1
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Bull C, Byrne RM, Fisher NC, Corry SM, Amirkhah R, Edwards J, Hillson LVS, Lawler M, Ryan AE, Lamrock F, Dunne PD, Malla SB. Dual gene set enrichment analysis (dualGSEA); an R function that enables more robust biological discovery and pre-clinical model alignment from transcriptomics data. Sci Rep 2024; 14:30202. [PMID: 39632911 PMCID: PMC11618328 DOI: 10.1038/s41598-024-80534-8] [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: 05/21/2024] [Accepted: 11/19/2024] [Indexed: 12/07/2024] Open
Abstract
Gene set enrichment analysis (GSEA) tools can identify biological insights within gene expression-based studies. Although their statistical performance has been compared, the downstream biological implications that arise when choosing between the range of pairwise or single sample forms of GSEA methods remain understudied. We compare the statistical and biological results obtained from various pre-ranking methods/options for pairwise GSEA, followed by a stand-alone comparison of GSEA, single sample GSEA (ssGSEA) and gene set variation analysis (GSVA). Pairwise GSEA and fGSEA provide similar results when deployed using a range of gene pre-ranking methods. However, pairwise GSEA can overgeneralise biological enrichment, as when the most statistically significant signatures were assessed using single sample approaches, there was a complete absence of biological distinction between these groups. To avoid these issues, we developed a new dualGSEA tool, which provides users with multiple statistics and visuals to aid interpretation of results. This new tool removes the possibility of users inadvertently interpreting statistical findings as equating to biological distinction between samples within groups-of-interest. dualGSEA provides a more robust basis for discovery research, one which allows user to compare both statistical significance alongside biological distinctions in their data.
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Affiliation(s)
- Courtney Bull
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Ryan M Byrne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Natalie C Fisher
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Shania M Corry
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Raheleh Amirkhah
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Jessica Edwards
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | - Mark Lawler
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Aideen E Ryan
- Discipline of Pharmacology and Therapeutics, Lambe Institute for Translational Research, School of Medicine, University of Galway, Galway, Ireland
| | - Felicity Lamrock
- Mathematical Sciences Research Centre, Queen's University Belfast, Belfast, UK
| | - Philip D Dunne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.
- Cancer Research UK Scotland Institute, Glasgow, UK.
| | - Sudhir B Malla
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.
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2
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Williams CJM, Peddle AM, Kasi PM, Seligmann JF, Roxburgh CS, Middleton GW, Tejpar S. Neoadjuvant immunotherapy for dMMR and pMMR colorectal cancers: therapeutic strategies and putative biomarkers of response. Nat Rev Clin Oncol 2024; 21:839-851. [PMID: 39317818 DOI: 10.1038/s41571-024-00943-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/04/2024] [Indexed: 09/26/2024]
Abstract
Approximately 15% of locally advanced colorectal cancers (CRC) have DNA mismatch repair deficiency (dMMR), resulting in high microsatellite instability and a high tumour mutational burden. These cancers are frequently sensitive to therapy with immune-checkpoint inhibitors (ICIs) in the metastatic setting. This sensitivity seems to be even more pronounced in locally advanced disease, and organ preservation has become a realistic aim in ongoing clinical trials involving patients with dMMR rectal cancer. By contrast, metastatic CRCs with proficient DNA mismatch repair (pMMR) are generally resistant to ICIs, although a proportion of locally advanced pMMR tumours seem to have a high degree of sensitivity to ICIs. In this Review, we describe the current and emerging clinical evidence supporting the use of neoadjuvant ICIs in patients with dMMR and pMMR CRC, and the potential advantages (based on a biological rationale) of such an approach. We discuss how neoadjuvant 'window-of-opportunity' trials are being leveraged to progress biomarker discovery and we provide an overview of potential predictive biomarkers of response to ICIs, exploring the challenges faced when evaluating such biomarkers in biopsy-derived samples. Lastly, we describe how these discoveries might be used to drive a rational approach to trialling novel immunotherapeutic strategies in patients with pMMR CRC, with the ultimate aim of disease eradication and the generation of long-term immunosurveillance.
