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Benhassoun R, Morel AP, Jacquot V, Puisieux A, Ouzounova M. The epipliancy journey: Tumor initiation at the mercy of identity crisis and epigenetic drift. Biochim Biophys Acta Rev Cancer 2025; 1880:189307. [PMID: 40174706 DOI: 10.1016/j.bbcan.2025.189307] [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: 10/25/2024] [Revised: 03/05/2025] [Accepted: 03/27/2025] [Indexed: 04/04/2025]
Abstract
Cellular pliancy refers to the unique disposition of different stages of cellular differentiation to transform when exposed to specific oncogenic insults. This concept highlights a strong interconnection between cellular identity and tumorigenesis, and implies overcoming of epigenetic barriers defining cellular states. Emerging evidence suggests that the cell-type-specific response to intrinsic and extrinsic stresses is modulated by accessibility to certain areas of the genome. Understanding the interplay between epigenetic mechanisms, cellular differentiation, and oncogenic insults is crucial for deciphering the complex nature of tumorigenesis and developing targeted therapies. Hence, cellular pliancy relies on a dynamic cooperation between the cellular identity and the cellular context through epigenetic control, including the reactivation of cellular mechanisms, such as epithelial-to-mesenchymal transition (EMT). Such mechanisms and pathways confer plasticity to the cell allowing it to adapt to a hostile environment in a context of tumor initiation, thus changing its cellular identity. Indeed, growing evidence suggests that cancer is a disease of cell identity crisis, whereby differentiated cells lose their defined identity and gain progenitor characteristics. The loss of cell fate commitment is a central feature of tumorigenesis and appears to be a prerequisite for neoplastic transformation. In this context, EMT-inducing transcription factors (EMT-TFs) cooperate with mitogenic oncoproteins to foster malignant transformation. The aberrant activation of EMT-TFs plays an active role in tumor initiation by alleviating key oncosuppressive mechanisms and by endowing cancer cells with stem cell-like properties, including the ability to self-renew, thus changing the course of tumorigenesis. This highly dynamic phenotypic change occurs concomitantly to major epigenome reorganization, a key component of cell differentiation and cancer cell plasticity regulation. The concept of pliancy was initially proposed to address a fundamental question in cancer biology: why are some cells more likely to become cancerous in response to specific oncogenic events at particular developmental stages? We propose the concept of epipliancy, whereby a difference in epigenetic configuration leads to malignant transformation following an oncogenic insult. Here, we present recent studies furthering our understanding of how the epigenetic landscape may impact the modulation of cellular pliancy during early stages of cancer initiation.
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Affiliation(s)
- Rahma Benhassoun
- Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Centre Léon Bérard, Cancer Research Center of Lyon, France; LabEx DEVweCAN, Université de Lyon, France
| | - Anne-Pierre Morel
- Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Centre Léon Bérard, Cancer Research Center of Lyon, France; LabEx DEVweCAN, Université de Lyon, France
| | - Victoria Jacquot
- Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Centre Léon Bérard, Cancer Research Center of Lyon, France
| | - Alain Puisieux
- Equipe labellisée Ligue contre le cancer, U1339 Inserm - UMR3666 CNRS, Paris, France; Institut Curie, PSL Research University, Paris, France
| | - Maria Ouzounova
- Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Centre Léon Bérard, Cancer Research Center of Lyon, France; LabEx DEVweCAN, Université de Lyon, France.
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2
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Yu L, Lin Y, Xu X, Yang P, Yang JYH. Interpretable Differential Abundance Signature (iDAS). SMALL METHODS 2025:e2500572. [PMID: 40420636 DOI: 10.1002/smtd.202500572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2025] [Revised: 04/28/2025] [Indexed: 05/28/2025]
Abstract
Single-cell technologies have revolutionized the understanding of cellular dynamics by allowing researchers to investigate individual cell responses under various conditions, such as comparing diseased versus healthy states. Many differential abundance methods have been developed in this field, however, the understanding of the gene signatures obtained from those methods is often incomplete, requiring the integration of cell type information and other biological factors to yield interpretable and meaningful results. To better interpret the gene signatures generated in the differential abundance analysis, iDAS is developed to classify the gene signatures into multiple categories. When applied to melanoma single-cell data with multiple cell states and treatment phenotypes, iDAS identified cell state- and treatment phenotype-specific gene signatures, as well as interaction effect-related gene signatures with meaningful biological interpretations. The iDAS model is further applied to a longitudinal study and spatially resolved omics data to demonstrate its versatility in different analytical contexts. These results demonstrate that the iDAS framework can effectively identify robust, cell-state specific gene signatures and is versatile enough to accommodate various study designs, including multi-factor longitudinal and spatially resolved data.
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Affiliation(s)
- Lijia Yu
- School of Mathematics and Statistics, The University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- Charles Perkins Centre, The University of Sydney, Camperdown, NSW, 2006, Australia
- Computational Systems Biology Unit, Children's Medical Research Institute, Faculty of Medicine and Health, University of Sydney, Westmead, NSW, 2145, Australia
| | - Yingxin Lin
- Department of Biostatistics, Yale University, New Haven, CT, 208034, USA
| | - Xiangnan Xu
- School of Business and Economics, Humboldt-Universität zu Berlin, 10099, Berlin, Germany
| | - Pengyi Yang
- School of Mathematics and Statistics, The University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- Charles Perkins Centre, The University of Sydney, Camperdown, NSW, 2006, Australia
- Laboratory of Data Discovery for Health Limited (D24H), Science Park, Hong Kong SAR, China
- Computational Systems Biology Unit, Children's Medical Research Institute, Faculty of Medicine and Health, University of Sydney, Westmead, NSW, 2145, Australia
| | - Jean Y H Yang
- School of Mathematics and Statistics, The University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- Charles Perkins Centre, The University of Sydney, Camperdown, NSW, 2006, Australia
- Laboratory of Data Discovery for Health Limited (D24H), Science Park, Hong Kong SAR, China
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3
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Mao Y, Li Y, Zheng Z, Xu Y, Ke M, He A, Liang F, Zhang K, Wang X, Gao W, Tian R. All-at-once spatial proteome profiling of complex tissue context with single-cell-type resolution by proximity proteomics. Cell Syst 2025:101291. [PMID: 40345200 DOI: 10.1016/j.cels.2025.101291] [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: 08/12/2024] [Revised: 01/01/2025] [Accepted: 04/11/2025] [Indexed: 05/11/2025]
Abstract
Spatial proteomics enables in-depth mapping of tissue architectures, mostly achieved by laser microdissection-mass spectrometry (LMD-MS) and antibody-based imaging. However, trade-offs among sampling precision, throughput, and proteome coverage still limit the applicability of these strategies. Here, we propose proximity labeling for spatial proteomics (PSPro) by combining precise antibody-targeted biotinylation and efficient affinity purification for all-at-once cell-type proteome capture with sub-micrometer resolution from single tissue slice. With fine-tuned labeling parameters, PSPro shows reliable performance in benchmarking against flow cytometry- and LMD-based proteomic workflows. We apply PSPro to tumor and spleen slices, enriching thousands of proteins containing known markers from ten cell types. We further incorporate LMD into PSPro to facilitate comparison of cell subpopulations from the same tissue slice, revealing spatial proteome heterogeneity of cancer cells and immune cells in pancreatic tumor. Collectively, PSPro converts the traditional "antibody-epitope" paradigm to an "antibody-cell-type proteome" for spatial biology in a user-friendly manner. A record of this paper's transparent peer review process is included in the supplemental information.
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Affiliation(s)
- Yiheng Mao
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Yuan Li
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Zhendong Zheng
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Yanfen Xu
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Mi Ke
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - An He
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Fuchao Liang
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Keren Zhang
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Xi Wang
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Weina Gao
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China
| | - Ruijun Tian
- Department of Chemistry and Research Center for Chemical Biology and Omics Analysis, College of Science, Guangming Advanced Research Institute, Southern University of Science and Technology, Shenzhen 518055, China.
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4
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Iyer MK, Fletcher A, Okoye JO, Shi C, Chen F, Kanu E, Eckhoff AM, Bao M, di Magliano MP, Frankel TL, Chinnaiyan AM, Nussbaum DP, Allen PJ. Spatial Transcriptomics of Intraductal Papillary Mucinous Neoplasms Reveals Divergent Indolent and Malignant States. Clin Cancer Res 2025; 31:1796-1808. [PMID: 39969959 PMCID: PMC12045729 DOI: 10.1158/1078-0432.ccr-24-1529] [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: 05/23/2024] [Revised: 09/20/2024] [Accepted: 02/17/2025] [Indexed: 02/20/2025]
Abstract
PURPOSE Intraductal papillary mucinous neoplasms (IPMN) occur in 5% to 10% of the population, but only a small minority progress to pancreatic ductal adenocarcinoma (PDAC). The lack of accurate predictors of high-risk disease leads to both unnecessary operations for indolent neoplasms and missed diagnoses of PDAC. Digital spatial RNA profiling (DSP-RNA) provides an opportunity to define and associate transcriptomic states with cancer risk. EXPERIMENTAL DESIGN We performed whole-transcriptome DSP-RNA profiling on 10 IPMN specimens encompassing the spectrum of dysplastic changes from normal duct to cancer. Epithelial regions within each tissue were annotated as normal duct, low-grade dysplasia, high-grade dysplasia, or invasive carcinoma. The resulting digital gene expression data were analyzed with R/Bioconductor. RESULTS Our analysis uncovered three distinct epithelial transcriptomic states-"normal-like" (cNL), "low risk" (cLR), and "high risk" (cHR)-which were significantly associated with pathologic grade. Furthermore, the three states were significantly correlated with the exocrine, classical, and basal-like molecular subtypes described in PDAC. Specifically, exocrine function diminished in cHR, classical activation distinguished neoplasia (cLR and cHR) from cNL, and basal-like genes were specifically upregulated in cHR. Intriguingly, markers of cHR were detected in normal duct and low-grade dysplasia regions from specimens with PDAC but not from specimens containing only low-grade IPMN. CONCLUSIONS DSP-RNA of IPMN revealed low-risk (indolent) and high-risk (malignant) expression programs that correlated with the activity of exocrine and basal-like PDAC signatures, respectively, and distinguished pathologically low-grade specimens from malignant specimens. These findings contextualize IPMN pathogenesis and have the potential to improve risk stratification.
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Affiliation(s)
- Matthew K. Iyer
- Department of Surgery, Duke University; Durham, North Carolina
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Surgery, University of Michigan, Ann Arbor, Michigan
| | - Ashley Fletcher
- Department of Surgery, Duke University; Durham, North Carolina
| | - Jude Ogechukwu Okoye
- Department of Surgery, University of Michigan, Ann Arbor, Michigan
- Department of Histopathology, Nnamdi Azikiwe University, Nnewi, Nigeria
| | - Chanjuan Shi
- Department of Pathology, Duke University; Durham, North Carolina
| | - Fengming Chen
- Department of Pathology, Duke University; Durham, North Carolina
| | - Elishama Kanu
- Department of Surgery, Duke University; Durham, North Carolina
| | | | - Matthew Bao
- Department of Surgery, Duke University; Durham, North Carolina
| | - Marina Pasca di Magliano
- Department of Surgery, University of Michigan, Ann Arbor, Michigan
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan
| | | | - Arul M. Chinnaiyan
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, Duke University; Durham, North Carolina
- Department of Urology, University of Michigan, Ann Arbor, Michigan
- Howard Hughes Medical Institute, Chevy Chase, Maryland
| | | | - Peter J. Allen
- Department of Surgery, Duke University; Durham, North Carolina
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5
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Shakiba M, Tuveson DA. Macrophages and fibroblasts as regulators of the immune response in pancreatic cancer. Nat Immunol 2025; 26:678-691. [PMID: 40263612 DOI: 10.1038/s41590-025-02134-6] [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: 10/14/2024] [Accepted: 03/13/2025] [Indexed: 04/24/2025]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one of the few cancers that has yet to benefit from immunotherapies. This is primarily a result of its characteristic 'cold' tumor microenvironment composed of cancer-associated fibroblasts (CAFs), a dense network of extracellular matrix and several immune cell types, the most abundant of which are the tumor-associated macrophages (TAMs). Advances in single-cell and spatial technologies have elucidated the vast functional heterogeneity of CAFs and TAMs, their symbiotic relationship and their cooperative role in the tumor microenvironment. In this Review, we provide an overview of the heterogeneity of CAFs and TAMs, how they establish an immunosuppressive microenvironment and their collaboration in the remodeling of the extracellular matrix. Finally, we examine why the impact of immunotherapy in PDAC has been limited and how a detailed molecular and spatial understanding of the combined role of CAFs and TAMs is paramount to the design of effective therapies.
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Affiliation(s)
- Mojdeh Shakiba
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
- Lustgarten Foundation Pancreatic Cancer Research Laboratory, Cold Spring Harbor, NY, USA
| | - David A Tuveson
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.
- Lustgarten Foundation Pancreatic Cancer Research Laboratory, Cold Spring Harbor, NY, USA.
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6
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Caronni N, La Terza F, Frosio L, Ostuni R. IL-1β + macrophages and the control of pathogenic inflammation in cancer. Trends Immunol 2025; 46:403-415. [PMID: 40169292 DOI: 10.1016/j.it.2025.03.001] [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: 01/07/2025] [Revised: 02/27/2025] [Accepted: 03/07/2025] [Indexed: 04/03/2025]
Abstract
While highlighting the complexity and heterogeneity of tumor immune microenvironments, the application of single-cell analyses in human cancers has identified recurrent subsets of tumor-associated macrophages (TAMs). Among these, interleukin (IL)-1β+ TAMs - cells with high levels of expression of inflammatory response and tissue repair genes, but with limited capacity to stimulate cytotoxic immunity - are emerging as key drivers of pathogenic inflammation in cancer. In this review we discuss recent literature defining the phenotypical, molecular, and functional properties of IL-1β+ TAMs, as well as their temporal dynamics and spatial organization. Elucidating the biology of these cells across tumor initiation, progression, metastasis, and therapy could inform the design and interpretation of clinical trials targeting IL-1β and/or other inflammatory factors in cancer immunotherapy.
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Affiliation(s)
- Nicoletta Caronni
- San Raffaele Telethon Institute for Gene Therapy (SR-Tiget), IRCCS San Raffaele Scientific Institute, Milan, Italy.
| | - Federica La Terza
- San Raffaele Telethon Institute for Gene Therapy (SR-Tiget), IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Luca Frosio
- San Raffaele Telethon Institute for Gene Therapy (SR-Tiget), IRCCS San Raffaele Scientific Institute, Milan, Italy; Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Renato Ostuni
- San Raffaele Telethon Institute for Gene Therapy (SR-Tiget), IRCCS San Raffaele Scientific Institute, Milan, Italy; Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy.
