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Cabrera AP, Mankad RN, Marek L, Das R, Rangasamy S, Monickaraj F, Das A. Genotypes and Phenotypes: A Search for Influential Genes in Diabetic Retinopathy. Int J Mol Sci 2020; 21:ijms21082712. [PMID: 32295293 PMCID: PMC7215289 DOI: 10.3390/ijms21082712] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 04/06/2020] [Accepted: 04/07/2020] [Indexed: 12/13/2022] Open
Abstract
Although gene–environment interactions are known to play an important role in the inheritance of complex traits, it is still unknown how a genotype and the environmental factors result in an observable phenotype. Understanding this complex interaction in the pathogenesis of diabetic retinopathy (DR) remains a big challenge as DR appears to be a disease with heterogenous phenotypes with multifactorial influence. In this review, we examine the natural history and risk factors related to DR, emphasizing distinct clinical phenotypes and their natural course in retinopathy. Although there is strong evidence that duration of diabetes and metabolic factors play a key role in the pathogenesis of DR, accumulating new clinical studies reveal that this disease can develop independently of duration of diabetes and metabolic dysfunction. More recently, studies have emphasized the role of genetic factors in DR. However, linkage analyses, candidate gene studies, and genome-wide association studies (GWAS) have not produced any statistically significant results. Our recently initiated genomics study, the Diabetic Retinopathy Genomics (DRGen) Study, aims to examine the contribution of rare and common variants in the development DR, and how they can contribute to clinical phenotype, rate of progression, and response to available therapies. Our preliminary findings reveal a novel set of genetic variants associated with proangiogenic and inflammatory pathways that may contribute to DR pathogenesis. Further investigation of these variants is necessary and may lead to development of novel biomarkers and new therapeutic targets in DR.
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Affiliation(s)
- Andrea P. Cabrera
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
| | - Rushi N. Mankad
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
| | - Lauren Marek
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
| | - Ryan Das
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
| | - Sampath Rangasamy
- Translational & Genomics Research Institute, Phoenix, AZ 85004, USA;
| | - Finny Monickaraj
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
- New Mexico VA Health Care System, Albuquerque, NM 87108, USA
| | - Arup Das
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (A.P.C.); (R.N.M.); (L.M.); (R.D.); (F.M.)
- New Mexico VA Health Care System, Albuquerque, NM 87108, USA
- Correspondence: ; Tel.: +1-505-272-6120
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Pang JXQ, Kheirkhahrahimabadi H, Bindra S, Bindra G, Panaccione R, Eksteen B, Kaplan GG, Nasser Y, Beck PL, Jijon HB. Differential Effect of Genetic Burden on Disease Phenotypes in Crohn's Disease and Ulcerative Colitis in a Canadian Cohort. J Can Assoc Gastroenterol 2020; 4:65-72. [PMID: 33855263 PMCID: PMC8023832 DOI: 10.1093/jcag/gwaa002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Accepted: 01/06/2020] [Indexed: 02/06/2023] Open
Abstract
Background and Aims Crohn’s disease (CD) and ulcerative colitis (UC) demonstrate considerable phenotypic heterogeneity and course. Accurate predictors of disease behaviour are lacking. The contribution of genetics and specific polymorphisms is widely appreciated; however, their cumulative effect(s) upon disease behaviour remains poorly understood. Here, we investigate the relationship between genetic burden and disease phenotype in a Canadian inflammatory bowel disease (IBD) Cohort. Methods We retrospectively examined a cohort of CD and UC patients recruited from a single tertiary referral center genotyped using a Goldengate Illumina platform. A genetic risk score (GRS) incorporating strength of association (log odds ratio) and allele dose for 151 IBD-risk loci was calculated and evaluated for phenotypic associations. Results Among CD patients, higher GRS was associated with earlier onset of disease (regression coefficient −2.19, 95% confidence interval [CI] −3.77 to −0.61, P = 0.007), ileal disease (odds ratio [OR] 1.45), stricturing/penetrating disease (OR 1.72), perianal disease (OR 1.57) and bowel resection (OR 1.66). Higher GRS was associated with use of anti-tumor necrosis factor (TNF) (P < 0.05) but not immunomodulators. Interestingly, we could not demonstrate an association between higher GRS and family history of IBD (OR 1.27, P = 0.07). Onset of disease remained statistically significant for never smokers (P = 0.03) but not ever smokers (P = 0.13). For UC, having a higher GRS did not predict the age of diagnosis nor was it predictive of UC disease extent (P = 0.18), the need for surgery (P = 0.74), nor medication use (immunomodulators P = 0.53, anti-TNF P = 0.49). We could not demonstrate an association between increased GRS and having a family history of IBD in the UC group. Conclusions Increasing genetic burden is associated with early age of diagnosis in CD and may be useful in predicting disease behaviour in CD but not UC.
