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Bao W, Wang L, Liu X, Li M. Predicting diagnostic biomarkers associated with immune infiltration in Crohn's disease based on machine learning and bioinformatics. Eur J Med Res 2023; 28:255. [PMID: 37496049 PMCID: PMC10369716 DOI: 10.1186/s40001-023-01200-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 06/26/2023] [Indexed: 07/28/2023] Open
Abstract
OBJECTIVE The objective of this study is to investigate potential biomarkers of Crohn's disease (CD) and the pathological importance of infiltration of associated immune cells in disease development using machine learning. METHODS Three publicly accessible CD gene expression profiles were obtained from the GEO database. Inflammatory tissue samples were selected and differentiated between colonic and ileal tissues. To determine the differentially expressed genes (DEGs) between CD and healthy controls, the larger sample size was merged as a training unit. The function of DEGs was comprehended through disease enrichment (DO) and gene set enrichment analysis (GSEA) on DEGs. Promising biomarkers were identified using the support vector machine-recursive feature elimination and lasso regression models. To further clarify the efficacy of potential biomarkers as diagnostic genes, the area under the ROC curve was observed in the validation group. Additionally, using the CIBERSORT approach, immune cell fractions from CD patients were examined and linked with potential biomarkers. RESULTS Thirty-four DEGs were identified in colon tissue, of which 26 were up-regulated and 8 were down-regulated. In ileal tissues, 50 up-regulated and 50 down-regulated DEGs were observed. Disease enrichment of colon and ileal DEGs primarily focused on immunity, inflammatory bowel disease, and related pathways. CXCL1, S100A8, REG3A, and DEFA6 in colon tissue and LCN2 and NAT8 in ileum tissue demonstrated excellent diagnostic value and could be employed as CD gene biomarkers using machine learning methods in conjunction with external dataset validation. In comparison to controls, antigen processing and presentation, chemokine signaling pathway, cytokine-cytokine receptor interactions, and natural killer cell-mediated cytotoxicity were activated in colonic tissues. Cytokine-cytokine receptor interactions, NOD-like receptor signaling pathways, and toll-like receptor signaling pathways were activated in ileal tissues. NAT8 was found to be associated with CD8 T cells, while CXCL1, S100A8, REG3A, LCN2, and DEFA6 were associated with neutrophils, indicating that immune cell infiltration in CD is closely connected. CONCLUSION CXCL1, S100A8, REG3A, and DEFA6 in colonic tissue and LCN2 and NAT8 in ileal tissue can be employed as CD biomarkers. Additionally, immune cell infiltration is crucial for CD development.
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Affiliation(s)
- Wenhui Bao
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- Spleen and Gastroenterology, Tianjin Academy of Traditional Chinese Medicine Affiliated Hospital, No.354 Beima Road, Hongqiao District, Tianjin, China
| | - Lin Wang
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- Nephrology Department, First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Xiaoxiao Liu
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- Department of Comprehensive Rehabilitation, First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Ming Li
- Spleen and Gastroenterology, Tianjin Academy of Traditional Chinese Medicine Affiliated Hospital, No.354 Beima Road, Hongqiao District, Tianjin, China.
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Ahmed CM, Ildefonso CJ, Johnson HM, Lewin AS. A C-terminal peptide from type I interferon protects the retina in a mouse model of autoimmune uveitis. PLoS One 2020; 15:e0227524. [PMID: 32101556 PMCID: PMC7043762 DOI: 10.1371/journal.pone.0227524] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 02/04/2020] [Indexed: 01/26/2023] Open
Abstract
Experimental autoimmune uveitis (EAU) in rodents recapitulates many features of the disease in humans and has served as a useful tool for the development of therapeutics. A peptide from C-terminus of interferon α1, conjugated to palmitoyl-lysine for cell penetration, denoted as IFNα-C, was tested for its anti-inflammatory properties in ARPE-19 cells, followed by testing in a mouse model of EAU. Treatment with IFNα-C and evaluation by RT-qPCR showed the induction of anti-inflammatory cytokines and chemokine. Inflammatory markers induced by treatment with TNFα were suppressed when IFNα-C was simultaneously present. TNF-α mediated induction of NF-κB and signaling by IL-17A were attenuated by IFNα-C. Differentiated ARPE-19 cells were treated with TNFα in the presence or absence IFNα-C and analyzed by immmunhistochemistry. IFNα-C protected against the disruption integrity of tight junction proteins. Similarly, loss of transepithelial resistance caused by TNFα was prevented by IFNα-C. B10.RIII mice were immunized with a peptide from interphotoreceptor binding protein (IRBP) and treated by gavage with IFNα-C. Development of uveitis was monitored by histology, fundoscopy, SD-OCT, and ERG. Treatment with IFNα-C prevented uveitis in mice immunized with the IRBP peptide. Splenocytes isolated from mice with ongoing EAU exhibited antigen-specific T cell proliferation that was inhibited in the presence of IFNα-C. IFNα-C peptide exhibits anti-inflammatory properties and protects mice against damage to retinal structure and function suggesting that it has therapeutic potential for the treatment of autoimmune uveitis.
