drives sex-bias in anemia of inflammation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.21.613572. [PMID: 39345482 PMCID: PMC11430050 DOI: 10.1101/2024.09.21.613572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Anemia of inflammation (AI) is a common comorbidity associated with obesity, diabetes, cardiac disease, aging, and during anti-cancer therapies. Mounting evidence illustrates that males are disproportionally affected by AI, but not why. Here we demonstrate a molecular cause for a sex-bias in inflammation. The data shows that mitochondrial DNA (mtDNA) instability induced by dietary stress causes anemia associated with inflamed macrophages and improper iron recycling in mice. These phenotypes are enhanced in mice with mutations in Fanco/Rad51c , which predisposes to the progeroid disease Fanconi Anemia. The data reveals a striking sex-bias whereby females are protected. We find that estrogen acts as a mitochondrial antioxidant that reduces diet-induced oxidative stress, mtDNA replication instability and the distinctively mtDNA-dependent unphosphorylated STAT1 response. Consequently, treatment of male Rad51c mutant mice with estrogen or mitochondrial antioxidants suppresses the inflammation-induced anemia. Collectively, this study uncovers estrogen-responsive mtDNA replication instability as a cause for sex-specific inflammatory responses and molecular driver for AI.
Collapse
|
4
|
Bhat-Nakshatri P, Gao H, Khatpe AS, Adebayo AK, McGuire PC, Erdogan C, Chen D, Jiang G, New F, German R, Emmert L, Sandusky G, Storniolo AM, Liu Y, Nakshatri H. Single-nucleus chromatin accessibility and transcriptomic map of breast tissues of women of diverse genetic ancestry. Nat Med 2024:10.1038/s41591-024-03011-9. [PMID: 39122969 DOI: 10.1038/s41591-024-03011-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 04/22/2024] [Indexed: 08/12/2024]
Abstract
Single-nucleus analysis allows robust cell-type classification and helps to establish relationships between chromatin accessibility and cell-type-specific gene expression. Here, using samples from 92 women of several genetic ancestries, we developed a comprehensive chromatin accessibility and gene expression atlas of the breast tissue. Integrated analysis revealed ten distinct cell types, including three major epithelial subtypes (luminal hormone sensing, luminal adaptive secretory precursor (LASP) and basal-myoepithelial), two endothelial and adipocyte subtypes, fibroblasts, T cells, and macrophages. In addition to the known cell identity genes FOXA1 (luminal hormone sensing), EHF and ELF5 (LASP), TP63 and KRT14 (basal-myoepithelial), epithelial subtypes displayed several uncharacterized markers and inferred gene regulatory networks. By integrating breast epithelial cell gene expression signatures with spatial transcriptomics, we identified gene expression and signaling differences between lobular and ductal epithelial cells and age-associated changes in signaling networks. LASP cells and fibroblasts showed genetic ancestry-dependent variability. An estrogen receptor-positive subpopulation of LASP cells with alveolar progenitor cell state was enriched in women of Indigenous American ancestry. Fibroblasts from breast tissues of women of African and European ancestry clustered differently, with accompanying gene expression differences. Collectively, these data provide a vital resource for further exploring genetic ancestry-dependent variability in healthy breast biology.
Collapse
Affiliation(s)
| | - Hongyu Gao
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Aditi S Khatpe
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Adedeji K Adebayo
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Patrick C McGuire
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Cihat Erdogan
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Duojiao Chen
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Guanglong Jiang
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Felicia New
- NanoString Technology Inc., Seattle, WA, USA
| | - Rana German
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Lydia Emmert
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - George Sandusky
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Anna Maria Storniolo
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Yunlong Liu
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Harikrishna Nakshatri
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA.
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA.
- Indiana University Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA.
- VA Roudebush Medical Center, Indianapolis, IN, USA.
| |
Collapse
|
5
|
Vidal CM, Alva-Ornelas JA, Chen NZ, Senapati P, Tomsic J, Robles VM, Resto C, Sanchez N, Sanchez A, Hyslop T, Emwas N, Aljaber D, Bachelder N, Martinez E, Ann D, Jones V, Winn RA, Miele L, Ochoa AC, Dietze EC, Natarajan R, Schones D, Seewaldt VL. Insulin Resistance in Women Correlates with Chromatin Histone Lysine Acetylation, Inflammatory Signaling, and Accelerated Aging. Cancers (Basel) 2024; 16:2735. [PMID: 39123463 PMCID: PMC11311683 DOI: 10.3390/cancers16152735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 07/28/2024] [Accepted: 07/29/2024] [Indexed: 08/12/2024] Open
Abstract
BACKGROUND Epigenetic changes link medical, social, and environmental factors with cardiovascular and kidney disease and, more recently, with cancer. The mechanistic link between metabolic health and epigenetic changes is only starting to be investigated. In our in vitro and in vivo studies, we performed a broad analysis of the link between hyperinsulinemia and chromatin acetylation; our top "hit" was chromatin opening at H3K9ac. METHODS Building on our published preclinical studies, here, we performed a detailed analysis of the link between insulin resistance, chromatin acetylation, and inflammation using an initial test set of 28 women and validation sets of 245, 22, and 53 women. RESULTS ChIP-seq identified chromatin acetylation and opening at the genes coding for TNFα and IL6 in insulin-resistant women. Pathway analysis identified inflammatory response genes, NFκB/TNFα-signaling, reactome cytokine signaling, innate immunity, and senescence. Consistent with this finding, flow cytometry identified increased senescent circulating peripheral T-cells. DNA methylation analysis identified evidence of accelerated aging in insulin-resistant vs. metabolically healthy women. CONCLUSIONS This study shows that insulin-resistant women have increased chromatin acetylation/opening, inflammation, and, perhaps, accelerated aging. Given the role that inflammation plays in cancer initiation and progression, these studies provide a potential mechanistic link between insulin resistance and cancer.
Collapse
Affiliation(s)
- Christina M. Vidal
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Jackelyn A. Alva-Ornelas
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Nancy Zhuo Chen
- Arthur Riggs Diabetes and Metabolism Research Institute, City of Hope Duarte, Duarte, CA 91010, USA; (N.Z.C.); (N.B.); (R.N.)
| | - Parijat Senapati
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Jerneja Tomsic
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Vanessa Myriam Robles
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Cristal Resto
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Nancy Sanchez
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Angelica Sanchez
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Terry Hyslop
- Sidney Kimmel Cancer Center, Philadelphia, PA 19107, USA;
| | - Nour Emwas
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Dana Aljaber
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Nick Bachelder
- Arthur Riggs Diabetes and Metabolism Research Institute, City of Hope Duarte, Duarte, CA 91010, USA; (N.Z.C.); (N.B.); (R.N.)
| | - Ernest Martinez
- Department of Biochemistry, University of California at Riverside, Riverside, CA 92521, USA;
| | - David Ann
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Veronica Jones
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Robert A. Winn
- Massey Comprehensive Cancer Center, Virginia Commonwealth University, Richmond, VA 23298, USA;
| | - Lucio Miele
- School of Medicine, Louisiana State University, New Orleans, LA 70112, USA; (L.M.); (A.C.O.)
| | - Augusto C. Ochoa
- School of Medicine, Louisiana State University, New Orleans, LA 70112, USA; (L.M.); (A.C.O.)
| | - Eric C. Dietze
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| | - Rama Natarajan
- Arthur Riggs Diabetes and Metabolism Research Institute, City of Hope Duarte, Duarte, CA 91010, USA; (N.Z.C.); (N.B.); (R.N.)
| | - Dustin Schones
- Arthur Riggs Diabetes and Metabolism Research Institute, City of Hope Duarte, Duarte, CA 91010, USA; (N.Z.C.); (N.B.); (R.N.)