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Affiliation(s)
| | | | - Pashtoon M Kasi
- Department of Gastrointestinal Oncology, City of Hope Orange County Lennar Foundation Cancer Center, Irvine, CA, USA
| | - Jenny F Seligmann
- Division of Oncology, Leeds Institute of Medical Research, University of Leeds, Leeds, UK
| | | | - Gary W Middleton
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
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3
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Leonard NA, Corry SM, Reidy E, Egan H, O’Malley G, Thompson K, McDermott E, O’Neill A, Zakaria N, Egan LJ, Ritter T, Loessner D, Redmond K, Sheehan M, Canney A, Hogan AM, Hynes SO, Treacy O, Dunne PD, Ryan AE. Tumor-associated mesenchymal stromal cells modulate macrophage phagocytosis in stromal-rich colorectal cancer via PD-1 signaling. iScience 2024; 27:110701. [PMID: 39310770 PMCID: PMC11416555 DOI: 10.1016/j.isci.2024.110701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 05/27/2024] [Accepted: 08/06/2024] [Indexed: 09/25/2024] Open
Abstract
CMS4 colorectal cancer (CRC), based on the consensus molecular subtype (CMS), stratifies patients with the poorest disease-free survival rates. It is characterized by a strong mesenchymal stromal cell (MSC) signature, wound healing-like inflammation and therapy resistance. We utilized 2D and 3D in vitro, in vivo, and ex vivo models to assess the impact of inflammation and stromal cells on immunosuppression in CMS4 CRC. RNA sequencing data from untreated stage II/III CRC patients showed enriched TNF-α signatures in CMS1 and CMS4 tumors. Secretome from TNF-α treated cancer cells induced an immunomodulatory and chemotactic phenotype in MSC and cancer-associated fibroblasts (CAFs). Macrophages in CRC tumours migrate and preferentially localise in stromal compartment. Inflammatory CRC secretome enhances expression of PD-L1 and CD47 on both human and murine stromal cells. We demonstrate that TNF-α-induced inflammation in CRC suppresses macrophage phagocytosis via stromal cells. We show that stromal cell-mediated suppression of macrophage phagocytosis is mediated in part through PD-1 signaling. These data suggest that re-stratification of CRC by CMS may reveal patient subsets with microsatellite stable tumors, particularly CMS4-like tumors, that may respond to immunotherapies.
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Affiliation(s)
- Niamh A. Leonard
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Shania M. Corry
- Patrick G Johnston Centre for Cancer Research, Queen’s University Belfast, Belfast, Northern Ireland
| | - Eileen Reidy
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- CÚRAM Centre for Research in Medical Devices, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Hannah Egan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Grace O’Malley
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Kerry Thompson
- Centre for Microscopy and Imaging, Discipline of Anatomy, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Emma McDermott
- Centre for Microscopy and Imaging, Discipline of Anatomy, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Aoise O’Neill
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Norashikin Zakaria
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Laurence J. Egan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Thomas Ritter
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- CÚRAM Centre for Research in Medical Devices, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Daniela Loessner
- Barts Cancer Institute, Queen Mary University of London, London, UK
- Faculty of Engineering and Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
- Leibniz-Institut für Polymerforschung Dresden, Dresden, Germany
| | - Keara Redmond
- Patrick G Johnston Centre for Cancer Research, Queen’s University Belfast, Belfast, Northern Ireland
| | - Margaret Sheehan
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland
| | - Aoife Canney
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland
| | - Aisling M. Hogan
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Department of Colorectal Surgery, Galway University Hospital, Galway, Ireland
| | - Sean O. Hynes
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland
- Discipline of Pathology, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Oliver Treacy
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Philip D. Dunne
- Patrick G Johnston Centre for Cancer Research, Queen’s University Belfast, Belfast, Northern Ireland
- Cancer Research UK Beatson Institute, Glasgow, UK
| | - Aideen E. Ryan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine Nursing and Health Sciences, University of Galway, Galway, Ireland