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7
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Landragin C, Saichi M, Laisné M, Durand A, Prompsy P, Leclere R, Mesple J, Borgman K, Trouchet A, Faraldo MM, Chiche A, Vincent-Salomon A, Salmon H, Vallot C. Epigenomic disorder and partial EMT impair luminal progenitor integrity in Brca1-associated breast tumorigenesis. Mol Cancer 2025; 24:127. [PMID: 40289099 PMCID: PMC12036258 DOI: 10.1186/s12943-025-02331-9] [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: 02/28/2025] [Accepted: 04/11/2025] [Indexed: 04/30/2025] Open
Abstract
In breast cancer related to the BRCA1 mutation, luminal progenitor cells are believed to be the cells of origin, yet how these cells transform into invasive cancer cells remain poorly understood. Here, we combine single-cell epigenomic and transcriptomic data to reconstitute sequences of events in luminal cells that lead to tumorigenesis. Upon deletion of Trp53 and Brca1, we find that luminal progenitors display an extensive epigenomic disorder associated with a loss of cell identity. These cells then progress to tumor formation through a partial epithelial-to-mesenchymal transition, orchestrated by Snail and the timely activation of immunosuppressive and FGF signaling with their microenvironment. In human samples, pre-tumoral changes can be detected in early stage, basal-like tumors, which rarely recur, as well as in normal-like mammary glands of BRCA1 mutation carriers who have had cancer. Our study fills critical gaps in our understanding of BRCA1-driven tumorigenesis, opening perspectives for the early monitoring of individuals with high cancer risk.
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Affiliation(s)
- Camille Landragin
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
- Swiss Institute for Experimental Cancer Research (ISREC), School of Life Sciences, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Melissa Saichi
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
| | - Marthe Laisné
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
| | - Adeline Durand
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
| | - Pacôme Prompsy
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
- Department of Dermatology, Faculty of Biology and Medicine, Lausanne University Hospital (CHUV), University of Lausanne, Lausanne, Switzerland
| | - Renaud Leclere
- Department of Pathology-Genetics and Immunology, Institut Curie, PSL University, Paris, France
| | - Jérémy Mesple
- Institut Curie, INSERM U932, Equipe Leader Fondation ARC, PSL University, Paris, France
| | - Kyra Borgman
- Single Cell Initiative, Institut Curie, PSL University, Paris, France
- Institut Curie, CNRS UMR3664, PSL University, Paris, France
| | - Amandine Trouchet
- Institut Curie, CNRS UMR3244, PSL University, Paris, France
- Single Cell Initiative, Institut Curie, PSL University, Paris, France
| | - Marisa M Faraldo
- Inserm U934, Institut Curie, CNRS UMR3215, PSL University, Paris, France
| | - Aurélie Chiche
- Cellular Plasticity and Disease Modelling, Department of Developmental and Stem Cell Biology, UMR 3738, CNRS, Institut Pasteur, Paris, France
| | - Anne Vincent-Salomon
- Department of Pathology-Genetics and Immunology, Institut Curie, PSL University, Paris, France
- INSERM U934, Institut Curie, PSL University, Paris, France
| | - Hélène Salmon
- Institut Curie, INSERM U932, Equipe Leader Fondation ARC, PSL University, Paris, France
| | - Céline Vallot
- Institut Curie, CNRS UMR3244, PSL University, Paris, France.
- Translational Research Department, Institut Curie, PSL University, Paris, France.
- Single Cell Initiative, Institut Curie, PSL University, Paris, France.
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Lynch SM, Richards CE, Ui Mhaonaigh A, Lynam-Lennon N, Eustace AJ, Allott EH, Robson T, Marcone S. Translating Basic Science Discoveries into Clinical Advances: Highlights from the EACR-AACR-IACR 2024 Conference in Celebration of Irish Association for Cancer Research's 60th Anniversary. Cancers (Basel) 2025; 17:1420. [PMID: 40361346 PMCID: PMC12071098 DOI: 10.3390/cancers17091420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2025] [Revised: 04/16/2025] [Accepted: 04/17/2025] [Indexed: 05/15/2025] Open
Abstract
The EACR-AACR-IACR 2024 Basic and Translational Research Conference, held in Dublin, Ireland, from 27th-29th February, 2024, marked a significant milestone as part of the 60th anniversary celebrations of the Irish Association for Cancer Research (IACR). Organized in collaboration with the European Association for Cancer Research (EACR) and the American Association for Cancer Research (AACR), this prestigious event brought together leading experts in oncology research from around the world. The conference provided a platform for cutting-edge discussions on the latest advancements in immunotherapy, drug combinations, cell-based therapies, liquid biopsies, epigenetics, tumour microenvironment, and novel drug targets. With keynote lectures from esteemed researchers such as Kevan Shokat, Jerome Galon, Suzanne Topalian, and Scott Lowe, the conference facilitated knowledge exchange and fostered international collaboration in the pursuit of improved cancer treatments. The report highlights the key sessions, research breakthroughs, and discussions that shaped this landmark event.
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Affiliation(s)
- Seodhna M. Lynch
- Personalised Medicine Centre, School of Medicine, Ulster University, C-TRIC Building, Altnagelvin Area Hospital, Glenshane Road, Londonderry BT47 6SB, UK;
| | - Cathy E. Richards
- School of Dentistry, RCSI University of Medicine and Health Sciences, D02 YN77 Dublin, Ireland
| | - Aisling Ui Mhaonaigh
- Department of Surgery, Trinity Translational Medicine Institute, Trinity St. James’s Cancer Institute, St. James’s Hospital, Trinity College Dublin, D08 NHY1 Dublin, Ireland; (A.U.M.); (N.L.-L.)
| | - Niamh Lynam-Lennon
- Department of Surgery, Trinity Translational Medicine Institute, Trinity St. James’s Cancer Institute, St. James’s Hospital, Trinity College Dublin, D08 NHY1 Dublin, Ireland; (A.U.M.); (N.L.-L.)
- Department of Biology, Kathleen Lonsdale Institute for Human Health Research, Maynooth University, W23 NPY6 Maynooth, Ireland
| | - Alex J. Eustace
- Life Science Institute, School of Biotechnology, Dublin City University, D09 NR58 Dublin, Ireland;
| | - Emma H. Allott
- Patrick G. Johnston Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK;
| | - Tracy Robson
- School of Pharmacy and Biomolecular Sciences, RCSI University of Medicine and Health Sciences, D02 YN77 Dublin, Ireland
| | - Simone Marcone
- UCD School of Biology and Environmental Science, University College Dublin, D04 N2E5 Dublin, Ireland;
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9
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Salvador-Barbero B, Alatsatianos M, Morton JP, Sansom OJ, Hogan C. KRASG12D Cells Override Homeostatic Cell Elimination Mechanisms in Adult Pancreas Via Wnt5a and Cell Dormancy. Gastroenterology 2025:S0016-5085(25)00603-1. [PMID: 40204099 DOI: 10.1053/j.gastro.2025.02.042] [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: 08/28/2024] [Revised: 01/23/2025] [Accepted: 02/23/2025] [Indexed: 04/11/2025]
Abstract
BACKGROUND & AIMS The adult pancreas protects against cancer by actively expelling genetically mutated cells. Pancreatic cancer starts with cells carrying KRAS mutations; however, it is not clear how some KRAS mutant cells override cell elimination mechanisms to survive in tissues. METHODS An in vivo mouse model of sporadic tumorigenesis was used to induce Kras and/or Tp53 mutations in low numbers of cells in the adult pancreas. The mutant cell fate was monitored over time using quantitative fluorescence imaging. Gene signatures of noneliminated mutant cell populations were identified using bulk RNA sequencing. Differential gene expression was overlapped with publicly available datasets. Key molecular pathways were validated in murine pancreas using immunofluorescence and functionally tested using inhibitor studies in vivo and epithelial coculture systems in vitro. RESULTS Although most genetically mutant cells are eliminated from the adult pancreas, a population of KRASG12D- or p53R172H-expressing cells are stably retained. Wnt5a signaling, cell dormancy, and stemness were identified as key features of surviving KrasG12D cells in vivo. Wnt5a specifically inhibits apical extrusion of RasV12 cells by promoting stable E-cadherin-based cell-cell adhesions at RasV12: normal cell-cell boundaries in vitro. In the pancreas, Wnt signaling, E-cadherin, and β-catenin are increased at cell-cell contacts between noneliminated KrasG12D cells and normal neighbors. Active Wnt signaling is a general mechanism required to promote KrasG12D and p53R172H cell retention and cell survival in vivo. CONCLUSIONS RAS mutant cells activate Wnt5a and cell dormancy to avoid cell expulsion and to survive in the adult pancreas.
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Affiliation(s)
- Beatriz Salvador-Barbero
- European Cancer Stem Cell Research Institute, School of Biosciences, Cardiff University, Cardiff, UK
| | - Markella Alatsatianos
- European Cancer Stem Cell Research Institute, School of Biosciences, Cardiff University, Cardiff, UK
| | - Jennifer P Morton
- Cancer Research UK Scotland Institute, Glasgow, UK; School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Owen J Sansom
- Cancer Research UK Scotland Institute, Glasgow, UK; School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Catherine Hogan
- European Cancer Stem Cell Research Institute, School of Biosciences, Cardiff University, Cardiff, UK.
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10
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Liaki V, Rosas-Perez B, Guerra C. Unlocking the Genetic Secrets of Pancreatic Cancer: KRAS Allelic Imbalances in Tumor Evolution. Cancers (Basel) 2025; 17:1226. [PMID: 40227826 PMCID: PMC11987834 DOI: 10.3390/cancers17071226] [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: 01/05/2025] [Revised: 03/13/2025] [Accepted: 03/31/2025] [Indexed: 04/15/2025] Open
Abstract
Pancreatic Ductal Adenocarcinoma (PDAC) belongs to the types of cancer with the highest lethality. It is also remarkably chemoresistant to the few available cytotoxic therapeutic options. PDAC is characterized by limited mutational heterogeneity of the known driver genes, KRAS, CDKN2A, TP53, and SMAD4, observed in both early-stage and advanced tumors. In this review, we summarize the two proposed models of genetic evolution of pancreatic cancer. The gradual or stepwise accumulated mutations model has been widely studied. On the contrary, less evidence exists on the more recent simultaneous model, according to which rapid tumor evolution is driven by the concurrent accumulation of genetic alterations. In both models, oncogenic KRAS mutations are the main initiating event. Here, we analyze the emerging topic of KRAS allelic imbalances and how it arises during tumor evolution, as it is often detected in advanced and metastatic PDAC. We also summarize recent evidence on how it affects tumor biology, metastasis, and response to therapy. To this extent, we highlight the necessity to include studies of KRAS allelic frequencies in the design of future therapeutic strategies against pancreatic cancer.
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Affiliation(s)
- Vasiliki Liaki
- Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain; (B.R.-P.); (C.G.)
| | - Blanca Rosas-Perez
- Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain; (B.R.-P.); (C.G.)
| | - Carmen Guerra
- Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain; (B.R.-P.); (C.G.)
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, 28029 Madrid, Spain
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11
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Carra D, Maas SCE, Seoane JA, Alonso-Curbelo D. Exposomal determinants of non-genetic plasticity in tumor initiation. Trends Cancer 2025; 11:295-308. [PMID: 40023688 DOI: 10.1016/j.trecan.2025.01.010] [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: 11/26/2024] [Revised: 01/07/2025] [Accepted: 01/21/2025] [Indexed: 03/04/2025]
Abstract
The classical view of cancer as a genetically driven disease has been challenged by recent findings of oncogenic mutations in phenotypically healthy tissues, refocusing attention on non-genetic mechanisms of tumor initiation. In this context, gene-environment interactions take the stage, with recent studies showing how they unleash and redirect cellular and tissue plasticity towards protumorigenic states in response to the exposome, the ensemble of environmental factors impinging on tissue homeostasis. We conceptualize tumor-initiating plasticity as a phenotype-transforming force acting at three levels: cell-intrinsic, focusing on mutant epithelial cells' responses to environmental variation; reprogramming of non-neoplastic cells of the host, leading to protumor micro- and macroenvironments; and microbiome ecosystem dynamics. This perspective highlights cell, tissue, and organismal plasticity mechanisms underlying tumor initiation that are shaped by the exposome, and how their functional investigation may provide new opportunities to prevent, detect, and intercept cancer-promoting plasticity.
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Affiliation(s)
- Davide Carra
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Silvana C E Maas
- Cancer Computational Biology Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Jose A Seoane
- Cancer Computational Biology Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain.
| | - Direna Alonso-Curbelo
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.
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12
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Balaban R, Cohen M. Decoding multicellular interaction networks-a new horizon in tumor microenvironment research. Mol Oncol 2025; 19:957-960. [PMID: 39906955 PMCID: PMC11977648 DOI: 10.1002/1878-0261.13810] [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: 12/02/2024] [Accepted: 12/19/2024] [Indexed: 02/06/2025] Open
Abstract
The tumor microenvironment (TME) milieu directs a plethora of tumor-modulating functions. Recent years have seen pivotal breakthroughs in our understanding of the TME's role in tumor initiation and progression, with tangible clinical applications. Individual components of the TME exert their function predominantly by cell-cell crosstalk, both in the form of physical interaction and secreted factors. Notably, different spatial niches represent exclusive signaling hubs in the TME, propagating pro- or antitumoral functions. The exploration of these interactions has been vastly facilitated by novel molecular technologies, each of which provides a different perspective on this intricate intercellular communication network. Together, these complementary methods paint a detailed, high-resolution map of the TME's interaction landscape. In this viewpoint, we explore how cellular interactions can unlock a new level of understanding of TME complexity, and discuss the promises and challenges of characterizing tumors based on their cellular interaction footprint.
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Affiliation(s)
- Roi Balaban
- Department of Clinical Microbiology and Immunology, Faculty of Medical and Health SciencesTel Aviv UniversityIsrael
| | - Merav Cohen
- Department of Clinical Microbiology and Immunology, Faculty of Medical and Health SciencesTel Aviv UniversityIsrael
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13
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Yates J, Mathey-Andrews C, Park J, Garza A, Gagné A, Hoffman S, Bi K, Titchen B, Hennessey C, Remland J, Shannon E, Camp S, Balamurali S, Cavale SK, Li Z, Raghawan AK, Kraft A, Boland G, Aguirre AJ, Sethi NS, Boeva V, Van Allen E. Cell states and neighborhoods in distinct clinical stages of primary and metastatic esophageal adenocarcinoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.08.17.608386. [PMID: 39229240 PMCID: PMC11370330 DOI: 10.1101/2024.08.17.608386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Esophageal adenocarcinoma (EAC) is a highly lethal cancer of the upper gastrointestinal tract with rising incidence in western populations. To decipher EAC disease progression and therapeutic response, we performed multiomic analyses of a cohort of primary and metastatic EAC tumors, incorporating single-nuclei transcriptomic and chromatin accessibility sequencing, along with spatial profiling. We identified tumor microenvironmental features previously described to associate with therapy response. We identified five malignant cell programs, including undifferentiated, intermediate, differentiated, epithelial-to-mesenchymal transition, and cycling programs, which were associated with differential epigenetic plasticity and clinical outcomes, and for which we inferred candidate transcription factor regulons. Furthermore, we revealed diverse spatial localizations of malignant cells expressing their associated transcriptional programs and predicted their significant interactions with microenvironmental cell types. We validated our findings in three external single-cell RNA-seq and three bulk RNA-seq studies. Altogether, our findings advance the understanding of EAC heterogeneity, disease progression, and therapeutic response.