| | - Victoria L. Seewaldt
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA; (C.M.V.); (J.A.A.-O.); (P.S.); (J.T.); (V.M.R.); (C.R.); (N.S.); (A.S.); (N.E.); (D.A.); (D.A.); (V.J.); (E.C.D.)
| |
Collapse
|
6
|
Muthuswamy SK, Brugge JS. Organoid Cultures for the Study of Mammary Biology and Breast Cancer: The Promise and Challenges. Cold Spring Harb Perspect Med 2024; 14:a041661. [PMID: 38110241 PMCID: PMC11216180 DOI: 10.1101/cshperspect.a041661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
During the last decade, biomedical research has experienced a resurgence in the use of three-dimensional culture models for studies of normal and cancer biology. This resurgence has been driven by the development of models in which primary cells are grown in tissue-mimicking media and extracellular matrices to create organoid or organotypic cultures that more faithfully replicate the complex architecture and physiology of normal tissues and tumors. In addition, patient-derived tumor organoids preserve the three-dimensional organization and characteristics of the patient tumors ex vivo, becoming excellent preclinical models to supplement studies of tumor xenografts transplanted into immunocompromised mice. In this perspective, we provide an overview of how organoids are being used to investigate normal mammary biology and as preclinical models of breast cancer and discuss improvements that would enhance their utility and relevance to the field.
Collapse
Affiliation(s)
- Senthil K Muthuswamy
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, National Institutes of Health (NIH), Bethesda, Maryland 20894, USA
| | - Joan S Brugge
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts 02115, USA
- Ludwig Center at Harvard, Harvard Medical School Boston, Boston, Massachusetts 02115, USA
| |
Collapse
|
7
|
Balog JÁ, Horti-Oravecz K, Kövesdi D, Bozsik A, Papp J, Butz H, Patócs A, Szebeni GJ, Grolmusz VK. Peripheral immunophenotyping reveals lymphocyte stimulation in healthy women living with hereditary breast and ovarian cancer syndrome. iScience 2024; 27:109882. [PMID: 38799565 PMCID: PMC11126817 DOI: 10.1016/j.isci.2024.109882] [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: 12/07/2023] [Revised: 03/11/2024] [Accepted: 04/30/2024] [Indexed: 05/29/2024] Open
Abstract
Germline pathogenic variants in BRCA1 and BRCA2 (gpath(BRCA1/2)) represent genetic susceptibility for hereditary breast and ovarian cancer syndrome. Tumor-immune interactions are key contributors to breast cancer pathogenesis. Although earlier studies confirmed pro-tumorigenic immunological alterations in breast cancer patients, data are lacking in healthy carriers of gpath(BRCA1/2). Peripheral blood mononuclear cells of 66 women with or without germline predisposition or breast cancer were studied with a mass cytometry panel that identified 4 immune subpopulations of altered frequencies between healthy controls and healthy gpath(BRCA1) carriers, while no difference was observed in healthy gpath(BRCA2) carriers compared to controls. Moreover, 3 (one IgD-CD27+CD95+ B cell subpopulation and two CD45RA-CCR7+CD38+ CD4+ T cell subpopulations) out of these 4 subpopulations were also elevated in triple-negative breast cancer patients compared to controls. Our results reveal an activated peripheral immune phenotype in healthy carriers of gpath(BRCA1) that needs to be further elucidated to be leveraged in risk-reducing strategies.
Collapse
Affiliation(s)
- József Ágoston Balog
- Institute of Genetics, Laboratory of Functional Genomics, HUN-REN Biological Research Center, 6726 Szeged, Hungary
- Core Facility, HUN-REN Biological Research Center, 6726 Szeged, Hungary
| | - Klaudia Horti-Oravecz
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- Semmelweis University, Doctoral School, 1085 Budapest, Hungary
| | - Dorottya Kövesdi
- Department of Immunology, Eötvös Loránd University, 1117 Budapest, Hungary
| | - Anikó Bozsik
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- HUN-REN-SE Hereditary Cancers Research Group, Hungarian Research Network – Semmelweis University, 1122 Budapest, Hungary
| | - Janos Papp
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- HUN-REN-SE Hereditary Cancers Research Group, Hungarian Research Network – Semmelweis University, 1122 Budapest, Hungary
| | - Henriett Butz
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- HUN-REN-SE Hereditary Cancers Research Group, Hungarian Research Network – Semmelweis University, 1122 Budapest, Hungary
- Department of Oncology Biobank, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- Department of Laboratory Medicine, Semmelweis University, 1089 Budapest, Hungary
| | - Attila Patócs
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- HUN-REN-SE Hereditary Cancers Research Group, Hungarian Research Network – Semmelweis University, 1122 Budapest, Hungary
- Department of Laboratory Medicine, Semmelweis University, 1089 Budapest, Hungary
| | - Gábor János Szebeni
- Institute of Genetics, Laboratory of Functional Genomics, HUN-REN Biological Research Center, 6726 Szeged, Hungary
- Core Facility, HUN-REN Biological Research Center, 6726 Szeged, Hungary
- Department of Internal Medicine, Hematology Centre, Faculty of Medicine University of Szeged, 6725 Szeged, Hungary
| | - Vince Kornél Grolmusz
- Department of Molecular Genetics and the National Tumorbiology Laboratory, National Institute of Oncology, Comprehensive Cancer Center, 1122 Budapest, Hungary
- HUN-REN-SE Hereditary Cancers Research Group, Hungarian Research Network – Semmelweis University, 1122 Budapest, Hungary
- Department of Laboratory Medicine, Semmelweis University, 1089 Budapest, Hungary
| |
Collapse
|
8
|
Tollot-Wegner M, Jessen M, Kim K, Sanz-Moreno A, Spielmann N, Gailus-Durner V, Fuchs H, Hrabe de Angelis M, von Eyss B. TRPS1 maintains luminal progenitors in the mammary gland by repressing SRF/MRTF activity. Breast Cancer Res 2024; 26:74. [PMID: 38702730 PMCID: PMC11067134 DOI: 10.1186/s13058-024-01824-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Accepted: 04/12/2024] [Indexed: 05/06/2024] Open
Abstract
The transcription factor TRPS1 is a context-dependent oncogene in breast cancer. In the mammary gland, TRPS1 activity is restricted to the luminal population and is critical during puberty and pregnancy. Its function in the resting state remains however unclear. To evaluate whether it could be a target for cancer therapy, we investigated TRPS1 function in the healthy adult mammary gland using a conditional ubiquitous depletion mouse model where long-term depletion does not affect fitness. Using transcriptomic approaches, flow cytometry and functional assays, we show that TRPS1 activity is essential to maintain a functional luminal progenitor compartment. This requires the repression of both YAP/TAZ and SRF/MRTF activities. TRPS1 represses SRF/MRTF activity indirectly by modulating RhoA activity. Our work uncovers a hitherto undisclosed function of TRPS1 in luminal progenitors intrinsically linked to mechanotransduction in the mammary gland. It may also provide new insights into the oncogenic functions of TRPS1 as luminal progenitors are likely the cells of origin of many breast cancers.
