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Kilian C, Ulrich H, Zouboulis VA, Sprezyna P, Schreiber J, Landsberger T, Büttner M, Biton M, Villablanca EJ, Huber S, Adlung L. Longitudinal single-cell data informs deterministic modelling of inflammatory bowel disease. NPJ Syst Biol Appl 2024; 10:69. [PMID: 38914538 PMCID: PMC11196733 DOI: 10.1038/s41540-024-00395-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 06/14/2024] [Indexed: 06/26/2024] Open
Abstract
Single-cell-based methods such as flow cytometry or single-cell mRNA sequencing (scRNA-seq) allow deep molecular and cellular profiling of immunological processes. Despite their high throughput, however, these measurements represent only a snapshot in time. Here, we explore how longitudinal single-cell-based datasets can be used for deterministic ordinary differential equation (ODE)-based modelling to mechanistically describe immune dynamics. We derived longitudinal changes in cell numbers of colonic cell types during inflammatory bowel disease (IBD) from flow cytometry and scRNA-seq data of murine colitis using ODE-based models. Our mathematical model generalised well across different protocols and experimental techniques, and we hypothesised that the estimated model parameters reflect biological processes. We validated this prediction of cellular turnover rates with KI-67 staining and with gene expression information from the scRNA-seq data not used for model fitting. Finally, we tested the translational relevance of the mathematical model by deconvolution of longitudinal bulk mRNA-sequencing data from a cohort of human IBD patients treated with olamkicept. We found that neutrophil depletion may contribute to IBD patients entering remission. The predictive power of IBD deterministic modelling highlights its potential to advance our understanding of immune dynamics in health and disease.
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Affiliation(s)
- Christoph Kilian
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany
| | - Hanna Ulrich
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany
| | - Viktor A Zouboulis
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany
| | - Paulina Sprezyna
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany
| | - Jasmin Schreiber
- Leibniz Institute for the Analysis of Biodiversity Change, D-20146, Hamburg, Germany
| | - Tomer Landsberger
- Department of statistics and data science, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Maren Büttner
- Calico Life Sciences, LLC, South San Francisco, CA, USA
| | - Moshe Biton
- Department of Immunology and Regenerative Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Eduardo J Villablanca
- Division of Immunology and Allergy, Department of Medicine Solna, Karolinska Institutet and University Hospital, Stockholm, Sweden
- Center of Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Samuel Huber
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany
| | - Lorenz Adlung
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany.
- Hamburg Center for Translational Immunology (HCTI) and Center for Biomedical AI (bAIome), University Medical Center Hamburg-Eppendorf (UKE), D-20246, Hamburg, Germany.
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2
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Ciorba MA, Konnikova L, Hirota SA, Lucchetta EM, Turner JR, Slavin A, Johnson K, Condray CD, Hong S, Cressall BK, Pizarro TT, Hurtado-Lorenzo A, Heller CA, Moss AC, Swantek JL, Garrett WS. Challenges in IBD Research 2024: Preclinical Human IBD Mechanisms. Inflamm Bowel Dis 2024; 30:S5-S18. [PMID: 38778627 DOI: 10.1093/ibd/izae081] [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: 03/15/2024] [Indexed: 05/25/2024]
Abstract
Preclinical human inflammatory bowel disease (IBD) mechanisms is one of 5 focus areas of the Challenges in IBD Research 2024 document, which also includes environmental triggers, novel technologies, precision medicine, and pragmatic clinical research. Herein, we provide a comprehensive overview of current gaps in inflammatory bowel diseases research that relate to preclinical research and deliver actionable approaches to address them with a focus on how these gaps can lead to advancements in IBD interception, remission, and restoration. The document is the result of multidisciplinary input from scientists, clinicians, patients, and funders and represents a valuable resource for patient-centric research prioritization. This preclinical human IBD mechanisms section identifies major research gaps whose investigation will elucidate pathways and mechanisms that can be targeted to address unmet medical needs in IBD. Research gaps were identified in the following areas: genetics, risk alleles, and epigenetics; the microbiome; cell states and interactions; barrier function; IBD complications (specifically fibrosis and stricturing); and extraintestinal manifestations. To address these gaps, we share specific opportunities for investigation for basic and translational scientists and identify priority actions.