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Affiliation(s)
- Josephine Yates
- Institute for Machine Learning, Department of Computer Science, ETH Zürich, Zurich, Switzerland
- ETH AI Center, ETH Zurich, Zurich, Switzerland
- Swiss Institute for Bioinformatics (SIB), Lausanne, Switzerland
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Camille Mathey-Andrews
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Department of Surgery, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Jihye Park
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Amanda Garza
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Andréanne Gagné
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Samantha Hoffman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Medical Sciences, Harvard University, Boston, Massachusetts, USA
| | - Kevin Bi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Breanna Titchen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Medical Sciences, Harvard University, Boston, Massachusetts, USA
| | | | - Joshua Remland
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Erin Shannon
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Sabrina Camp
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Siddhi Balamurali
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Shweta Kiran Cavale
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Zhixin Li
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Akhouri Kishore Raghawan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Agnieszka Kraft
- Institute for Machine Learning, Department of Computer Science, ETH Zürich, Zurich, Switzerland
- Swiss Institute for Bioinformatics (SIB), Lausanne, Switzerland
| | - Genevieve Boland
- Department of Surgery, Division of Gastrointestinal and Surgical Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrew J Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Medical Sciences, Harvard University, Boston, Massachusetts, USA
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Nilay S Sethi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Valentina Boeva
- Institute for Machine Learning, Department of Computer Science, ETH Zürich, Zurich, Switzerland
- ETH AI Center, ETH Zurich, Zurich, Switzerland
- Swiss Institute for Bioinformatics (SIB), Lausanne, Switzerland
- Cochin Institute, Inserm U1016, CNRS UMR 8104, Paris Descartes University UMR-S1016, Paris 75014, France
| | - Eliezer Van Allen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Medical Sciences, Harvard University, Boston, Massachusetts, USA
- Parker Institute for Cancer Immunotherapy, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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14
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Capp J, Aliaga B, Pancaldi V. Evidence of Epigenetic Oncogenesis: A Turning Point in Cancer Research. Bioessays 2025; 47:e202400183. [PMID: 39651839 PMCID: PMC11848115 DOI: 10.1002/bies.202400183] [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: 07/24/2024] [Revised: 11/19/2024] [Accepted: 11/25/2024] [Indexed: 02/25/2025]
Abstract
In cancer research, the term epigenetics was used in the 1970s in its modern sense encompassing non-genetic events modifying the chromatin state, mainly to oppose the emerging oncogene paradigm. However, starting from the establishment of this prominent concept, the importance of these epigenetic phenomena in cancer rarely led to questioning the causal role of genetic alterations. Only in the last 10 years, the accumulation of problematic data, better experimental technologies, and some ambitious models pushed the idea that epigenetics could be at least as important as genetics in early oncogenesis. Until this year, a direct demonstration of epigenetic oncogenesis was still lacking. Now, Parreno, Cavalli and colleagues, using a refined experimental model in the fruit fly Drosophila melanogaster, enforced the initiation of tumors solely by imposing a transient loss of Polycomb repression, leading to a purely epigenetic oncogenesis phenomenon. Despite a few caveats that we discuss, this pioneering work represents a major breakpoint in cancer research. We are led to consider the theoretical and conceptual implications on oncogenesis and to search for links between this artificial experimental model and naturally occurring processes, while revisiting cancer theories that were previously proposed as alternatives to the oncogene-centered paradigm.
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Affiliation(s)
- Jean‐Pascal Capp
- Toulouse Biotechnology InstituteINSA/University of ToulouseToulouseFrance
| | - Benoît Aliaga
- CRCT, Université de Toulouse, Inserm, CNRSUniversité Toulouse III‐Paul SabatierToulouseFrance
| | - Vera Pancaldi
- CRCT, Université de Toulouse, Inserm, CNRSUniversité Toulouse III‐Paul SabatierToulouseFrance
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15
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Savy T, Flanders L, Karpanasamy T, Sun M, Gerlinger M. Cancer evolution: from Darwin to the Extended Evolutionary Synthesis. Trends Cancer 2025; 11:204-215. [PMID: 39880745 DOI: 10.1016/j.trecan.2025.01.001] [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: 10/13/2024] [Revised: 12/24/2024] [Accepted: 01/03/2025] [Indexed: 01/31/2025]
Abstract
The fundamental evolutionary nature of cancer has been recognized for decades. Increasingly powerful genetic and single cell sequencing technologies, as well as preclinical models, continue to unravel the evolution of premalignant cells, and progression to metastatic stages and to drug-resistant end-stage disease. Here, we summarize recent advances and distil evolutionary principles and their relevance for the clinic. We reveal how cancer cell and microenvironmental plasticity are intertwined with Darwinian evolution and demonstrate the need for a conceptual framework that integrates these processes. This warrants the adoption of the recently developed Extended Evolutionary Synthesis (EES).
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Affiliation(s)
- Thomas Savy
- Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Lucy Flanders
- Barts Cancer Institute, Queen Mary University of London, London, UK; St Bartholomew's Hospital, London, London, UK
| | | | - Min Sun
- St Bartholomew's Hospital, London, London, UK
| | - Marco Gerlinger
- Barts Cancer Institute, Queen Mary University of London, London, UK; St Bartholomew's Hospital, London, London, UK.
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16
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Jang J, Ko KP, Zhang J, Jun S, Park JI. Deciphering Precursor Cell Dynamics in Esophageal Preneoplasia via Genetic Barcoding and Single-Cell Transcriptomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.26.637920. [PMID: 40060545 PMCID: PMC11888434 DOI: 10.1101/2025.02.26.637920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/14/2025]
Abstract
Cancer cells exhibit high heterogeneity and lineage plasticity, complicating studies of tumorigenesis and development of therapies. Recently, preneoplastic cells, although histologically normal, have been shown to possess high plasticity and early genetic alterations, yet their origins and lineage trajectories remain unclear. Herein, we introduce a lineage-tracing tool integrating genetic barcoding with single-cell RNA sequencing to map preneoplastic esophageal cell lineages. We identified preneoplastic precursor cells (PNPCs) as a distinct progenitor-like population with unique transcriptional profiles and high plasticity, contributing to proliferative and basal cell populations. To enhance lineage mapping, we developed the eXamined Ridge (XR) score, accurately identifying high-plasticity cells. Nfib and Qk emerged as conserved PNPC markers, peaking in early preneoplasia and declining after malignant transformation. These findings reveal PNPCs as key players in early tumorigenesis and highlight their potential as biomarkers for early cancer detection and therapeutic intervention, offering new strategies for preventing esophageal cancer progression.
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Affiliation(s)
- Jinho Jang
- Department of Experimental Radiation Oncology, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kyung-Pil Ko
- Department of Experimental Radiation Oncology, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jie Zhang
- Department of Experimental Radiation Oncology, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sohee Jun
- Department of Experimental Radiation Oncology, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jae-Il Park
- Department of Experimental Radiation Oncology, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Program in Genetics and Epigenetics, The University of Texas MD Anderson Cancer Center, UTHealth Graduate School of Biomedical Sciences, Houston, TX 77030, USA
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17
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Zippo A, Beyes S. Molecular mechanisms altering cell identity in cancer. Oncogene 2025:10.1038/s41388-025-03314-2. [PMID: 40011573 DOI: 10.1038/s41388-025-03314-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2024] [Revised: 01/28/2025] [Accepted: 02/17/2025] [Indexed: 02/28/2025]
Abstract
Intrinsic and extrinsic factors influence cancer cell identity throughout its lifespan. During tumor progression and metastasis formation, cancer cells are exposed to different environmental stimuli, resulting in a stepwise cellular reprogramming. Similar stepwise changes of cell identity have been shown as a major consequence of cancer treatment, as cells are exposed to extracellular stress that can result in the establishment of subpopulations exhibiting different epigenetic and transcriptional patterns, indicating a rapid adaptation mechanism of cellular identity by extrinsic stress factors. Both mechanisms, tumor progression-mediated changes and therapy response, rely on signaling pathways affecting the epigenetic and subsequent transcriptional landscape, which equip the cells with mechanisms for survival and tumor progression. These non-genetic alterations are propagated to the daughter cells, indicating a need for successful information propagation and transfer to the daughter generations, thereby allowing for a stepwise adaptation to environmental cues. However, the exact mechanisms how these cell identity changes are occurring, which context-specific mechanisms are behind and how this can be exploited for future therapeutic interventions is not yet fully understood and exploited. In this review, we discuss the current knowledge on cell identity maintenance mechanisms intra- and intergenerational in development and disease and how these mechanisms are altered in cancer. We will as well address how cancer treatment might target these properties.
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Affiliation(s)
- Alessio Zippo
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy.
| | - Sven Beyes
- Robert Bosch Center for Tumor Diseases (RBCT), Stuttgart, Germany.
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18
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Raynal F, Sengupta K, Plewczynski D, Aliaga B, Pancaldi V. Global chromatin reorganization and regulation of genes with specific evolutionary ages during differentiation and cancer. Nucleic Acids Res 2025; 53:gkaf084. [PMID: 39964480 PMCID: PMC11833689 DOI: 10.1093/nar/gkaf084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Revised: 01/18/2025] [Accepted: 02/07/2025] [Indexed: 02/21/2025] Open
Abstract
Cancer cells are highly plastic, favoring adaptation to changing conditions. Genes related to basic cellular processes evolved in ancient species, while more specialized genes appeared later with multicellularity (metazoan genes) or even after mammals evolved. Transcriptomic analyses have shown that ancient genes are up-regulated in cancer, while metazoan-origin genes are inactivated. Despite the importance of these observations, the underlying mechanisms remain unexplored. Here, we study local and global epigenomic mechanisms that may regulate genes from specific evolutionary periods. Using evolutionary gene age data, we characterize the epigenomic landscape, gene expression regulation, and chromatin organization in several cell types: human embryonic stem cells, normal primary B-cells, primary chronic lymphocytic leukemia malignant B-cells, and primary colorectal cancer samples. We identify topological changes in chromatin organization during differentiation observing patterns in Polycomb repression and RNA polymerase II pausing, which are reversed during oncogenesis. Beyond the non-random organization of genes and chromatin features in the 3D epigenome, we suggest that these patterns lead to preferential interactions among ancient, intermediate, and recent genes, mediated by RNA polymerase II, Polycomb, and the lamina, respectively. Our findings shed light on gene regulation according to evolutionary age and suggest this organization changes across differentiation and oncogenesis.
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Affiliation(s)
- Flavien Raynal
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, 31100 Toulouse, France
| | - Kaustav Sengupta
- Laboratory of Functional and Structural Genomics, Center of New Technologies (CeNT), University of Warsaw, Mazowieckie, 02-097 Warsaw, Poland
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland
- Department of Molecular Genetics, Erasmus University Medical Center, Erasmus MC Cancer Institute, 3015 GD Rotterdam, the Netherlands
| | - Dariusz Plewczynski
- Laboratory of Functional and Structural Genomics, Center of New Technologies (CeNT), University of Warsaw, Mazowieckie, 02-097 Warsaw, Poland
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland
| | - Benoît Aliaga
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, 31100 Toulouse, France
| | - Vera Pancaldi
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, 31100 Toulouse, France
- Barcelona Supercomputing Center, 08034 Barcelona, Spain
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19
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Capturing and modeling cellular niches from dissociated single-cell and spatial data. Nat Biotechnol 2025; 43:179-180. [PMID: 38565975 DOI: 10.1038/s41587-024-02207-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
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20
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Manoukian P, Kuhnen LC, van Laarhoven HWM, Bijlsma MF. Association of epigenetic landscapes with heterogeneity and plasticity in pancreatic cancer. Crit Rev Oncol Hematol 2025; 206:104573. [PMID: 39581245 DOI: 10.1016/j.critrevonc.2024.104573] [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: 07/22/2024] [Revised: 11/13/2024] [Accepted: 11/17/2024] [Indexed: 11/26/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) has a poor prognosis. Due to a lack of clear symptoms, patients often present with advanced disease, with limited clinical intervention options. The high mortality rate of PDAC is, however, also a result of several other factors that include a high degree of heterogeneity and treatment resistant cellular phenotypes. Molecular subtypes of PDAC have been identified that are thought to represent cellular phenotypes at the tissue level. The epigenetic landscape is an important factor that dictates these subtypes. Permissive epigenetic landscapes serve as drivers of molecular heterogeneity and cellular plasticity in developing crypts as well as metaplastic lesions. Drawing parallels with other cancers, we hypothesize that epigenetic permissiveness is a potential driver of cellular plasticity in PDAC. In this review will explore the epigenetic alterations that underlie PDAC cell states and relate them to cellular plasticity from other contexts. In doing so, we aim to highlight epigenomic drivers of PDAC heterogeneity and plasticity and, with that, offer some insight to guide pre-clinical research.
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Affiliation(s)
- Paul Manoukian
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands.
| | - Leo C Kuhnen
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands
| | - Hanneke W M van Laarhoven
- Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC location University of Amsterdam, Department of Medical Oncology, Amsterdam, the Netherlands
| | - Maarten F Bijlsma
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
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21
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Tost J, Ak-Aksoy S, Campa D, Corradi C, Farinella R, Ibáñez-Costa A, Dubrot J, Earl J, Melian EB, Kataki A, Kolnikova G, Madjarov G, Chaushevska M, Strnadel J, Tanić M, Tomas M, Dubovan P, Urbanova M, Buocikova V, Smolkova B. Leveraging epigenetic alterations in pancreatic ductal adenocarcinoma for clinical applications. Semin Cancer Biol 2025; 109:101-124. [PMID: 39863139 DOI: 10.1016/j.semcancer.2025.01.003] [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: 10/01/2024] [Revised: 01/10/2025] [Accepted: 01/13/2025] [Indexed: 01/27/2025]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy characterized by late detection and poor prognosis. Recent research highlights the pivotal role of epigenetic alterations in driving PDAC development and progression. These changes, in conjunction with genetic mutations, contribute to the intricate molecular landscape of the disease. Specific modifications in DNA methylation, histone marks, and non-coding RNAs are emerging as robust predictors of disease progression and patient survival, offering the potential for more precise prognostic tools compared to conventional clinical staging. Moreover, the detection of epigenetic alterations in blood and other non-invasive samples holds promise for earlier diagnosis and improved management of PDAC. This review comprehensively summarises current epigenetic research in PDAC and identifies persisting challenges. These include the complex nature of epigenetic profiles, tumour heterogeneity, limited access to early-stage samples, and the need for highly sensitive liquid biopsy technologies. Addressing these challenges requires the standardisation of methodologies, integration of multi-omics data, and leveraging advanced computational tools such as machine learning and artificial intelligence. While resource-intensive, these efforts are essential for unravelling the functional consequences of epigenetic changes and translating this knowledge into clinical applications. By overcoming these hurdles, epigenetic research has the potential to revolutionise the management of PDAC and improve patient outcomes.
