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1.  Epigenetic silencing of HNF1A associates with changes in the composition of the human plasma N-glycome 
Epigenetics  2012;7(2):164-172.
Protein glycosylation is a ubiquitous modification that affects the structure and function of proteins. Our recent genome wide association study identified transcription factor HNF1A as an important regulator of plasma protein glycosylation. To evaluate the potential impact of epigenetic regulation of HNF1A on protein glycosylation we analyzed CpG methylation in 810 individuals. The association between methylation of four CpG sites and the composition of plasma and IgG glycomes was analyzed. Several statistically significant associations were observed between HNF1A methylation and plasma glycans, while there were no significant associations with IgG glycans. The most consistent association with HNF1A methylation was observed with the increase in the proportion of highly branched glycans in the plasma N-glycome. The hypothesis that inactivation of HNF1A promotes branching of glycans was supported by the analysis of plasma N-glycomes in 61 patients with inactivating mutations in HNF1A, where the increase in plasma glycan branching was also observed. This study represents the first demonstration of epigenetic regulation of plasma glycome composition, suggesting a potential mechanism by which epigenetic deregulation of the glycome may contribute to disease development.
doi:10.4161/epi.7.2.18918
PMCID: PMC3335910  PMID: 22395466
protein glycosylation; plasma glycome; HNF1A; CpG methylation; epigenetics
2.  RPGR-Associated Retinal Degeneration in Human X-Linked RP and a Murine Model 
Purpose.
We investigated the retinal disease due to mutations in the retinitis pigmentosa GTPase regulator (RPGR) gene in human patients and in an Rpgr conditional knockout (cko) mouse model.
Methods.
XLRP patients with RPGR-ORF15 mutations (n = 35, ages at first visit 5–72 years) had clinical examinations, and rod and cone perimetry. Rpgr-cko mice, in which the proximal promoter and first exon were deleted ubiquitously, were back-crossed onto a BALB/c background, and studied with optical coherence tomography and electroretinography (ERG). Retinal histopathology was performed on a subset.
Results.
Different patterns of rod and cone dysfunction were present in patients. Frequently, there were midperipheral losses with residual rod and cone function in central and peripheral retina. Longitudinal data indicated that central rod loss preceded peripheral rod losses. Central cone-only vision with no peripheral function was a late stage. Less commonly, patients had central rod and cone dysfunction, but preserved, albeit abnormal, midperipheral rod and cone vision. Rpgr-cko mice had progressive retinal degeneration detectable in the first months of life. ERGs indicated relatively equal rod and cone disease. At late stages, there was greater inferior versus superior retinal degeneration.
Conclusions.
RPGR mutations lead to progressive loss of rod and cone vision, but show different patterns of residual photoreceptor disease expression. Knowledge of the patterns should guide treatment strategies. Rpgr-cko mice had onset of degeneration at relatively young ages and progressive photoreceptor disease. The natural history in this model will permit preclinical proof-of-concept studies to be designed and such studies should advance progress toward human therapy.
Progress in treating canine RPGR disease prompted us to characterize patients with RPGR-ORF15 mutations and provide a detailed natural history of a novel Rpgr-mutant mouse for further proof-of-concept experiments.
doi:10.1167/iovs.12-10070
PMCID: PMC3422104  PMID: 22807293
4.  Genomics of common diseases: approaching the tipping point 
Genome Medicine  2011;3(10):70.
A report on the Wellcome Trust Scientific Conference 'The Genomics of Common Diseases 2011', held at the Wellcome Trust Conference Centre, Hinxton, Cambridge, UK, 30 August to 2 September 2011.
doi:10.1186/gm286
PMCID: PMC3239232  PMID: 22035904
5.  Uncovering Networks from Genome-Wide Association Studies via Circular Genomic Permutation 
G3: Genes|Genomes|Genetics  2012;2(9):1067-1075.
Genome-wide association studies (GWAS) aim to detect single nucleotide polymorphisms (SNP) associated with trait variation. However, due to the large number of tests, standard analysis techniques impose highly stringent significance thresholds, leaving potentially associated SNPs undetected, and much of the trait genetic variation unexplained. Pathway- and network-based methodologies applied to GWAS aim to detect associations missed by standard single-marker approaches. The complex and non-random architecture of the genome makes it a challenge to derive an appropriate testing framework for such methodologies. We developed a rapid and simple permutation approach that uses GWAS SNP association results to establish the significance of pathway associations while accounting for the linkage disequilibrium structure of SNPs and the clustering of functionally related elements in the genome. All SNPs used in the GWAS are placed in a “circular genome” according to their location. Then the complete set of SNP association P values are permuted by rotation with respect to the genomic locations of the SNPs. Once these “simulated” P values are assigned, the joint gene P values are calculated using Fisher’s combination test, and the association of pathways is tested using the hypergeometric test. The circular genomic permutation approach was applied to a human genome-wide association dataset. The data consists of 719 individuals from the ORCADES study genotyped for ∼300,000 SNPs and measured for 51 traits ranging from physical to biochemical measurements. KEGG pathways (n = 225) were used as the sets of pathways to be tested. Our results demonstrate that the circular genomic permutations provide robust association P values. The non-permuted hypergeometric analysis generates ∼1400 pathway-trait combination results with an association P value more significant than P ≤ 0.05, whereas applying circular genomic permutation reduces the number of significant results to a more credible 40% of that value. The circular permutation software (“genomicper”) is available as an R package at http://cran.r-project.org/.