Collapse
Affiliation(s)
- Marie Tollot-Wegner
- Transcriptional Control of Tissue Homeostasis Lab, Leibniz Institute on Aging, Fritz Lipmann Institute E.V., Beutenbergstr. 11, 07745, Jena, Germany
| | - Marco Jessen
- Transcriptional Control of Tissue Homeostasis Lab, Leibniz Institute on Aging, Fritz Lipmann Institute E.V., Beutenbergstr. 11, 07745, Jena, Germany
| | - KyungMok Kim
- Transcriptional Control of Tissue Homeostasis Lab, Leibniz Institute on Aging, Fritz Lipmann Institute E.V., Beutenbergstr. 11, 07745, Jena, Germany
| | - Adrián Sanz-Moreno
- Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, Ingolstaedter Landstr.1, Neuherberg, Germany
| | - Nadine Spielmann
- Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, Ingolstaedter Landstr.1, Neuherberg, Germany
| | - Valerie Gailus-Durner
- Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, Ingolstaedter Landstr.1, Neuherberg, Germany
| | - Helmut Fuchs
- Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, Ingolstaedter Landstr.1, Neuherberg, Germany
| | - Martin Hrabe de Angelis
- Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, Ingolstaedter Landstr.1, Neuherberg, Germany
- Chair of Experimental Genetics, TUM School of Life Sciences, Technische Universität München, Alte Akademie 8, 85354, Freising, Germany
- German Center for Diabetes Research (DZD), Ingolstaedter Landstraße. 1, 85764, Neuherberg, Germany
| | - Björn von Eyss
- Transcriptional Control of Tissue Homeostasis Lab, Leibniz Institute on Aging, Fritz Lipmann Institute E.V., Beutenbergstr. 11, 07745, Jena, Germany.
| |
Collapse
|
9
|
Reed AD, Pensa S, Steif A, Stenning J, Kunz DJ, Porter LJ, Hua K, He P, Twigger AJ, Siu AJQ, Kania K, Barrow-McGee R, Goulding I, Gomm JJ, Speirs V, Jones JL, Marioni JC, Khaled WT. A single-cell atlas enables mapping of homeostatic cellular shifts in the adult human breast. Nat Genet 2024; 56:652-662. [PMID: 38548988 PMCID: PMC11018528 DOI: 10.1038/s41588-024-01688-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 02/09/2024] [Indexed: 04/17/2024]
Abstract
Here we use single-cell RNA sequencing to compile a human breast cell atlas assembled from 55 donors that had undergone reduction mammoplasties or risk reduction mastectomies. From more than 800,000 cells we identified 41 cell subclusters across the epithelial, immune and stromal compartments. The contribution of these different clusters varied according to the natural history of the tissue. Age, parity and germline mutations, known to modulate the risk of developing breast cancer, affected the homeostatic cellular state of the breast in different ways. We found that immune cells from BRCA1 or BRCA2 carriers had a distinct gene expression signature indicative of potential immune exhaustion, which was validated by immunohistochemistry. This suggests that immune-escape mechanisms could manifest in non-cancerous tissues very early during tumor initiation. This atlas is a rich resource that can be used to inform novel approaches for early detection and prevention of breast cancer.
Collapse
Affiliation(s)
- Austin D Reed
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Sara Pensa
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Adi Steif
- CRUK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Jack Stenning
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | | | - Linsey J Porter
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Kui Hua
- CRUK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Peng He
- EMBL European Bioinformatics Institute, Hinxton, UK
- Sanger Institute, Hinxton, UK
| | - Alecia-Jane Twigger
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Abigail J Q Siu
- Department of Pharmacology, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Katarzyna Kania
- CRUK, Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Rachel Barrow-McGee
- Breast Cancer Now Tissue Bank, Centre for Tumour Biology, Barts Cancer Institute, John Vane Science Centre, Queen Mary University of London, London, UK
| | - Iain Goulding
- Breast Cancer Now Tissue Bank, Centre for Tumour Biology, Barts Cancer Institute, John Vane Science Centre, Queen Mary University of London, London, UK
| | - Jennifer J Gomm
- Breast Cancer Now Tissue Bank, Centre for Tumour Biology, Barts Cancer Institute, John Vane Science Centre, Queen Mary University of London, London, UK
| | - Valerie Speirs
- Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
- Aberdeen Cancer Centre, Aberdeen, UK
| | - J Louise Jones
- Breast Cancer Now Tissue Bank, Centre for Tumour Biology, Barts Cancer Institute, John Vane Science Centre, Queen Mary University of London, London, UK
| | - John C Marioni
- CRUK, Cambridge Institute, University of Cambridge, Cambridge, UK.
- EMBL European Bioinformatics Institute, Hinxton, UK.
- Sanger Institute, Hinxton, UK.
- Genentech, San Francisco, CA, USA.
| | - Walid T Khaled
- Department of Pharmacology, University of Cambridge, Cambridge, UK.
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
| |
Collapse
|
10
|
Xie B, Fan M, Wang CX, Zhang Y, Xu S, Mizenko R, Lin TY, Duan Y, Zhang Y, Huang J, Berg JI, Wu D, Li A, Hao D, Gao K, Sun Y, Tepper CG, Carney R, Li Y, Wang A, Gong Q, Daly M, Jao LE, Monjazeb AM, Fierro FA, Li JJ. Post-death Vesicles of Senescent Bone Marrow Mesenchymal Stromal Polyploids Promote Macrophage Aging and Breast Cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.06.583755. [PMID: 38496556 PMCID: PMC10942423 DOI: 10.1101/2024.03.06.583755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Potential systemic factors contributing to aging-associated breast cancer (BC) remain elusive. Here, we reveal that the polyploid giant cells (PGCs) that contain more than two sets of genomes prevailing in aging and cancerous tissues constitute 5-10% of healthy female bone marrow mesenchymal stromal cells (fBMSCs). The PGCs can repair DNA damage and stimulate neighboring cells for clonal expansion. However, dying PGCs in advanced-senescent fBMSCs can form "spikings" which are then separated into membraned mtDNA-containing vesicles (Senescent PGC-Spiking Bodies; SPSBs). SPSB-phagocytosed macrophages accelerate aging with diminished clearance on BC cells and protumor M2 polarization. SPSB-carried mitochondrial OXPHOS components are enriched in BC of elder patients and associated with poor prognosis. SPSB-incorporated breast epithelial cells develop aggressive characteristics and PGCs resembling the polyploid giant cancer cells (PGCCs) in clonogenic BC cells and cancer tissues. These findings highlight an aging BMSC-induced BC risk mediated by SPSB-induced macrophage dysfunction and epithelial cell precancerous transition. SIGNIFICANCE Mechanisms underlying aging-associated cancer risk remain unelucidated. This work demonstrates that polyploid giant cells (PGCs) in bone marrow mesenchymal stromal cells (BMSCs) from healthy female bone marrow donors can boost neighboring cell proliferation for clonal expansion. However, the dying-senescent PGCs in the advanced-senescent fBMSCs can form "spikings" which are separated into mitochondrial DNA (mtDNA)-containing spiking bodies (senescent PGC-spiking bodies; SPSBs). The SPSBs promote macrophage aging and breast epithelial cell protumorigenic transition and form polyploid giant cancer cells. These results demonstrate a new form of ghost message from dying-senescent BMSCs, that may serve as a systemic factor contributing to aging-associated immunosuppression and breast cancer risk. Graphic Abstract
Collapse
|
11
|
Caputo A, Vipparthi K, Bazeley P, Downs-Kelly E, McIntire P, Duckworth LA, Ni Y, Hu B, Keri RA, Karaayvaz M. Spatial Transcriptomics Suggests That Alterations Occur in the Preneoplastic Breast Microenvironment of BRCA1/2 Mutation Carriers. Mol Cancer Res 2024; 22:169-180. [PMID: 37878345 PMCID: PMC10872731 DOI: 10.1158/1541-7786.mcr-23-0489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/28/2023] [Accepted: 10/23/2023] [Indexed: 10/26/2023]
Abstract
Breast cancer is the most common cancer in females, affecting one in every eight women and accounting for the majority of cancer-related deaths in women worldwide. Germline mutations in the BRCA1 and BRCA2 genes are significant risk factors for specific subtypes of breast cancer. BRCA1 mutations are associated with basal-like breast cancers, whereas BRCA2 mutations are associated with luminal-like disease. Defects in mammary epithelial cell differentiation have been previously recognized in germline BRCA1/2 mutation carriers even before cancer incidence. However, the underlying mechanism is largely unknown. Here, we employ spatial transcriptomics to investigate defects in mammary epithelial cell differentiation accompanied by distinct microenvironmental alterations in preneoplastic breast tissues from BRCA1/2 mutation carriers and normal breast tissues from noncarrier controls. We uncovered spatially defined receptor-ligand interactions in these tissues for the investigation of autocrine and paracrine signaling. We discovered that β1-integrin-mediated autocrine signaling in BRCA2-deficient mammary epithelial cells may differ from BRCA1-deficient mammary epithelial cells. In addition, we found that the epithelial-to-stromal paracrine signaling in the breast tissues of BRCA1/2 mutation carriers is greater than in control tissues. More integrin-ligand pairs were differentially correlated in BRCA1/2-mutant breast tissues than noncarrier breast tissues with more integrin receptor-expressing stromal cells. IMPLICATIONS These results suggest alterations in the communication between mammary epithelial cells and the microenvironment in BRCA1 and BRCA2 mutation carriers, laying the foundation for designing innovative breast cancer chemo-prevention strategies for high-risk patients.