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
- CÚRAM Centre for Research in Medical Devices, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
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Djordjevic J, Cisneros Romero NS, Cascione L, Mele V, Cremonesi E, Sorrenti E, Basso C, Villa M, Cianfarani A, Roesel R, Galafassi J, Majno-Hurst PE, Spagnoli G, Christoforidis D, Iezzi G. Direct toll-like receptor triggering in colorectal cancer-associated stromal cells elicits immunostimulatory properties leading to enhanced immune cell recruitment. Gut 2024:gutjnl-2023-331759. [PMID: 39122362 DOI: 10.1136/gutjnl-2023-331759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 07/10/2024] [Indexed: 08/12/2024]
Affiliation(s)
- Julija Djordjevic
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
| | - Nubia Sarahi Cisneros Romero
- Faculty of Natural Sciences, University of Basel, Basel, Switzerland
- Department of Biomedicine, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Luciano Cascione
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
- Bioinformatics Core Unit, Institute of Oncology Research (IOR), Bellinzona, Switzerland
| | - Valentina Mele
- Department of Biomedicine, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Eleonora Cremonesi
- Department of Biomedicine, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Elisa Sorrenti
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
| | - Camilla Basso
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
| | - Martina Villa
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
| | - Agnese Cianfarani
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
- Department of Surgery, Ente Ospedaliero Cantonale (EOC), Bellinzona, Switzerland
| | - Raffaello Roesel
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
- Department of Surgery, Ente Ospedaliero Cantonale (EOC), Bellinzona, Switzerland
| | - Jacopo Galafassi
- Department of Surgery, Ente Ospedaliero Cantonale (EOC), Bellinzona, Switzerland
| | - Pietro Edoardo Majno-Hurst
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
- Department of Surgery, Ente Ospedaliero Cantonale (EOC), Bellinzona, Switzerland
| | - Giulio Spagnoli
- Institute of Translational Pharmacology, National Research Council, Roma, Italy
| | - Dimitrios Christoforidis
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
- Department of Surgery, Ente Ospedaliero Cantonale (EOC), Bellinzona, Switzerland
| | - Giandomenica Iezzi
- Laboratory for Surgical Research, EOC Laboratories for Translational Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
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5
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Mouillet-Richard S, Cazelles A, Sroussi M, Gallois C, Taieb J, Laurent-Puig P. Clinical Challenges of Consensus Molecular Subtype CMS4 Colon Cancer in the Era of Precision Medicine. Clin Cancer Res 2024; 30:2351-2358. [PMID: 38564259 PMCID: PMC11145159 DOI: 10.1158/1078-0432.ccr-23-3964] [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: 12/18/2023] [Revised: 01/31/2024] [Accepted: 03/13/2024] [Indexed: 04/04/2024]
Abstract
Over the past decade, our understanding of the diversity of colorectal cancer has expanded significantly, raising hopes of tailoring treatments more precisely for individual patients. A key achievement in this direction was the establishment of the consensus molecular classification, particularly identifying the challenging consensus molecular subtype (CMS) CMS4 associated with poor prognosis. Because of its aggressive nature, extensive research is dedicated to the CMS4 subgroup. Recent years have unveiled molecular and microenvironmental features at the tissue level specific to CMS4 colorectal cancer. This has paved the way for mechanistic studies and the development of preclinical models. Simultaneously, efforts have been made to easily identify patients with CMS4 colorectal cancer. Reassessing clinical trial results through the CMS classification lens has improved our understanding of the therapeutic challenges linked to this subtype. Exploration of the biology of CMS4 colorectal cancer is yielding potential biomarkers and novel treatment approaches. This overview aims to provide insights into the clinico-biological characteristics of the CMS4 subgroup, the molecular pathways driving this subtype, and available diagnostic options. We also emphasize the therapeutic challenges associated with this subtype, offering potential explanations. Finally, we summarize the current tailored treatments for CMS4 colorectal cancer emerging from fundamental and preclinical studies.