doi:10.1534/g3.112.002618
PMCID: PMC3429921  PMID: 22973544
GWAS; pathway-based; permutation method; genomicper R package; cardiac disease
6.  Variations in Apolipoprotein E Frequency With Age in a Pooled Analysis of a Large Group of Older People 
American Journal of Epidemiology  2011;173(12):1357-1364.
Variation in the apolipoprotein E gene (APOE) has been reported to be associated with longevity in humans. The authors assessed the allelic distribution of APOE isoforms ε2, ε3, and ε4 among 10,623 participants from 15 case-control and cohort studies of age-related macular degeneration (AMD) in populations of European ancestry (study dates ranged from 1990 to 2009). The authors included only the 10,623 control subjects from these studies who were classified as having no evidence of AMD, since variation within the APOE gene has previously been associated with AMD. In an analysis stratified by study center, gender, and smoking status, there was a decreasing frequency of the APOE ε4 isoform with increasing age (χ2 for trend = 14.9 (1 df); P = 0.0001), with a concomitant increase in the ε3 isoform (χ2 for trend = 11.3 (1 df); P = 0.001). The association with age was strongest in ε4 homozygotes; the frequency of ε4 homozygosity decreased from 2.7% for participants aged 60 years or less to 0.8% for those over age 85 years, while the proportion of participants with the ε3/ε4 genotype decreased from 26.8% to 17.5% across the same age range. Gender had no significant effect on the isoform frequencies. This study provides strong support for an association of the APOE gene with human longevity.
doi:10.1093/aje/kwr015
PMCID: PMC3145394  PMID: 21498624
aged; apolipoprotein E2; apolipoprotein E3; apolipoprotein E4; apolipoproteins E; longevity; meta-analysis; multicenter study
7.  Identity-by-Descent-Based Phasing and Imputation in Founder Populations Using Graphical Models 
Genetic epidemiology  2011;35(8):853-860.
Accurate knowledge of haplotypes, the combination of alleles co-residing on a single copy of a chromosome, enables powerful gene mapping and sequence imputation methods. Since humans are diploid, haplotypes must be derived from genotypes by a phasing process. In this study, we present a new computational model for haplotype phasing based on pairwise sharing of haplotypes inferred to be Identical-By-Descent (IBD). We apply the Bayesian network based model in a new phasing algorithm, called systematic long-range phasing (SLRP), that can capitalize on the close genetic relationships in isolated founder populations, and show with simulated and real genome-wide genotype data that SLRP substantially reduces the rate of phasing errors compared to previous phasing algorithms. Furthermore, the method accurately identifies regions of IBD, enabling linkage-like studies without pedigrees, and can be used to impute most genotypes with very low error rate.
doi:10.1002/gepi.20635
PMCID: PMC3368215  PMID: 22006673
haplotype; population isolate; long-range phasing; Bayesian network
8.  Complex genetic diseases: controversy over the Croesus code 
Genome Biology  2001;2(8):comment2007.1-comment2007.8.
The polarization of views on how best to exploit new information from the Human Genome Project for medicine reflects our ignorance of the genetic architecture underlying common diseases: are susceptibility alleles common or rare, neutral or deleterious, few or many? Single-nucleotide polymorphism (SNP) technology is almost in place to dissect such diseases and to create a personalized medicine, but success is critically dependent on the biology and "Nature to be commanded must be obeyed" (Francis Bacon, 1620, Novum Organum).
PMCID: PMC138948  PMID: 11532206
9.  Copy Number Variation across European Populations 
PLoS ONE  2011;6(8):e23087.
Genome analysis provides a powerful approach to test for evidence of genetic variation within and between geographical regions and local populations. Copy number variants which comprise insertions, deletions and duplications of genomic sequence provide one such convenient and informative source. Here, we investigate copy number variants from genome wide scans of single nucleotide polymorphisms in three European population isolates, the island of Vis in Croatia, the islands of Orkney in Scotland and the South Tyrol in Italy. We show that whereas the overall copy number variant frequencies are similar between populations, their distribution is highly specific to the population of origin, a finding which is supported by evidence for increased kinship correlation for specific copy number variants within populations.
doi:10.1371/journal.pone.0023087
PMCID: PMC3150386  PMID: 21829696
10.  Human population structure, genome autozygosity and human health 
Genome Medicine  2009;1(9):91.