Collapse
Affiliation(s)
- Anthony Caputo
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Kavya Vipparthi
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Peter Bazeley
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Erinn Downs-Kelly
- Department of Pathology, Pathology & Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Patrick McIntire
- Department of Pathology, Pathology & Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Lauren A. Duckworth
- Department of Pathology, Pathology & Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ying Ni
- Center for Immunotherapy & Precision Immuno-Oncology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Bo Hu
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ruth A. Keri
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Mihriban Karaayvaz
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
| |
Collapse
|
12
|
Miyano M, LaBarge MA. ELF5: A Molecular Clock for Breast Aging and Cancer Susceptibility. Cancers (Basel) 2024; 16:431. [PMID: 38275872 PMCID: PMC10813895 DOI: 10.3390/cancers16020431] [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: 12/25/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024] Open
Abstract
Breast cancer is predominantly an age-related disease, with aging serving as the most significant risk factor, compounded by germline mutations in high-risk genes like BRCA1/2. Aging induces architectural changes in breast tissue, particularly affecting luminal epithelial cells by diminishing lineage-specific molecular profiles and adopting myoepithelial-like characteristics. ELF5 is an important transcription factor for both normal breast and breast cancer development. This review focuses on the role of ELF5 in normal breast development, its altered expression throughout aging, and its implications in cancer. It discusses the lineage-specific expression of ELF5, its regulatory mechanisms, and its potential as a biomarker for breast-specific biological age and cancer risk.
Collapse
Affiliation(s)
- Masaru Miyano
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer and Aging, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
| | - Mark A. LaBarge
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer and Aging, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer Biomarkers Research, University of Bergen, 5007 Bergen, Norway
| |
Collapse
|
13
|
Bhat-Nakshatri P, Khatpe AS, Chen D, Batic K, Mang H, Herodotou C, McGuire PC, Xuei X, Erdogan C, Gao H, Liu Y, Sandusky G, Storniolo AM, Nakshatri H. Signaling Pathway Alterations Driven by BRCA1 and BRCA2 Germline Mutations are Sufficient to Initiate Breast Tumorigenesis by the PIK3CAH1047R Oncogene. CANCER RESEARCH COMMUNICATIONS 2024; 4:38-54. [PMID: 38059556 PMCID: PMC10774565 DOI: 10.1158/2767-9764.crc-23-0330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 11/09/2023] [Accepted: 12/05/2023] [Indexed: 12/08/2023]
Abstract
Single-cell transcriptomics studies have begun to identify breast epithelial cell and stromal cell specific transcriptome differences between BRCA1/2 mutation carriers and non-carriers. We generated a single-cell transcriptome atlas of breast tissues from BRCA1, BRCA2 mutation carriers and compared this single-cell atlas of mutation carriers with our previously described single-cell breast atlas of healthy non-carriers. We observed that BRCA1 but not BRCA2 mutations altered the ratio between basal (basal-myoepithelial), luminal progenitor (luminal adaptive secretory precursor, LASP), and mature luminal (luminal hormone sensing) cells in breast tissues. A unique subcluster of cells within LASP cells is underrepresented in case of BRCA1 and BRCA2 mutation carriers compared with non-carriers. Both BRCA1 and BRCA2 mutations specifically altered transcriptomes in epithelial cells which are an integral part of NFκB, LARP1, and MYC signaling. Signaling pathway alterations in epithelial cells unique to BRCA1 mutations included STAT3, BRD4, SMARCA4, HIF2A/EPAS1, and Inhibin A signaling. BRCA2 mutations were associated with upregulation of IL6, PDK1, FOXO3, and TNFSF11 signaling. These signaling pathway alterations are sufficient to alter sensitivity of BRCA1/BRCA2-mutant breast epithelial cells to transformation as epithelial cells from BRCA1 mutation carriers overexpressing hTERT + PIK3CAH1047R generated adenocarcinomas, whereas similarly modified mutant BRCA2 cells generated basal carcinomas in NSG mice. Thus, our studies provide a high-resolution transcriptome atlas of breast epithelial cells of BRCA1 and BRCA2 mutation carriers and reveal their susceptibility to PIK3CA mutation-driven transformation. SIGNIFICANCE This study provides a single-cell atlas of breast tissues of BRCA1/2 mutation carriers and demonstrates that aberrant signaling due to BRCA1/2 mutations is sufficient to initiate breast cancer by mutant PIK3CA.
Collapse
Affiliation(s)
| | - Aditi S. Khatpe
- Department of Surgery, Indiana University School of Medicine, Indianapolis, Indiana
| | - Duojiao Chen
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - Katie Batic
- Department of Surgery, Indiana University School of Medicine, Indianapolis, Indiana
| | - Henry Mang
- Department of Surgery, Indiana University School of Medicine, Indianapolis, Indiana
| | | | - Patrick C. McGuire
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - Xiaoling Xuei
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - Cihat Erdogan
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - Hongyu Gao
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - Yunlong Liu
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana
| | - George Sandusky
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana
| | - Anna Maria Storniolo
- Department of Medicine, Indiana University School of Medicine, Indianapolis, Indiana
| | - Harikrishna Nakshatri
- Department of Surgery, Indiana University School of Medicine, Indianapolis, Indiana
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, Indiana
- VA Roudebush Medical Center, Indianapolis, Indiana
| |
Collapse
|
14
|
Jokela TA, Dane MA, Smith RL, Devlin KL, Shalabi S, Lopez JC, Miyano M, Stampfer MR, Korkola JE, Gray JW, Heiser LM, LaBarge MA. Functional delineation of the luminal epithelial microenvironment in breast using cell-based screening in combinatorial microenvironments. Cell Signal 2024; 113:110958. [PMID: 37935340 PMCID: PMC10696611 DOI: 10.1016/j.cellsig.2023.110958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/24/2023] [Accepted: 10/30/2023] [Indexed: 11/09/2023]
Abstract
Microenvironment signals are potent determinants of cell fate and arbiters of tissue homeostasis, however understanding how different microenvironment factors coordinately regulate cellular phenotype has been experimentally challenging. Here we used a high-throughput microenvironment microarray comprised of 2640 unique pairwise signals to identify factors that support proliferation and maintenance of primary human mammary luminal epithelial cells. Multiple microenvironment factors that modulated luminal cell number were identified, including: HGF, NRG1, BMP2, CXCL1, TGFB1, FGF2, PDGFB, RANKL, WNT3A, SPP1, HA, VTN, and OMD. All of these factors were previously shown to modulate luminal cell numbers in painstaking mouse genetics experiments, or were shown to have a role in breast cancer, demonstrating the relevance and power of our high-dimensional approach to dissect key microenvironmental signals. RNA-sequencing of primary epithelial and stromal cell lineages identified the cell types that express these signals and the cognate receptors in vivo. Cell-based functional studies confirmed which effects from microenvironment factors were reproducible and robust to individual variation. Hepatocyte growth factor (HGF) was the factor most robust to individual variation and drove expansion of luminal cells via cKit+ progenitor cells, which expressed abundant MET receptor. Luminal cells from women who are genetically high risk for breast cancer had significantly more MET receptor and may explain the characteristic expansion of the luminal lineage in those women. In ensemble, our approach provides proof of principle that microenvironment signals that control specific cellular states can be dissected with high-dimensional cell-based approaches.