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Affiliation(s)
- Chulbul M. Ahmed
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, FL, United States of America
| | - Cristhian J. Ildefonso
- Department of Ophthalmology, University of Florida, Gainesville, FL, United States of America
| | - Howard M. Johnson
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, United States of America
| | - Alfred S. Lewin
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, FL, United States of America
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Troncoso LL, Biancardi AL, de Moraes Jr HV, Zaltman C. Ophthalmic manifestations in patients with inflammatory bowel disease: A review. World J Gastroenterol 2017; 23:5836-5848. [PMID: 28932076 PMCID: PMC5583569 DOI: 10.3748/wjg.v23.i32.5836] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2017] [Revised: 06/29/2017] [Accepted: 07/12/2017] [Indexed: 02/06/2023] Open
Abstract
Clinical manifestations of inflammatory bowel disease (IBD) are not locally restricted to the gastrointestinal tract, and a significant portion of patients have involvement of other organs and systems. The visual system is one of the most frequently affected, mainly by inflammatory disorders such as episcleritis, uveitis and scleritis. A critical review of available literature concerning ocular involvement in IBD, as it appears in PubMed, was performed. Episcleritis, the most common ocular extraintestinal manifestation (EIM), seems to be more associated with IBD activity when compared with other ocular EIMs. In IBD patients, anterior uveitis has an insidious onset, it is longstanding and bilateral, and not related to the intestinal disease activity. Systemic steroids or immunosuppressants may be necessary in severe ocular inflammation cases, and control of the underlying bowel disease is important to prevent recurrence. Our review revealed that ocular involvement is more prevalent in Crohn’s disease than ulcerative colitis, in active IBD, mainly in the presence of other EIMs. The ophthalmic symptoms in IBD are mainly non-specific and their relevance may not be recognized by the clinician; most ophthalmic manifestations are treatable, and resolve without sequel upon prompt treatment. A collaborative clinical care team for management of IBD that includes ophthalmologists is central for improvement of quality care for these patients, and it is also cost-effective.
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Affiliation(s)
- Leandro Lopes Troncoso
- Department of Ophthalmology, Universidade Federal do Rio de Janeiro, Rio de Janeiro 21941-913, Brazil
| | - Ana Luiza Biancardi
- Department of Ophthalmology, Universidade Federal do Rio de Janeiro, Rio de Janeiro 21941-913, Brazil
| | | | - Cyrla Zaltman
- Department of Internal Medicine, Gastroenterology Division, Universidade Federal do Rio de Janeiro, Rio de Janeiro 21941-913, Brazil
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Abstract
PURPOSE OF REVIEW Extraintestinal manifestations (EIMs) of inflammatory bowel disease (IBD) are numerous and can often involve the eye. This review highlights the ocular complications associated with IBD including the critical role the ophthalmologist can play in the diagnosis of IBD, the pathogenesis of IBD, its ocular complications, and the treatment of ocular inflammation associated with IBD. RECENT FINDINGS Polygenic and environmental influences, as well as gut microbial dysbiosis, have been implicated in the pathogenesis of IBD. IBD and its EIMs appear to respond well to TNFα-targeted biologics. SUMMARY IBD is thought to be caused by polygenic and environmental influences, including a dysbiotic gut microbiota. It is a systemic immune-mediated disease with varying types of ocular manifestations that can precede, occur simultaneously, or follow intestinal involvement. The diagnosis of IBD can be confused with other seronegative spondyloarthropathies as well as Behçet's disease. Treatment of IBD-associated ocular inflammation can range from corticosteroids to steroid-sparing immunosuppression such as azathioprine or methotrexate. Refractory disease can respond well to TNFα inhibitors.