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Affiliation(s)
- Matthew A Ciorba
- Inflammatory Bowel Diseases Center, Division of Gastroenterology, Washington University in St. Louis, Saint Louis, MO, USA
| | - Liza Konnikova
- Departments of Pediatrics, Immunobiology, and Obstetric, Gynecology and Reproductive Sciences, Yale School of Medicine, New Haven, CT, USA
| | - Simon A Hirota
- Snyder Institute for Chronic Diseases, Dept. of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada
| | - Elena M Lucchetta
- The Leona M. and Harry B. Helmsley Charitable Trust, New York, NY, USA
| | - Jerrold R Turner
- Departments of Pathology and Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | | | - Cass D Condray
- Patient Representative for the Crohn's & Colitis Foundation, New York, NY, USA
| | - Sungmo Hong
- Patient Representative for the Crohn's & Colitis Foundation, New York, NY, USA
| | - Brandon K Cressall
- Patient Representative for the Crohn's & Colitis Foundation, New York, NY, USA
| | - Theresa T Pizarro
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | | | - Caren A Heller
- Research Department, Crohn's & Colitis Foundation, New York, NY, USA
| | - Alan C Moss
- Research Department, Crohn's & Colitis Foundation, New York, NY, USA
| | | | - Wendy S Garrett
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- The Harvard T. H. Chan Microbiome in Public Health Center, Boston, MA, USA
- Kymera Therapeutics, Watertown, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
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3
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Malonga T, Vialaneix N, Beaumont M. BEST4 + cells in the intestinal epithelium. Am J Physiol Cell Physiol 2024; 326:C1345-C1352. [PMID: 38557358 DOI: 10.1152/ajpcell.00042.2024] [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: 01/19/2024] [Revised: 03/13/2024] [Accepted: 03/21/2024] [Indexed: 04/04/2024]
Abstract
The recent development of single-cell transcriptomics highlighted the existence of a new lineage of mature absorptive cells in the human intestinal epithelium. This subpopulation is characterized by the specific expression of Bestrophin 4 (BEST4) and of other marker genes including OTOP2, CA7, GUCA2A, GUCA2B, and SPIB. BEST4+ cells appear early in development and are present in all regions of the small and large intestine at a low abundance (<5% of all epithelial cells). Location-specific gene expression profiles in BEST4+ cells suggest their functional specialization in each gut region, as exemplified by the small intestine-specific expression of the ion channel CFTR. The putative roles of BEST4+ cells include sensing and regulation of luminal pH, tuning of guanylyl cyclase-C signaling, transport of electrolytes, hydration of mucus, and secretion of antimicrobial peptides. However, most of these hypotheses lack functional validation, notably because BEST4+ cells are absent in mice. The presence of BEST4+ cells in human intestinal organoids indicates that this in vitro model should be suitable to study their role. Recent studies showed that BEST4+ cells are also present in the intestinal epithelium of macaque, pig, and zebrafish and, here, we report their presence in rabbits, which suggests that these species could be appropriate animal models to study BEST4+ cells during the development of diseases and their interactions with environmental factors such as diet or the microbiota. In this review, we summarize the existing literature regarding BEST4+ cells and emphasize the description of their predicted roles in the intestinal epithelium in health and disease.NEW & NOTEWORTHY BEST4+ cells are a novel subtype of mature absorptive cells in the human intestinal epithelium highlighted by single-cell transcriptomics. The gene expression profile of BEST4+ cells suggests their role in pH regulation, electrolyte secretion, mucus hydration, and innate immune defense. The absence of BEST4+ cells in mice requires the use of alternative animal models or organoids to decipher the role of this novel type of intestinal epithelial cells.