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Affiliation(s)
- Sophie Mouillet-Richard
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
| | - Antoine Cazelles
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
| | - Marine Sroussi
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
| | - Claire Gallois
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
- Institut du Cancer Paris CARPEM, APHP, Gastroenterology and Gastrointestinal Oncology Department, APHP.Centre - Université Paris Cité, Hôpital Européen G. Pompidou, Paris, France
| | - Julien Taieb
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
- Institut du Cancer Paris CARPEM, APHP, Gastroenterology and Gastrointestinal Oncology Department, APHP.Centre - Université Paris Cité, Hôpital Européen G. Pompidou, Paris, France
| | - Pierre Laurent-Puig
- Team “Personalized medicine, pharmacogenomics, therapeutic optimization”, Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université Paris Cité, Paris, France
- Institut du Cancer Paris CARPEM, APHP, Department of Biology, APHP.Centre - Université Paris Cité, Hôpital Européen G. Pompidou, Paris, France
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6
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Lynch SM, Heeran AB, Burke C, Lynam-Lennon N, Eustace AJ, Dean K, Robson T, Rahman A, Marcone S. Precision Oncology, Artificial Intelligence, and Novel Therapeutic Advancements in the Diagnosis, Prevention, and Treatment of Cancer: Highlights from the 59th Irish Association for Cancer Research (IACR) Annual Conference. Cancers (Basel) 2024; 16:1989. [PMID: 38893110 PMCID: PMC11171401 DOI: 10.3390/cancers16111989] [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: 04/19/2024] [Revised: 05/21/2024] [Accepted: 05/21/2024] [Indexed: 06/21/2024] Open
Abstract
Advancements in oncology, especially with the era of precision oncology, is resulting in a paradigm shift in cancer care. Indeed, innovative technologies, such as artificial intelligence, are paving the way towards enhanced diagnosis, prevention, and personalised treatments as well as novel drug discoveries. Despite excellent progress, the emergence of resistant cancers has curtailed both the pace and extent to which we can advance. By combining both their understanding of the fundamental biological mechanisms and technological advancements such as artificial intelligence and data science, cancer researchers are now beginning to address this. Together, this will revolutionise cancer care, by enhancing molecular interventions that may aid cancer prevention, inform clinical decision making, and accelerate the development of novel therapeutic drugs. Here, we will discuss the advances and approaches in both artificial intelligence and precision oncology, presented at the 59th Irish Association for Cancer Research annual conference.
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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;
| | - Aisling B. Heeran
- Department of Surgery, Trinity Translational Medicine Institute, Trinity St. James’s Cancer Institute, Trinity College Dublin, D02 PN40 Dublin, Ireland; (A.B.H.); (N.L.-L.); (S.M.)
| | - Caoimbhe Burke
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Belfield, D04 C1P1 Dublin, Ireland;
| | - Niamh Lynam-Lennon
- Department of Surgery, Trinity Translational Medicine Institute, Trinity St. James’s Cancer Institute, Trinity College Dublin, D02 PN40 Dublin, Ireland; (A.B.H.); (N.L.-L.); (S.M.)
| | - Alex J. Eustace
- Life Sciences Institute, Dublin City University, D09 NR58 Dublin, Ireland;
| | - Kellie Dean
- School of Biochemistry and Cell Biology, Western Gateway Building, University College Cork, T12 XF62 Cork, Ireland;
| | - Tracy Robson
- School of Pharmacy and Biomolecular Sciences, RCSI University of Medicine and Health Sciences, D02 YN77 Dublin, Ireland
| | - Arman Rahman
- UCD School of Medicine, UCD Conway Institute, University College Dublin, Belfield, D04 C1P1 Dublin, Ireland;
| | - Simone Marcone
- Department of Surgery, Trinity Translational Medicine Institute, Trinity St. James’s Cancer Institute, Trinity College Dublin, D02 PN40 Dublin, Ireland; (A.B.H.); (N.L.-L.); (S.M.)
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7
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Liu Y, Zhao J, Huang B, Liang Y, Jiang G, Zhou X, Chen Y, He T, Zheng M, Huang Z. Identification and validation of an immunotherapeutic signature for colon cancer based on the regulatory patterns of ferroptosis and their association with the tumor microenvironment. BIOCHIMICA ET BIOPHYSICA ACTA. MOLECULAR CELL RESEARCH 2024; 1871:119698. [PMID: 38387508 DOI: 10.1016/j.bbamcr.2024.119698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Revised: 02/04/2024] [Accepted: 02/15/2024] [Indexed: 02/24/2024]
Abstract
The integrated landscape of ferroptosis regulatory patterns and their association with colon microenvironment have been demonstrated in recent studies. However, the ferroptosis-related immunotherapeutic signature for colon cancer (CC) remains unclear. We comprehensively evaluated 1623 CC samples, identified patterns of ferroptosis modification based on ferroptosis-associated genes, and systematically correlated these patterns with tumor microenvironment (TME) cell infiltration characteristics. In addition, the ferroptosis-regulated gene score (FRG-score) was constructed to quantify the pattern of ferroptosis alterations in individual tumors. Three distinct patterns of ferroptosis modification were identified, including antioxidant defense, iron toxicity, and lipid peroxidation. The characteristics of TME cell infiltration under these three patterns were highly consistent with the three immune phenotypes of tumors, including immune-inflamed, immune-excluded and immune-desert phenotypes. We also demonstrated that evaluation of ferroptosis regulatory patterns within individual tumors can predict tumor inflammatory status, tumor subtype, TME stromal activity, genetic variation, and clinical outcome. Immunotherapy cohorts confirmed that patients with low FRG-scores showed remarkable therapeutic and clinical benefits. Furthermore, the hub gene apolipoprotein L6 (APOL6), a drug-sensitive target associated with cancer cell ferroptosis, was identified through our proposed novel key gene screening process and validated in CC cell lines and scRNA-seq.
