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1.
BMJ Open Gastroenterol ; 10(1)2023 10.
Article in English | MEDLINE | ID: mdl-37832963

ABSTRACT

BACKGROUND: Forty distinct primary sclerosing cholangitis (PSC) genomic loci have been identified through multiancestry meta-analyses. The polygenic risk score (PRS) could serve as a promising tool to discover unique disease behaviour, like PSC, underlying inflammatory bowel disease (IBD). AIM: To test whether PRS indicates PSC risk in patients with IBD. MATERIALS AND METHODS: Mayo Clinic and Washington University at St Louis IBD cohorts were used to test our hypothesis. PRS was modelled through the published PSC loci and weighted with their corresponding effect size. Logistic regression was applied to predict the PSC risk. RESULTS: In total, 63 (5.6%) among 1130 patients with IBD of European ancestry had PSC. Among 381 ulcerative colitis (UC), 12% had PSC; in contrast to 1.4% in 761 Crohn disease (CD). Compared with IBD alone, IBD-PSC had significantly higher PRS (PSC risk: 3.0% at the lowest PRS quartile vs 7.2% at the highest PRS quartile, Ptrend =.03). In IBD subphenotypes subgroup analysis, multivariate analysis shows that UC-PSC is associated with more extensive UC disease (OR, 5.60; p=0.002) and younger age at diagnosis (p=0.02). In CD, multivariate analysis suggests that CD-PSC is associated with colorectal cancer (OR, 50; p=0.005). CONCLUSIONS: We found evidence that patients with IBD with PSC presented with a clinical course difference from that of patients with IBD alone. PRS can influence PSC risk in patients with IBD. Once validated in an independent cohort, this may help identify patients with the highest likelihood of developing PSC.


Subject(s)
Cholangitis, Sclerosing , Colitis, Ulcerative , Crohn Disease , Inflammatory Bowel Diseases , Humans , Cholangitis, Sclerosing/complications , Cholangitis, Sclerosing/genetics , Cholangitis, Sclerosing/diagnosis , Inflammatory Bowel Diseases/complications , Inflammatory Bowel Diseases/genetics , Colitis, Ulcerative/complications , Colitis, Ulcerative/genetics , Colitis, Ulcerative/diagnosis , Crohn Disease/complications , Crohn Disease/epidemiology , Crohn Disease/genetics , Risk Factors
2.
Clin Transl Gastroenterol ; 14(9): e00615, 2023 09 01.
Article in English | MEDLINE | ID: mdl-37440754

ABSTRACT

INTRODUCTION: Patients with ulcerative colitis (UC) who are likely to have primary sclerosing cholangitis (PSC) should be identified because PSC can influence UC clinical behavior and outcomes.The aim of this study was to establish a model incorporating clinical and genetic risk predictors that identifies patients with UC at risk of developing PSC. METHODS: We conducted a retrospective case-control study. Inflammatory bowel disease cohorts from multiple institutions were used as discovery and replicate datasets. Quality control criteria, including minor allele frequency, call rates, Hardy-Weinberg equilibrium, cryptic relatedness, and population stratification (through principal components), were used. Discriminative accuracy was evaluated with area under the receiver operating characteristic curve. RESULTS: Fifty-seven of 581 patients (9.8%) with UC had PSC. Multivariate analysis showed that patients with UC-PSC had more extensive disease (odds ratio [OR], 5.42; P = 1.57E-04), younger diagnosis age (younger than 20 years; OR, 2.22; P = 0.02), and less smoking (OR, 0.42; P = 0.02) than those with UC. After linkage disequilibrium pruning and multivariate analyses, 3 SNPs (rs3131621 at 6p21.33; rs9275596 and rs11244 at 6p21.32) at the HLA region were found associated with a 2- to 3-fold increased risk of PSC. Our model demonstrated good discriminatory power (area under the receiver operating characteristic curve, 88%). DISCUSSION: Three variants in HLA (6p21.3) region significantly distinguished patients with UC-PSC from patients with UC alone. Once further validated in an independent large cohort, our model could be used to identify patients with UC at risk of PSC, and it could also help guide disease management.