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Affiliation(s)
- Jack X Q Pang
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | | | - Sunint Bindra
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Gurmeet Bindra
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Remo Panaccione
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Bertus Eksteen
- Current Address: Aspen Woods Clinic, Calgary, Alberta, Canada
| | - Gilaad G Kaplan
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Yasmin Nasser
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Paul L Beck
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Humberto B Jijon
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
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Borren NZ, Conway G, Garber JJ, Khalili H, Budree S, Mallick H, Yajnik V, Xavier RJ, Ananthakrishnan AN. Differences in Clinical Course, Genetics, and the Microbiome Between Familial and Sporadic Inflammatory Bowel Diseases. J Crohns Colitis 2018; 12:525-531. [PMID: 29145572 PMCID: PMC6018966 DOI: 10.1093/ecco-jcc/jjx154] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2017] [Accepted: 11/13/2017] [Indexed: 12/31/2022]
Abstract
BACKGROUND AND AIM Family history is the strongest risk factor for developing Crohn's disease [CD] or ulcerative colitis [UC]. We investigated whether the proximity of relationship with the affected relative and concordance for type of inflammatory bowel disease [IBD] modifies the effect of family history on phenotype and disease severity. METHOD This cross-sectional study included patients with a confirmed diagnosis of IBD in a clinical registry. Family history of IBD was assessed by a questionnaire ascertaining presence of disease in a first-first-degree, second-second-degree or distant relative. Our primary outcomes were disease phenotype as per the Montreal classification and severity measured by need for immunomodulator, biologic, or surgical therapy. Genotyping was performed on the Immunochip and faecal samples were subjected to 16S rRNA microbiome sequencing. RESULTS Our study included 2136 patients with IBD [1197 CD, 939 UC]. Just under one-third [32%] of cases ere familial IBD [17% first-degree, 21% second-degree]. Familial IBD was diagnosed at an earlier age, both in CD [26 vs 28 years, p = 0.0006] and UC [29 vs 32 years, p = 0.01]. Among CD patients, a positive family history for CD was associated with an increased risk for complicated disease in the presence of an affected family member (odds ratio [OR] 1.48, 95% confidence interval [CI] 1.07-2.03). However, this effect was significant only for first-degree relatives [OR 1.82, 95% CI 1.19-2.78]. CONCLUSIONS A family history of CD in first-degree relatives was associated with complicated CD. Family history discordant for type of IBD or in distant relatives did not influence disease phenotype or natural history.
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Affiliation(s)
- Nienke Z Borren
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Grace Conway
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA
| | - John J Garber
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Hamed Khalili
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Shrish Budree
- Department of Pediatrics, University of Cape Town, Cape Town, South Africa; OpenBiome, Cambridge, MA, USA; The Discovery Foundation, Johannesburg, South Africa
| | - Himel Mallick
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Vijay Yajnik
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Ramnik J Xavier
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Ashwin N Ananthakrishnan
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Corresponding author: Ashwin N. Ananthakrishnan, MD, MPH, Massachusetts General Hospital Crohn’s and Colitis Center, 165 Cambridge Street, 9th Floor Boston, MA 02114, USA.