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Affiliation(s)
- Yong Liu
- Key Laboratory of Computer-Aided Drug Design of Dongguan City, The First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan 523710, Guangdong, PR China; Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China
| | - Junzhang Zhao
- Department of Gastroenterology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou 510655, Guangdong, PR China
| | - Baoxiang Huang
- Key Laboratory of Computer-Aided Drug Design of Dongguan City, The First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan 523710, Guangdong, PR China; Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China
| | - Youcheng Liang
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou 510405, Guangdong, PR China
| | - Guanming Jiang
- Dongguan Institute of Clinical Oncology Research in Dongguan People's Hospital, Dongguan 523018, Guangdong, PR China
| | - Xinglin Zhou
- Key Laboratory of Computer-Aided Drug Design of Dongguan City, The First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan 523710, Guangdong, PR China; Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China
| | - Yilin Chen
- Key Laboratory of Computer-Aided Drug Design of Dongguan City, The First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan 523710, Guangdong, PR China; Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China
| | - Tao He
- School of Basic Medicine, Guangdong Medical University, Dongguan 523018, Guangdong, PR China
| | - Mingbin Zheng
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China; National Clinical Research Center for Infectious Disease, Shenzhen Third People's Hospital, The Second Affiliated Hospital, Southern University of Science and Technology, Shenzhen 518112, Guangdong, PR China.
| | - Zunnan Huang
- Key Laboratory of Computer-Aided Drug Design of Dongguan City, The First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan 523710, Guangdong, PR China; Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan 523808, Guangdong, PR China.
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8
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Dunne PD, Arends MJ. Molecular pathological classification of colorectal cancer-an update. Virchows Arch 2024; 484:273-285. [PMID: 38319359 PMCID: PMC10948573 DOI: 10.1007/s00428-024-03746-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 01/16/2024] [Accepted: 01/19/2024] [Indexed: 02/07/2024]
Abstract
Colorectal cancer (CRC) has a broad range of molecular alterations with two major mechanisms of genomic instability (chromosomal instability and microsatellite instability) and has been subclassified into 4 consensus molecular subtypes (CMS) based on bulk RNA sequence data. Here, we update the molecular pathological classification of CRC with an overview of more recent bulk and single-cell RNA data analysis for development of transcriptional classifiers and risk stratification methods, taking into account the marked inter-tumoural and intra-tumoural heterogeneity of CRC. The importance of the stromal and immune components or tumour microenvironment (TME) to prognosis has emerged from these analyses. Attempts to remove the contribution of the tumour microenvironment and reveal neoplastic-specific transcriptional traits involved identification of the CRC intrinsic subtypes (CRIS). The use of immunohistochemistry and digital pathology to implement classification systems are evolving fields. Conventional adenoma versus serrated polyp pathway transcriptomic analysis and characterisation of canonical LGR5+ crypt base columnar stem cell versus ANXA1+ regenerative stem cell phenotypes emerged as key properties for improved understanding of transcriptional signals involved in molecular subclassification of colorectal cancers. Recently, classification by three pathway-derived subtypes (PDS1-3) has been developed, revealing a continuum of intrinsic biology associated with biological, stem cell, histopathological, and clinical attributes.
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Affiliation(s)
- Philip D Dunne
- Patrick G. Johnston Centre for Cancer Research, Queens University Belfast, Belfast, Northern Ireland, BT8 7AE, UK
- Cancer Research UK Scotland Institute, Garscube Estate, Glasgow, G61 1QH, UK
| | - Mark J Arends
- Edinburgh Pathology & Cancer Research UK Scotland Centre, Institute of Genetics & Cancer, University of Edinburgh, Crewe Road, Edinburgh, EH4 2XR, UK.