Collapse
Affiliation(s)
- Tiina A Jokela
- Department of Population Sciences, Center for Cancer and Aging, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, USA
| | - Mark A Dane
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA
| | - Rebecca L Smith
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA
| | - Kaylyn L Devlin
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA
| | - Sundus Shalabi
- Department of Population Sciences, Center for Cancer and Aging, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, USA; Faculty of Medicine, Arab American University of Palestine, Jenin, Palestine
| | - Jennifer C Lopez
- Department of Population Sciences, Center for Cancer and Aging, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, USA
| | - Masaru Miyano
- Department of Population Sciences, Center for Cancer and Aging, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, USA
| | - Martha R Stampfer
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - James E Korkola
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA
| | - Joe W Gray
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA
| | - Laura M Heiser
- Department of Biomedical Engineering, Oregon Health Sciences University, Portland, OR, USA.
| | - Mark A LaBarge
- Department of Population Sciences, Center for Cancer and Aging, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, USA; Center for Cancer Biomarkers Research (CCBIO), University of Bergen, Bergen, Norway; Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.
| |
Collapse
|
15
|
Joyce R, Pascual R, Heitink L, Capaldo BD, Vaillant F, Christie M, Tsai M, Surgenor E, Anttila CJA, Rajasekhar P, Jackling FC, Trussart M, Milevskiy MJG, Song X, Li M, Teh CE, Gray DHD, Smyth GK, Chen Y, Lindeman GJ, Visvader JE. Identification of aberrant luminal progenitors and mTORC1 as a potential breast cancer prevention target in BRCA2 mutation carriers. Nat Cell Biol 2024; 26:138-152. [PMID: 38216737 DOI: 10.1038/s41556-023-01315-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 11/15/2023] [Indexed: 01/14/2024]
Abstract
Inheritance of a BRCA2 pathogenic variant conveys a substantial life-time risk of breast cancer. Identification of the cell(s)-of-origin of BRCA2-mutant breast cancer and targetable perturbations that contribute to transformation remains an unmet need for these individuals who frequently undergo prophylactic mastectomy. Using preneoplastic specimens from age-matched, premenopausal females, here we show broad dysregulation across the luminal compartment in BRCA2mut/+ tissue, including expansion of aberrant ERBB3lo luminal progenitor and mature cells, and the presence of atypical oestrogen receptor (ER)-positive lesions. Transcriptional profiling and functional assays revealed perturbed proteostasis and translation in ERBB3lo progenitors in BRCA2mut/+ breast tissue, independent of ageing. Similar molecular perturbations marked tumours bearing BRCA2-truncating mutations. ERBB3lo progenitors could generate both ER+ and ER- cells, potentially serving as cells-of-origin for ER-positive or triple-negative cancers. Short-term treatment with an mTORC1 inhibitor substantially curtailed tumorigenesis in a preclinical model of BRCA2-deficient breast cancer, thus uncovering a potential prevention strategy for BRCA2 mutation carriers.
Collapse
Affiliation(s)
- Rachel Joyce
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Rosa Pascual
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Luuk Heitink
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Bianca D Capaldo
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - François Vaillant
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Michael Christie
- Department of Anatomical Pathology, Royal Melbourne Hospital, Parkville, Victoria, Australia
| | - Minhsuang Tsai
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Elliot Surgenor
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Casey J A Anttila
- Advanced Technology and Biology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Pradeep Rajasekhar
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Advanced Technology and Biology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Felicity C Jackling
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Marie Trussart
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Michael J G Milevskiy
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Xiaoyu Song
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Mengbo Li
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Charis E Teh
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Immunology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Daniel H D Gray
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Immunology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Gordon K Smyth
- Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- School of Mathematics and Statistics, The University of Melbourne, Parkville, Victoria, Australia
| | - Yunshun Chen
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
- Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Geoffrey J Lindeman
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.
- Department of Medicine, Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia.
- Parkville Familial Cancer Centre and Department of Medical Oncology, The Royal Melbourne Hospital and Peter MacCallum Cancer Centre, Parkville, Victoria, Australia.
| | - Jane E Visvader
- ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia.
| |
Collapse
|
16
|
Angarola BL, Sharma S, Katiyar N, Gu Kang H, Nehar-Belaid D, Park S, Gott R, Eryilmaz GN, LaBarge MA, Palucka K, Chuang JH, Korstanje R, Ucar D, Anczukow O. Comprehensive single cell aging atlas of mammary tissues reveals shared epigenomic and transcriptomic signatures of aging and cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.20.563147. [PMID: 37961129 PMCID: PMC10634680 DOI: 10.1101/2023.10.20.563147] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Aging is the greatest risk factor for breast cancer; however, how age-related cellular and molecular events impact cancer initiation is unknown. We investigate how aging rewires transcriptomic and epigenomic programs of mouse mammary glands at single cell resolution, yielding a comprehensive resource for aging and cancer biology. Aged epithelial cells exhibit epigenetic and transcriptional changes in metabolic, pro-inflammatory, or cancer-associated genes. Aged stromal cells downregulate fibroblast marker genes and upregulate markers of senescence and cancer-associated fibroblasts. Among immune cells, distinct T cell subsets (Gzmk+, memory CD4+, γδ) and M2-like macrophages expand with age. Spatial transcriptomics reveal co-localization of aged immune and epithelial cells in situ. Lastly, transcriptional signatures of aging mammary cells are found in human breast tumors, suggesting mechanistic links between aging and cancer. Together, these data uncover that epithelial, immune, and stromal cells shift in proportions and cell identity, potentially impacting cell plasticity, aged microenvironment, and neoplasia risk.
Collapse
Affiliation(s)
| | | | - Neerja Katiyar
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Hyeon Gu Kang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - SungHee Park
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Giray N Eryilmaz
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Mark A LaBarge
- Beckman Research Institute at City of Hope, Duarte, CA, USA
| | - Karolina Palucka
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Jeffrey H Chuang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Duygu Ucar
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, USA
- Institute for Systems Genomics, UConn Health, Farmington, CT, USA
| | - Olga Anczukow
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, USA
- Institute for Systems Genomics, UConn Health, Farmington, CT, USA
| |
Collapse
|
17
|
Kumar B, Khatpe AS, Guanglong J, Batic K, Bhat-Nakshatri P, Granatir MM, Addison RJ, Szymanski M, Baldridge LA, Temm CJ, Sandusky G, Althouse SK, Cote ML, Miller KD, Storniolo AM, Nakshatri H. Stromal heterogeneity may explain increased incidence of metaplastic breast cancer in women of African descent. Nat Commun 2023; 14:5683. [PMID: 37709737 PMCID: PMC10502140 DOI: 10.1038/s41467-023-41473-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 09/05/2023] [Indexed: 09/16/2023] Open
Abstract
The biologic basis of genetic ancestry-dependent variability in disease incidence and outcome is just beginning to be explored. We recently reported enrichment of a population of ZEB1-expressing cells located adjacent to ductal epithelial cells in normal breasts of women of African ancestry compared to those of European ancestry. In this study, we demonstrate that these cells have properties of fibroadipogenic/mesenchymal stromal cells that express PROCR and PDGFRα and transdifferentiate into adipogenic and osteogenic lineages. PROCR + /ZEB1 + /PDGFRα+ (PZP) cells are enriched in normal breast tissues of women of African compared to European ancestry. PZP: epithelial cell communication results in luminal epithelial cells acquiring basal cell characteristics and IL-6-dependent increase in STAT3 phosphorylation. Furthermore, level of phospho-STAT3 is higher in normal and cancerous breast tissues of women of African ancestry. PZP cells transformed with HRasG12V ± SV40-T/t antigens generate metaplastic carcinoma suggesting that these cells are one of the cells-of-origin of metaplastic breast cancers.