Subject(s)
Cholangitis, Sclerosing , Colitis, Ulcerative , Humans , Young Adult , Adult , Colitis, Ulcerative/complications , Colitis, Ulcerative/diagnosis , Colitis, Ulcerative/genetics , Retrospective Studies , Case-Control Studies , Cholangitis, Sclerosing/complications , Cholangitis, Sclerosing/diagnosis , Cholangitis, Sclerosing/genetics , Risk Factors
3.
JAAPA ; 36(5): 19-22, 2023 May 01.
Article in English | MEDLINE | ID: mdl-37043720

ABSTRACT

ABSTRACT: Fecal impaction is a common digestive disorder and is considered an acute complication of chronic and untreated constipation. Generally, the factors responsible for fecal impaction are similar to those associated with constipation. Early identification and treatment minimize complications and patient discomfort. Common treatment options to address fecal impaction of the rectum include manual disimpaction or fragmentation, the use of distal and/or proximal softening or washout procedures such as enemas and suppositories, and oral or nasogastric tube placement for the administration of polyethylene glycol solutions containing electrolytes. In severe cases, surgical intervention is necessary. Post-treatment evaluation should include a colonic evaluation by flexible sigmoidoscopy, a colonoscopy, or a barium enema after the fecal impaction resolves. Following treatment, conduct an evaluation of causes and create a preventive therapy plan.


Subject(s)
Fecal Impaction , Humans , Adult , Fecal Impaction/complications , Fecal Impaction/diagnostic imaging , Fecal Impaction/therapy , Constipation/etiology , Constipation/drug therapy , Polyethylene Glycols , Enema , Risk Assessment
4.
Inflamm Bowel Dis ; 27(12): 1968-1974, 2021 11 15.
Article in English | MEDLINE | ID: mdl-33724339

ABSTRACT

BACKGROUND: We aimed to identify a model of clinical and genetic risk factors through hypothesis-free search across genome that can predict the surgical recurrence risk after the first abdominal surgery in CD patients. MATERIALS AND METHODS: Two independent inflammatory bowel disease (IBD) cohort studies were used to derive and validate the genetic risk profile. The study subjects were genotyped using Illumina Immunochip custom genotyping array. Surgical recurrence was defined as having the second or more abdominal bowel resections after the first abdominal surgery at the time of study enrollment; nonsurgical recurrence was defined as having no further abdominal resection after the first abdominal surgery. RESULTS: Among 372 CD patients who had at least 1 abdominal surgery at the study enrollment, 132 (35.5%) had subsequent surgical recurrence after their first abdominal surgery, and 240 (64.5%) required no subsequent abdominal surgery at the end of follow up. Among clinical factors, multivariable analysis showed that history of immunomodulatory use (odds ratio [OR], 3.96; P = 0.002) and early era of CD first surgery (OR, 1.12; P = 1.01E-04) remained significant. Genotypic association tests identified a genome-wide significant locus rs2060886 in TCF4 at chr18q21.2 associated with surgical recurrence risk (OR, dom, 4.10 [2.37-7.11]; P = 4.58E-08). CONCLUSIONS: Novel genetic locus rs2060886 in TCF4 was associated with surgical recurrence risk at genome-wide significance level among CD patients after their first abdominal surgery. Early era of CD first intestinal surgery predicts higher surgical recurrence risk. These results suggest that genetic variants may help guide the CD management strategy in patients at the highest risk of repeated abdominal surgeries.