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Egan H, Treacy O, Lynch K, Leonard NA, O'Malley G, Reidy E, O'Neill A, Corry SM, De Veirman K, Vanderkerken K, Egan LJ, Ritter T, Hogan AM, Redmond K, Peng L, Che J, Gatlin W, Jayaraman P, Sheehan M, Canney A, Hynes SO, Kerr EM, Dunne PD, O'Dwyer ME, Ryan AE. Targeting stromal cell sialylation reverses T cell-mediated immunosuppression in the tumor microenvironment. Cell Rep 2023; 42:112475. [PMID: 37167967 DOI: 10.1016/j.celrep.2023.112475] [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: 08/05/2021] [Revised: 02/03/2023] [Accepted: 04/19/2023] [Indexed: 05/13/2023] Open
Abstract
Immunosuppressive tumor microenvironments (TMEs) reduce the effectiveness of immune responses in cancer. Mesenchymal stromal cells (MSCs), precursors to cancer-associated fibroblasts (CAFs), promote tumor progression by enhancing immune cell suppression in colorectal cancer (CRC). Hyper-sialylation of glycans promotes immune evasion in cancer through binding of sialic acids to their receptors, Siglecs, expressed on immune cells, which results in inhibition of effector functions. The role of sialylation in shaping MSC/CAF immunosuppression in the TME is not well characterized. In this study, we show that tumor-conditioned stromal cells have increased sialyltransferase expression, α2,3/6-linked sialic acid, and Siglec ligands. Tumor-conditioned stromal cells and CAFs induce exhausted immunomodulatory CD8+ PD1+ and CD8+ Siglec-7+/Siglec-9+ T cell phenotypes. In vivo, targeting stromal cell sialylation reverses stromal cell-mediated immunosuppression, as shown by infiltration of CD25 and granzyme B-expressing CD8+ T cells in the tumor and draining lymph node. Targeting stromal cell sialylation may overcome immunosuppression in the CRC TME.
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Affiliation(s)
- Hannah Egan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Oliver Treacy
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Kevin Lynch
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Niamh A Leonard
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Grace O'Malley
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Eileen Reidy
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; CÚRAM, SFI Research Centre for Medical Devices, University of Galway, Galway, Ireland
| | - Aoise O'Neill
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Shania M Corry
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Kim De Veirman
- Laboratory for Haematology and Immunology (HEIM), Department of Biomedical Sciences, Vrije Universiteit Brussel, Brussels, Belgium
| | - Karin Vanderkerken
- Laboratory for Haematology and Immunology (HEIM), Department of Biomedical Sciences, Vrije Universiteit Brussel, Brussels, Belgium
| | - Laurence J Egan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Thomas Ritter
- Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; CÚRAM, SFI Research Centre for Medical Devices, University of Galway, Galway, Ireland
| | - Aisling M Hogan
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Department of Colorectal Surgery, Galway University Hospital, Galway, Ireland
| | - Keara Redmond
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Li Peng
- Palleon Pharmaceuticals, Waltham, MA 02451, USA
| | - Jenny Che
- Palleon Pharmaceuticals, Waltham, MA 02451, USA
| | | | | | - Margaret Sheehan
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland
| | - Aoife Canney
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland
| | - Sean O Hynes
- Division of Anatomical Pathology, Galway University Hospital, Galway, Ireland; Discipline of Pathology, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland
| | - Emma M Kerr
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Philip D Dunne
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Cancer Research UK Beatson Institute, Glasgow, UK
| | - Michael E O'Dwyer
- Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Blood Cancer Network of Ireland (BCNI), Galway, Ireland; Department of Hematology, Galway University Hospital, Galway, Ireland
| | - Aideen E Ryan
- Discipline of Pharmacology and Therapeutics, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Regenerative Medicine Institute (REMEDI), School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; Lambe Institute for Translational Research, School of Medicine, College of Medicine, Nursing and Health Sciences, University of Galway, Galway, Ireland; CÚRAM, SFI Research Centre for Medical Devices, University of Galway, Galway, Ireland.
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