A major transition in human population structure is currently under way, moving from a historical metapopulation, comprising small and mainly rural endogamous communities, to large and increasingly panmictic urban populations. This process is predicted to increase outbreeding, and preliminary data from genomic surveys have helped to quantify the potential magnitude of the effects. Population genetic trends of this nature should result in a reduced burden of recessive disorders, and have a favourable impact on complex diseases influenced by partially recessive genetic variants of smaller effect. The overall outcome is expected to be beneficial for a range of traits associated with human health and disease that show dominance variance.
doi:10.1186/gm91
PMCID: PMC2768998  PMID: 19804611
11.  Bayesian methods for instrumental variable analysis with genetic instruments (‘Mendelian randomization’): example with urate transporter SLC2A9 as an instrumental variable for effect of urate levels on metabolic syndrome 
The ‘Mendelian randomization’ approach uses genotype as an instrumental variable to distinguish between causal and non-causal explanations of biomarker–disease associations. Classical methods for instrumental variable analysis are limited to linear or probit models without latent variables or missing data, rely on asymptotic approximations that are not valid for weak instruments and focus on estimation rather than hypothesis testing. We describe a Bayesian approach that overcomes these limitations, using the JAGS program to compute the log-likelihood ratio (lod score) between causal and non-causal explanations of a biomarker–disease association. To demonstrate the approach, we examined the relationship of plasma urate levels to metabolic syndrome in the ORCADES study of a Scottish population isolate, using genotype at six single-nucleotide polymorphisms in the urate transporter gene SLC2A9 as an instrumental variable. In models that allow for intra-individual variability in urate levels, the lod score favouring a non-causal over a causal explanation was 2.34. In models that do not allow for intra-individual variability, the weight of evidence against a causal explanation was weaker (lod score 1.38). We demonstrate the ability to test one of the key assumptions of instrumental variable analysis—that the effects of the instrument on outcome are mediated only through the intermediate variable—by constructing a test for residual effects of genotype on outcome, similar to the tests of ‘overidentifying restrictions’ developed for classical instrumental variable analysis. The Bayesian approach described here is flexible enough to deal with any instrumental variable problem, and does not rely on asymptotic approximations that may not be valid for weak instruments. The approach can easily be extended to combine information from different study designs. Statistical power calculations show that instrumental variable analysis with genetic instruments will typically require combining information from moderately large cohort and cross-sectional studies of biomarkers with information from very large genetic case–control studies.
doi:10.1093/ije/dyp397
PMCID: PMC2878456  PMID: 20348110
Bayesian analysis; biomarkers; uric acid; human SLC2A9 protein; Monte Carlo method; causality; randomization; genetics
12.  A genome-wide association scan of RR and QT interval duration in three European genetically isolated populations. The EUROSPAN project 
Background
We set out to identify common genetic determinants of the length of RR and QT intervals in 2,325 individuals from isolated European populations.
Methods and Results
We analyzed heart rate at rest, measured as RR interval, and length of corrected QT interval for association to 318,237 SNPs. RR interval was associated to common variants within GPR133, a G-Protein Coupled Receptor (rs885389, P = 3.9 × 10-8). QT interval was associated to the earlier reported NOS1AP gene (rs2880058, P = 2.00 × 10-10) and to a region on chromosome 13 (rs2478333, P = 4.34 × 10-8), which is 100 kb from the closest known transcript LOC730174 and has previously not been associated with length of QT interval.
Conclusion
Our results suggested association between RR interval and GPR133 and confirmed association between QT interval and NOS1AP.
doi:10.1161/CIRCGENETICS.108.833806
PMCID: PMC2760953  PMID: 20031603
genetics; heart rate; population
13.  RPGR-ORF15, which is mutated in retinitis pigmentosa, associates with SMC1, SMC3, and microtubule transport proteins 
The Journal of biological chemistry  2005;280(39):33580-33587.
Mutations in the retinitis pigmentosa GTPase regulator (RPGR) gene account for almost 20% of patients with retinitis pigmentosa. Most mutations are detected in alternatively-spliced RPGR-ORF15 isoform(s), which are primarily but not exclusively expressed in the retina. We show that, in addition to the axoneme, the RPGR-ORF15 protein is localized to the basal bodies of photoreceptor connecting cilium and to the tip and axoneme of sperm flagella. Mass spectrometric analysis of proteins that were immunoprecipitated from the retinal axoneme-enriched fraction using an anti-ORF15 antibody identified two chromosome-associated proteins, Structural Maintenance of Chromosomes (SMC) 1 and SMC3. Using pulldown assays, we demonstrate that the interaction of RPGR with SMC1 and SMC3 is mediated, at least in part, by the RCC1-like domain (RLD) of RPGR. This interaction was not observed with phosphorylation-deficient mutants of SMC1. Both SMC1 and SMC3 localized to the cilia of retinal photoreceptors and MDCK cells, suggesting a broader physiological relevance of this interaction. Additional immunoprecipitation studies revealed the association of RPGR-ORF15 isoform(s) with the intraflagellar transport polypeptide IFT88 as well as microtubule motor proteins, including KIF3A, p150Glued and p50-dynamitin. Inhibition of dynein function by over-expressing p50 abrogated the localization of RPGR-ORF15 to basal bodies. Taken together, these results provide novel evidence for the possible involvement of RPGR-ORF15 in microtubule organization and regulation of transport in primary cilia.