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Affiliation(s)
- Jorg Tost
- Centre National de Recherche en Génomique Humaine, CEA - Institut de Biologie François Jacob, University Paris - Saclay, Evry, France.
| | - Secil Ak-Aksoy
- Bursa Uludag University Faculty of Medicine, Medical Microbiology, Bursa 16059, Turkey.
| | - Daniele Campa
- Department of Biology, University of Pisa, via Derna 1, Pisa 56126, Italy.
| | - Chiara Corradi
- Department of Biology, University of Pisa, via Derna 1, Pisa 56126, Italy.
| | - Riccardo Farinella
- Department of Biology, University of Pisa, via Derna 1, Pisa 56126, Italy.
| | - Alejandro Ibáñez-Costa
- Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Department of Cell Biology, Physiology, and Immunology, University of Cordoba, Reina Sofia University Hospital, Edificio IMIBIC, Avenida Men´endez Pidal s/n, Cordoba 14004, Spain.
| | - Juan Dubrot
- Solid Tumors Program, Cima Universidad de Navarra, Cancer Center Clínica Universidad de Navarra (CCUN), Pamplona, Spain.
| | - Julie Earl
- Biomarkers and Personalized Approach to Cancer (BIOPAC) Group, Ramón y Cajal Institute for Health Research (IRYCIS), Ctra Colmenar Viejo Km 9.100, CIBERONC, Madrid 28034, Spain.
| | - Emma Barreto Melian
- Biomarkers and Personalized Approach to Cancer (BIOPAC) Group, Ramón y Cajal Institute for Health Research (IRYCIS), Ctra Colmenar Viejo Km 9.100, CIBERONC, Madrid 28034, Spain
| | - Agapi Kataki
- A' Department of Propaedeutic Surgery, National and Kapodistrian University of Athens, Vas. Sofias 114, Athens 11527, Greece.
| | - Georgina Kolnikova
- Department of Pathology, National Cancer Institute in Bratislava, Klenova 1, Bratislava 83310, Slovakia.
| | - Gjorgji Madjarov
- Ss. Cyril and Methodius University - Faculty of Computer Science and Engineering, Rudjer Boshkovikj 16, Skopje 1000, Macedonia.
| | - Marija Chaushevska
- Ss. Cyril and Methodius University - Faculty of Computer Science and Engineering, Rudjer Boshkovikj 16, Skopje 1000, Macedonia; gMendel ApS, Fruebjergvej 3, Copenhagen 2100, Denmark.
| | - Jan Strnadel
- Biomedical Centre Martin, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin 036 01, Slovakia.
| | - Miljana Tanić
- Experimental Oncology Department, Institute for Oncology and Radiology of Serbia, Serbia; UCL Cancer Institute, University College London, London WC1E 6DD, UK.
| | - Miroslav Tomas
- Department of Surgical Oncology, National Cancer Institute in Bratislava and Slovak Medical University in Bratislava, Klenova 1, Bratislava 83310, Slovakia.
| | - Peter Dubovan
- Department of Surgical Oncology, National Cancer Institute in Bratislava and Slovak Medical University in Bratislava, Klenova 1, Bratislava 83310, Slovakia.
| | - Maria Urbanova
- Biomedical Research Center, Slovak Academy of Sciences, Dubravska Cesta 9, Bratislava 84505, Slovakia.
| | - Verona Buocikova
- Biomedical Research Center, Slovak Academy of Sciences, Dubravska Cesta 9, Bratislava 84505, Slovakia.
| | - Bozena Smolkova
- Biomedical Research Center, Slovak Academy of Sciences, Dubravska Cesta 9, Bratislava 84505, Slovakia.
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22
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Mzoughi S, Schwarz M, Wang X, Demircioglu D, Ulukaya G, Mohammed K, Zorgati H, Torre D, Tomalin LE, Di Tullio F, Company C, Dramaretska Y, Leushacke M, Giotti B, Lannagan TR, Lozano-Ojalvo D, Karras P, Vermeulen PB, Hasson D, Sebra R, Tsankov AM, Sansom OJ, Marine JC, Barker N, Gargiulo G, Guccione E. Oncofetal reprogramming drives phenotypic plasticity in WNT-dependent colorectal cancer. Nat Genet 2025; 57:402-412. [PMID: 39930084 PMCID: PMC11821538 DOI: 10.1038/s41588-024-02058-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 12/11/2024] [Indexed: 02/14/2025]
Abstract
Targeting cancer stem cells (CSCs) is crucial for effective cancer treatment, yet resistance mechanisms to LGR5+ CSC depletion in WNT-driven colorectal cancer (CRC) remain elusive. In the present study, we revealed that mutant intestinal stem cells (SCs) depart from their canonical identity, traversing a dynamic phenotypic spectrum. This enhanced plasticity is initiated by oncofetal (OnF) reprogramming, driven by YAP and AP-1, with subsequent AP-1 hyperactivation promoting lineage infidelity. The retinoid X receptor serves as a gatekeeper of OnF reprogramming and its deregulation after adenomatous polyposis coli (APC) loss of function establishes an OnF 'memory' sustained by YAP and AP-1. Notably, the clinical significance of OnF and LGR5+ states in isolation is constrained by their functional redundancy. Although the canonical LGR5+ state is sensitive to the FOLFIRI regimen, an active OnF program correlates with resistance, supporting its role in driving drug-tolerant states. Targeting this program in combination with the current standard of care is pivotal for achieving effective and durable CRC treatment.
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Affiliation(s)
- Slim Mzoughi
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Megan Schwarz
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Xuedi Wang
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Deniz Demircioglu
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Gulay Ulukaya
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kevin Mohammed
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Habiba Zorgati
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Denis Torre
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lewis E Tomalin
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Population Health Science and Policy, Center for Biostatistics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Federico Di Tullio
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Carlos Company
- Max Delbrück Center for Molecular Medicine (MDC) in the Helmholtz Association, Berlin, Germany
| | - Yuliia Dramaretska
- Max Delbrück Center for Molecular Medicine (MDC) in the Helmholtz Association, Berlin, Germany
| | - Marc Leushacke
- Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Bruno Giotti
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Daniel Lozano-Ojalvo
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Panagiotis Karras
- Laboratory for Molecular Cancer Biology, VIB Center for Cancer Biology, Leuven, Belgium
- Laboratory for Molecular Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Peter B Vermeulen
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Antwerp, Belgium
| | - Dan Hasson
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Robert Sebra
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alexander M Tsankov
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Owen J Sansom
- Cancer Research UK, Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, VIB Center for Cancer Biology, Leuven, Belgium
- Laboratory for Molecular Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Nick Barker
- Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore (NUS), Singapore, Singapore
| | - Gaetano Gargiulo
- Max Delbrück Center for Molecular Medicine (MDC) in the Helmholtz Association, Berlin, Germany
| | - Ernesto Guccione
- Center for OncoGenomics and Innovative Therapeutics (COGIT), Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Tisch Cancer Institute Bioinformatics for Next Generation (BiNGS) Sequencing Shared Resource Facility, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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23
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Furlano K, Keshavarzian T, Biernath N, Fendler A, de Santis M, Weischenfeldt J, Lupien M. Epigenomics-guided precision oncology: Chromatin variants in prostate tumor evolution. Int J Cancer 2025. [PMID: 39853587 DOI: 10.1002/ijc.35327] [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: 09/09/2024] [Revised: 12/17/2024] [Accepted: 01/02/2025] [Indexed: 01/26/2025]
Abstract
Prostate cancer is a common malignancy that in 5%-30% leads to treatment-resistant and highly aggressive disease. Metastasis-potential and treatment-resistance is thought to rely on increased plasticity of the cancer cells-a mechanism whereby cancer cells alter their identity to adapt to changing environments or therapeutic pressures to create cellular heterogeneity. To understand the molecular basis of this plasticity, genomic studies have uncovered genetic variants to capture clonal heterogeneity of primary tumors and metastases. As cellular plasticity is largely driven by non-genetic events, complementary studies in cancer epigenomics are now being conducted to identify chromatin variants. These variants, defined as genomic loci in cancer cells that show changes in chromatin state due to the loss or gain of epigenomic marks, inclusive of histone post-translational modifications, DNA methylation and histone variants, are considered the fundamental units of epigenomic heterogeneity. In prostate cancer chromatin variants hold the promise of guiding the new era of precision oncology. In this review, we explore the role of epigenomic heterogeneity in prostate cancer, focusing on how chromatin variants contribute to tumor evolution and therapy resistance. We therefore discuss their impact on cellular plasticity and stochastic events, highlighting the value of single-cell sequencing and liquid biopsy epigenomic assays to uncover new therapeutic targets and biomarkers. Ultimately, this review aims to support a new era of precision oncology, utilizing insights from epigenomics to improve prostate cancer patient outcomes.
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Affiliation(s)
- Kira Furlano
- Department of Urology, Charité- Universitätsmedizin Berlin, Berlin, Germany
| | - Tina Keshavarzian
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Nadine Biernath
- Department of Urology, Charité- Universitätsmedizin Berlin, Berlin, Germany
| | - Annika Fendler
- Department of Urology, Charité- Universitätsmedizin Berlin, Berlin, Germany
| | - Maria de Santis
- Department of Urology, Charité- Universitätsmedizin Berlin, Berlin, Germany
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | - Joachim Weischenfeldt
- Department of Urology, Charité- Universitätsmedizin Berlin, Berlin, Germany
- Biotech Research & Innovation Centre (BRIC), The Finsen Laboratory, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
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24
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Wu J, Gonzalez Castro LN, Battaglia S, El Farran CA, D'Antonio JP, Miller TE, Suvà ML, Bernstein BE. Evolving cell states and oncogenic drivers during the progression of IDH-mutant gliomas. NATURE CANCER 2025; 6:145-157. [PMID: 39572850 DOI: 10.1038/s43018-024-00865-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 10/18/2024] [Indexed: 01/31/2025]
Abstract
Isocitrate dehydrogenase (IDH) mutants define a class of gliomas that are initially slow-growing but inevitably progress to fatal disease. To characterize their malignant cell hierarchy, we profiled chromatin accessibility and gene expression across single cells from low-grade and high-grade IDH-mutant gliomas and ascertained their developmental states through a comparison to normal brain cells. We provide evidence that these tumors are initially fueled by slow-cycling oligodendrocyte progenitor cell-like cells. During progression, a more proliferative neural progenitor cell-like population expands, potentially through partial reprogramming of 'permissive' chromatin in progenitors. This transition is accompanied by a switch from methylation-based drivers to genetic ones. In low-grade IDH-mutant tumors or organoids, DNA hypermethylation appears to suppress interferon (IFN) signaling, which is induced by IDH or DNA methyltransferase 1 inhibitors. High-grade tumors frequently lose this hypermethylation and instead acquire genetic alterations that disrupt IFN and other tumor-suppressive programs. Our findings explain how these slow-growing tumors may progress to lethal malignancies and have implications for therapies that target their epigenetic underpinnings.
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Affiliation(s)
- Jingyi Wu
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
| | - L Nicolas Gonzalez Castro
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology and Krantz Family Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
- Center for Neuro-Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Sofia Battaglia
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
| | - Chadi A El Farran
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
| | - Joshua P D'Antonio
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
| | - Tyler E Miller
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
- Department of Pathology and Krantz Family Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Mario L Suvà
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology and Krantz Family Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Bradley E Bernstein
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA.
- The Novo Nordisk Foundation Center for Genomic Mechanisms of Disease, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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25
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Oricchio E. Nongenetic evolution of the tumor: from challenges to new therapeutic opportunities. Mol Oncol 2025; 19:3-6. [PMID: 39422153 PMCID: PMC11705747 DOI: 10.1002/1878-0261.13753] [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: 08/17/2023] [Revised: 10/04/2024] [Accepted: 10/07/2024] [Indexed: 10/19/2024] Open
Abstract
The ability of cancer cells to change and adapt poses a critical challenge to identifying curative solutions. Tumor evolution has been extensively studied from a genetic perspective, to guide clinicians in selecting the most appropriate therapeutic option based on a patient's mutational profile. However, several studies reported that tumors can evolve toward more aggressive stages or become resistant to therapies without changing their genetic makeup. Indeed, several cell-intrinsic and cell-extrinsic mechanisms contribute to tumor evolution. In this viewpoint, I focus on how chromatin, epigenetic, and transcriptional changes contribute to tumor evolution, allowing cancer cells to transition to different cell states and bypass response to therapies. Although tumor nongenetic evolution is harder to trace and predict, understanding its principles might open new therapeutic opportunities.
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Affiliation(s)
- Elisa Oricchio
- Swiss Institute for Experimental Cancer Research (ISREC), School of Life SciencesEPFLLausanneSwitzerland
- Swiss Cancer Center Leman (SCCL)LausanneSwitzerland
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26
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Laisné M, Lupien M, Vallot C. Epigenomic heterogeneity as a source of tumour evolution. Nat Rev Cancer 2025; 25:7-26. [PMID: 39414948 DOI: 10.1038/s41568-024-00757-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/16/2024] [Indexed: 10/18/2024]
Abstract
In the past decade, remarkable progress in cancer medicine has been achieved by the development of treatments that target DNA sequence variants. However, a purely genetic approach to treatment selection is hampered by the fact that diverse cell states can emerge from the same genotype. In multicellular organisms, cell-state heterogeneity is driven by epigenetic processes that regulate DNA-based functions such as transcription; disruption of these processes is a hallmark of cancer that enables the emergence of defective cell states. Advances in single-cell technologies have unlocked our ability to quantify the epigenomic heterogeneity of tumours and understand its mechanisms, thereby transforming our appreciation of how epigenomic changes drive cancer evolution. This Review explores the idea that epigenomic heterogeneity and plasticity act as a reservoir of cell states and therefore as a source of tumour evolution. Best practices to quantify epigenomic heterogeneity and explore its various causes and consequences are discussed, including epigenomic reprogramming, stochastic changes and lasting memory. The design of new therapeutic approaches to restrict epigenomic heterogeneity, with the long-term objective of limiting cancer development and progression, is also addressed.
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Affiliation(s)
- Marthe Laisné
- CNRS UMR3244, Institut Curie, PSL University, Paris, France
- Translational Research Department, Institut Curie, PSL University, Paris, France
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontorio, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontorio, Canada.
- Ontario Institute for Cancer Research, Toronto, Ontorio, Canada.
| | - Céline Vallot
- CNRS UMR3244, Institut Curie, PSL University, Paris, France.
- Translational Research Department, Institut Curie, PSL University, Paris, France.
- Single Cell Initiative, Institut Curie, PSL University, Paris, France.
