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Tavakoli P, Vollmer-Conna U, Hadzi-Pavlovic D, Vázquez-Campos X, Grimm MC. The Interplay Between Use of Biological Therapies, Psychological State, and the Microbiome in IBD. Front Med (Lausanne) 2022; 9:788992. [PMID: 35928295 PMCID: PMC9345200 DOI: 10.3389/fmed.2022.788992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 06/06/2022] [Indexed: 11/30/2022] Open
Abstract
Background This study examines longitudinal bio-psychological dynamics and their interplay in IBD patients undergoing conventional and biological therapies. Methods Fifty IBD participants (24 UC, 26 CD) in clinical remission were followed for 12 months. Complete longitudinal datasets, biological samples, validated scores of psychological status were collected monthly for analysis of association. Microbiome analysis was performed to identify microbial dynamics and signatures. Patients were grouped on disease phenotype (CD, UC) and mode of treatment (biological therapies, non-biological treatment). General linear models, mixed models, cluster analysis, and analyses of variance were used to examine the longitudinal trends of the variables and their associations over time. Results were corrected for multiple testing. Results Results substantiated different interactions between biological therapy and longitudinal trends of inflammatory biomarkers in remission CD and UC patients as well as significant differences between CD and UC patients in their psychological measures during clinical remission, with UC patients having inferior condition compared to CD. A significant reduction in microbial diversity in CD patients compared to UC was identified. Results characterized considerable differences in longitudinal microbial profile between those taking and not taking biological treatment in UC patients, but not in CD patients. Conclusion A different trajectory of interdependence was identified between psychological state, sleep, and microbial dynamics with mode of treatment when compared between CD and UC patients. Further studies should investigate the causal relationships between bio-psychological factors for improved treatment purposes.
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Affiliation(s)
- Paris Tavakoli
- St. George and Sutherland Clinical School, University of New South Wales, Sydney, NSW, Australia
- *Correspondence: Paris Tavakoli
| | - Ute Vollmer-Conna
- School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Dusan Hadzi-Pavlovic
- School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Xabier Vázquez-Campos
- School of Biotechnology and Biomolecular Sciences, Faculty of Science, University of New South Wales, Sydney, NSW, Australia
| | - Michael Carl Grimm
- St. George and Sutherland Clinical School, University of New South Wales, Sydney, NSW, Australia
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The value of magnetic resonance enterography in diagnostic difficulties associated with Crohn's disease. Pol J Radiol 2021; 86:e143-e150. [PMID: 33828624 PMCID: PMC8018268 DOI: 10.5114/pjr.2021.104581] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2020] [Accepted: 08/27/2020] [Indexed: 01/11/2023] Open
Abstract
Purpose The diagnosis of Crohn’s disease (CD), one of the inflammatory bowel diseases (IBD), along with ulcerative colitis (UC), is often challenging due to the limitations of small intestine visualisation. Magnetic resonance enterography (MRE) enables imaging of intraluminal and extraintestinal complications without ionizing radiation. The objective of this study is to select CD-related MRE features and determine the feasibility of this technique to indicate a group of patients that should be subjected to more invasive diagnostic procedures. Material and methods A total of 131 patients (mean age 25) underwent MRE, 60 of whom had been previously diagnosed with CD and 17 with UC. Additionally, 26 patients with suspected IBD and 28 with other or unknown pathologies were included in the study. Radiological reports of MRE examinations, effectuated using a 1.5-T field strength, were retrospectively analysed regarding radiological features of IBD, such as the following: bowel wall thickening, enhancement, comb sign, stricture, enlarged mesenteric nodes, inflammatory infiltration, and abnormal diffusion restriction in diffusion-weighted imaging. The statistical model was based on machine learning of the Kohonen map, together with univariate and multivariate analysis. Results The selected neuron (Neuron 3) incorporated 23 cases of CD, 9 of suspected IBD, 2 patients with UC, and 4 with other pathologies. The statistical analysis identified bowel wall thickening, intestinal stricture, and lymphadenopathy as the 3 MRE findings most associated with Neuron 3 (AUC = 0.919, p = 0.031). Conclusions Bowel wall thickening, stricture, and enlarged mesenteric lymph nodes in MRE are independent predictive factors for CD diagnosis; thus, patients presenting these features should undergo further examinations. MRE constitutes a powerful imaging modality in cases of suspected IBD.