doi:10.1074/jbc.M505827200
PMCID: PMC1249479  PMID: 16043481
DHC: Dynein Heavy Chain; DIC: Dynein Intermediate chain; IFT: Intraflagellar Transport; IP: Immunoprecipitation; KIF: Kinesin Family member; MDCK: Madine Darby Canine Kidney; NPHP5: Nephrocystin-5; RLD: RCC1-Like Domain; RPGR: Retinitis Pigmentosa GTPase regulator; RPGRIP1: RPGR-interacting protein 1; SMC: Structural Maintenance of Chromosomes; XLRP: X-Linked Retinitis Pigmentosa
14.  A genetic association analysis of cognitive ability and cognitive ageing using 325 markers for 109 genes associated with oxidative stress or cognition 
BMC Genetics  2007;8:43.
Background
Non-pathological cognitive ageing is a distressing condition affecting an increasing number of people in our 'ageing society'. Oxidative stress is hypothesised to have a major role in cellular ageing, including brain ageing.
Results
Associations between cognitive ageing and 325 single nucleotide polymorphisms (SNPs), located in 109 genes implicated in oxidative stress and/or cognition, were examined in a unique cohort of relatively healthy older people, on whom we have cognitive ability scores at ages 11 and 79 years (LBC1921). SNPs showing a significant positive association were then genotyped in a second cohort for whom we have cognitive ability scores at the ages of 11 and 64 years (ABC1936). An intronic SNP in the APP gene (rs2830102) was significantly associated with cognitive ageing in both LBC1921 and a combined LBC1921/ABC1936 analysis (p < 0.01), but not in ABC1936 alone.
Conclusion
This study suggests a possible role for APP in normal cognitive ageing, in addition to its role in Alzheimer's disease.
doi:10.1186/1471-2156-8-43
PMCID: PMC1933580  PMID: 17601350
16.  Strategy for Mapping Quantitative Trait Loci (QTL) by Using Human Metapopulations 
Croatian medical journal  2006;47(4):532-542.
Aim
To present a novel strategy for mapping quantitative trait loci (QTL), using human metapopulations. The strategy is based on the expectation that in geographic clusters of small and distinct human isolates, a combination of founder effect and genetic drift can dramatically increase population frequency of rare QTL variants with large effect. In such cases, the distribution of QT measurements in an “affected” isolate is expected to deviate from that observed in neighboring isolates.
Methods
We tested this hypothesis in 9 villages from a larger Croatian isolate resource, where 7 Mendelian disorders have been previously reported. The values of 10 physiological and biochemical QTs were measured in a random sample of 1001 individuals (100 inhabitants of each of 9 villages and 101 immigrant controls).
Results
Significant over- or under- representation of individuals from specific villages in extreme ends of standardized QT measurement distribution was found 10 times more frequently than expected by chance. The large majority of such clusters of individuals with extreme QT values (34/36, 94.4%) originated from the 6 villages with the most pronounced geographic isolation and endogamy.
Conclusion
Early epidemiological assessment supports the feasibility of the proposed strategy. Clusters of individuals with extreme QT values responsible for over-representation of single villages can usually be linked to a larger pedigree and may be useful for further QTL mapping, using linkage analysis.
PMCID: PMC2080439  PMID: 16909450
17.  Genetic Comparison of a Croatian Isolate and CEPH European Founders 
Genetic Epidemiology  2010;34(2):140-145.
Human isolates have been postulated as a good resource for the identification of QTL due to reduced genetic diversity and a more homogeneous environment. Isolates may also have increased linkage disequilibrium (LD) due to small effective population size and, either loss or increase in frequency of alleles that are rare in the general population from which they originate. Here we investigate the difference in allele and genotype frequencies, LD and homozygous tracts between an isolate—several villages from the island of Vis in Croatia—and an outbred population of European origin: the Hapmap CEPH founders. Using the HumanHap300 v1 Genotyping BeadChip, we show that our population does not differ greatly from the reference CEU outbred population despite having a slightly higher proportion of monomorphic loci, a slightly higher long-range LD, and a greater proportion of individuals with long homozygous tracts. We conclude that genotyping arrays should perform equally well in our isolate as in outbred European populations for disease mapping studies and that SNP–trait associations discovered in our well-characterized Croatian isolate should be valid in the general European population from which they descend. Genet. Epidemiol. 34: 140–145, 2010. © 2009 Wiley-Liss, Inc.
doi:10.1002/gepi.20443
PMCID: PMC2896723  PMID: 19697321
linkage disequilibrium; mapping; population isolate
18.  Identity-by-Descent-Based Phasing and Imputation in Founder Populations Using Graphical Models 
Genetic Epidemiology  2011;35(8):853-860.