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27
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Li W, He H, Wang H, Wen W. Dynamics of liver cancer cellular taxa revealed through single-cell RNA sequencing: Advances and challenges. Cancer Lett 2024; 611:217394. [PMID: 39689824 DOI: 10.1016/j.canlet.2024.217394] [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: 08/20/2024] [Revised: 10/13/2024] [Accepted: 12/14/2024] [Indexed: 12/19/2024]
Abstract
Liver cancer is a leading cause of death worldwide, representing a substantial public health challenge. The advent of single-cell RNA sequencing has significantly advanced our understanding of cellular dynamics from the onset of liver cancer to therapeutic intervention. This technology has unveiled profound insights into cancer heterogeneity and the tumor microenvironment (TME), enabling the identification of key molecular drivers and phenotypic landscapes of liver cancer at a single-cell resolution. This review highlights recent advancements in mapping functional cell subsets, phenotypic alterations, and the diversity of the TME. These insights are pivotal for advancing targeted therapies and developing prognostic tools. Moreover, this review covers the ongoing challenges and advances from tumor initiation to progression, offering a detailed perspective on advancing personalized treatment.
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Affiliation(s)
- Wenxin Li
- Third Affiliated Hospital of Naval Medical University (Second Military Medical University), National Center for Liver Cancer, Shanghai, 200438, China; Department of Clinical Laboratory Medicine, Third Affiliated Hospital of Naval Medical University (Second Military Medical University), Shanghai, 200438, China
| | - Huisi He
- Third Affiliated Hospital of Naval Medical University (Second Military Medical University), National Center for Liver Cancer, Shanghai, 200438, China; Department of Oncology, Third Affiliated Hospital of Naval Medical University (Second Military Medical University), Shanghai, 200438, China
| | - Hongyang Wang
- Third Affiliated Hospital of Naval Medical University (Second Military Medical University), National Center for Liver Cancer, Shanghai, 200438, China; The Ministry of Education Key Laboratory on Signaling Regulation and Targeting Therapy of Liver Cancer, Shanghai, 200438, China.
| | - Wen Wen
- Third Affiliated Hospital of Naval Medical University (Second Military Medical University), National Center for Liver Cancer, Shanghai, 200438, China; Department of Clinical Laboratory Medicine, Third Affiliated Hospital of Naval Medical University (Second Military Medical University), Shanghai, 200438, China; The Ministry of Education Key Laboratory on Signaling Regulation and Targeting Therapy of Liver Cancer, Shanghai, 200438, China.
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28
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Papargyriou A, Najajreh M, Cook DP, Maurer CH, Bärthel S, Messal HA, Ravichandran SK, Richter T, Knolle M, Metzler T, Shastri AR, Öllinger R, Jasper J, Schmidleitner L, Wang S, Schneeweis C, Ishikawa-Ankerhold H, Engleitner T, Mataite L, Semina M, Trabulssi H, Lange S, Ravichandra A, Schuster M, Mueller S, Peschke K, Schäfer A, Dobiasch S, Combs SE, Schmid RM, Bausch AR, Braren R, Heid I, Scheel CH, Schneider G, Zeigerer A, Luecken MD, Steiger K, Kaissis G, van Rheenen J, Theis FJ, Saur D, Rad R, Reichert M. Heterogeneity-driven phenotypic plasticity and treatment response in branched-organoid models of pancreatic ductal adenocarcinoma. Nat Biomed Eng 2024:10.1038/s41551-024-01273-9. [PMID: 39658630 DOI: 10.1038/s41551-024-01273-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 09/26/2024] [Indexed: 12/12/2024]
Abstract
In patients with pancreatic ductal adenocarcinoma (PDAC), intratumoural and intertumoural heterogeneity increases chemoresistance and mortality rates. However, such morphological and phenotypic diversities are not typically captured by organoid models of PDAC. Here we show that branched organoids embedded in collagen gels can recapitulate the phenotypic landscape seen in murine and human PDAC, that the pronounced molecular and morphological intratumoural and intertumoural heterogeneity of organoids is governed by defined transcriptional programmes (notably, epithelial-to-mesenchymal plasticity), and that different organoid phenotypes represent distinct tumour-cell states with unique biological features in vivo. We also show that phenotype-specific therapeutic vulnerabilities and modes of treatment-induced phenotype reprogramming can be captured in phenotypic heterogeneity maps. Our methodology and analyses of tumour-cell heterogeneity in PDAC may guide the development of phenotype-targeted treatment strategies.
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Affiliation(s)
- Aristeidis Papargyriou
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
- Bavarian Cancer Research Center (BZKF), Munich, Germany
- Institute of Stem Cell Research, Helmholtz Center Munich, Neuherberg, Germany
| | - Mulham Najajreh
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - David P Cook
- Department of Cellular and Molecular Medicine, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
| | - Carlo H Maurer
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
| | - Stefanie Bärthel
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Chair for Translational Cancer Research and Institute of Experimental Cancer Therapy, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany
- Division of Translational Cancer Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Hendrik A Messal
- Division of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Sakthi K Ravichandran
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Till Richter
- Institute of Computational Biology, Helmholtz Center Munich, Neuherberg, Germany
- Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany
| | - Moritz Knolle
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
- Artificial Intelligence in Medicine and Healthcare, Technical University of Munich, Munich, Germany
| | - Thomas Metzler
- Comparative Experimental Pathology, Institut für Allgemeine Pathologie und Pathologische Anatomie, School of Medicine, Technical University of Munich, Munich, Germany
| | - Akul R Shastri
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
- Bavarian Cancer Research Center (BZKF), Munich, Germany
| | - Rupert Öllinger
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technical University of Munich, Munich, Germany
| | - Jacob Jasper
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Laura Schmidleitner
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
- Bavarian Cancer Research Center (BZKF), Munich, Germany
| | - Surui Wang
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg, Germany
- Joint Heidelberg-IDC Translational Diabetes Program, Heidelberg University, Heidelberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Christian Schneeweis
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Chair for Translational Cancer Research and Institute of Experimental Cancer Therapy, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany
- Division of Translational Cancer Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Hellen Ishikawa-Ankerhold
- Department of Medicine I, University Hospital of the Ludwig-Maximilians-University Munich, Munich, Germany
| | - Thomas Engleitner
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technical University of Munich, Munich, Germany
| | - Laura Mataite
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Mariia Semina
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
| | - Hussein Trabulssi
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
| | - Sebastian Lange
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technical University of Munich, Munich, Germany
| | - Aashreya Ravichandra
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
- Bavarian Cancer Research Center (BZKF), Munich, Germany
| | - Maximilian Schuster
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Sebastian Mueller
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technical University of Munich, Munich, Germany
| | - Katja Peschke
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Arlett Schäfer
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
| | - Sophie Dobiasch
- Department of Radiation Oncology, Technical University of Munich, Munich, Germany
- Institute of Radiation Medicine (IRM), Helmholtz Zentrum München, Neuherberg, Germany
| | - Stephanie E Combs
- Department of Radiation Oncology, Technical University of Munich, Munich, Germany
- Institute of Radiation Medicine (IRM), Helmholtz Zentrum München, Neuherberg, Germany
| | - Roland M Schmid
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany
- Bavarian Cancer Research Center (BZKF), Munich, Germany
| | - Andreas R Bausch
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany
- Lehrstuhl für Zell Biophysik E27, Physik Department, Technische Universität München, Garching, Germany
| | - Rickmer Braren
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
| | - Irina Heid
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
| | - Christina H Scheel
- Institute of Stem Cell Research, Helmholtz Center Munich, Neuherberg, Germany
- Department of Dermatology, Ruhr-University Bochum, Bochum, Germany
| | - Günter Schneider
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Göttingen, Germany
| | - Anja Zeigerer
- Institute for Diabetes and Cancer, Helmholtz Center Munich, Neuherberg, Germany
- Joint Heidelberg-IDC Translational Diabetes Program, Heidelberg University, Heidelberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- European Center for Angioscience (ECAS), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Malte D Luecken
- Institute of Computational Biology, Helmholtz Center Munich, Neuherberg, Germany
- Institute of Lung Health and Immunity (LHI), Helmholtz Munich, Comprehensive Pneumology Center (CPC-M), München, Germany
| | - Katja Steiger
- Comparative Experimental Pathology, Institut für Allgemeine Pathologie und Pathologische Anatomie, School of Medicine, Technical University of Munich, Munich, Germany
| | - Georgios Kaissis
- Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar München, Technical University of Munich, Munich, Germany
- Artificial Intelligence in Medicine and Healthcare, Technical University of Munich, Munich, Germany
- Institute for Machine Learning in Biomedical Imaging, Helmholtz Zentrum München, München, Germany
- Department of Computing, Imperial College London, London, UK
- Munich Center for Machine Learning (MCML), München, Germany
- School of Computation, Information and Technology, Technische Universität München, München, Germany
| | - Jacco van Rheenen
- Division of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Fabian J Theis
- Institute of Computational Biology, Helmholtz Center Munich, Neuherberg, Germany
- Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany
- Cellular Genetics Programme, Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Dieter Saur
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Chair for Translational Cancer Research and Institute of Experimental Cancer Therapy, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany
- Division of Translational Cancer Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Roland Rad
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technical University of Munich, Munich, Germany
| | - Maximilian Reichert
- Translational Pancreatic Cancer Research Center, Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany.
- Klinik und Poliklinik für Innere Medizin II, Klinikum rechts der Isar, Technical University of Munich, München, Germany.
- Center for Functional Protein Assemblies, Technical University of Munich, Garching, Germany.
- Center for Organoid Systems (COS), Technical University of Munich, Garching, Germany.
- Bavarian Cancer Research Center (BZKF), Munich, Germany.
- German Cancer Consortium (DKTK), partner site Munich, Munich, Germany.
- Munich Institute of Biomedical Engineering (MIBE), Technical University of Munich, Munich, Germany.
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29
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Martin P, Pardo-Pastor C, Jenkins RG, Rosenblatt J. Imperfect wound healing sets the stage for chronic diseases. Science 2024; 386:eadp2974. [PMID: 39636982 PMCID: PMC7617408 DOI: 10.1126/science.adp2974] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2024] [Accepted: 11/05/2024] [Indexed: 12/07/2024]
Abstract
Although the age of the genome gave us much insight about how our organs fail with disease, it also suggested that diseases do not arise from mutations alone; rather, they develop as we age. In this Review, we examine how wound healing might act to ignite disease. Wound healing works well when we are younger, repairing damage from accidents, environmental assaults, and battles with pathogens. Yet, with age and accumulation of mutations and tissue damage, the repair process can devolve, leading to inflammation, fibrosis, and neoplastic signaling. We discuss healthy wound responses and how our bodies might misappropriate these pathways in disease. Although we focus predominantly on epithelial-based (lung and skin) diseases, similar pathways might operate in cardiac, muscle, and neuronal diseases.
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Affiliation(s)
- Paul Martin
- School of Biochemistry, University of Bristol, Bristol, UK
| | - Carlos Pardo-Pastor
- Laboratory of Molecular Physiology, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - R Gisli Jenkins
- Margaret Turner Warwick Centre for Fibrosing Lung Disease, National Heart & Lung Institute, NIHR Imperial Biomedical Research Centre, Imperial College London, London, UK
| | - Jody Rosenblatt
- The Randall and Cancer Centres King's College London, London, UK
- The Francis Crick Institute, London, UK
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30
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Hashimoto A, Hashimoto S. Plasticity and Tumor Microenvironment in Pancreatic Cancer: Genetic, Metabolic, and Immune Perspectives. Cancers (Basel) 2024; 16:4094. [PMID: 39682280 DOI: 10.3390/cancers16234094] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2024] [Revised: 11/29/2024] [Accepted: 12/03/2024] [Indexed: 12/18/2024] Open
Abstract
Cancer has long been believed to be a genetic disease caused by the accumulation of mutations in key genes involved in cellular processes. However, recent advances in sequencing technology have demonstrated that cells with cancer driver mutations are also present in normal tissues in response to aging, environmental damage, and chronic inflammation, suggesting that not only intrinsic factors within cancer cells, but also environmental alterations are important key factors in cancer development and progression. Pancreatic cancer tissue is mostly comprised of stromal cells and immune cells. The desmoplasmic microenvironment characteristic of pancreatic cancer is hypoxic and hypotrophic. Pancreatic cancer cells may adapt to this environment by rewiring their metabolism through epigenomic changes, enhancing intrinsic plasticity, creating an acidic and immunosuppressive tumor microenvironment, and inducing noncancerous cells to become tumor-promoting. In addition, pancreatic cancer has often metastasized to local and distant sites by the time of diagnosis, suggesting that a similar mechanism is operating from the precancerous stage. Here, we review key recent findings on how pancreatic cancers acquire plasticity, undergo metabolic reprogramming, and promote immunosuppressive microenvironment formation during their evolution. Furthermore, we present the following two signaling pathways that we have identified: one based on the small G-protein ARF6 driven by KRAS/TP53 mutations, and the other based on the RNA-binding protein Arid5a mediated by inflammatory cytokines, which promote both metabolic reprogramming and immune evasion in pancreatic cancer. Finally, the striking diversity among pancreatic cancers in the relative importance of mutational burden and the tumor microenvironment, their clinical relevance, and the potential for novel therapeutic strategies will be discussed.
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Affiliation(s)
- Ari Hashimoto
- Department of Molecular Biology, Graduate School of Medicine, Hokkaido University, Sapporo 060-8638, Japan
| | - Shigeru Hashimoto
- Division of Molecular Psychoimmunology, Institute for Genetic Medicine, Hokkaido University, Sapporo 060-0818, Japan
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31
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Li X, Yi H, Jin Z, Jiang K, Xue K, Wang J, Qian Y, Xiang Q, Zhu S, Yan R, Yang Y, Sun S, Li K, Zhou Z, Yu W, Jiang N, Ding C, Lin X, Zhong J, Dong Y, Liu Y, Yu X. MCRS1 sensitizes T cell-dependent immunotherapy by augmenting MHC-I expression in solid tumors. J Exp Med 2024; 221:e20240959. [PMID: 39545935 PMCID: PMC11572484 DOI: 10.1084/jem.20240959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 09/19/2024] [Accepted: 10/17/2024] [Indexed: 11/17/2024] Open
Abstract
Dampened antigen presentation underscores the resistance of pancreatic cancer to T cell-mediated anti-tumor immunity, rendering immunotherapy largely ineffective. By high-throughput CRISPR activation perturbation, we discovered that the transcriptional regulator MCRS1 significantly augmented the sensitivity of mouse pancreatic cancer cells to T cell immunity in vitro and in vivo. Mechanistically, MCRS1 interacted with the transcription factor and genome organizer YY1 to coordinately increase the chromatin accessibility and expression of MHC-I genes. Elevated MCRS1 subverted MHC-I suppression and activated anti-tumor T cells, which sensitized mouse pancreatic cancer to α-PD-1 therapy. Remarkably, high MCRS1 expression was associated with increased T cell infiltration and extended survival of patients with pancreatic cancer and was predictive of favorable responses to α-PD-1 therapy in patients with lung cancer. Together, our study uncovers that MCRS1 sensitizes cancer cells to T cell immunity by transcriptionally subverting MHC-I suppression, which enhances the effectiveness of α-PD-1 therapy in mice and humans, paving the way to further improve immunotherapy against solid tumors.