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Darden L, Kundu K, Pal LR, Moult J. Harnessing formal concepts of biological mechanism to analyze human disease. PLoS Comput Biol 2018; 14:e1006540. [PMID: 30586388 PMCID: PMC6306204 DOI: 10.1371/journal.pcbi.1006540] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Mechanism is a widely used concept in biology. In 2017, more than 10% of PubMed abstracts used the term. Therefore, searching for and reasoning about mechanisms is fundamental to much of biomedical research, but until now there has been almost no computational infrastructure for this purpose. Recent work in the philosophy of science has explored the central role that the search for mechanistic accounts of biological phenomena plays in biomedical research, providing a conceptual basis for representing and analyzing biological mechanism. The foundational categories for components of mechanisms-entities and activities-guide the development of general, abstract types of biological mechanism parts. Building on that analysis, we have developed a formal framework for describing and representing biological mechanism, MecCog, and applied it to describing mechanisms underlying human genetic disease. Mechanisms are depicted using a graphical notation. Key features are assignment of mechanism components to stages of biological organization and classes; visual representation of uncertainty, ignorance, and ambiguity; and tight integration with literature sources. The MecCog framework facilitates analysis of many aspects of disease mechanism, including the prioritization of future experiments, probing of gene-drug and gene-environment interactions, identification of possible new drug targets, personalized drug choice, analysis of nonlinear interactions between relevant genetic loci, and classification of diseases based on mechanism.
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Affiliation(s)
- Lindley Darden
- Department of Philosophy, University of Maryland College Park, College Park, Maryland, United States of America
| | - Kunal Kundu
- Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, United States of America
- Computational Biology, Bioinformatics and Genomics, Biological Sciences Graduate Program, University of Maryland College Park, College Park, Maryland, United States of America
| | - Lipika R. Pal
- Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, United States of America
| | - John Moult
- Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, United States of America
- Department of Cell Biology and Molecular Genetics, University of Maryland College Park, College Park, Maryland, United States of America
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Paiva NM, Pascoal LB, Negreiros LMV, Portovedo M, Coope A, Ayrizono MDLS, Coy CSR, Milanski M, Leal RF. Ileal pouch of ulcerative colitis and familial adenomatous polyposis patients exhibit modulation of autophagy markers. Sci Rep 2018; 8:2619. [PMID: 29422639 PMCID: PMC5805688 DOI: 10.1038/s41598-018-20938-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 01/26/2018] [Indexed: 12/13/2022] Open
Abstract
Total retocolectomy with ileal pouch-anal anastomosis (IPAA) is the surgery of choice for patients with ulcerative colitis (UC) that are refractory to clinical treatment. Pouchitis is one of the most common complications after this procedure. Defects in autophagy have been reported in inflammatory bowel diseases. However, there are no studies on the IP. Therefore, we studied markers for autophagy in the IP mucosa of UC and FAP patients comparing them to controls with a normal distal ileum. Sixteen patients with IP in "J" shape, asymptomatic and with endoscopically normal IP were evaluated. The control group consisted of eight patients with normal colonoscopy. There was a significant decrease in the transcriptional levels of ATG5, MAP1LC3A and BAX in the FAP group. There was also a decrease in the protein level of Beclin-1 in the UC and FAP compared to the control group. Although the LC3II levels by immunoblot were higher in the UC group, LC3/p62 co-localization were lower in the immunofluorescence analysis in the UC and FAP compared to the control group. Corroborating these results, there was an increase of p62 by immunoblot in the UC group. These findings indicated a modulation of macroautophagy markers in the IP, which may explain the mucosa inflammation predisposition.
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Affiliation(s)
- Nielce Maria Paiva
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Lívia Bitencourt Pascoal
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Leandro Minatel Vidal Negreiros
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Mariana Portovedo
- Laboratory of Metabolic Disorders, Faculty of Applied Sciences University of Campinas (UNICAMP), Sao Paulo, Brazil
| | - Andressa Coope
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Maria de Lourdes Setsuko Ayrizono
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Claudio Saddy Rodrigues Coy
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil
| | - Marciane Milanski
- Laboratory of Metabolic Disorders, Faculty of Applied Sciences University of Campinas (UNICAMP), Sao Paulo, Brazil
| | - Raquel Franco Leal
- IBD Research Laboratory, Coloproctology Unit, Surgery Department University of Campinas (UNICAMP), Medical School, Sao Paulo, Brazil.