Collapse
Affiliation(s)
- Brijesh Kumar
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- School of Biomedical Engineering, Indian Institute of Technology (Banaras Hindu University), Varanasi, UP, 221005, India
| | - Aditi S Khatpe
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Jiang Guanglong
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Katie Batic
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | | | - Maggie M Granatir
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Rebekah Joann Addison
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Megan Szymanski
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Lee Ann Baldridge
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Constance J Temm
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - George Sandusky
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Sandra K Althouse
- Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Michele L Cote
- Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, IN, 46202, USA
| | - Kathy D Miller
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Anna Maria Storniolo
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Harikrishna Nakshatri
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
- VA Roudebush Medical Center, Indianapolis, IN, 46202, USA.
| |
Collapse
|
18
|
Najafabadi MG, Gray GK, Kong LR, Gupta K, Perera D, Naylor H, Brugge JS, Venkitaraman AR, Shehata M. A transcriptional response to replication stress selectively expands a subset of Brca2-mutant mammary epithelial cells. Nat Commun 2023; 14:5206. [PMID: 37626143 PMCID: PMC10457340 DOI: 10.1038/s41467-023-40956-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 08/17/2023] [Indexed: 08/27/2023] Open
Abstract
Germline BRCA2 mutation carriers frequently develop luminal-like breast cancers, but it remains unclear how BRCA2 mutations affect mammary epithelial subpopulations. Here, we report that monoallelic Brca2mut/WT mammary organoids subjected to replication stress activate a transcriptional response that selectively expands Brca2mut/WT luminal cells lacking hormone receptor expression (HR-). While CyTOF analyses reveal comparable epithelial compositions among wildtype and Brca2mut/WT mammary glands, Brca2mut/WT HR- luminal cells exhibit greater organoid formation and preferentially survive and expand under replication stress. ScRNA-seq analysis corroborates the expansion of HR- luminal cells which express elevated transcript levels of Tetraspanin-8 (Tspan8) and Thrsp, plus pathways implicated in replication stress survival including Type I interferon responses. Notably, CRISPR/Cas9-mediated deletion of Tspan8 or Thrsp prevents Brca2mut/WT HR- luminal cell expansion. Our findings indicate that Brca2mut/WT cells activate a transcriptional response after replication stress that preferentially favours outgrowth of HR- luminal cells through the expression of interferon-responsive and mammary alveolar genes.
Collapse
Affiliation(s)
| | - G Kenneth Gray
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA, USA
| | - Li Ren Kong
- MRC Cancer Unit, University of Cambridge, Cambridge, UK
- The Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Pharmacology, NUS School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, National University of Singapore, Singapore, Singapore
| | - Komal Gupta
- MRC Cancer Unit, University of Cambridge, Cambridge, UK
- The Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, National University of Singapore, Singapore, Singapore
| | - David Perera
- MRC Cancer Unit, University of Cambridge, Cambridge, UK
| | - Huw Naylor
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Joan S Brugge
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA, USA
| | - Ashok R Venkitaraman
- MRC Cancer Unit, University of Cambridge, Cambridge, UK.
- The Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.
- Institute of Molecular & Cellular Biology Agency for Science, Technology and Research (A∗STAR), Singapore, Singapore.
| | - Mona Shehata
- Department of Oncology, University of Cambridge, Cambridge, UK.
- MRC Cancer Unit, University of Cambridge, Cambridge, UK.
| |
Collapse
|
19
|
Srivastava V, Hu JL, Garbe JC, Veytsman B, Shalabi SF, Yllanes D, Thomson M, LaBarge MA, Huber G, Gartner ZJ. Configurational entropy is an intrinsic driver of tissue structural heterogeneity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.01.546933. [PMID: 37425903 PMCID: PMC10327153 DOI: 10.1101/2023.07.01.546933] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Tissues comprise ordered arrangements of cells that can be surprisingly disordered in their details. How the properties of single cells and their microenvironment contribute to the balance between order and disorder at the tissue-scale remains poorly understood. Here, we address this question using the self-organization of human mammary organoids as a model. We find that organoids behave like a dynamic structural ensemble at the steady state. We apply a maximum entropy formalism to derive the ensemble distribution from three measurable parameters - the degeneracy of structural states, interfacial energy, and tissue activity (the energy associated with positional fluctuations). We link these parameters with the molecular and microenvironmental factors that control them to precisely engineer the ensemble across multiple conditions. Our analysis reveals that the entropy associated with structural degeneracy sets a theoretical limit to tissue order and provides new insight for tissue engineering, development, and our understanding of disease progression.
Collapse
Affiliation(s)
- Vasudha Srivastava
- Dept. of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
| | - Jennifer L. Hu
- UC Berkeley-UC San Francisco Graduate Program in Bioengineering, Berkeley, CA 94720, USA
| | - James C. Garbe
- Dept. of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
- Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Boris Veytsman
- Chan Zuckerberg Initiative, Redwood City, CA 94963, USA
- School of Systems Biology, George Mason University, Fairfax, VA 22030, USA
| | | | - David Yllanes
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
- Instituto de Biocomputaciòn y Fìsica de Sistemas Complejos (BIFI), 50018 Zaragoza, Spain
| | - Matt Thomson
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Mark A. LaBarge
- Beckman Research Institute of City of Hope, Duarte, CA 91010, USA
| | - Greg Huber
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Zev J. Gartner
- Dept. of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
- Center for Cellular Construction, University of California, San Francisco, CA 94158, USA
| |
Collapse
|
20
|
Caputo A, Vipparthi K, Bazeley P, Downs-Kelly E, McIntire P, Ni Y, Hu B, Keri RA, Karaayvaz M. Alterations in the preneoplastic breast microenvironment of BRCA1/ 2 mutation carriers revealed by spatial transcriptomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.24.542078. [PMID: 37292816 PMCID: PMC10245938 DOI: 10.1101/2023.05.24.542078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Breast cancer is the most common cancer in females, affecting one in every eight women and accounting for the majority of cancer-related deaths in women worldwide. Germline mutations in the BRCA1 and BRCA2 genes are significant risk factors for specific subtypes of breast cancer. BRCA1 mutations are associated with basal-like breast cancers, whereas BRCA2 mutations are associated with luminal-like disease. There are currently few chemoprevention strategies available for BRCA1/2 mutation carriers, and irreversible prophylactic mastectomy is the primary option. Designing chemo-preventive strategies requires an in-depth understanding of the physiological processes underlying tumor initiation. Here, we employ spatial transcriptomics to investigate defects in mammary epithelial cell differentiation accompanied by distinct microenvironmental alterations in preneoplastic breast tissues from BRCA1/2 mutation carriers and normal breast tissues from non-carrier controls. We uncovered spatially defined receptor-ligand interactions in these tissues for the investigation of autocrine and paracrine signaling. We discovered that β1-integrin-mediated autocrine signaling in BRCA2-deficient mammary epithelial cells differs from BRCA1-deficient mammary epithelial cells. In addition, we found that the epithelial-to-stromal paracrine signaling in the breast tissues of BRCA1/2 mutation carriers is greater than in control tissues. More integrin-ligand pairs were differentially correlated in BRCA1/2-mutant breast tissues than non-carrier breast tissues with more integrin receptor-expressing stromal cells. These results reveal alterations in the communication between mammary epithelial cells and the microenvironment in BRCA1 and BRCA2 mutation carriers, laying the foundation for designing innovative breast cancer chemo-prevention strategies for high-risk patients.