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Affiliation(s)
- Xue Li
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Han Yi
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Zheyu Jin
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Kaitao Jiang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Kangkang Xue
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Jin Wang
- Department of Pathology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Yuping Qian
- Department of Pathology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Qian Xiang
- Department of Respiratory and Critical Care Medicine, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Sijing Zhu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Runhe Yan
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yulong Yang
- Department of Pathology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Shenfei Sun
- Zhongshan Hospital, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, Shanghai, China
| | - Kai Li
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Institutes of Biomedical Sciences, Human Phenome Institute, Fudan University, Shanghai, China
| | - Zichu Zhou
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Wei Yu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Ning Jiang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Chen Ding
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Institutes of Biomedical Sciences, Human Phenome Institute, Fudan University, Shanghai, China
| | - Xinhua Lin
- Zhongshan Hospital, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, Shanghai, China
| | - Jiang Zhong
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yuchao Dong
- Department of Respiratory and Critical Care Medicine, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Yanfang Liu
- Department of Pathology, Changhai Hospital, Naval Medical University, Shanghai, China
- National Key Laboratory of Immunity and Inflammation, Institute of Immunology, Naval Medical University, Shanghai, China
| | - Xiaofei Yu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Fudan Zhangjiang Institute, Shanghai, China
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32
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Zhou R, Tang X, Wang Y. Emerging strategies to investigate the biology of early cancer. Nat Rev Cancer 2024; 24:850-866. [PMID: 39433978 DOI: 10.1038/s41568-024-00754-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/06/2024] [Indexed: 10/23/2024]
Abstract
Early detection and intervention of cancer or precancerous lesions hold great promise to improve patient survival. However, the processes of cancer initiation and the normal-precancer-cancer progression within a non-cancerous tissue context remain poorly understood. This is, in part, due to the scarcity of early-stage clinical samples or suitable models to study early cancer. In this Review, we introduce clinical samples and model systems, such as autochthonous mice and organoid-derived or stem cell-derived models that allow longitudinal analysis of early cancer development. We also present the emerging techniques and computational tools that enhance our understanding of cancer initiation and early progression, including direct imaging, lineage tracing, single-cell and spatial multi-omics, and artificial intelligence models. Together, these models and techniques facilitate a more comprehensive understanding of the poorly characterized early malignant transformation cascade, holding great potential to unveil key drivers and early biomarkers for cancer development. Finally, we discuss how these new insights can potentially be translated into mechanism-based strategies for early cancer detection and prevention.
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Affiliation(s)
- Ran Zhou
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Xiwen Tang
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Yuan Wang
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, China.
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33
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Cordani M, Michetti F, Zarrabi A, Zarepour A, Rumio C, Strippoli R, Marcucci F. The role of glycolysis in tumorigenesis: From biological aspects to therapeutic opportunities. Neoplasia 2024; 58:101076. [PMID: 39476482 PMCID: PMC11555605 DOI: 10.1016/j.neo.2024.101076] [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: 08/02/2024] [Revised: 10/13/2024] [Accepted: 10/17/2024] [Indexed: 11/11/2024]
Abstract
Glycolytic metabolism generates energy and intermediates for biomass production. Tumor-associated glycolysis is upregulated compared to normal tissues in response to tumor cell-autonomous or non-autonomous stimuli. The consequences of this upregulation are twofold. First, the metabolic effects of glycolysis become predominant over those mediated by oxidative metabolism. Second, overexpressed components of the glycolytic pathway (i.e. enzymes or metabolites) acquire new functions unrelated to their metabolic effects and which are referred to as "moonlighting" functions. These functions include induction of mutations and other tumor-initiating events, effects on cancer stem cells, induction of increased expression and/or activity of oncoproteins, epigenetic and transcriptional modifications, bypassing of senescence and induction of proliferation, promotion of DNA damage repair and prevention of DNA damage, antiapoptotic effects, inhibition of drug influx or increase of drug efflux. Upregulated metabolic functions and acquisition of new, non-metabolic functions lead to biological effects that support tumorigenesis: promotion of tumor initiation, stimulation of tumor cell proliferation and primary tumor growth, induction of epithelial-mesenchymal transition, autophagy and metastasis, immunosuppressive effects, induction of drug resistance and effects on tumor accessory cells. These effects have negative consequences on the prognosis of tumor patients. On these grounds, it does not come to surprise that tumor-associated glycolysis has become a target of interest in antitumor drug discovery. So far, however, clinical results with glycolysis inhibitors have fallen short of expectations. In this review we propose approaches that may allow to bypass some of the difficulties that have been encountered so far with the therapeutic use of glycolysis inhibitors.
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Affiliation(s)
- Marco Cordani
- Department of Biochemistry and Molecular Biology, Faculty of Biology, Complutense University of Madrid, Madrid 28040, Spain; Instituto de Investigación Sanitaria San Carlos (IdISSC), Madrid 28040, Spain
| | - Federica Michetti
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena 324, Rome 00161, Italy; Department of Epidemiology, Preclinical Research and Advanced Diagnostics, National Institute for Infectious Diseases L., Spallanzani, IRCCS, Via Portuense, 292, Rome 00149, Italy
| | - Ali Zarrabi
- Department of Biomedical Engineering, Faculty of Engineering and Natural Sciences, Istinye University, Istanbul 34396, Türkiye; Graduate School of Biotechnology and Bioengineering, Yuan Ze University, Taoyuan 320315, Taiwan
| | - Atefeh Zarepour
- Department of Research Analytics, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai 600 077, India
| | - Cristiano Rumio
- Department of Pharmacological and Biomolecular Sciences, University of Milan, Via Trentacoste 2, Milan 20134, Italy
| | - Raffaele Strippoli
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena 324, Rome 00161, Italy; Department of Epidemiology, Preclinical Research and Advanced Diagnostics, National Institute for Infectious Diseases L., Spallanzani, IRCCS, Via Portuense, 292, Rome 00149, Italy.
| | - Fabrizio Marcucci
- Department of Pharmacological and Biomolecular Sciences, University of Milan, Via Trentacoste 2, Milan 20134, Italy.
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34
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Li AL, Sugiura K, Nishiwaki N, Suzuki K, Sadeghian D, Zhao J, Maitra A, Falvo D, Chandwani R, Pitarresi JR, Sims PA, Rustgi AK. FRA1 controls acinar cell plasticity during murine Kras G12D-induced pancreatic acinar to ductal metaplasia. Dev Cell 2024; 59:3025-3042.e7. [PMID: 39178842 PMCID: PMC11576252 DOI: 10.1016/j.devcel.2024.07.021] [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: 07/24/2023] [Revised: 04/17/2024] [Accepted: 07/30/2024] [Indexed: 08/26/2024]
Abstract
Acinar cells have been proposed as a cell-of-origin for pancreatic ductal adenocarcinoma (PDAC) after undergoing acinar-to-ductal metaplasia (ADM). ADM can be triggered by pancreatitis, causing acinar cells to de-differentiate to a ductal-like state. We identify FRA1 (gene name Fosl1) as the most active transcription factor during KrasG12D acute pancreatitis-mediated injury, and we have elucidated a functional role of FRA1 by generating an acinar-specific Fosl1 knockout mouse expressing KrasG12D. Using a gene regulatory network and pseudotime trajectory inferred from single-nuclei ATAC-seq and bulk RNA sequencing (RNA-seq), we hypothesized a regulatory model of the acinar-ADM-pancreatic intraepithelial neoplasia (PanIN) continuum and experimentally validated that Fosl1 knockout mice are delayed in the onset of ADM and neoplastic transformation. Our study also identifies that pro-inflammatory cytokines, such as granulocyte colony stimulating factor (G-CSF), can regulate FRA1 activity to modulate ADM. Our findings identify that FRA1 is a mediator of acinar cell plasticity and is critical for acinar cell de-differentiation and transformation.
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Affiliation(s)
- Alina L Li
- Divison of Digestive and Liver Diseases, Department of Medicine, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Kensuke Sugiura
- Divison of Digestive and Liver Diseases, Department of Medicine, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Noriyuki Nishiwaki
- Divison of Digestive and Liver Diseases, Department of Medicine, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Kensuke Suzuki
- Divison of Digestive and Liver Diseases, Department of Medicine, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA; Department of General Surgery, Chiba University, Chiba 260-0856, Japan
| | - Dorsay Sadeghian
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Sheikh Ahmed Pancreatic Cancer Research Center, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jun Zhao
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Sheikh Ahmed Pancreatic Cancer Research Center, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Anirban Maitra
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Sheikh Ahmed Pancreatic Cancer Research Center, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - David Falvo
- Department of Surgery and of Cell and Developmental Biology, Meyer Cancer Center, Weill-Cornell Medicine, New York, NY 10065, USA
| | - Rohit Chandwani
- Department of Surgery and of Cell and Developmental Biology, Meyer Cancer Center, Weill-Cornell Medicine, New York, NY 10065, USA
| | - Jason R Pitarresi
- Division of Hematology-Oncology, Department of Medicine, University of Massachusetts Chan School of Medicine, Worchester, MA 01655, USA
| | - Peter A Sims
- Department of Systems Biology, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Anil K Rustgi
- Divison of Digestive and Liver Diseases, Department of Medicine, Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University Irving Medical Center, New York, NY 10032, USA.
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35
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Iyer MK, Fletcher A, Shi C, Chen F, Kanu E, Eckhoff AM, Bao M, Frankel TL, Chinnaiyan AM, Nussbaum DP, Allen PJ. Spatial Transcriptomics of IPMN Reveals Divergent Indolent and Malignant Lineages. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.29.620810. [PMID: 39554015 PMCID: PMC11565728 DOI: 10.1101/2024.10.29.620810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2024]
Abstract
Purpose Intraductal papillary mucinous neoplasms (IPMN) occur in 5-10% of the population, but only a small minority progress to pancreatic ductal adenocarcinoma (PDAC). The lack of accurate predictors of high-risk disease leads both to unnecessary operations for indolent neoplasms as well as missed diagnoses of PDAC. Digital spatial RNA profiling (DSP-RNA) provides an opportunity to define and associate transcriptomic states with cancer risk. Experimental Design Whole-transcriptome DSP-RNA profiling was performed on 10 IPMN specimens encompassing the spectrum of dysplastic changes from normal duct to cancer. Ductal epithelial regions within each tissue were annotated as normal duct (NL), low-grade dysplasia (LGD), high-grade dysplasia (HGD), or invasive carcinoma (INV). Gene expression count data was generated by Illumina sequencing and analyzed with R/Bioconductor. Results Dimension reduction analysis exposed three clusters reflecting IPMN transcriptomic states denoted "normal-like" ( cNL ), "low-risk" ( cLR ) and "high-risk" ( cHR ). In addition to specific marker genes, the three states exhibited significant enrichment for the exocrine, classical, and basal-like programs in PDAC. Specifically, exocrine function diminished in cHR , classical activation distinguished neoplasia from cNL , and basal-like genes were specifically upregulated in cHR . Intriguingly, markers of cHR were detected in NL and LGD regions from specimens with PDAC but not low-grade IPMN. Conclusions DSP-RNA of IPMN revealed low-risk (indolent) and high-risk (malignant) expression programs that correlated with the activity of exocrine and basal-like PDAC signatures, respectively, and distinguished pathologically low-grade from malignant specimens. These findings contextualize IPMN pathogenesis and have the potential to transform existing risk stratification models. Statement of translational relevance Current consensus guidelines for management of intraductal papillary mucinous neoplasms (IPMN) of the pancreas utilize clinical and radiographic criteria for risk stratification. Unfortunately, the estimated positive predictive value of these criteria for IPMN-associated pancreatic ductal adenocarcinoma (PDAC) is under 50%, indicating that over half of pancreatectomies are performed for benign disease. Moreover, nearly 15% of patients who were deemed "low risk" by the same criteria harbored PDAC. Surgical resection of IPMN has maximal benefit when performed prior to the development of PDAC, as evidence of carcinoma has been associated with a high rate of recurrence and poor overall survival. Thus, the development of molecular diagnostics that improve the accuracy of IPMN risk classification would have immediate relevance for patient care, both in terms of better selecting patients for potentially curative operations, as well as sparing patients with low-risk lesions from invasive procedures.
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36
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Espona-Fiedler M, Patthey C, Lindblad S, Sarró I, Öhlund D. Overcoming therapy resistance in pancreatic cancer: New insights and future directions. Biochem Pharmacol 2024; 229:116492. [PMID: 39153553 DOI: 10.1016/j.bcp.2024.116492] [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: 04/05/2024] [Revised: 08/11/2024] [Accepted: 08/13/2024] [Indexed: 08/19/2024]
Abstract
Pancreatic adenocarcinoma (PDAC) is predicted to become the second leading cause of cancer deaths by 2030 and this is mostly due to therapy failure. Limited treatment options and resistance to standard-of-care (SoC) therapies makes PDAC one of the cancer types with poorest prognosis and survival rates [1,2]. Pancreatic tumors are renowned for their poor response to therapeutic interventions including targeted therapies, chemotherapy and radiotherapy. Herein, we review hallmarks of therapy resistance in PDAC and current strategies aiming to tackle escape mechanisms and to re-sensitize cancer cells to therapy. We will further provide insights on recent advances in the field of drug discovery, nanomedicine, and disease models that are setting the ground for future research.
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Affiliation(s)
- Margarita Espona-Fiedler
- Department of Diagnostic and Intervention, Umeå Universitet, Umeå, Sweden; Wallenberg Centre for Molecular Medicine, Umeå Universitet, Umeå, Sweden.
| | - Cedric Patthey
- Department of Diagnostic and Intervention, Umeå Universitet, Umeå, Sweden; Wallenberg Centre for Molecular Medicine, Umeå Universitet, Umeå, Sweden
| | - Stina Lindblad
- Department of Diagnostic and Intervention, Umeå Universitet, Umeå, Sweden
| | - Irina Sarró
- Department of Diagnostic and Intervention, Umeå Universitet, Umeå, Sweden; Universitat de Barcelona, Barcelona, Spain
| | - Daniel Öhlund
- Department of Diagnostic and Intervention, Umeå Universitet, Umeå, Sweden; Wallenberg Centre for Molecular Medicine, Umeå Universitet, Umeå, Sweden.