Subject(s)
Crohn Disease , Digestive System Surgical Procedures , Cohort Studies , Crohn Disease/genetics , Crohn Disease/surgery , Humans , Recurrence , Reoperation , Risk Factors
5.
Am J Hum Genet ; 108(3): 431-445, 2021 03 04.
Article in English | MEDLINE | ID: mdl-33600772

ABSTRACT

Whether or not populations diverge with respect to the genetic contribution to risk of specific complex diseases is relevant to understanding the evolution of susceptibility and origins of health disparities. Here, we describe a large-scale whole-genome sequencing study of inflammatory bowel disease encompassing 1,774 affected individuals and 1,644 healthy control Americans with African ancestry (African Americans). Although no new loci for inflammatory bowel disease are discovered at genome-wide significance levels, we identify numerous instances of differential effect sizes in combination with divergent allele frequencies. For example, the major effect at PTGER4 fine maps to a single credible interval of 22 SNPs corresponding to one of four independent associations at the locus in European ancestry individuals but with an elevated odds ratio for Crohn disease in African Americans. A rare variant aggregate analysis implicates Ca2+-binding neuro-immunomodulator CALB2 in ulcerative colitis. Highly significant overall overlap of common variant risk for inflammatory bowel disease susceptibility between individuals with African and European ancestries was observed, with 41 of 241 previously known lead variants replicated and overall correlations in effect sizes of 0.68 for combined inflammatory bowel disease. Nevertheless, subtle differences influence the performance of polygenic risk scores, and we show that ancestry-appropriate weights significantly improve polygenic prediction in the highest percentiles of risk. The median amount of variance explained per locus remains the same in African and European cohorts, providing evidence for compensation of effect sizes as allele frequencies diverge, as expected under a highly polygenic model of disease.


Subject(s)
Calbindin 2/genetics , Genetic Predisposition to Disease , Inflammatory Bowel Diseases/genetics , Receptors, Prostaglandin E, EP4 Subtype/genetics , Black or African American/genetics , Aged , Aged, 80 and over , Colitis, Ulcerative/genetics , Colitis, Ulcerative/pathology , Crohn Disease/genetics , Crohn Disease/pathology , Female , Gene Frequency , Genome-Wide Association Study , Humans , Inflammatory Bowel Diseases/pathology , Male , Multifactorial Inheritance/genetics , Polymorphism, Single Nucleotide/genetics , White People/genetics , Whole Genome Sequencing
6.
Inflamm Bowel Dis ; 26(5): 774-779, 2020 04 11.
Article in English | MEDLINE | ID: mdl-31626701

ABSTRACT

INTRODUCTION: Ulcerative colitis (UC) associated with primary sclerosing cholangitis (PSC) is a rare phenotype. We aimed to assess patients with UC-PSC or UC alone and describe differences in clinical and phenotypic characteristics, antitumor necrosis factor (TNF) therapy, and long-term clinical outcomes. METHODS: This retrospective multicenter cohort study included patients who received a diagnosis of UC from 1962 through 2015. We evaluated clinical factors associated with UC-PSC vs UC alone and assessed associations by using multivariable logistic regression models. RESULTS: Among 522 patients with UC, 56 (10.7%) had PSC. Compared with UC alone, patients with UC-PSC were younger (younger than 20 years) at diagnosis (odds ratios [OR], 2.35; adjusted P = 0.02) and had milder UC severity (adjusted P = 0.05), despite having pancolonic involvement (OR, 7.01; adjusted P < 0.001). In the biologics era (calendar year 2005 to 2015), patients with UC-PSC less commonly received anti-TNF therapy compared with patients with UC (OR, 0.38; adjusted P = 0.009), but their response rates were similar. Fewer patients with UC-PSC received corticosteroids (OR, 0.24; adjusted P = 0.005) or rectal 5-aminosalicyte acid (OR, 0.26; adjusted P < 0.001). Other differences were identified that were not statistically significant in a multivariable model: patients with UC-PSC more commonly were male, had lower rates of smoking, and had higher rates of colorectal cancer and colectomy. DISCUSSION: This study identified a unique phenotype of UC with concurrent PSC, which had different clinical behavior compared with UC only. These phenotypic characteristics can help identify high-risk patients with UC before PSC is diagnosed and guide different management and monitoring strategies.


