Muddassar M Mirza's research while affiliated with King's College London and other places

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Publications (28)


Figure 1.  Summary of strategy for detecting rare variants associated with IBD.
Overview of our rare variant screening strategy in IBD using DNA pools. We detected 3442 high quality variants in phase I based on stringent filtering criteria. We were able to validate 1252 of these variants using a) previously generated genotyping data for 153 SNPs in 634 of the individuals who were sequenced; b) case-control association p values for 1099 SNPs from CD Immunochip study [4]. We then performed validation genotyping of 80 variants in phase II in 6335 IBD cases and 2974 controls and extended the analysis of the top 5 SNVs to a further 3662 IBD cases and 3639 controls (phase III) to allow a final combined analysis of 10,147 IBD cases and 7,008 controls.
Table 1.  Candidate gene selection strategies.
Figure 2.  Minor allele frequencies WTCCC vs pooled NGS (24 pools combined).
MAFs for 153 SNPs were compared between allele frequency estimates based on pooled NGS and genotyping data from the WTCCC [47] for 634 individuals. MAFs are strongly correlated between both datasets (Spearman rank correlation coefficient R = 0.976), with only two SNPs showing substantial differences.
Table 2.  Combined case-control association analysis of 5 sequence variants from the phase III extension study in 10,147 IBD cases and 7,008 controls from phases I–III.
Figure 3.  Quantile-quantile plot of chi-squared statistic.
Data for case-control comparison of allele frequencies of 3442 variants, detected in pooled sequencing experiment for 42 case and 40 control pools. Overall genomic inflation (lambda) of 1.3 was observed.A genomic control correction was therefore applied for downstream association analysis (Materials and Methods).
Pooled Sequencing of 531 Genes in Inflammatory Bowel Disease Identifies an Associated Rare Variant in BTNL2 and Implicates Other Immune Related Genes
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February 2015

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203 Reads

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56 Citations

PLOS Genetics

PLOS Genetics

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Kristina Stone

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Christopher G Mathew

The contribution of rare coding sequence variants to genetic susceptibility in complex disorders is an important but unresolved question. Most studies thus far have investigated a limited number of genes from regions which contain common disease associated variants. Here we investigate this in inflammatory bowel disease by sequencing the exons and proximal promoters of 531 genes selected from both genome-wide association studies and pathway analysis in pooled DNA panels from 474 cases of Crohn's disease and 480 controls. 80 variants with evidence of association in the sequencing experiment or with potential functional significance were selected for follow up genotyping in 6,507 IBD cases and 3,064 population controls. The top 5 disease associated variants were genotyped in an extension panel of 3,662 IBD cases and 3,639 controls, and tested for association in a combined analysis of 10,147 IBD cases and 7,008 controls. A rare coding variant p.G454C in the BTNL2 gene within the major histocompatibility complex was significantly associated with increased risk for IBD (p = 9.65x10-10, OR = 2.3[95% CI = 1.75-3.04]), but was independent of the known common associated CD and UC variants at this locus. Rare (<1%) and low frequency (1-5%) variants in 3 additional genes showed suggestive association (p<0.005) with either an increased risk (ARIH2 c.338-6C>T) or decreased risk (IL12B p.V298F, and NICN p.H191R) of IBD. These results provide additional insights into the involvement of the inhibition of T cell activation in the development of both sub-phenotypes of inflammatory bowel disease. We suggest that although rare coding variants may make a modest overall contribution to complex disease susceptibility, they can inform our understanding of the molecular pathways that contribute to pathogenesis.