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Tonelli C, Deschênes A, Gaeth V, Jensen A, Vithlani N, Yao MA, Zhao Z, Park Y, Tuveson DA. Ductal pancreatic cancer interception by FGFR2 abrogation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.16.618726. [PMID: 39463990 PMCID: PMC11507947 DOI: 10.1101/2024.10.16.618726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/29/2024]
Abstract
Activating KRAS mutations are a key feature of pancreatic ductal adenocarcinoma (PDA) and drive tumor initiation and progression. However, mutant KRAS by itself is weakly oncogenic. The pathways that cooperate with mutant KRAS to induce tumorigenesis are less-defined. Analyzing organoids and murine and human pancreatic specimens, we found that the receptor tyrosine kinase FGFR2 was progressively up-regulated in mutant KRAS-driven metaplasia, pre-neoplasia and Classical PDA. Using genetic mouse models, we showed that FGFR2 supported mutant KRAS-driven transformation of acinar cells by promoting proliferation and MAPK pathway activation. FGFR2 abrogation significantly delayed tumor formation and extended the survival of these mice. Furthermore, we discovered that FGFR2 collaborated with EGFR and dual blockade of these receptor signaling pathways significantly reduced mutant KRAS-induced pre-neoplastic lesion formation. Together, our data have uncovered a pivotal role for FGFR2 in the early phases of pancreatic tumorigenesis, paving the way for future therapeutic applications of FGFR2 inhibitors for pancreatic cancer interception. STATEMENT OF SIGNIFICANCE Mutant KRAS-expressing pancreatic intraepithelial neoplasias (PanINs), the precursor lesions of PDA, are prevalent in the average healthy adult but rarely advance to invasive carcinoma. Here, we discovered that FGFR2 promoted PDA progression by amplifying mutant KRAS signaling and that inactivation of FGFR2 intercepted disease progression.
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38
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Raynal F, Sengupta K, Plewczynski D, Aliaga B, Pancaldi V. Global chromatin reorganization and regulation of genes with specific evolutionary ages during differentiation and cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.30.564438. [PMID: 39149250 PMCID: PMC11326123 DOI: 10.1101/2023.10.30.564438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Cancer cells are highly plastic, allowing them to adapt to changing conditions. Genes related to basic cellular processes evolved in ancient species, while more specialized genes appeared later with multicellularity (metazoan genes) or even after mammals evolved. Transcriptomic analyses have shown that ancient genes are up-regulated in cancer, while metazoan-origin genes are inactivated. Despite the importance of these observations, the underlying mechanisms remain unexplored. Here, we study local and global epigenomic mechanisms that may regulate genes from specific evolutionary periods. Using evolutionary gene age data, we characterize the epigenomic landscape, gene expression regulation, and chromatin organization in three cell types: human embryonic stem cells, normal B-cells, and primary cells from Chronic Lymphocytic Leukemia, a B-cell malignancy. We identify topological changes in chromatin organization during differentiation observing patterns in Polycomb repression and RNA Polymerase II pausing, which are reversed during oncogenesis. Beyond the non-random organization of genes and chromatin features in the 3D epigenome, we suggest that these patterns lead to preferential interactions among ancient, intermediate, and recent genes, mediated by RNA Polymerase II, Polycomb, and the lamina, respectively. Our findings shed light on gene regulation according to evolutionary age and suggest this organization changes across differentiation and oncogenesis.
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Affiliation(s)
- Flavien Raynal
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
| | - Kaustav Sengupta
- Laboratory of Functional and Structural Genomics, Center of New Technologies (CeNT), University of Warsaw, Mazowieckie, Poland
- Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland
- Department of Molecular Genetics, Erasmus University Medical Center, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Dariusz Plewczynski
- Laboratory of Functional and Structural Genomics, Center of New Technologies (CeNT), University of Warsaw, Mazowieckie, Poland
- Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland
| | - Benoît Aliaga
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
| | - Vera Pancaldi
- CRCT, Université de Toulouse, Inserm, CNRS, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Barcelona Supercomputing Center, Barcelona, Spain
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39
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Donahue KL, Watkoske HR, Kadiyala P, Du W, Brown K, Scales MK, Elhossiny AM, Espinoza CE, Lasse Opsahl EL, Griffith BD, Wen Y, Sun L, Velez-Delgado A, Renollet NM, Morales J, Nedzesky NM, Baliira RK, Menjivar RE, Medina-Cabrera PI, Rao A, Allen B, Shi J, Frankel TL, Carpenter ES, Bednar F, Zhang Y, Pasca di Magliano M. Oncogenic KRAS-Dependent Stromal Interleukin-33 Directs the Pancreatic Microenvironment to Promote Tumor Growth. Cancer Discov 2024; 14:1964-1989. [PMID: 38958646 PMCID: PMC11450371 DOI: 10.1158/2159-8290.cd-24-0100] [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: 01/30/2024] [Revised: 05/18/2024] [Accepted: 07/01/2024] [Indexed: 07/04/2024]
Abstract
Pancreatic cancer is characterized by an extensive fibroinflammatory microenvironment. During carcinogenesis, normal stromal cells are converted to cytokine-high cancer-associated fibroblasts (CAF). The mechanisms underlying this conversion, including the regulation and function of fibroblast-derived cytokines, are poorly understood. Thus, efforts to therapeutically target CAFs have so far failed. Herein, we show that signals from epithelial cells expressing oncogenic KRAS-a hallmark pancreatic cancer mutation-activate fibroblast autocrine signaling, which drives the expression of the cytokine IL33. Stromal IL33 expression remains high and dependent on epithelial KRAS throughout carcinogenesis; in turn, environmental stress induces interleukin-33 (IL33) secretion. Using compartment-specific IL33 knockout mice, we observed that lack of stromal IL33 leads to profound reprogramming of multiple components of the pancreatic tumor microenvironment, including CAFs, myeloid cells, and lymphocytes. Notably, loss of stromal IL33 leads to an increase in CD8+ T-cell infiltration and activation and, ultimately, reduced tumor growth. Significance: This study provides new insights into the mechanisms underlying the programming of CAFs and shows that during this process, expression of the cytokine IL33 is induced. CAF-derived IL33 has pleiotropic effects on the tumor microenvironment, supporting its potential as a therapeutic target.
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Affiliation(s)
| | - Hannah R. Watkoske
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, Michigan.
| | - Padma Kadiyala
- Immunology Graduate Program, University of Michigan, Ann Arbor, Michigan.
| | - Wenting Du
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
| | - Kristee Brown
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
| | - Michael K. Scales
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan.
| | - Ahmed M. Elhossiny
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan.
| | | | | | | | - Yukang Wen
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
| | - Lei Sun
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
| | - Ashley Velez-Delgado
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan.
| | - Nur M. Renollet
- College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, Michigan.
| | - Jacqueline Morales
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan.
| | - Nicholas M. Nedzesky
- College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, Michigan.
| | | | - Rosa E. Menjivar
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, Michigan.
| | | | - Arvind Rao
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
- Cancer Data Science Resource, University of Michigan, Ann Arbor, Michigan.
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan.
| | - Benjamin Allen
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
| | - Jiaqi Shi
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
- Department of Pathology and Clinical Labs, University of Michigan, Ann Arbor, Michigan.
| | - Timothy L. Frankel
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
| | - Eileen S. Carpenter
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan.
| | - Filip Bednar
- Cancer Biology Program, University of Michigan, Ann Arbor, Michigan.
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
| | - Yaqing Zhang
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
| | - Marina Pasca di Magliano
- Department of Surgery, University of Michigan, Ann Arbor, Michigan.
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, Michigan.
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.
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40
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Frank SA, Yanai I. The origin of novel traits in cancer. Trends Cancer 2024; 10:880-892. [PMID: 39112299 DOI: 10.1016/j.trecan.2024.07.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 07/06/2024] [Accepted: 07/12/2024] [Indexed: 10/11/2024]
Abstract
The traditional view of cancer emphasizes a genes-first process. Novel cancer traits arise by genetic mutations that spread to drive phenotypic change. However, recent data support a phenotypes-first process in which nonheritable cellular variability creates novel traits that later become heritably stabilized by genetic and epigenetic changes. Single-cell measurements reinforce the idea that phenotypes lead genotypes, showing how cancer evolution follows normal developmental plasticity and creates novel traits by recombining parts of different cellular developmental programs. In parallel, studies in evolutionary biology also support a phenotypes-first process driven by developmental plasticity and developmental recombination. These advances in cancer research and evolutionary biology mutually reinforce a revolution in our understanding of how cells and organisms evolve novel traits in response to environmental challenges.
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Affiliation(s)
- Steven A Frank
- Department of Ecology and Evolutionary Biology, University of California, Irvine, CA 92697-2525, USA.
| | - Itai Yanai
- Perlmutter Cancer Center, New York University (NYU) Grossman School of Medicine, New York, NY 10016, USA; Institute for Systems Genetics, NYU Langone Health, New York, NY 10016, USA
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41
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Russo M, Chen M, Mariella E, Peng H, Rehman SK, Sancho E, Sogari A, Toh TS, Balaban NQ, Batlle E, Bernards R, Garnett MJ, Hangauer M, Leucci E, Marine JC, O'Brien CA, Oren Y, Patton EE, Robert C, Rosenberg SM, Shen S, Bardelli A. Cancer drug-tolerant persister cells: from biological questions to clinical opportunities. Nat Rev Cancer 2024; 24:694-717. [PMID: 39223250 DOI: 10.1038/s41568-024-00737-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/29/2024] [Indexed: 09/04/2024]
Abstract
The emergence of drug resistance is the most substantial challenge to the effectiveness of anticancer therapies. Orthogonal approaches have revealed that a subset of cells, known as drug-tolerant 'persister' (DTP) cells, have a prominent role in drug resistance. Although long recognized in bacterial populations which have acquired resistance to antibiotics, the presence of DTPs in various cancer types has come to light only in the past two decades, yet several aspects of their biology remain enigmatic. Here, we delve into the biological characteristics of DTPs and explore potential strategies for tracking and targeting them. Recent findings suggest that DTPs exhibit remarkable plasticity, being capable of transitioning between different cellular states, resulting in distinct DTP phenotypes within a single tumour. However, defining the biological features of DTPs has been challenging, partly due to the complex interplay between clonal dynamics and tissue-specific factors influencing their phenotype. Moreover, the interactions between DTPs and the tumour microenvironment, including their potential to evade immune surveillance, remain to be discovered. Finally, the mechanisms underlying DTP-derived drug resistance and their correlation with clinical outcomes remain poorly understood. This Roadmap aims to provide a comprehensive overview of the field of DTPs, encompassing past achievements and current endeavours in elucidating their biology. We also discuss the prospect of future advancements in technologies in helping to unveil the features of DTPs and propose novel therapeutic strategies that could lead to their eradication.
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Affiliation(s)
- Mariangela Russo
- Department of Oncology, Molecular Biotechnology Center, University of Torino, Torino, Italy.
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milano, Italy.
| | - Mengnuo Chen
- Division of Molecular Carcinogenesis, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Elisa Mariella
- Department of Oncology, Molecular Biotechnology Center, University of Torino, Torino, Italy
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milano, Italy
| | - Haoning Peng
- Institute of Thoracic Oncology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, China
| | - Sumaiyah K Rehman
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Elena Sancho
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Barcelona, Spain
| | - Alberto Sogari
- Department of Oncology, Molecular Biotechnology Center, University of Torino, Torino, Italy
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milano, Italy
| | - Tzen S Toh
- Wellcome Sanger Institute, Hinxton, Cambridgeshire, UK
| | - Nathalie Q Balaban
- Racah Institute of Physics, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Eduard Batlle
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Rene Bernards
- Division of Molecular Carcinogenesis, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Matthew Hangauer
- Department of Dermatology, University of California San Diego, San Diego, CA, USA
| | | | - Jean-Christophe Marine
- Department of Oncology, KU Leuven, Leuven, Belgium
- Center for Cancer Biology, VIB, Leuven, Belgium
| | - Catherine A O'Brien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Surgery, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Yaara Oren
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - E Elizabeth Patton
- MRC Human Genetics Unit, and CRUK Scotland Centre and Edinburgh Cancer Research, Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, UK
| | - Caroline Robert
- Oncology Department, Dermatology Unit, Villejuif, France
- Oncology Department and INSERM U981, Villejuif, France
- Paris Saclay University, Villejuif, France
| | - Susan M Rosenberg
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Shensi Shen
- Institute of Thoracic Oncology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, China
| | - Alberto Bardelli
- Department of Oncology, Molecular Biotechnology Center, University of Torino, Torino, Italy.
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milano, Italy.
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42
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Qin X, Tape CJ. Functional analysis of cell plasticity using single-cell technologies. Trends Cell Biol 2024; 34:854-864. [PMID: 38355348 DOI: 10.1016/j.tcb.2024.01.006] [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: 11/02/2023] [Revised: 01/09/2024] [Accepted: 01/15/2024] [Indexed: 02/16/2024]
Abstract
Metazoan organisms are heterocellular systems composed of hundreds of different cell types, which arise from an isogenic genome through differentiation. Cellular 'plasticity' further enables cells to alter their fate in response to exogenous cues and is involved in a variety of processes, such as wound healing, infection, and cancer. Recent advances in cellular model systems, high-dimensional single-cell technologies, and lineage tracing have sparked a renaissance in plasticity research. Here, we discuss the definition of cell plasticity, evaluate state-of-the-art model systems and techniques to study cell-fate dynamics, and explore the application of single-cell technologies to obtain functional insights into cell plasticity in healthy and diseased tissues. The integration of advanced biomimetic model systems, single-cell technologies, and high-throughput perturbation studies is enabling a new era of research into non-genetic plasticity in metazoan systems.
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Affiliation(s)
- Xiao Qin
- MRC Translational Immune Discovery Unit, MRC Weatherall Institute of Molecular Medicine, Oxford, OX3 9DS, UK.
| | - Christopher J Tape
- Cell Communication Lab, Department of Oncology, University College London Cancer Institute, 72 Huntley Street, London, WC1E 6DD, UK.
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43
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Tirosh I, Suva ML. Cancer cell states: Lessons from ten years of single-cell RNA-sequencing of human tumors. Cancer Cell 2024; 42:1497-1506. [PMID: 39214095 DOI: 10.1016/j.ccell.2024.08.005] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 07/22/2024] [Accepted: 08/06/2024] [Indexed: 09/04/2024]
Abstract
Human tumors are intricate ecosystems composed of diverse genetic clones and malignant cell states that evolve in a complex tumor micro-environment. Single-cell RNA-sequencing (scRNA-seq) provides a compelling strategy to dissect this intricate biology and has enabled a revolution in our ability to understand tumor biology over the last ten years. Here we reflect on this first decade of scRNA-seq in human tumors and highlight some of the powerful insights gleaned from these studies. We first focus on computational approaches for robustly defining cancer cell states and their diversity and highlight some of the most common patterns of gene expression intra-tumor heterogeneity (eITH) observed across cancer types. We then discuss ambiguities in the field in defining and naming such eITH programs. Finally, we highlight critical developments that will facilitate future research and the broader implementation of these technologies in clinical settings.
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Affiliation(s)
- Itay Tirosh
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 761001, Israel.
| | - Mario L Suva
- Department of Pathology and Krantz Family Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.