Accurate knowledge of haplotypes, the combination of alleles co-residing on a single copy of a chromosome, enables powerful gene mapping and sequence imputation methods. Since humans are diploid, haplotypes must be derived from genotypes by a phasing process. In this study, we present a new computational model for haplotype phasing based on pairwise sharing of haplotypes inferred to be Identical-By-Descent (IBD). We apply the Bayesian network based model in a new phasing algorithm, called systematic long-range phasing (SLRP), that can capitalize on the close genetic relationships in isolated founder populations, and show with simulated and real genome-wide genotype data that SLRP substantially reduces the rate of phasing errors compared to previous phasing algorithms. Furthermore, the method accurately identifies regions of IBD, enabling linkage-like studies without pedigrees, and can be used to impute most genotypes with very low error rate. Genet. Epidemiol. 2011. © 2011 Wiley Periodicals, Inc.35:853-860, 2011
doi:10.1002/gepi.20635
PMCID: PMC3368215  PMID: 22006673
haplotype; population isolate; long-range phasing; Bayesian network
19.  Loci Associated with N-Glycosylation of Human Immunoglobulin G Show Pleiotropy with Autoimmune Diseases and Haematological Cancers 
PLoS Genetics  2013;9(1):e1003225.
Glycosylation of immunoglobulin G (IgG) influences IgG effector function by modulating binding to Fc receptors. To identify genetic loci associated with IgG glycosylation, we quantitated N-linked IgG glycans using two approaches. After isolating IgG from human plasma, we performed 77 quantitative measurements of N-glycosylation using ultra-performance liquid chromatography (UPLC) in 2,247 individuals from four European discovery populations. In parallel, we measured IgG N-glycans using MALDI-TOF mass spectrometry (MS) in a replication cohort of 1,848 Europeans. Meta-analysis of genome-wide association study (GWAS) results identified 9 genome-wide significant loci (P<2.27×10−9) in the discovery analysis and two of the same loci (B4GALT1 and MGAT3) in the replication cohort. Four loci contained genes encoding glycosyltransferases (ST6GAL1, B4GALT1, FUT8, and MGAT3), while the remaining 5 contained genes that have not been previously implicated in protein glycosylation (IKZF1, IL6ST-ANKRD55, ABCF2-SMARCD3, SUV420H1, and SMARCB1-DERL3). However, most of them have been strongly associated with autoimmune and inflammatory conditions (e.g., systemic lupus erythematosus, rheumatoid arthritis, ulcerative colitis, Crohn's disease, diabetes type 1, multiple sclerosis, Graves' disease, celiac disease, nodular sclerosis) and/or haematological cancers (acute lymphoblastic leukaemia, Hodgkin lymphoma, and multiple myeloma). Follow-up functional experiments in haplodeficient Ikzf1 knock-out mice showed the same general pattern of changes in IgG glycosylation as identified in the meta-analysis. As IKZF1 was associated with multiple IgG N-glycan traits, we explored biomarker potential of affected N-glycans in 101 cases with SLE and 183 matched controls and demonstrated substantial discriminative power in a ROC-curve analysis (area under the curve = 0.842). Our study shows that it is possible to identify new loci that control glycosylation of a single plasma protein using GWAS. The results may also provide an explanation for the reported pleiotropy and antagonistic effects of loci involved in autoimmune diseases and haematological cancer.
Author Summary
After analysing glycans attached to human immunoglobulin G in 4,095 individuals, we performed the first genome-wide association study (GWAS) of the glycome of an individual protein. Nine genetic loci were found to associate with glycans with genome-wide significance. Of these, four were enzymes that directly participate in IgG glycosylation, thus the observed associations were biologically founded. The remaining five genetic loci were not previously implicated in protein glycosylation, but the most of them have been reported to be relevant for autoimmune and inflammatory conditions and/or haematological cancers. A particularly interesting gene, IKZF1 was found to be associated with multiple IgG N-glycans. This gene has been implicated in numerous diseases, including systemic lupus erythematosus (SLE). We analysed N-glycans in 101 cases with SLE and 183 matched controls and demonstrated their substantial biomarker potential. Our study shows that it is possible to identify new loci that control glycosylation of a single plasma protein using GWAS. Our results may also provide an explanation for opposite effects of some genes in autoimmune diseases and haematological cancer.
doi:10.1371/journal.pgen.1003225
PMCID: PMC3561084  PMID: 23382691
20.  Localising Loci underlying Complex Trait Variation Using Regional Genomic Relationship Mapping 
PLoS ONE  2012;7(10):e46501.
The limited proportion of complex trait variance identified in genome-wide association studies may reflect the limited power of single SNP analyses to detect either rare causative alleles or those of small effect. Motivated by studies that demonstrate that loci contributing to trait variation may contain a number of different alleles, we have developed an analytical approach termed Regional Genomic Relationship Mapping that, like linkage-based family methods, integrates variance contributed by founder gametes within a pedigree. This approach takes advantage of very distant (and unrecorded) relationships, and this greatly increases the power of the method, compared with traditional pedigree-based linkage analyses. By integrating variance contributed by founder gametes in the population, our approach provides an estimate of the Regional Heritability attributable to a small genomic region (e.g. 100 SNP window covering ca. 1 Mb of DNA in a 300000 SNP GWAS) and has the power to detect regions containing multiple alleles that individually contribute too little variance to be detectable by GWAS as well as regions with single common GWAS-detectable SNPs. We use genome-wide SNP array data to obtain both a genome-wide relationship matrix and regional relationship (“identity by state" or IBS) matrices for sequential regions across the genome. We then estimate a heritability for each region sequentially in our genome-wide scan. We demonstrate by simulation and with real data that, when compared to traditional (“individual SNP") GWAS, our method uncovers new loci that explain additional trait variation. We analysed data from three Southern European populations and from Orkney for exemplar traits – serum uric acid concentration and height. We show that regional heritability estimates are correlated with results from genome-wide association analysis but can capture more of the genetic variance segregating in the population and identify additional trait loci.