Collapse
Affiliation(s)
- Anthony Caputo
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Kavya Vipparthi
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Peter Bazeley
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Erinn Downs-Kelly
- Department of Pathology, Pathology & Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Patrick McIntire
- Department of Pathology, Pathology & Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ying Ni
- Center for Immunotherapy & Precision Immuno-Oncology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Bo Hu
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ruth A. Keri
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Mihriban Karaayvaz
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
| |
Collapse
|
21
|
Kumar T, Nee K, Wei R, He S, Nguyen QH, Bai S, Blake K, Gong Y, Pein M, Sei E, Hu M, Casasent A, Thennavan A, Li J, Tran T, Chen K, Nilges B, Kashikar N, Braubach O, Cheikh BB, Nikulina N, Chen H, Teshome M, Menegaz B, Javaid H, Nagi C, Montalvan J, Tifrea DF, Edwards R, Lin E, Parajuli R, Winocour S, Thompson A, Lim B, Lawson DA, Kessenbrock K, Navin N. A spatially resolved single cell genomic atlas of the adult human breast. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.22.537946. [PMID: 37163043 PMCID: PMC10168262 DOI: 10.1101/2023.04.22.537946] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
The adult human breast comprises an intricate network of epithelial ducts and lobules that are embedded in connective and adipose tissue. While previous studies have mainly focused on the breast epithelial system, many of the non-epithelial cell types remain understudied. Here, we constructed a comprehensive Human Breast Cell Atlas (HBCA) at single-cell and spatial resolution. Our single-cell transcriptomics data profiled 535,941 cells from 62 women, and 120,024 nuclei from 20 women, identifying 11 major cell types and 53 cell states. These data revealed abundant pericyte, endothelial and immune cell populations, and highly diverse luminal epithelial cell states. Our spatial mapping using three technologies revealed an unexpectedly rich ecosystem of tissue-resident immune cells in the ducts and lobules, as well as distinct molecular differences between ductal and lobular regions. Collectively, these data provide an unprecedented reference of adult normal breast tissue for studying mammary biology and disease states such as breast cancer.
Collapse
|
22
|
Nee K, Ma D, Nguyen QH, Pein M, Pervolarakis N, Insua-Rodríguez J, Gong Y, Hernandez G, Alshetaiwi H, Williams J, Rauf M, Dave KR, Boyapati K, Hasnain A, Calderon C, Markaryan A, Edwards R, Lin E, Parajuli R, Zhou P, Nie Q, Shalabi S, LaBarge MA, Kessenbrock K. Preneoplastic stromal cells promote BRCA1-mediated breast tumorigenesis. Nat Genet 2023; 55:595-606. [PMID: 36914836 PMCID: PMC10655552 DOI: 10.1038/s41588-023-01298-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Accepted: 12/28/2022] [Indexed: 03/16/2023]
Abstract
Women with germline BRCA1 mutations (BRCA1+/mut) have increased risk for hereditary breast cancer. Cancer initiation in BRCA1+/mut is associated with premalignant changes in breast epithelium; however, the role of the epithelium-associated stromal niche during BRCA1-driven tumor initiation remains unclear. Here we show that the premalignant stromal niche promotes epithelial proliferation and mutant BRCA1-driven tumorigenesis in trans. Using single-cell RNA sequencing analysis of human preneoplastic BRCA1+/mut and noncarrier breast tissues, we show distinct changes in epithelial homeostasis including increased proliferation and expansion of basal-luminal intermediate progenitor cells. Additionally, BRCA1+/mut stromal cells show increased expression of pro-proliferative paracrine signals. In particular, we identify pre-cancer-associated fibroblasts (pre-CAFs) that produce protumorigenic factors including matrix metalloproteinase 3 (MMP3), which promotes BRCA1-driven tumorigenesis in vivo. Together, our findings demonstrate that precancerous stroma in BRCA1+/mut may elevate breast cancer risk through the promotion of epithelial proliferation and an accumulation of luminal progenitor cells with altered differentiation.
Collapse
Affiliation(s)
- Kevin Nee
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Dennis Ma
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Quy H Nguyen
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Maren Pein
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Nicholas Pervolarakis
- Department of Biological Chemistry, University of California, Irvine, CA, USA
- Center for Complex Biological Systems, University of California, Irvine, CA, USA
| | | | - Yanwen Gong
- Department of Biological Chemistry, University of California, Irvine, CA, USA
- Center for Complex Biological Systems, University of California, Irvine, CA, USA
| | - Grace Hernandez
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Hamad Alshetaiwi
- Department of Biological Chemistry, University of California, Irvine, CA, USA
- Department of Pathology, University of Hail, Hail, Saudi Arabia
| | - Justice Williams
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Maha Rauf
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Kushal Rajiv Dave
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Keerti Boyapati
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Aliza Hasnain
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Christian Calderon
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Anush Markaryan
- Department of Biological Chemistry, University of California, Irvine, CA, USA
| | - Robert Edwards
- Department of Pathology and Laboratory Medicine, University of California Irvine Medical Center, Orange, CA, USA
| | - Erin Lin
- Department of Surgery, University of California Irvine Medical Center, Orange, CA, USA
| | - Ritesh Parajuli
- Department of Surgery, University of California Irvine Medical Center, Orange, CA, USA
| | - Peijie Zhou
- Department of Mathematics, University of California, Irvine, CA, USA
- The NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, CA, USA
| | - Qing Nie
- Department of Mathematics, University of California, Irvine, CA, USA
- The NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, CA, USA
| | - Sundus Shalabi
- Beckman Research Institute at City of Hope, Duarte, CA, USA
| | - Mark A LaBarge
- Beckman Research Institute at City of Hope, Duarte, CA, USA
| | - Kai Kessenbrock
- Department of Biological Chemistry, University of California, Irvine, CA, USA.
| |
Collapse
|
23
|
López-Otín C, Pietrocola F, Roiz-Valle D, Galluzzi L, Kroemer G. Meta-hallmarks of aging and cancer. Cell Metab 2023; 35:12-35. [PMID: 36599298 DOI: 10.1016/j.cmet.2022.11.001] [Citation(s) in RCA: 134] [Impact Index Per Article: 134.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 10/11/2022] [Accepted: 11/07/2022] [Indexed: 01/05/2023]
Abstract
Both aging and cancer are characterized by a series of partially overlapping "hallmarks" that we subject here to a meta-analysis. Several hallmarks of aging (i.e., genomic instability, epigenetic alterations, chronic inflammation, and dysbiosis) are very similar to specific cancer hallmarks and hence constitute common "meta-hallmarks," while other features of aging (i.e., telomere attrition and stem cell exhaustion) act likely to suppress oncogenesis and hence can be viewed as preponderantly "antagonistic hallmarks." Disabled macroautophagy and cellular senescence are two hallmarks of aging that exert context-dependent oncosuppressive and pro-tumorigenic effects. Similarly, the equivalence or antagonism between aging-associated deregulated nutrient-sensing and cancer-relevant alterations of cellular metabolism is complex. The agonistic and antagonistic relationship between the processes that drive aging and cancer has bearings for the age-related increase and oldest age-related decrease of cancer morbidity and mortality, as well as for the therapeutic management of malignant disease in the elderly.