Subject(s)
Cholangitis, Sclerosing/pathology , Colitis, Ulcerative/pathology , Tumor Necrosis Factor Inhibitors/therapeutic use , Adolescent , Adult , Cholangitis, Sclerosing/complications , Cholangitis, Sclerosing/drug therapy , Colitis, Ulcerative/complications , Colitis, Ulcerative/drug therapy , Disease Management , Female , Humans , Logistic Models , Male , Middle Aged , Odds Ratio , Phenotype , Retrospective Studies , Severity of Illness Index , Sex Factors , Treatment Outcome , United States , Young Adult
8.
J Crohns Colitis ; 13(8): 1036-1043, 2019 Aug 14.
Article in English | MEDLINE | ID: mdl-30689765

ABSTRACT

BACKGROUND: It is important to identify patients with inflammatory bowel disease [IBD] refractory to anti-tumour necrosis factor [TNF] therapy, to avoid potential adverse effects and to adopt different treatment strategies. We aimed to identify and validate clinical and genetic factors to predict anti-TNF response in patients with IBD. MATERIALS AND METHODS: Mayo Clinic and Washington University IBD genetic association study cohorts were used as discovery and replicate datasets, respectively. Clinical factors included sex, age at diagnosis, disease duration and phenotype, disease location, bowel resection, tobacco use, family history of IBD, extraintestinal manifestations, and response to anti-TNF therapy. RESULTS: Of 474 patients with IBD treated with anti-TNF therapy, 41 [8.7%] were refractory to therapy and 433 [91.3%] had response. Multivariate analysis showed history of immunomodulator use (odds ratio 10.2, p = 8.73E-4) and bowel resection (odds ratio 3.24, p = 4.38E-4) were associated with refractory response to anti-TNF agents. Among genetic loci, two [rs116724455 in TNFSF4/18, rs2228416 in PLIN2] were successfully replicated and another four [rs762787, rs9572250, rs144256942, rs523781] with suggestive evidence were found. An exploratory risk model predictability [area under the curve] increased from 0.72 [clinical predictors] to 0.89 after adding genetic predictors. Through identified clinical and genetic predictors, we constructed a preliminary anti-TNF refractory score to differentiate anti-TNF non-responders (mean [standard deviation] score, 5.49 [0.99]) from responders (2.65 [0.39]; p = 4.33E-23). CONCLUSIONS: Novel and validated genetic loci, including variants in TNFSF, were found associated with anti-TNF response in patients with IBD. Future validation of the exploratory risk model in a large prospective cohort is warranted.


Subject(s)
Drug Resistance/genetics , Glucocorticoid-Induced TNFR-Related Protein/genetics , Inflammatory Bowel Diseases , OX40 Ligand/genetics , Pharmacogenomic Variants , Tumor Necrosis Factor Inhibitors , Adult , Colectomy/methods , Colectomy/statistics & numerical data , Drug-Related Side Effects and Adverse Reactions/etiology , Drug-Related Side Effects and Adverse Reactions/prevention & control , Female , Humans , Inflammatory Bowel Diseases/epidemiology , Inflammatory Bowel Diseases/genetics , Inflammatory Bowel Diseases/therapy , Male , Pharmacogenomic Testing/methods , Polymorphism, Single Nucleotide , Predictive Value of Tests , Risk Factors , Tumor Necrosis Factor Inhibitors/adverse effects , Tumor Necrosis Factor Inhibitors/therapeutic use , United States
9.
Inflamm Bowel Dis ; 25(3): 524-531, 2019 02 21.
Article in English | MEDLINE | ID: mdl-30544140