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de Souza HSP, Fiocchi C, Iliopoulos D. The IBD interactome: an integrated view of aetiology, pathogenesis and therapy. Nat Rev Gastroenterol Hepatol 2017; 14:739-749. [PMID: 28831186 DOI: 10.1038/nrgastro.2017.110] [Citation(s) in RCA: 313] [Impact Index Per Article: 39.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Crohn's disease and ulcerative colitis are prototypical complex diseases characterized by chronic and heterogeneous manifestations, induced by interacting environmental, genomic, microbial and immunological factors. These interactions result in an overwhelming complexity that cannot be tackled by studying the totality of each pathological component (an '-ome') in isolation without consideration of the interaction among all relevant -omes that yield an overall 'network effect'. The outcome of this effect is the 'IBD interactome', defined as a disease network in which dysregulation of individual -omes causes intestinal inflammation mediated by dysfunctional molecular modules. To define the IBD interactome, new concepts and tools are needed to implement a systems approach; an unbiased data-driven integration strategy that reveals key players of the system, pinpoints the central drivers of inflammation and enables development of targeted therapies. Powerful bioinformatics tools able to query and integrate multiple -omes are available, enabling the integration of genomic, epigenomic, transcriptomic, proteomic, metabolomic and microbiome information to build a comprehensive molecular map of IBD. This approach will enable identification of IBD molecular subtypes, correlations with clinical phenotypes and elucidation of the central hubs of the IBD interactome that will aid discovery of compounds that can specifically target the hubs that control the disease.
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Affiliation(s)
- Heitor S P de Souza
- Department of Gastroenterology & Multidisciplinary Research Laboratory, Federal University of Rio de Janeiro, Rio de Janeiro 21941-913, Brazil
| | - Claudio Fiocchi
- Department of Pathobiology, Lerner Research Institute, Department of Gastroenterology and Hepatology, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, Ohio 44195, USA
| | - Dimitrios Iliopoulos
- Center for Systems Biomedicine, Vatche and Tamar Manoukian Division of Digestive Diseases, Department of Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California 90095, USA
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Stappenbeck TS, McGovern DP. Paneth Cell Alterations in the Development and Phenotype of Crohn's Disease. Gastroenterology 2017; 152:322-326. [PMID: 27729212 PMCID: PMC5209278 DOI: 10.1053/j.gastro.2016.10.003] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2016] [Revised: 10/03/2016] [Accepted: 10/05/2016] [Indexed: 12/17/2022]
Abstract
Pathogenesis of Crohn's disease (CD) involves immune and microbial dysregulation, induced by environmental factors in genetically susceptible individuals. There are believed to be multiple subtypes of CD, which contributes to its observed clinical heterogeneity. This concept has been reinforced by recognition of the complexity of the genetic, microbial, immune, and environmental factors that affect risk for CD. Paneth cells mediate immunity and maintain the small intestinal epithelium; defects in activities of these cells have been observed in high proportions of patients with CD, and are associated with a more aggressive CD phenotype. Paneth cells integrate complex genetic, immune, and environmental signals, therefore alterations in their function could lead to different subtypes of CD, as observed in studies in cohorts of primarily European descent. Subtypes of CD associated with Paneth cell function have been observed even among patients from different genetic backgrounds. We discuss genetic susceptibility loci for CD and how these affect Paneth cell activity.
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Affiliation(s)
| | - Dermot P.B. McGovern
- The F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
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Alhagamhmad MH, Day AS, Lemberg DA, Leach ST. An overview of the bacterial contribution to Crohn disease pathogenesis. J Med Microbiol 2016; 65:1049-1059. [PMID: 27501828 DOI: 10.1099/jmm.0.000331] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/10/2023] Open
Abstract
Crohn disease (CD) is a chronic inflammatory condition primarily affecting the gastro-intestinal tract and is characterized by reduced bacterial diversity. The exact cause of disease is unknown; however, evidence suggests that several components, including microbiota, may contribute to the underlying pathology and disease development. Perturbation of the host-microbe commensal relationship is considered the main driving force of tissue destruction and pathological changes seen in CD. Several putative bacterial pathogens including species from Mycobacterium, Campylobacter and Helicobacter are postulated in the aetiology of CD. However, to date, no strong evidence supports a single bacterium contributing overall to CD pathogenesis. Alternatively, dysbiosis or bacterial imbalance is more widely accepted as a leading factor in the disrupted host-immune system cross-talk resulting in subsequent intestinal inflammation. Depletion of symbiont microbes including Firmicutes, Bifidobacterium and Clostridia, in conjunction with an increase in pathobiont microbes from Bacteroidetes and Enterobacteria, is a striking feature observed in CD. No single factor has been identified as driving this dysbiosis, although diet, antibiotic exposure and possible early life events in presence of underlying genetic susceptibility may contribute. The aim of this review is to highlight the current accumulating literature on the proposed role of bacteria in the pathogenesis of CD.