doi:10.1371/journal.pone.0046501
PMCID: PMC3471913  PMID: 23077511
21.  Genome-wide analysis of epistasis in body mass index using multiple human populations 
We surveyed gene–gene interactions (epistasis) in human body mass index (BMI) in four European populations (n<1200) via exhaustive pair-wise genome scans where interactions were computed as F ratios by testing a linear regression model fitting two single-nucleotide polymorphisms (SNPs) with interactions against the one without. Before the association tests, BMI was corrected for sex and age, normalised and adjusted for relatedness. Neither single SNPs nor SNP interactions were genome-wide significant in either cohort based on the consensus threshold (P=5.0E−08) and a Bonferroni corrected threshold (P=1.1E−12), respectively. Next we compared sub genome-wide significant SNP interactions (P<5.0E−08) across cohorts to identify common epistatic signals, where SNPs were annotated to genes to test for gene ontology (GO) enrichment. Among the epistatic genes contributing to the commonly enriched GO terms, 19 were shared across study cohorts of which 15 are previously published genome-wide association loci, including CDH13 (cadherin 13) associated with height and SORCS2 (sortilin-related VPS10 domain containing receptor 2) associated with circulating insulin-like growth factor 1 and binding protein 3. Interactions between the 19 shared epistatic genes and those involving BMI candidate loci (P<5.0E−08) were tested across cohorts and found eight replicated at the SNP level (P<0.05) in at least one cohort, which were further tested and showed limited replication in a separate European population (n>5000). We conclude that genome-wide analysis of epistasis in multiple populations is an effective approach to provide new insights into the genetic regulation of BMI but requires additional efforts to confirm the findings.
doi:10.1038/ejhg.2012.17
PMCID: PMC3400731  PMID: 22333899
body mass index; BMI; gene interaction; epistasis; pair-wise genome scan
22.  The Association of Dietary Intake of Purine-Rich Vegetables, Sugar-Sweetened Beverages and Dairy with Plasma Urate, in a Cross-Sectional Study 
PLoS ONE  2012;7(6):e38123.
Introduction
Hyperuricemia is a strong risk factor for gout. The incidence of gout and hyperuricemia has increased recently, which is thought to be, in part, due to changes in diet and lifestyle. Objective of this study was to investigate the association between plasma urate concentration and: a) food items: dairy, sugar-sweetened beverages (SSB) and purine-rich vegetables; b) related nutrients: lactose, calcium and fructose.
Methods
A total of 2,076 healthy participants (44% female) from a population-based case-control study in Scotland (1999–2006) were included in this study. Dietary data was collected using a semi-quantitative food frequency questionnaire (FFQ). Nutrient intake was calculated using FFQ and composition of foods information. Urate concentration was measured in plasma.
Results
Mean urate concentration was 283.8±72.1 mmol/dL (females: 260.1±68.9 mmol/dL and males: 302.3±69.2 mmol/dL). Using multivariate regression analysis we found that dairy, calcium and lactose intakes were inversely associated with urate (p = 0.008, p = 0.003, p = 0.0007, respectively). Overall SSB consumption was positively associated with urate (p = 0.008), however, energy-adjusted fructose intake was not associated with urate (p = 0.66). The intake of purine-rich vegetables was not associated to plasma urate (p = 0.38).
Conclusions
Our results suggest that limiting purine-rich vegetables intake for lowering plasma urate may be ineffectual, despite current recommendations. Although a positive association between plasma urate and SSB consumption was found, there was no association with fructose intake, suggesting that fructose is not the causal agent underlying the SSB-urate association. The abundant evidence supporting the inverse association between plasma urate concentration and dairy consumption should be reflected in dietary guidelines for hyperuricemic individuals and gout patients. Further research is needed to establish which nutrients and food products influence plasma urate concentration, to inform the development of evidence-based dietary guidelines.