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Exome Sequencing of 75 Individuals from Multiply Affected Coeliac Families and Large Scale Resequencing Follow Up

January 2015

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106 Reads

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9 Citations

Coeliac disease (CeD) is a highly heritable common autoimmune disease involving chronic small intestinal inflammation in response to dietary wheat. The human leukocyte antigen (HLA) region, and 40 newer regions identified by genome wide association studies (GWAS) and dense fine mapping, account for ∼40% of the disease heritability. We hypothesized that in pedigrees with multiple individuals with CeD rare [minor allele frequency (MAF) <0.5%] mutations of larger effect size (odds ratios of ∼ 2-5) might exist. We sequenced the exomes of 75 coeliac individuals of European ancestry from 55 multiply affected families. We selected interesting variants and genes for further follow up using a combination of: an assessment of shared variants between related subjects, a model-free linkage test, and gene burden tests for multiple, potentially causal, variants. We next performed highly multiplexed amplicon resequencing of all RefSeq exons from 24 candidate genes selected on the basis of the exome sequencing data in 2,248 unrelated coeliac cases and 2,230 controls. 1,335 variants with a 99.9% genotyping call rate were observed in 4,478 samples, of which 939 were present in coding regions of 24 genes (Ti/Tv 2.99). 91.7% of coding variants were rare (MAF <0.5%) and 60% were novel. Gene burden tests performed on rare functional variants identified no significant associations (p<1×10-3) in the resequenced candidate genes. Our strategy of sequencing multiply affected families with deep follow up of candidate genes has not identified any new CeD risk mutations.


Figure 1: Association analyses of discovered rare functional variants in autoimmune diseases. We define rare functional variants as MAF < 0.5% in 17,019 controls and predicted nonsynonymous, premature-stop or splice-site annotation. Quantile–quantile plots compare observed versus expected test-statistic distributions, with shading indicating 99% confidence intervals. Full results are available in Supplementary Data. Each of six individual diseases, and all autoimmune diseases combined, were tested as phenotypes. a, Gene-based C-alpha test (25 genes by 7 phenotypes, n = 41,911 subjects) allowing for both risk and protective effects for rare functional variants. Singleton variants pooled into a single binomial count per phenotype. b, Gene-based burden tests (25 genes by 7 phenotypes, n = 41,911 subjects) comparing summed allele counts for rare functional variants in cases versus controls with Fisher’s exact test. c, Conditional gene-based burden test (25 genes by 6 phenotypes, n = 32,806 subjects): rare functional-variant allele counts are summed for each individual per gene and introduced in a logistic regression, including ImmunoChip covariates for multiple independent top (common) variant signals selected on the basis of a stepwise regression (down to P > 10−4). The psoriasis phenotype was not tested as most samples do not have ImmunoChip data. d, Count of case-unique rare alleles (UNIQ) tests (25 genes by 7 phenotypes, n = 41,911 subjects): compares the number of rare functional variants only observed in cases with the distribution of this value upon random permutation (10,000 times) of the phenotypes. e, Count of control-unique rare alleles (UNIQ) tests: same as d but for rare functional variants uniquely observed in controls.
Negligible impact of rare autoimmune-locus coding-region variants on missing heritability

May 2013

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107 Reads

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198 Citations

Nature

Genome-wide association studies (GWAS) have identified common variants of modest-effect size at hundreds of loci for common autoimmune diseases; however, a substantial fraction of heritability remains unexplained, to which rare variants may contribute. To discover rare variants and test them for association with a phenotype, most studies re-sequence a small initial sample size and then genotype the discovered variants in a larger sample set. This approach fails to analyse a large fraction of the rare variants present in the entire sample set. Here we perform simultaneous amplicon-sequencing-based variant discovery and genotyping for coding exons of 25 GWAS risk genes in 41,911 UK residents of white European origin, comprising 24,892 subjects with six autoimmune disease phenotypes and 17,019 controls, and show that rare coding-region variants at known loci have a negligible role in common autoimmune disease susceptibility. These results do not support the rare-variant synthetic genome-wide-association hypothesis (in which unobserved rare causal variants lead to association detected at common tag variants). Many known autoimmune disease risk loci contain multiple, independently associated, common and low-frequency variants, and so genes at these loci are a priori stronger candidates for harbouring rare coding-region variants than other genes. Our data indicate that the missing heritability for common autoimmune diseases may not be attributable to the rare coding-region variant portion of the allelic spectrum, but perhaps, as others have proposed, may be a result of many common-variant loci of weak effect.