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Affiliation(s)
- Tania Malonga
- GenPhySE, Université de Toulouse, INRAE, ENVT, 31326, Castanet Tolosan, France
- Université de Toulouse, INRAE, UR MIAT, Castanet-Tolosan, France
| | - Nathalie Vialaneix
- Université de Toulouse, INRAE, UR MIAT, Castanet-Tolosan, France
- Université de Toulouse, INRAE, BioinfOmics, GenoToul Bioinformatics Facility, Castanet-Tolosan, France
| | - Martin Beaumont
- GenPhySE, Université de Toulouse, INRAE, ENVT, 31326, Castanet Tolosan, France
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4
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Karmele EP, Moldoveanu AL, Kaymak I, Jugder BE, Ursin RL, Bednar KJ, Corridoni D, Ort T. Single cell RNA-sequencing profiling to improve the translation between human IBD and in vivo models. Front Immunol 2023; 14:1291990. [PMID: 38179052 PMCID: PMC10766350 DOI: 10.3389/fimmu.2023.1291990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Accepted: 11/29/2023] [Indexed: 01/06/2024] Open
Abstract
Inflammatory bowel disease (IBD) is an umbrella term for two conditions (Crohn's Disease and Ulcerative Colitis) that is characterized by chronic inflammation of the gastrointestinal tract. The use of pre-clinical animal models has been invaluable for the understanding of potential disease mechanisms. However, despite promising results of numerous therapeutics in mouse colitis models, many of these therapies did not show clinical benefits in patients with IBD. Single cell RNA-sequencing (scRNA-seq) has recently revolutionized our understanding of complex interactions between the immune system, stromal cells, and epithelial cells by mapping novel cell subpopulations and their remodeling during disease. This technology has not been widely applied to pre-clinical models of IBD. ScRNA-seq profiling of murine models may provide an opportunity to increase the translatability into the clinic, and to choose the most appropriate model to test hypotheses and novel therapeutics. In this review, we have summarized some of the key findings at the single cell transcriptomic level in IBD, how specific signatures have been functionally validated in vivo, and highlighted the similarities and differences between scRNA-seq findings in human IBD and experimental mouse models. In each section of this review, we highlight the importance of utilizing this technology to find the most suitable or translational models of IBD based on the cellular therapeutic target.
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Affiliation(s)
- Erik P. Karmele
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Gaithersburg, MD, United States
| | - Ana Laura Moldoveanu
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, United Kingdom
| | - Irem Kaymak
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, United Kingdom
| | - Bat-Erdene Jugder
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Waltham, MA, United States
| | - Rebecca L. Ursin
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Waltham, MA, United States
| | - Kyle J. Bednar
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Gaithersburg, MD, United States
| | - Daniele Corridoni
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, United Kingdom
| | - Tatiana Ort
- Bioscience Immunology, Research and Early Development, Respiratory and Immunology, Biopharmaceuticals R&D, AstraZeneca, Gaithersburg, MD, United States
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5
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Zheng HB. Application of single-cell omics in inflammatory bowel disease. World J Gastroenterol 2023; 29:4397-4404. [PMID: 37576705 PMCID: PMC10415967 DOI: 10.3748/wjg.v29.i28.4397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 06/27/2023] [Accepted: 07/07/2023] [Indexed: 07/26/2023] Open
Abstract
Over the past decade, the advent of single cell RNA-sequencing has revolutionized the approach in cellular transcriptomics research. The current technology offers an unbiased platform to understand how genotype correlates to phenotype. Single-cell omics applications in gastrointestinal (GI) research namely inflammatory bowel disease (IBD) has become popular in the last few years with multiple publications as single-cell omics techniques can be applied directly to the target organ, the GI tract at the tissue level. Through examination of mucosal tissue and peripheral blood in IBD, the recent boom in single cell research has identified a myriad of key immune players from enterocytes to tissue resident memory T cells, and explored functional heterogeneity within cellular subsets previously unreported. As we begin to unravel the complex mucosal immune system in states of health and disease like IBD, the power of exploration through single-cell omics can change our approach to translational research. As novel techniques evolve through multiplexing single-cell omics and spatial transcriptomics come to the forefront, we can begin to fully comprehend the disease IBD and better design targets of treatment. In addition, hopefully these techniques can ultimately begin to identify biomarkers of therapeutic response and answer clinically relevant questions in how to tailor individual therapy to patients through personalized medicine.