doi:10.1371/journal.pone.0038123
PMCID: PMC3368949  PMID: 22701608
23.  Large scale international replication and meta-analysis study confirms association of the 15q14 locus with myopia. The CREAM consortium 
Verhoeven, Virginie J. M. | Hysi, Pirro G. | Saw, Seang-Mei | Vitart, Veronique | Mirshahi, Alireza | Guggenheim, Jeremy A. | Cotch, Mary Frances | Yamashiro, Kenji | Baird, Paul N. | Mackey, David A. | Wojciechowski, Robert |  Ikram, M. Kamran | Hewitt, Alex W. | Duggal, Priya | Janmahasatian, Sarayut | Khor, Chiea-Chuen | Fan, Qiao | Zhou, Xin | Young, Terri L. | Tai, E-Shyong | Goh, Liang-Kee | Li, Yi-Ju | Aung, Tin | Vithana, Eranga | Teo, Yik-Ying | Tay, Wanting | Sim, Xueling | Rudan, Igor | Hayward, Caroline | Wright, Alan F. | Polasek, Ozren | Campbell, Harry | Wilson, James F. | Fleck, Brian W. | Nakata, Isao | Yoshimura, Nagahisa | Yamada, Ryo | Matsuda, Fumihiko | Ohno-Matsui, Kyoko | Nag, Abhishek | McMahon, George | Pourcain, Beate St. | Lu, Yi | Rahi, Jugnoo S. | Cumberland, Phillippa M. | Bhattacharya, Shomi | Simpson, Claire L. | Atwood, Larry D. | Li, Xiaohui | Raffel, Leslie J. | Murgia, Federico | Portas, Laura | Despriet, Dominiek D. G. | van Koolwijk, Leonieke M. E. | Wolfram, Christian | Lackner, Karl J. | Tönjes, Anke | Mägi, Reedik | Lehtimäki, Terho | Kähönen, Mika | Esko, Tõnu | Metspalu, Andres | Rantanen, Taina | Pärssinen, Olavi | Klein, Barbara E. | Meitinger, Thomas | Spector, Timothy D. | Oostra, Ben A. | Smith, Albert V. | de Jong, Paulus T. V. M. | Hofman, Albert | Amin, Najaf | Karssen, Lennart C. | Rivadeneira, Fernando | Vingerling, Johannes R. | Eiríksdóttir, Guðný | Gudnason, Vilmundur | Döring, Angela | Bettecken, Thomas | Uitterlinden, André G. | Williams, Cathy | Zeller, Tanja | Castagné, Raphaële | Oexle, Konrad | van Duijn, Cornelia M. | Iyengar, Sudha K. | Mitchell, Paul | Wang, Jie Jin | Höhn, René | Pfeiffer, Norbert | Bailey-Wilson, Joan E. | Stambolian, Dwight | Wong, Tien-Yin | Hammond, Christopher J. | Klaver, Caroline C. W.
Human Genetics  2012;131(9):1467-1480.
Myopia is a complex genetic disorder and a common cause of visual impairment among working age adults. Genome-wide association studies have identified susceptibility loci on chromosomes 15q14 and 15q25 in Caucasian populations of European ancestry. Here, we present a confirmation and meta-analysis study in which we assessed whether these two loci are also associated with myopia in other populations. The study population comprised 31 cohorts from the Consortium of Refractive Error and Myopia (CREAM) representing 4 different continents with 55,177 individuals; 42,845 Caucasians and 12,332 Asians. We performed a meta-analysis of 14 single nucleotide polymorphisms (SNPs) on 15q14 and 5 SNPs on 15q25 using linear regression analysis with spherical equivalent as a quantitative outcome, adjusted for age and sex. We calculated the odds ratio (OR) of myopia versus hyperopia for carriers of the top-SNP alleles using a fixed effects meta-analysis. At locus 15q14, all SNPs were significantly replicated, with the lowest P value 3.87 × 10−12 for SNP rs634990 in Caucasians, and 9.65 × 10−4 for rs8032019 in Asians. The overall meta-analysis provided P value 9.20 × 10−23 for the top SNP rs634990. The risk of myopia versus hyperopia was OR 1.88 (95 % CI 1.64, 2.16, P < 0.001) for homozygous carriers of the risk allele at the top SNP rs634990, and OR 1.33 (95 % CI 1.19, 1.49, P < 0.001) for heterozygous carriers. SNPs at locus 15q25 did not replicate significantly (P value 5.81 × 10−2 for top SNP rs939661). We conclude that common variants at chromosome 15q14 influence susceptibility for myopia in Caucasian and Asian populations world-wide.
Electronic supplementary material
The online version of this article (doi:10.1007/s00439-012-1176-0) contains supplementary material, which is available to authorized users.
doi:10.1007/s00439-012-1176-0
PMCID: PMC3418496  PMID: 22665138
24.  Complement Factor D in Age-Related Macular Degeneration 
Complement factor D catalyzes a critical step in the alternative complement activation pathway. The authors report a significant elevation in plasma CFD concentrations in age-related macular degeneration (AMD) patients compared with controls and a weak genetic association between CFD gene variants and AMD.
Purpose.
To examine the role of complement factor D (CFD) in age-related macular degeneration (AMD) by analysis of genetic association, copy number variation, and plasma CFD concentrations.
Methods.
Single nucleotide polymorphisms (SNPs) in the CFD gene were genotyped and the results analyzed by binary logistic regression. CFD gene copy number was analyzed by gene copy number assay. Plasma CFD was measured by an enzyme-linked immunosorbent assay.
Results.