Table 1 Sample collections and genotyping platforms. 
Figure 2 of 2
Corrigendum: Multiple common variants for celiac disease influencing immune gene expression

February 2010

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262 Reads

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799 Citations

Nature Genetics

We performed a second-generation genome-wide association study of 4,533 individuals with celiac disease (cases) and 10,750 control subjects. We genotyped 113 selected SNPs with P(GWAS) < 10(-4) and 18 SNPs from 14 known loci in a further 4,918 cases and 5,684 controls. Variants from 13 new regions reached genome-wide significance (P(combined) < 5 x 10(-8)); most contain genes with immune functions (BACH2, CCR4, CD80, CIITA-SOCS1-CLEC16A, ICOSLG and ZMIZ1), with ETS1, RUNX3, THEMIS and TNFRSF14 having key roles in thymic T-cell selection. There was evidence to suggest associations for a further 13 regions. In an expression quantitative trait meta-analysis of 1,469 whole blood samples, 20 of 38 (52.6%) tested loci had celiac risk variants correlated (P < 0.0028, FDR 5%) with cis gene expression.


Citations (20)


... Next, to examine the causal effect of birth weight on adult diseases, we collected summary statistics from corresponding GWASs for 21 diseases (Text S1). These diseases include advanced age-related macular degeneration (AMD) [38], Alzheimer's disease [39], Parkinson's disease [40], chronic kidney disease (CKD) [41], celiac disease [42], inflammatory bowel disease (IBD) [43], Crohn's disease (CD) [43], ulcerative colitis (UC) [43], primary biliary cirrhosis (PBC) [44], primary sclerosing cholangitis (PSC) [45], systemic lupus erythematosus (SLE) [46], coronary artery disease (CAD) [47], myocardial infarction (MI) [47], type 2 diabetes (T2D) [36], rheumatoid arthritis (RA) [48], type 1 diabetes (T1D) [48], hypertension [48], ankylosing spondylitis (AS) [49], ischaemic stroke (IS) [49] and multiple sclerosis (MS) [49]. Finally, to identify complex traits that may mediate the causal effect of birth weight on any identified adult disease, we also obtained GWAS summary statistics for 38 complex traits in adulthood (Text S2). ...

Reference:

Causal Association between Birth Weight and Adult Diseases: Evidence from a Mendelian Randomisation Analysis
Erratum: Multiple common variants for celiac disease influencing immune gene expression (Nature Genetics DOI: 10.1038/ng.543)
  • Citing Article
  • May 2010

... High-throughput genotyping [genome-wide association study (GWAS)] (20)(21)(22)(23)(24)(25), massive parallel sequencing (26)(27)(28), and transcriptomics assays (RNA sequencing or microarrays) (29)(30)(31)(32)(33) have uncovered numerous genetic variations and differentially expressed genes, providing good resolution into the pathophysiology of CeD in recent decades. However, these studies were largely undertaken in sporadic cases belonging to European/Mediterranean populations (34)(35)(36)(37) and were unable to uncover any causative gene underpinning the complicated genetic architecture of CeD. Few whole-exome studies, on the other hand, were able to identify some family-specific rare variants (26,27). ...

Exome Sequencing of 75 Individuals from Multiply Affected Coeliac Families and Large Scale Resequencing Follow Up
PLOS ONE

PLOS ONE

... This gene has been reported to be dysregulated in Parkinson's disease and multiple system atrophy [63], and there is a reported case of FTD caused by its mutation [64]. Upon comparing both types of sporadic FTD patients, we found a DMP in the SOX5 gene, a gene involved in corticospinal motor neuron development and a known risk factor for developing amyotrophic lateral sclerosis (ALS) [65]. As ALS is part of the ALS-FTD clinical spectrum and shares the most common cause of disease with FTD (G4C2-repeat expansion in C9orf72), this finding could be attributed to common underlying mechanisms. ...