Collapse
Affiliation(s)
- Carlos López-Otín
- Departamento de Bioquímica y Biología Molecular, Instituto Universitario de Oncología (IUOPA), Universidad de Oviedo, Oviedo, Spain; Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain.
| | - Federico Pietrocola
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - David Roiz-Valle
- Departamento de Bioquímica y Biología Molecular, Instituto Universitario de Oncología (IUOPA), Universidad de Oviedo, Oviedo, Spain
| | - Lorenzo Galluzzi
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, USA; Sandra and Edward Meyer Cancer Center, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine, New York, NY, USA
| | - Guido Kroemer
- Centre de Recherche des Cordeliers, Equipe labellisée par la Ligue contre le cancer, Université de Paris Cité, Sorbonne Université, INSERM U1138, Institut Universitaire de France, Paris, France; Metabolomics and Cell Biology Platforms, Gustave Roussy, Villejuif, France; Institut du Cancer Paris CARPEM, Department of Biology, Hôpital Européen Georges Pompidou, AP-HP, Paris, France.
| |
Collapse
|
24
|
Shalabi SF, LaBarge MA. Cellular and molecular mechanisms of breast cancer susceptibility. Clin Sci (Lond) 2022; 136:1025-1043. [PMID: 35786748 DOI: 10.1042/cs20211158] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 06/16/2022] [Accepted: 06/22/2022] [Indexed: 11/17/2022]
Abstract
There is a plethora of recognized risk factors for breast cancer (BC) with poorly understood or speculative biological mechanisms. The lack of prevention options highlights the importance of understanding the mechanistic basis of cancer susceptibility and finding new targets for breast cancer prevention. Until now, we have understood risk and cancer susceptibility primarily through the application of epidemiology and assessing outcomes in large human cohorts. Relative risks are assigned to various human behaviors and conditions, but in general the associations are weak and there is little understanding of mechanism. Aging is by far the greatest risk factor for BC, and there are specific forms of inherited genetic risk that are well-understood to cause BC. We propose that bringing focus to the biology underlying these forms of risk will illuminate biological mechanisms of BC susceptibility.
Collapse
Affiliation(s)
- Sundus F Shalabi
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA, U.S.A
- Medical Research Center, Al-Quds University, Jerusalem, Palestine
| | - Mark A LaBarge
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA, U.S.A
- Center for Cancer and Aging, Beckman Research Institute, City of Hope, Duarte, CA, U.S.A
- Center for Cancer Biomarkers Research (CCBIO), Bergen, Norway
| |
Collapse
|
25
|
Ductal keratin 15 + luminal progenitors in normal breast exhibit a basal-like breast cancer transcriptomic signature. NPJ Breast Cancer 2022; 8:81. [PMID: 35821504 PMCID: PMC9276673 DOI: 10.1038/s41523-022-00444-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 06/10/2022] [Indexed: 11/09/2022] Open
Abstract
Normal breast luminal epithelial progenitors have been implicated as cell of origin in basal-like breast cancer, but their anatomical localization remains understudied. Here, we combine collection under the microscope of organoids from reduction mammoplasties and single-cell mRNA sequencing (scRNA-seq) of FACS-sorted luminal epithelial cells with multicolor imaging to profile ducts and terminal duct lobular units (TDLUs) and compare them with breast cancer subtypes. Unsupervised clustering reveals eleven distinct clusters and a differentiation trajectory starting with keratin 15+ (K15+) progenitors enriched in ducts. Spatial mapping of luminal progenitors is confirmed at the protein level by staining with critical duct markers. Comparison of the gene expression profiles of normal luminal cells with those of breast cancer subtypes suggests a strong correlation between normal breast ductal progenitors and basal-like breast cancer. We propose that K15+ basal-like breast cancers originate in ductal progenitors, which emphasizes the importance of not only lineages but also cellular position within the ductal-lobular tree.
Collapse
|
26
|
Gray GK, Li CMC, Rosenbluth JM, Selfors LM, Girnius N, Lin JR, Schackmann RCJ, Goh WL, Moore K, Shapiro HK, Mei S, D'Andrea K, Nathanson KL, Sorger PK, Santagata S, Regev A, Garber JE, Dillon DA, Brugge JS. A human breast atlas integrating single-cell proteomics and transcriptomics. Dev Cell 2022; 57:1400-1420.e7. [PMID: 35617956 DOI: 10.1016/j.devcel.2022.05.003] [Citation(s) in RCA: 41] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 03/23/2022] [Accepted: 05/02/2022] [Indexed: 12/12/2022]
Abstract
The breast is a dynamic organ whose response to physiological and pathophysiological conditions alters its disease susceptibility, yet the specific effects of these clinical variables on cell state remain poorly annotated. We present a unified, high-resolution breast atlas by integrating single-cell RNA-seq, mass cytometry, and cyclic immunofluorescence, encompassing a myriad of states. We define cell subtypes within the alveolar, hormone-sensing, and basal epithelial lineages, delineating associations of several subtypes with cancer risk factors, including age, parity, and BRCA2 germline mutation. Of particular interest is a subset of alveolar cells termed basal-luminal (BL) cells, which exhibit poor transcriptional lineage fidelity, accumulate with age, and carry a gene signature associated with basal-like breast cancer. We further utilize a medium-depletion approach to identify molecular factors regulating cell-subtype proportion in organoids. Together, these data are a rich resource to elucidate diverse mammary cell states.
Collapse
Affiliation(s)
- G Kenneth Gray
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Carman Man-Chung Li
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Jennifer M Rosenbluth
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA; Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA 02115, USA; Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Laura M Selfors
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Nomeda Girnius
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA; The Laboratory of Systems Pharmacology (LSP), HMS, Boston, MA 02115, USA
| | - Jia-Ren Lin
- The Laboratory of Systems Pharmacology (LSP), HMS, Boston, MA 02115, USA
| | - Ron C J Schackmann
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Walter L Goh
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Kaitlin Moore
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Hana K Shapiro
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA
| | - Shaolin Mei
- The Laboratory of Systems Pharmacology (LSP), HMS, Boston, MA 02115, USA
| | - Kurt D'Andrea
- Department of Medicine, Division of Translation Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Katherine L Nathanson
- Department of Medicine, Division of Translation Medicine and Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Peter K Sorger
- The Laboratory of Systems Pharmacology (LSP), HMS, Boston, MA 02115, USA
| | - Sandro Santagata
- The Laboratory of Systems Pharmacology (LSP), HMS, Boston, MA 02115, USA; Department of Pathology, Brigham and Women's Hospital (BWH), Boston, MA 02115, USA
| | - Aviv Regev
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Judy E Garber
- Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA 02115, USA
| | - Deborah A Dillon
- Department of Pathology, Brigham and Women's Hospital (BWH), Boston, MA 02115, USA
| | - Joan S Brugge
- Department of Cell Biology, Harvard Medical School (HMS), Boston, MA 02115, USA.
| |
Collapse
|
27
|
Caruso JA, Tlsty TD. Remaining true to one's identity. NATURE AGING 2021; 1:757-759. [PMID: 37117630 PMCID: PMC10835580 DOI: 10.1038/s43587-021-00113-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Abstract
The ability to remain true to cellular identity and function is lost during aging and carcinogenesis when DNA damage triggers inflammation that progressively erodes homeostatic cues. Shalabi et al. show that these losses are accelerated in patients with germline cancer mutations in DNA repair genes and are independent of chronological age.
Collapse
Affiliation(s)
- Joseph A Caruso
- Department of Pathology, University of California at San Francisco, San Francisco, CA, USA.
| | - Thea D Tlsty
- Department of Pathology, University of California at San Francisco, San Francisco, CA, USA.
- Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, CA, USA.
| |
Collapse
|