Genetic association was found between CFD gene SNP rs3826945 and AMD (odds ratio 1.44; P = 0.028) in a small discovery case-control series (462 cases and 325 controls) and replicated in a combined cohorts meta-analysis of 4765 cases and 2693 controls, with an odds ratio of 1.11 (P = 0.032), with the association almost confined to females. Copy number variation in the CFD gene was identified in 13 out of 640 samples examined but there was no difference in frequency between AMD cases (1.3%) and controls (2.7%). Plasma CFD concentration was measured in 751 AMD cases and 474 controls and found to be elevated in AMD cases (P = 0.00025). The odds ratio for those in the highest versus lowest quartile for plasma CFD was 1.81. The difference in plasma CFD was again almost confined to females.
Conclusions.
CFD regulates activation of the alternative complement pathway, which is implicated in AMD pathogenesis. The authors found evidence for genetic association between a CFD gene SNP and AMD and a significant increase in plasma CFD concentration in AMD cases compared with controls, consistent with a role for CFD in AMD pathogenesis.
doi:10.1167/iovs.11-7933
PMCID: PMC3230905  PMID: 22003108
25.  Common variants in 22 loci are associated with QRS duration and cardiac ventricular conduction 
Sotoodehnia, Nona | Isaacs, Aaron | de Bakker, Paul I.W. | Dörr, Marcus | Newton-Cheh, Christopher | Nolte, Ilja M. | van der Harst, Pim | Müller, Martina | Eijgelsheim, Mark | Alonso, Alvaro | Hicks, Andrew A. | Padmanabhan, Sandosh | Hayward, Caroline | Smith, Albert Vernon | Polasek, Ozren | Giovannone, Steven | Fu, Jingyuan | Magnani, Jared W. | Marciante, Kristin D. | Pfeufer, Arne | Gharib, Sina A. | Teumer, Alexander | Li, Man | Bis, Joshua C. | Rivadeneira, Fernando | Aspelund, Thor | Köttgen, Anna | Johnson, Toby | Rice, Kenneth | Sie, Mark P.S. | Wang, Amanda Ying | Klopp, Norman | Fuchsberger, Christian | Wild, Sarah H. | Leach, Irene Mateo | Estrada, Karol | Völker, Uwe | Wright, Alan F. | Asselbergs, Folkert W. | Qu, Jiaxiang | Chakravarti, Aravinda | Sinner, Moritz F. | Kors, Jan A. | Petersmann, Astrid | Harris, Tamara B. | Soliman, Elsayed Z. | Munroe, Patricia B. | Psaty, Bruce M. | Oostra, Ben A. | Cupples, L. Adrienne | Perz, Siegfried | de Boer, Rudolf A. | Uitterlinden, André G. | Vözke, Henry | Spector, Timothy D. | Liu, Fang-Yu | Boerwinkle, Eric | Dominiczak, Anna F. | Rotter, Jerome I. | van Herpen, Gé | Levy, Daniel | Wichmann, H.-Erich | van Gilst, Wiek H. | Witteman, Jacqueline C.M. | Kroemer, Heyo K. | Kao, W.H. Linda | Heckbert, Susan R. | Meitinger, Thomas | Hofman, Albert | Campbell, Harry | Folsom, Aaron R. | van Veldhuisen, Dirk J. | Schwienbacher, Christine | O’Donnell, Christopher J. | Volpato, Claudia Beu | Caulfield, Mark J. | Connell, John M. | Launer, Lenore | Lu, Xiaowen | Franke, Lude | Fehrmann, Rudolf S.N. | Meerman, Gerard te | Groen, Harry J.M. | Weersma, Rinse K. | van den Berg, Leonard H. | Wijmenga, Cisca | Ophoff, Roel A. | Navis, Gerjan | Rudan, Igor | Snieder, Harold | Wilson, James F. | Pramstaller, Peter P. | Siscovick, David S. | Wang, Thomas J. | Gudnason, Vilmundur | van Duijn, Cornelia M. | Felix, Stephan B. | Fishman, Glenn I. | Jamshidi, Yalda | Stricker, Bruno H Ch | Samani, Nilesh J. | Kääb, Stefan | Arking, Dan E.
Nature Genetics  2010;42(12):1068-1076.
QRS interval on the electrocardiogram reflects ventricular depolarization and conduction time, and is a risk factor for mortality, sudden death, and heart failure. We performed a genome-wide association meta-analysis in 40,407 European-descent individuals from 14 studies, with further genotyping in 7170 additional Europeans, and identified 22 loci associated with QRS duration (P < 5 × 10−8). These loci map in or near genes in pathways with established roles in ventricular conduction such as sodium channels, transcription factors, and calcium-handling proteins, but also point to novel biologic processes, such as kinase inhibitors and genes related to tumorigenesis. We demonstrate that SCN10A, a gene at our most significant locus, is expressed in the mouse ventricular conduction system, and treatment with a selective SCN10A blocker prolongs QRS duration. These findings extend our current knowledge of ventricular depolarization and conduction.
doi:10.1038/ng.716
PMCID: PMC3338195  PMID: 21076409
QRS interval; ECG; quantitative trait; genome-wide association study

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