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Mesbah-Uddin M, Elango R, Banaganapalli B, Shaik NA, Al-Abbasi FA. In-silico analysis of inflammatory bowel disease (IBD) GWAS loci to novel connections. PLoS One 2015; 10:e0119420. [PMID: 25786114 PMCID: PMC4364731 DOI: 10.1371/journal.pone.0119420] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2014] [Accepted: 01/13/2015] [Indexed: 12/19/2022] Open
Abstract
Genome-wide association studies (GWASs) for many complex diseases, including inflammatory bowel disease (IBD), produced hundreds of disease-associated loci—the majority of which are noncoding. The number of GWAS loci is increasing very rapidly, but the process of translating single nucleotide polymorphisms (SNPs) from these loci to genomic medicine is lagging. In this study, we investigated 4,734 variants from 152 IBD associated GWAS loci (IBD associated 152 lead noncoding SNPs identified from pooled GWAS results + 4,582 variants in strong linkage-disequilibrium (LD) (r2 ≥0.8) for EUR population of 1K Genomes Project) using four publicly available bioinformatics tools, e.g. dbPSHP, CADD, GWAVA, and RegulomeDB, to annotate and prioritize putative regulatory variants. Of the 152 lead noncoding SNPs, around 11% are under strong negative selection (GERP++ RS ≥2); and ~30% are under balancing selection (Tajima’s D score >2) in CEU population (1K Genomes Project)—though these regions are positively selected (GERP++ RS <0) in mammalian evolution. The analysis of 4,734 variants using three integrative annotation tools produced 929 putative functional SNPs, of which 18 SNPs (from 15 GWAS loci) are in concordance with all three classifiers. These prioritized noncoding SNPs may contribute to IBD pathogenesis by dysregulating the expression of nearby genes. This study showed the usefulness of integrative annotation for prioritizing fewer functional variants from a large number of GWAS markers.
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Affiliation(s)
- Md. Mesbah-Uddin
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
- * E-mail: (MMU); (FAA)
| | - Ramu Elango
- Princess Al-Jawhara Al-Brahim Center of Excellence in Research of Hereditary Disorders, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Babajan Banaganapalli
- Princess Al-Jawhara Al-Brahim Center of Excellence in Research of Hereditary Disorders, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Noor Ahmad Shaik
- Princess Al-Jawhara Al-Brahim Center of Excellence in Research of Hereditary Disorders, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Genetic Medicine, Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Fahad A. Al-Abbasi
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
- * E-mail: (MMU); (FAA)
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Differential effect of genetic burden on disease phenotypes in Crohn's disease and ulcerative colitis: analysis of a North American cohort. Am J Gastroenterol 2014; 109:395-400. [PMID: 24419484 PMCID: PMC4225079 DOI: 10.1038/ajg.2013.464] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2013] [Accepted: 12/17/2013] [Indexed: 12/11/2022]
Abstract
OBJECTIVES Crohn's disease (CD) and ulcerative colitis (UC) are chronic immunologically mediated diseases with a progressive relapsing remitting course. There is considerable heterogeneity in disease course and accurate prediction of natural history has been challenging. The phenotypic implication of increasing genetic predisposition to CD or UC is unknown. METHODS The data source for our study was a prospective cohort of CD and UC patients recruited from a tertiary referral center. All patients underwent genotyping on the Illumina Immunochip. A genetic risk score (GRS) incorporating strength of association (log odds ratio) and allele dose for each of the 163 inflammatory bowel disease (IBD) risk loci was calculated and phenotypic associations examined across GRS quartiles. RESULTS Our study cohort included 1,105 patients (697 CD, 408 UC). Increasing genetic burden was associated with earlier age of diagnosis of CD (Ptrend=0.008). Patients in the highest GRS quartile were likely to develop disease 5 years earlier than those in the lowest quartile. Increasing genetic burden was also associated with ileal involvement in CD (Ptrend <0.0001). The effect of genetic burden was independent of the NOD2 locus and was stronger among those with no NOD2 variants, and in never smokers. UC patients with an involved first-degree relative had a higher genetic burden, but GRS was not associated with disease phenotype in UC. CONCLUSIONS Increasing genetic burden is associated with early age of diagnosis in CD, but not UC. The expanded panel of IBD risk loci explains only a fraction of variance of disease phenotype, suggesting limited clinical utility of genetics in predicting natural history.
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