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44
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Li H, Liu D, Li K, Wang Y, Zhang G, Qi L, Xie K. Pancreatic stellate cells and the interleukin family: Linking fibrosis and immunity to pancreatic ductal adenocarcinoma (Review). Mol Med Rep 2024; 30:159. [PMID: 38994764 PMCID: PMC11258612 DOI: 10.3892/mmr.2024.13283] [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: 04/04/2024] [Accepted: 06/19/2024] [Indexed: 07/13/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an extremely aggressive form of cancer with a low survival rate. A successful treatment strategy should not be limited to targeting cancer cells alone, but should adopt a more comprehensive approach, taking into account other influential factors. These include the extracellular matrix (ECM) and immune microenvironment, both of which are integral components of the tumor microenvironment. The present review describes the roles of pancreatic stellate cells, differentiated cancer‑associated fibroblasts and the interleukin family, either independently or in combination, in the progression of precursor lesions in pancreatic intraepithelial neoplasia and PDAC. These elements contribute to ECM deposition and immunosuppression in PDAC. Therapeutic strategies that integrate interleukin and/or stromal blockade for PDAC immunomodulation and fibrogenesis have yielded inconsistent results. A deeper comprehension of the intricate interplay between fibrosis, and immune responses could pave the way for more effective treatment targets, by elucidating the mechanisms and causes of ECM fibrosis during PDAC progression.
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Affiliation(s)
- Haichao Li
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Donglian Liu
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Kaishu Li
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Yichen Wang
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Gengqiang Zhang
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Ling Qi
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Keping Xie
- School of Medicine, South China University of Technology, Guangzhou, Guangdong 510000, P.R. China
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45
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Baldan J, Camacho-Roda J, Ballester M, Høj K, Kurilla A, Maurer HC, Arcila-Barrera S, Lin X, Pan Z, Castro JL, Mayorca-Guiliani AE, Rift CV, Hasselby J, Bouwens L, Lefebvre V, David CJ, Parnas O, DelGiorno KE, Erler JT, Rooman I, Arnes L. Resolution of Acinar Dedifferentiation Regulates Tissue Remodeling in Pancreatic Injury and Cancer Initiation. Gastroenterology 2024; 167:718-732.e18. [PMID: 38729450 DOI: 10.1053/j.gastro.2024.04.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 04/02/2024] [Accepted: 04/29/2024] [Indexed: 05/12/2024]
Abstract
BACKGROUND & AIMS Acinar-to-ductal metaplasia (ADM) is crucial in the development of pancreatic ductal adenocarcinoma. However, our understanding of the induction and resolution of ADM remains limited. We conducted comparative transcriptome analyses to identify conserved mechanisms of ADM in mouse and human. METHODS We identified Sox4 among the top up-regulated genes. We validated the analysis by RNA in situ hybridization. We performed experiments in mice with acinar-specific deletion of Sox4 (Ptf1a: CreER; Rosa26-LSL-YFPLSL-YFP; Sox4fl/fl) with and without an activating mutation in Kras (KrasLSL-G12D/+). Mice were given caerulein to induce pancreatitis. We performed phenotypic analysis by immunohistochemistry, tissue decellularization, and single-cell RNA sequencing. RESULTS We demonstrated that Sox4 is reactivated in ADM and pancreatic intraepithelial neoplasias. Contrary to findings in other tissues, Sox4 actually counteracts cellular dedifferentiation and helps maintain tissue homeostasis. Moreover, our investigations unveiled the indispensable role of Sox4 in the specification of mucin-producing cells and tuft-like cells from acinar cells. We identified Sox4-dependent non-cell-autonomous mechanisms regulating the stromal reaction during disease progression. Notably, Sox4-inferred targets are activated upon KRAS inactivation and tumor regression. CONCLUSIONS Our results indicate that our transcriptome analysis can be used to investigate conserved mechanisms of tissue injury. We demonstrate that Sox4 restrains acinar dedifferentiation and is necessary for the specification of acinar-derived metaplastic cells in pancreatic injury and cancer initiation and is activated upon Kras ablation and tumor regression in mice. By uncovering novel potential strategies to promote tissue homeostasis, our findings offer new avenues for preventing the development of pancreatic ductal adenocarcinoma.
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Affiliation(s)
- Jonathan Baldan
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark; Translational Oncology Research Center, Vrije Universiteit Brussel, Brussels, Belgium.
| | - Juan Camacho-Roda
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Marta Ballester
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Kristina Høj
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Anita Kurilla
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - H Carlo Maurer
- Department of Internal Medicine II, Technical University of Munich, Munich, Germany
| | - Sebastian Arcila-Barrera
- The Lautenberg Center for Immunology and Cancer Research, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Xinyi Lin
- Tsinghua University School of Medicine, Beijing, China; Peking University-Tsinghua Center for Life Sciences, Beijing, China
| | - Zhaolong Pan
- Translational Oncology Research Center, Vrije Universiteit Brussel, Brussels, Belgium
| | - Joana Leitão Castro
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | | | - Charlotte Vestrup Rift
- Department of Pathology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Jane Hasselby
- Department of Pathology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Luc Bouwens
- Cell Differentiation Lab, Vrije Universiteit Brussel, Brussels, Belgium
| | - Véronique Lefebvre
- Department of Surgery/Division of Orthopaedic Surgery, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Charles J David
- Tsinghua University School of Medicine, Beijing, China; Peking University-Tsinghua Center for Life Sciences, Beijing, China
| | - Oren Parnas
- The Lautenberg Center for Immunology and Cancer Research, The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | - Janine Terra Erler
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Ilse Rooman
- Translational Oncology Research Center, Vrije Universiteit Brussel, Brussels, Belgium
| | - Luis Arnes
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark.
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46
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Pollin G, Lomberk GA, Mathison AJ, Zimmermann MT, Urrutia R. Mutant KRAS inhibitors enter the scene of precision therapeutics for pancreatic cancer. J Gastrointest Oncol 2024; 15:1996-2001. [PMID: 39279937 PMCID: PMC11399826 DOI: 10.21037/jgo-24-326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 06/27/2024] [Indexed: 09/18/2024] Open
Affiliation(s)
- Gareth Pollin
- The RASopathies Program, Linda T. and John A. Mellowes Center for Genomic Sciences and Precision Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Gwen A Lomberk
- The RASopathies Program, Linda T. and John A. Mellowes Center for Genomic Sciences and Precision Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Angela J Mathison
- The RASopathies Program, Linda T. and John A. Mellowes Center for Genomic Sciences and Precision Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Michael T Zimmermann
- The RASopathies Program, Linda T. and John A. Mellowes Center for Genomic Sciences and Precision Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Raul Urrutia
- The RASopathies Program, Linda T. and John A. Mellowes Center for Genomic Sciences and Precision Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
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47
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Tang YJ, Xu H, Hughes NW, Kim SH, Ruiz P, Shuldiner EG, Lopez SS, Hebert JD, Karmakar S, Andrejka L, Dolcen DN, Boross G, Chu P, Detrick C, Pierce S, Ashkin EL, Greenleaf WJ, Voss AK, Thomas T, van de Rijn M, Petrov DA, Winslow MM. Functional mapping of epigenetic regulators uncovers coordinated tumor suppression by the HBO1 and MLL1 complexes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.19.607671. [PMID: 39229041 PMCID: PMC11370414 DOI: 10.1101/2024.08.19.607671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Epigenetic dysregulation is widespread in cancer. However, the specific epigenetic regulators and the processes they control to drive cancer phenotypes are poorly understood. Here, we employed a novel, scalable and high-throughput in vivo method to perform iterative functional screens of over 250 epigenetic regulatory genes within autochthonous oncogenic KRAS-driven lung tumors. We identified multiple novel epigenetic tumor suppressor and tumor dependency genes. We show that a specific HBO1 complex and the MLL1 complex are among the most impactful tumor suppressive epigenetic regulators in lung. The histone modifications generated by the HBO1 complex are frequently absent or reduced in human lung adenocarcinomas. The HBO1 and MLL1 complexes regulate chromatin accessibility of shared genomic regions, lineage fidelity and the expression of canonical tumor suppressor genes. The HBO1 and MLL1 complexes are epistatic during lung tumorigenesis, and their functional correlation is conserved in human cancer cell lines. Together, these results demonstrate the value of quantitative methods to generate a phenotypic roadmap of epigenetic regulatory genes in tumorigenesis in vivo .
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48
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Handler JS, Li Z, Dveirin RK, Fang W, Goodarzi H, Fertig EJ, Kalhor R. Identifying a gene signature of metastatic potential by linking pre-metastatic state to ultimate metastatic fate. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.14.607813. [PMID: 39185156 PMCID: PMC11343111 DOI: 10.1101/2024.08.14.607813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Identifying the key molecular pathways that enable metastasis by analyzing the eventual metastatic tumor is challenging because the state of the founder subclone likely changes following metastatic colonization. To address this challenge, we labeled primary mouse pancreatic ductal adenocarcinoma (PDAC) subclones with DNA barcodes to characterize their pre-metastatic state using ATAC-seq and RNA-seq and determine their relative in vivo metastatic potential prospectively. We identified a gene signature separating metastasis-high and metastasis-low subclones orthogonal to the normal-to-PDAC and classical-to-basal axes. The metastasis-high subclones feature activation of IL-1 pathway genes and high NF-κB and Zeb/Snail family activity and the metastasis-low subclones feature activation of neuroendocrine, motility, and Wnt pathway genes and high CDX2 and HOXA13 activity. In a functional screen, we validated novel mediators of PDAC metastasis in the IL-1 pathway, including the NF-κB targets Fos and Il23a, and beyond the IL-1 pathway including Myo1b and Tmem40. We scored human PDAC tumors for our signature of metastatic potential from mouse and found that metastases have higher scores than primary tumors. Moreover, primary tumors with higher scores are associated with worse prognosis. We also found that our metastatic potential signature is enriched in other human carcinomas, suggesting that it is conserved across epithelial malignancies. This work establishes a strategy for linking cancer cell state to future behavior, reveals novel functional regulators of PDAC metastasis, and establishes a method for scoring human carcinomas based on metastatic potential.
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Affiliation(s)
- Jesse S Handler
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Sidney Kimmel Comprehensive Cancer Center, Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Zijie Li
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Rachel K Dveirin
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Weixiang Fang
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Hani Goodarzi
- Department of Biochemistry & Biophysics, University of California, San Francisco, San Francisco, California, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California, USA
- Arc Institute, Palo Alto 94305, USA
| | - Elana J Fertig
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Sidney Kimmel Comprehensive Cancer Center, Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Convergence Institute, Johns Hopkins Data Science and AI Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
- Department of Applied Mathematics and Statistics, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Reza Kalhor
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Department of Molecular Biology and Genetics, Department of Neuroscience, Department of Medicine, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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49
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LaRue-Nolan KC, Arul GLR, Sigafoos AN, Shi J, Fernandez-Zapico ME. Insights into the mechanisms driven by H3K4 KMTs in pancreatic cancer. Biochem J 2024; 481:983-997. [PMID: 39078225 PMCID: PMC11332384 DOI: 10.1042/bcj20230374] [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: 02/12/2024] [Revised: 07/11/2024] [Accepted: 07/15/2024] [Indexed: 07/31/2024]
Abstract
Pancreatic cancer is a malignancy arising from the endocrine or exocrine compartment of this organ. Tumors from exocrine origin comprise over 90% of all pancreatic cancers diagnosed. Of these, pancreatic ductal adenocarcinoma (PDAC) is the most common histological subtype. The five-year survival rate for PDAC ranged between 5 and 9% for over four decades, and only recently saw a modest increase to ∼12-13%, making this a severe and lethal disease. Like other cancers, PDAC initiation stems from genetic changes. However, therapeutic targeting of PDAC genetic drivers has remained relatively unsuccessful, thus the focus in recent years has expanded to the non-genetic factors underlying the disease pathogenesis. Specifically, it has been proposed that dynamic changes in the epigenetic landscape promote tumor growth and metastasis. Emphasis has been given to the re-organization of enhancers, essential regulatory elements controlling oncogenic gene expression, commonly marked my histone 3 lysine 4 monomethylation (H3K4me1). H3K4me1 is typically deposited by histone lysine methyltransferases (KMTs). While well characterized as oncogenes in other cancer types, recent work has expanded the role of KMTs as tumor suppressor in pancreatic cancer. Here, we review the role and translational significance for PDAC development and therapeutics of KMTs.
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Affiliation(s)
- Kayla C. LaRue-Nolan
- Schulze Center for Novel Therapeutics, Division of Oncology Research, Mayo Clinic, Rochester, MN, U.S.A
- Mayo Clinic Graduate School of Biomedical Sciences, Mayo Clinic, Rochester, MN, U.S.A
| | | | - Ashley N. Sigafoos
- Schulze Center for Novel Therapeutics, Division of Oncology Research, Mayo Clinic, Rochester, MN, U.S.A
| | - Jiaqi Shi
- Department of Pathology and Clinical Labs, Rogel Cancer Center and Center for RNA Biomedicine, University of Michigan, Ann Arbor, MI, U.S.A
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50
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Høj K, Baldan J, Seymour PA, Rift CV, Hasselby JP, Sandelin A, Arnes L. Age-Related Decline in Pancreas Regeneration Is Associated With an Increased Proinflammatory Response to Injury. GASTRO HEP ADVANCES 2024; 3:973-985. [PMID: 39286614 PMCID: PMC11403435 DOI: 10.1016/j.gastha.2024.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 07/03/2024] [Indexed: 09/19/2024]
Abstract
Background and Aims The regenerative capacity of the pancreas diminishes with age. Understanding acinar cell responses to injury and the resolution of regenerative processes is crucial for tissue homeostasis. However, knowledge about the impact of aging on these processes remains limited. Methods To investigate the influence of aging on pancreas regeneration, we established a cohort of young (7-14 weeks) and old (18 months) C57bl/6 mice. Experimental pancreatitis was induced using caerulein, and pancreas samples were collected at various time points after induction, covering acute damage response, inflammation, peak proliferation, and inflammation resolution. Our analysis involved immunohistochemistry, quantitative imaging, and gene expression analyses. Results Our study revealed a significant decline in the regenerative capacity of the pancreas in old mice. Despite similar morphology and transcriptional profiles between the pancreas of young and old mice under homeostasis, the aged pancreas is primed to generate an exacerbated proinflammatory reaction in response to injury. Specifically, we observed notable upregulation of Junb expression in acinar cells and aberrant myofibroblast activation in the aged pancreas. Conclusion The response of acinar cells to injury in the pancreas of aged mice is characterized by an increased susceptibility to inflammation and stromal reactions. Our findings uncover a pre-existing proinflammatory state in aged acinar cells, offering insights into potential strategies to prevent the onset of pancreatic insufficiency and the development of inflammatory conditions. These insights hold implications for preventing conditions such as chronic pancreatitis and pancreatic ductal adenocarcinoma.
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Affiliation(s)
- Kristina Høj
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Jonathan Baldan
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Philip Allan Seymour
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Charlotte Vestrup Rift
- Department of Pathology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Jane Preuss Hasselby
- Department of Pathology, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
| | - Albin Sandelin
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
- Department of Biology, University of Copenhagen Copenhagen, Denmark
| | - Luis Arnes
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
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