ABSTRACT

BACKGROUND AND AIMS: Ulcerative colitis (UC) is a form of inflammatory bowel disease, and antibodies against tumor necrosis factor (anti-TNF) are used for treatment. Many patients are refractory or lose response to anti-TNF, and predicting response would be an extremely valuable clinical tool. Unlike most biomarkers, cytokines directly mediate inflammation, and their measurement may predict the likelihood of response or no response. METHODS: Serum samples were obtained from 49 UC patients before infliximab infusions, and levels of 17 cytokines were measured using a multiplex assay. The Fisher linear discriminant analysis (FLDA) was applied to the cytokine values to predict which patients would respond to infliximab. "Response" was defined as clinical remission after the third infusion, and "no response" was defined as lack of remission after the third infusion. RESULTS: The Fisher linear discriminant analysis model identified a subset of seven predictor cytokines: TNF-α, IL-12, IL-8, IL-2, IL-5, IL1-ß, and IFN-γ. The obtained canonical coefficients enabled to calculate discriminant scores as linear combinations of the cytokines; model classified thepatients as responders and nonresponders with a sensitivity of 84.2% and a specificity of 93.3%. Overall, the yield of the FLDA model was 89.8% of the total 49 patients. CONCLUSIONS: An unbiased, statistically derived, predictive model based on measurement of serum cytokines before therapy may predict a positive or negative outcome from the administration of anti-TNF to UC patients. Because accurately measuring cytokines is simple and inexpensive, the model may be a valuable new tool to complement other laboratory parameters used in the management of IBD patients.


Subject(s)
Biomarkers/blood , Colitis, Ulcerative/blood , Cytokines/blood , Infliximab/therapeutic use , Tumor Necrosis Factor Inhibitors/therapeutic use , Tumor Necrosis Factor-alpha/antagonists & inhibitors , Adult , Colitis, Ulcerative/drug therapy , Female , Follow-Up Studies , Humans , Male , Prognosis
10.
Clujul Med ; 91(4): 469-473, 2018 Oct.
Article in English | MEDLINE | ID: mdl-30564026

ABSTRACT

Gastrointestinal (GI) amyloidosis is rare and has varying clinical and endoscopic presentations. In this case series, we present three patients with primary systemic amyloid-light chain (AL) amyloidosis with GI involvement and complications of GI bleeding. We also provide a brief review of the literature, including clinical presentation, endoscopic findings, pathology, and management of GI amyloidosis. The endoscopic findings of GI amyloidosis can vary, including friable mucosa with erosions, ulcers, and submucosal hematomas or mucosal thickening with polypoid protrusions. The endoscopic findings may correlate with the pathologic deposition of amyloid fibrils. Treatment of GI amyloidosis is generally focused on management of the underlying condition and supportive care. Gastroenterologists should be familiar with the endoscopic findings as they may be the first suggestion of disease and allow for definitive diagnosis.

11.
Gastroenterol Clin North Am ; 46(3): 449-461, 2017 09.
Article in English | MEDLINE | ID: mdl-28838408

ABSTRACT

Since the discovery of the first Crohn's disease (CD) gene NOD2 in 2001, 140 genetic loci have been found in whites using high-throughput genome-wide association studies. Several genes influence the CD subphenotypes and treatment response. With the observations of increasing prevalence in Asia and developing countries and the incomplete explanation of CD variance, other underexplored areas need to be integrated through novel methodologies. Algorithms that incorporate specific genetic risk alleles with other biomarkers will be developed and used to predict CD disease course, complications, and response to specific therapies, allowing precision medicine to become real in CD.


Subject(s)
Crohn Disease/genetics , Alleles , Asian People/genetics , Crohn Disease/pathology , Crohn Disease/therapy , Digestive System Surgical Procedures , Gene-Environment Interaction , Genetic Predisposition to Disease , Genome-Wide Association Study , Genotype , Humans , Nod2 Signaling Adaptor Protein/genetics , Phenotype , Prognosis , Tumor Necrosis Factor-alpha/antagonists & inhibitors , White People/genetics
15.
ACG Case Rep J ; 3(1): 45-8, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26504878

ABSTRACT

A man in his sixth decade with Crohn's colitis and who had been taking infliximab for 18 months presented with fever and weight loss. Chest CT showed numerous nodules in both lungs, and sputum culture grew Mycobacterium tuberculosis. Colonoscopy showed circumferential ulcerations from the cecum to the descending colon, and biopsies showed extensive granulomas with central necrosis, positive for acid-fast bacteria. Brain MRI revealed a thalamic ring-enhanced mass with edema, consistent with tuberculoma. Clinicians should be aware of the appropriate screening and close monitoring of tuberculosis before and during anti-tumor necrosis factor (TNF) therapy.