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Affiliation(s)
- Moftah H Alhagamhmad
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
| | - Andrew S Day
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
- Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | - Daniel A Lemberg
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
- Department of Gastroenterology, Sydney Children's Hospital, Randwick, Sydney, NSW, Australia
| | - Steven T Leach
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
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Gjymishka A, Coman RM, Brusko TM, Glover SC. Influence of host immunoregulatory genes, ER stress and gut microbiota on the shared pathogenesis of inflammatory bowel disease and Type 1 diabetes. Immunotherapy 2014; 5:1357-66. [PMID: 24283846 DOI: 10.2217/imt.13.130] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Inflammatory bowel disease (IBD) with its two distinct entities, Crohn's disease and ulcerative colitis, and Type 1 diabetes mellitus (T1D) are autoimmune diseases. The prevalence of these diseases continues to rapidly rise in the industrialized world. Despite the identification of several genetic loci that are associated with both IBD and T1D, thus far, there is a paucity of epidemiological data to support a clinical overlap. In an effort to better understand the underlying pathogenic mechanisms of both IBD and T1D, this review summarizes the literature about these related autoimmune diseases, describes the most recent advances in their etiopathogenesis and emphasizes the genetic and nongenetic factors that exercise a differential influence. Genome-wide association studies have identified genetic loci with a role in immune response regulation that are linked to both IBD (particularly Crohn's disease) and T1D. Some of these genetic loci (e.g., IL-18RAP) have a divergent role, conferring risk for one disease and protection for the other. Recent evidence highlights an important role of gut microbiota and cellular responses (e.g., endoplasmic reticulum stress) in the pathogenesis of both IBD and T1D.
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Affiliation(s)
- Altin Gjymishka
- Division of Gastroenterology, Hepatology & Nutrition, Department of Medicine, College of Medicine, University of Florida, Gainesville, FL 32610, USA
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Wang MH, Fiocchi C, Zhu X, Ripke S, Kamboh MI, Rebert N, Duerr RH, Achkar JP. Gene-gene and gene-environment interactions in ulcerative colitis. Hum Genet 2014; 133:547-58. [PMID: 24241240 PMCID: PMC4064459 DOI: 10.1007/s00439-013-1395-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2013] [Accepted: 11/07/2013] [Indexed: 02/07/2023]
Abstract
Genome-wide association studies (GWAS) have identified at least 133 ulcerative colitis (UC) associated loci. The role of genetic factors in clinical practice is not clearly defined. The relevance of genetic variants to disease pathogenesis is still uncertain because of not characterized gene-gene and gene-environment interactions. We examined the predictive value of combining the 133 UC risk loci with genetic interactions in an ongoing inflammatory bowel disease (IBD) GWAS. The Wellcome Trust Case-Control Consortium (WTCCC) IBD GWAS was used as a replication cohort. We applied logic regression (LR), a novel adaptive regression methodology, to search for high-order interactions. Exploratory genotype correlations with UC sub-phenotypes [extent of disease, need of surgery, age of onset, extra-intestinal manifestations and primary sclerosing cholangitis (PSC)] were conducted. The combination of 133 UC loci yielded good UC risk predictability [area under the curve (AUC) of 0.86]. A higher cumulative allele score predicted higher UC risk. Through LR, several lines of evidence for genetic interactions were identified and successfully replicated in the WTCCC cohort. The genetic interactions combined with the gene-smoking interaction significantly improved predictability in the model (AUC, from 0.86 to 0.89, P = 3.26E-05). Explained UC variance increased from 37 to 42 % after adding the interaction terms. A within case analysis found suggested genetic association with PSC. Our study demonstrates that the LR methodology allows the identification and replication of high-order genetic interactions in UC GWAS datasets. UC risk can be predicted by a 133 loci and improved by adding gene-gene and gene-environment interactions.
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Affiliation(s)
- Ming-Hsi Wang
- Department of Gastroenterology and Hepatology, Digestive Disease Institute, Cleveland Clinic, 9500 Euclid Avenue, Desk A31, Cleveland, OH, 44195, USA,
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