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Affiliation(s)
- Akshay S Thomas
- Casey Eye Institute, Oregon Health and Sciences University, Portland, Oregon, USA
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Li YC, Li WZ, Wu CR, Feng Y, Ren L, Mi C, Li Y. Prevalence and characteristics of ophthalmological extra-intestinal manifestations in Chinese patients with inflammatory bowel disease. Int J Ophthalmol 2016; 9:1476-1479. [PMID: 27803867 DOI: 10.18240/ijo.2016.10.18] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2016] [Accepted: 08/09/2016] [Indexed: 01/13/2023] Open
Abstract
AIM To investigate the prevalence of ophthalmological extra-intestinal manifestations (O-EIMs) in Chinese patients with inflammatory bowel disease (IBD) and to identify risk factors for the development of O-EIMs. METHODS The study population consisted of Chinese patients with a definite diagnosis of Crohn's disease (CD) or ulcerative colitis (UC) in a large teaching hospital between January 1995 and December 2014. Demographic and clinical characteristics of patients were extracted retrospectively. RESULTS In this twenty-year cohort, 645 IBD patients (517 with UC, 128 with CD) were registered. Among them 122 (18.9%) exhibited at least one EIM. Of 13 patients (2.0%) developed O-EIMs, 7 of CD (5.5%) and 6 of UC (1.2%). Clinical ophthalmological manifestations included redness (76.9%), burning (61.5%), pain (38.5%), itching (15.4%) of eyes and vision change (7.7%). O-EIMs included episcleritis (7), uveitis (5) and dry eye (1). O-EIMs were more prevalent in female (odds ratio for male 0.61, 95% confidence interval 0.52-0.73, P<0.0001), and patients who had IBD diagnosis at young age (odds ratio for patients aged >30 years 0.76, 95% confidence interval 0.65-0.88, P<0.0001). CONCLUSION The frequency of O-EIMs in Chinese patients with IBD is lower than the rates reported in the studies of European and American countries. Episcleritis and uveitis are the most common O-EIMs. O-EIMs are more frequent in patients with CD and more prevalent in female and patients who have IBD diagnosis at young age.
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Affiliation(s)
- Ying-Chao Li
- Department of Gastroenterology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Wei-Zhi Li
- Department of Gastroenterology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Chang-Rui Wu
- Department of Ophthalmology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Yun Feng
- Department of Gastroenterology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Li Ren
- Department of Gastroenterology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Chen Mi
- Department of Gastroenterology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi Province, China
| | - Yang Li
- Department of Otolaryngology-Head and Neck Surgery, the Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710004, Shaanxi Province, China
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Taleban S, Li D, Targan SR, Ippoliti A, Brant SR, Cho JH, Duerr RH, Rioux JD, Silverberg MS, Vasiliauskas EA, Rotter JI, Haritunians T, Shih DQ, Dubinsky M, Melmed GY, McGovern DP. Ocular Manifestations in Inflammatory Bowel Disease Are Associated with Other Extra-intestinal Manifestations, Gender, and Genes Implicated in Other Immune-related Traits. J Crohns Colitis 2016; 10:43-9. [PMID: 26449790 PMCID: PMC6082592 DOI: 10.1093/ecco-jcc/jjv178] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Accepted: 08/28/2015] [Indexed: 02/07/2023]
Abstract
BACKGROUND There has been considerable progress in identifying inflammatory bowel disease [IBD] susceptibility genes but little progress in examining the role of genetic variation in the development of the extra-intestinal manifestations [EIMs] of IBD. This study identified clinical, serological, and genetic factors associated with ocular EIMs [O-EIMs] in IBD. METHODS We performed a retrospective case-control study of IBD patients, comparing those with and without O-EIMs using the Cedars-Sinai IBD Research Repository and the NIDDK IBD Genetics Consortium Repository. Genotyping was performed using Illumina whole genome platforms. RESULTS In all, 124 cases and 3328 controls with available clinical data were identified; 103 cases and 2808 controls had genetic data available. Erythema nodosum and peripheral arthritis particularly were common in patients with O-EIMs [p = 2.77 x 10(-13) and p = 2.58 x 10(-13), respectively] with increasing odds ratios for O-EIMs with each additional non-ocular-EIM [for ≥ 2 EIMs, odds ratio 14.72]. Nominal association with O-EIMs was observed at several known IBD susceptibility single nuclear polymorphisms. One locus, containing RBM19, achieved genome-wide level of significance for association with O-EIMs. CONCLUSIONS In IBD, O-EIMs co-occur with musculoskeletal and skin manifestations and, in this study, are nominally associated with known IBD loci. Additional cohorts are needed to verify these results and identify additional genes.