Stratified gene expression analysis identifies major amyotrophic lateral sclerosis genes
  • Citing Article
  • February 2015

Neurobiology of Aging

... In a recent study, one rare coding variant in the BTNL2 gene within the Major histocompatibility complex (MHC) region was associated with higher IBD risk (OR-2.3), giving an insight into T cell activation mechanisms and IBD sub-phenotype developments (18). It provides strong support for our planned approach to identify potential causal variants and genes for IBD through familial studies. ...

Pooled Sequencing of 531 Genes in Inflammatory Bowel Disease Identifies an Associated Rare Variant in BTNL2 and Implicates Other Immune Related Genes
PLOS Genetics

PLOS Genetics

... 75 A subsequent transmission±disequilibrium test analysis in 350 ulcerative colitis and Crohn's disease families again found no association with seven novel single nucleotide polymorphisms. 76 Several novel genes with a putative role in the pathogenesis of in¯ammatory bowel disease, including STAT-6 and MMP-18, have recently mapped to IBD2 using highdensity transcript mapping. 77 ...

Analysis of single nucleotide polymorphisms in the NRAMP2 gene, for association with inflammatory bowel disease
  • Citing Article
  • April 2000

Gastroenterology

... The study by Hunt et al. casts doubt on the likely role of rare variants in complex diseases. Association analysis performed on the sequencing and genotyping data of the exons of 25 genes associated with at least two diseases with an autoimmune component (between MS, type I diabetes, Crohn's disease, celiac disease, psoriasis, hypothyroidism), comparing a population of 25,000 patients and 17,000 controls, seems to indicate that rare variants do not play an important role in the heritability of complex autoimmune diseases, which would be due to the interaction of several frequent variants with weak effects [43]. ...

Negligible impact of rare autoimmune-locus coding-region variants on missing heritability

Nature

... [C] associated with severity of COVID-19 [34], rs1877455 [T] associated with autism along with other SNPs as haplotype [35], rs9363918 [T] associated with pancreatic cancer [36], and rs2762051 [T] associated with celiac disease [37], have limited literature support for their associations, and further research studies are required to understand their role in increasing the lifespan. ...

Multiple common variants for celiac disease influencing immune gene expression

Nature Genetics

... In recent years, due to advancements in technology, several loci have been studied for their association with CD; among these, LPP and ZMIZ1 have been in focus [25,26]. However, the genetic-based association of LPP and ZMIZ1 genes with increased CD risk is inconsistent [27][28][29]. The prevalence of CD in Pakistan is unknown; however, according to clinicians, CD is quite common among children and adults in our clinical setting [30]. ...

Corrigendum: Multiple common variants for celiac disease influencing immune gene expression

Nature Genetics

... Although some studies produced noteworthy results relating to the fate of intestinal mucin genes during colitis, they were excluded from further analysis because mucin gene expression was not investigated or documented. For example, Swallow et al. [30] determined that MUC2 allele length is not associated with disease pathogenesis, whilst Kyo et al. [31] detected rare MUC3 alleles in UC patients which they suggested may be associated with disease pathogenesis. In addition to the articles included through database searching [32][33][34][35][36][37][38][39][40][41][42][43][44][45] and screening, 2 more papers were identified through citation chaining [46,47] and included in the analysis group (Figures 1 and 2). ...

Ulcerative colitis is not associated with differences inMUC2 mucin allele length

Journal of Medical Genetics

... Undoubtedly, the gene with the most recognized influence on CD pathogenesis is NOD2, a susceptibility gene related to the risk of disease occurrence. It is expressed in dendritic cells, granulocytes, T-cells, and terminal ileal Paneth cells [16], and it encodes for an intracellular pattern recognition receptor that recognizes muramyl dipeptide (MDP) [17], a component of bacterial peptidoglycan that is involved in activating the innate immune system in CD [15,18]. Upon binding to MDP, NOD2 undergoes oligomerization and associates with the scaffolding kinase RIP2. ...

Association between insertion mutation in NOD2 gene and Crohn's disease in German and British populations

The Lancet