16.
Gastroenterology ; 149(6): 1575-1586, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26278503

ABSTRACT

BACKGROUND & AIMS: Inflammatory bowel disease (IBD) has familial aggregation in African Americans (AAs), but little is known about the molecular genetic susceptibility. Mapping studies using the Immunochip genotyping array expand the number of susceptibility loci for IBD in Caucasians to 163, but the contribution of the 163 loci and European admixture to IBD risk in AAs is unclear. We performed a genetic mapping study using the Immunochip to determine whether IBD susceptibility loci in Caucasians also affect risk in AAs and identify new associated loci. METHODS: We recruited AAs with IBD and without IBD (controls) from 34 IBD centers in the United States; additional controls were collected from 4 other Immunochip studies. Association and admixture loci were mapped for 1088 patients with Crohn's disease, 361 with ulcerative colitis, 62 with IBD type unknown, and 1797 controls; 130,241 autosomal single-nucleotide polymorphisms (SNPs) were analyzed. RESULTS: The strongest associations were observed between ulcerative colitis and HLA rs9271366 (P = 7.5 × 10(-6)), Crohn's disease and 5p13.1 rs4286721 (P = 3.5 × 10(-6)), and IBD and KAT2A rs730086 (P = 2.3 × 10(-6)). Additional suggestive associations (P < 4.2 × 10(-5)) were observed between Crohn's disease and IBD and African-specific SNPs in STAT5A and STAT3; between IBD and SNPs in IL23R, IL12B, and C2orf43; and between ulcerative colitis and SNPs near HDAC11 and near LINC00994. The latter 3 loci have not been previously associated with IBD, but require replication. Established Caucasian associations were replicated in AAs (P < 3.1 × 10(-4)) at NOD2, IL23R, 5p15.3, and IKZF3. Significant admixture (P < 3.9 × 10(-4)) was observed for 17q12-17q21.31 (IZKF3 through STAT3), 10q11.23-10q21.2, 15q22.2-15q23, and 16p12.2-16p12.1. Network analyses showed significant enrichment (false discovery rate <1 × 10(-5)) in genes that encode members of the JAK-STAT, cytokine, and chemokine signaling pathways, as well those involved in pathogenesis of measles. CONCLUSIONS: In a genetic analysis of 3308 AA IBD cases and controls, we found that many variants associated with IBD in Caucasians also showed association evidence with these diseases in AAs; we also found evidence for variants and loci not previously associated with IBD. The complex genetic factors that determine risk for or protection against IBD in different populations require further study.


Subject(s)
Black or African American/genetics , Inflammatory Bowel Diseases/genetics , Polymorphism, Single Nucleotide , White People/genetics , Adult , Aged , Colitis, Ulcerative/genetics , Crohn Disease/genetics , Female , Genetic Loci , Genetic Predisposition to Disease , Humans , Male , Middle Aged , Risk Factors , United States/ethnology , Young Adult
17.
Curr Opin Gastroenterol ; 31(4): 277-82, 2015 Jul.
Article in English | MEDLINE | ID: mdl-26039718