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Affiliation(s)
- Sasha Taleban
- Department of Medicine, Division of Gastroenterology, University of Arizona College of Medicine
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Tucson, AZ
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USA,F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
| | - Dalin Li
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
| | - Stephan R. Targan
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
| | - Andrew Ippoliti
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
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Los Angeles, CA
,
USA
| | - Steven R. Brant
- Harvey M. and Lyn P. Meyerhoff Inflammatory Bowel Disease Center, Bloomberg School of Public Health, Johns Hopkins University
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Baltimore, MD
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USA
| | - Judy H. Cho
- Division of Gastroenterology, Mount Sinai Medical Center
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New York, NY
,
USA
| | - Richard H. Duerr
- Division of Gastroenterology, Hepatology, and Nutrition, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - John D. Rioux
- Department of Medicine, University of Montreal and Montreal Heart Institute
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Montreal, QC
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Canada
| | - Mark S. Silverberg
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, University of Toronto
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Toronto, ON
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Canada
| | - Eric A. Vasiliauskas
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Department of Pediatrics at Harbor-UCLA Medical Center
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Torrance, CA
,
USA
| | - Talin Haritunians
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
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Los Angeles, CA
,
USA
| | - David Q. Shih
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
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Los Angeles, CA
,
USA
| | - Marla Dubinsky
- Department of Pediatrics, Division of Gastroenterology, Mount Sinai Medical Center
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New York, NY
,
USA
| | - Gil Y. Melmed
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
| | - Dermot P.B McGovern
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center
,
Los Angeles, CA
,
USA
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Biomarkers of inflammatory bowel disease. DISEASE MARKERS 2014; 2014:710915. [PMID: 24963213 PMCID: PMC4055235 DOI: 10.1155/2014/710915] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/10/2014] [Accepted: 05/06/2014] [Indexed: 12/13/2022]
Abstract
Inflammatory bowel disease (IBD) is a chronic disease mostly involved with intestine with unknown etiology. Diagnosis, evaluation of severity, and prognosis are still present as challenges for physicians. An ideal biomarker with the characters such as simple, easy to perform, noninvasive or microinvasive, cheap, rapid, and reproducible is helpful for patients and clinicians. Currently biomarkers applied in clinic include CRP, ESR, pANCA, ASCA, and fecal calprotectin. However, they are far from ideal. Lots of studies are focused on seeking for ideal biomarker for IBD. Herein, the paper reviewed recent researches on biomarkers of IBD to get advances of biomarkers in inflammatory bowel disease.
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Kedhar SR. Research in Uveitis and Ocular Inflammation, 2011 to 2012. ASIA-PACIFIC JOURNAL OF OPHTHALMOLOGY (PHILADELPHIA, PA.) 2013; 2:187-98. [PMID: 26108112 DOI: 10.1097/apo.0b013e3182950d58] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE This study was aimed to provide ophthalmologists with an update of recent research and developments in the areas of ocular immunology and uveitis. DESIGN This is a literature review. METHODS A 1-year search (July 1, 2011, to June 30, 2012) of the English language literature on PubMed was conducted using the search terms ocular immunology, ocular inflammation, uveitis, iritis, iridocyclitis, intermediate uveitis, posterior uveitis, panuveitis, pediatric uveitis, scleritis, choroiditis, retinitis, uveitic glaucoma, uveitic cataract, hypotony, immunomodulators, immunosuppressive therapy, corticosteroids, drug-induced uveitis, sarcoidosis, toxoplasmosis, tuberculosis, syphilis, herpes simplex virus, herpes zoster virus, cytomegalovirus, optical coherence tomography, mucous membrane pemphigoid, experimental autoimmune uveitis, and endotoxin-induced uveitis. Approximately 10% of articles studied were included in this article. RESULTS This review incorporates original articles encompassing new insights and updates to the field of uveitis and ocular immunology. Particular consideration was given to randomized, controlled clinical trials as well as analyses of larger cohorts; however, smaller studies and case reports involving new aspects of treatment/diagnosis or expanding the understanding of disease processes were also included. CONCLUSIONS Review of the literature reflected an improved understanding of uveitic disease and treatments, especially in the areas of immunomodulatory therapy, uveitic cystoid macular edema, toxoplasmosis, and sarcoidosis. Results from the Systemic Immunosuppressive Therapy for Eye Diseases Study and the Multicenter Uveitis Steroid Treatment trial, especially, yielded useful information in a number of areas. By its nature, this review cannot be all inclusive but is meant to focus on the literature and results most relevant to ophthalmologists in practice.
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