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Affiliation(s)
- Hengqi Betty Zheng
- Department of Pediatrics, Seattle Children’s Hospital, University of Washington, Seattle, WA 98105, United States
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6
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Richard N, Savoye G, Leboutte M, Amamou A, Ghosh S, Marion-Letellier R. Crohn’s disease: Why the ileum? World J Gastroenterol 2023; 29:3222-3240. [PMID: 37377591 PMCID: PMC10292140 DOI: 10.3748/wjg.v29.i21.3222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 01/23/2023] [Accepted: 05/08/2023] [Indexed: 06/01/2023] Open
Abstract
Crohn’s disease (CD) is an inflammatory bowel disease characterized by immune-mediated flares affecting any region of the intestine alternating with remission periods. In CD, the ileum is frequently affected and about one third of patients presents with a pure ileal type. Moreover, the ileal type of CD presents epidemiological specificities like a younger age at onset and often a strong link with smoking and genetic susceptibility genes. Most of these genes are associated with Paneth cell dysfunction, a cell type found in the intestinal crypts of the ileum. Besides, a Western-type diet is associated in epidemiological studies with CD onset and increasing evidence shows that diet can modulate the composition of bile acids and gut microbiota, which in turn modulates the susceptibility of the ileum to inflammation. Thus, the interplay between environmental factors and the histological and anatomical features of the ileum is thought to explain the specific transcriptome profile observed in CD ileitis. Indeed, both immune response and cellular healing processes harbour differences between ileal and non-ileal CD. Taken together, these findings advocate for a dedicated therapeutic approach to managing ileal CD. Currently, interventional pharmacological studies have failed to clearly demonstrate distinct response profiles according to disease site. However, the high rate of stricturing disease in ileal CD requires the identification of new therapeutic targets to significantly change the natural history of this debilitating disease.
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Affiliation(s)
- Nicolas Richard
- University of Rouen Normandie, INSERM, ADEN UMR 1073, Nutrition, Inflammation and Microbiota-Gut-Brain Axis, Rouen F-76000, France
- CHU Rouen, Department of Gastroenterology, Rouen University Hospital-Charles Nicolle, Rouen F-76000, France
- Institute for Research and Innovation in Biomedicine, University of Rouen Normandie, Rouen F-76000, France
| | - Guillaume Savoye
- University of Rouen Normandie, INSERM, ADEN UMR 1073, Nutrition, Inflammation and Microbiota-Gut-Brain Axis, Rouen F-76000, France
- CHU Rouen, Department of Gastroenterology, Rouen University Hospital-Charles Nicolle, Rouen F-76000, France
- Institute for Research and Innovation in Biomedicine, University of Rouen Normandie, Rouen F-76000, France
| | - Mathilde Leboutte
- University of Rouen Normandie, INSERM, ADEN UMR 1073, Nutrition, Inflammation and Microbiota-Gut-Brain Axis, Rouen F-76000, France
- Institute for Research and Innovation in Biomedicine, University of Rouen Normandie, Rouen F-76000, France
| | - Asma Amamou
- APC Microbiome Ireland, Biosciences Building, University College Cork, Cork T12 YT20, Ireland
| | - Subrata Ghosh
- APC Microbiome Ireland, Biosciences Building, University College Cork, Cork T12 YT20, Ireland
| | - Rachel Marion-Letellier
- University of Rouen Normandie, INSERM, ADEN UMR 1073, Nutrition, Inflammation and Microbiota-Gut-Brain Axis, Rouen F-76000, France
- Institute for Research and Innovation in Biomedicine, University of Rouen Normandie, Rouen F-76000, France
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7
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Corridoni D, Pizarro TT. Single-cell Transcriptomics Reveal the Importance of Distinct Epithelial Cell Populations in Ileal-specific, Treatment-naïve, and Treated Crohn's Disease Patients. Inflamm Bowel Dis 2023; 29:334-336. [PMID: 36610699 DOI: 10.1093/ibd/izac264] [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: 11/02/2022] [Indexed: 01/09/2023]
Abstract
Lay Summary
The advent of single-cell technologies has revolutionized analyses of IBD-specific processes by identifying important, often novel, mucosal cells subpopulations and their associated functions. We discuss recent findings reporting transcriptomic and cellular diversity of treatment-naïve and treated patients with ileal-specific CD.
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Affiliation(s)
- Daniele Corridoni
- Bioscience Immunology, Research and Early Development, Respiratory & Immunology, BioPharmaceuticals R&D, AstraZeneca, Cambridge, United Kingdom.,MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford, United Kingdom
| | - Theresa T Pizarro
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH, USA
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