ABSTRACT

PURPOSE OF REVIEW: Inflammatory bowel disease (IBD) has long been known to have genetic risk factors because of increased prevalence in the relatives of affected individuals. However, genome-wide association studies have only explained limited heritability in IBD. The observed globally rising incidence of IBD has implicated the role of environmental factors. The hidden unexplained heritability remains to be explored. RECENT FINDINGS: Recent aggregate evidence has highlighted the extent and nature of host genome-microbiome associations, a key next step in understanding the mechanisms of pathogenesis in IBD. An individual's gut microbiota is shaped not only by genetic but also by environmental factors like diet. Minimizing exposure of the intestinal lumen to selected food items has shown to prolong the remission state of IBD. Among a genetically susceptible host, the shift of gut microbiota (or 'dysbiosis') can lead to increasing the susceptibility to IBD. With the advances in high-throughput large-scale 'omics' technologies in combination with creative data mining and system biology-based network analyses, the complexity of biological functional networks behind the cause of IBD has become more approachable. Therefore, the hidden heritability in IBD has become more explainable, and can be attributable to the changing environmental factors, epigenetic modifications, and gene-host microbial ('in-vironmental') or gene-extrinsic environmental interactions. SUMMARY: This review discusses the perspectives of relevance to clinical translation with emphasis on gene-environment interactions. No doubt, the use of system-based approaches will lead to the development of alternative, and hopefully better, diagnostic, prognostic, and monitoring tools in the management of IBD.


Subject(s)
Gene-Environment Interaction , Inflammatory Bowel Diseases/genetics , Gastrointestinal Tract/microbiology , Genetic Predisposition to Disease , Host-Pathogen Interactions , Humans , Inflammatory Bowel Diseases/microbiology , Microbiota/physiology , Research Design , Smoking/adverse effects
19.
Hum Genet ; 133(5): 547-58, 2014 May.
Article in English | MEDLINE | ID: mdl-24241240

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.


Subject(s)
Colitis, Ulcerative/genetics , Epistasis, Genetic , Gene-Environment Interaction , Alleles , Genome-Wide Association Study , Genotype , Humans , Phenotype , Polymorphism, Single Nucleotide
20.
Inflamm Bowel Dis ; 19(9): 1799-808, 2013 Aug.
Article in English | MEDLINE | ID: mdl-23598818

ABSTRACT

BACKGROUND: Genome-wide association studies have identified at least 71 Crohn's disease (CD) genetic risk loci, but the role of gene-gene interactions is unclear. The value of genetic variants in clinical practice is not defined because of limited explained heritability. METHODS: We examined model predictability of combining the 71 CD risk alleles and genetic interactions in an ongoing inflammatory bowel disease genome-wide association study. The Wellcome Trust Case Control Consortium inflammatory bowel disease genome-wide association study was used as a replicate cohort. We used logic regression, an adaptive regression methodology, to search for high-order binary predictors (e.g., single-nucleotide polymorphism [SNP] interactions). RESULTS: The combined 71 CD SNPs had good CD risk predictability (area under the curve of 0.75 and 0.73 in the 2 cohorts). Higher cumulative allele score predicted higher CD risk, but a relatively small difference in cumulative allele scores was observed between CD and controls (49 versus 47, P < 0.001). Through LR, we identified high-order genetic interactions and significantly improved the model predictability (area under the curve, from 0.75 to 0.77, P < 0.0001). A genetic interaction model, including NOD2, ATG16L1, IL10/IL19, C13orf31, and chr21q loci, was discovered and successfully replicated in the independent Wellcome Trust Case Control Consortium cohort. The explained heritability of the 71 CD SNPs alone was 24% and increased to 27% after adding the genetic interactions. CONCLUSIONS: A novel approach allowed the identification and replication of genetic interactions among NOD2, ATG16L1, IL10/IL19, C13orf31, and chr21q loci. CD risk can be predicted by a model of 71 CD loci and improved by adding genetic interactions.


Subject(s)
Crohn Disease/diagnosis , Crohn Disease/genetics , Epistasis, Genetic , Genetic Predisposition to Disease , Genome-Wide Association Study/methods , Quantitative Trait Loci/genetics , Alleles , Case-Control Studies , Humans , Prognosis , Risk Factors
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