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Featured researches published by Guangju Zhai.


WOS | 2013

Common genetic determinants of vitamin D insufficiency: a genome-wide association study

Thomas J. Wang; Feng Zhang; J. Brent Richards; Bryan Kestenbaum; Joyce B. J. van Meurs; Diane J. Berry; Douglas P. Kiel; Elizabeth A. Streeten; Claes Ohlsson; Daniel L. Koller; Leena Peltonen; Jason D. Cooper; Paul F. O'Reilly; Denise K. Houston; Nicole L. Glazer; Liesbeth Vandenput; Munro Peacock; J. Shi; Fernando Rivadeneira; Mark McCarthy; Pouta Anneli; Ian H. de Boer; Massimo Mangino; Bernet Kato; Deborah J. Smyth; Sarah L. Booth; Paul F. Jacques; Greg Burke; Mark O. Goodarzi; Ching-Lung Cheung

BACKGROUND Vitamin D is crucial for maintenance of musculoskeletal health, and might also have a role in extraskeletal tissues. Determinants of circulating 25-hydroxyvitamin D concentrations include sun exposure and diet, but high heritability suggests that genetic factors could also play a part. We aimed to identify common genetic variants affecting vitamin D concentrations and risk of insufficiency. METHODS We undertook a genome-wide association study of 25-hydroxyvitamin D concentrations in 33 996 individuals of European descent from 15 cohorts. Five epidemiological cohorts were designated as discovery cohorts (n=16 125), five as in-silico replication cohorts (n=9367), and five as de-novo replication cohorts (n=8504). 25-hydroxyvitamin D concentrations were measured by radioimmunoassay, chemiluminescent assay, ELISA, or mass spectrometry. Vitamin D insufficiency was defined as concentrations lower than 75 nmol/L or 50 nmol/L. We combined results of genome-wide analyses across cohorts using Z-score-weighted meta-analysis. Genotype scores were constructed for confirmed variants. FINDINGS Variants at three loci reached genome-wide significance in discovery cohorts for association with 25-hydroxyvitamin D concentrations, and were confirmed in replication cohorts: 4p12 (overall p=1.9x10(-109) for rs2282679, in GC); 11q12 (p=2.1x10(-27) for rs12785878, near DHCR7); and 11p15 (p=3.3x10(-20) for rs10741657, near CYP2R1). Variants at an additional locus (20q13, CYP24A1) were genome-wide significant in the pooled sample (p=6.0x10(-10) for rs6013897). Participants with a genotype score (combining the three confirmed variants) in the highest quartile were at increased risk of having 25-hydroxyvitamin D concentrations lower than 75 nmol/L (OR 2.47, 95% CI 2.20-2.78, p=2.3x10(-48)) or lower than 50 nmol/L (1.92, 1.70-2.16, p=1.0x10(-26)) compared with those in the lowest quartile. INTERPRETATION Variants near genes involved in cholesterol synthesis, hydroxylation, and vitamin D transport affect vitamin D status. Genetic variation at these loci identifies individuals who have substantially raised risk of vitamin D insufficiency. FUNDING Full funding sources listed at end of paper (see Acknowledgments).


Nature | 2011

Human metabolic individuality in biomedical and pharmaceutical research

Karsten Suhre; So-Youn Shin; Ann-Kristin Petersen; Robert P. Mohney; David Meredith; Brigitte Wägele; Elisabeth Altmaier; Panos Deloukas; Jeanette Erdmann; Elin Grundberg; Christopher J. Hammond; Martin Hrabé de Angelis; Gabi Kastenmüller; Anna Köttgen; Florian Kronenberg; Massimo Mangino; Christa Meisinger; Thomas Meitinger; Hans-Werner Mewes; Michael V. Milburn; Cornelia Prehn; Johannes Raffler; Janina S. Ried; Werner Römisch-Margl; Nilesh J. Samani; Kerrin S. Small; H.-Erich Wichmann; Guangju Zhai; Thomas Illig; Tim D. Spector

Genome-wide association studies (GWAS) have identified many risk loci for complex diseases, but effect sizes are typically small and information on the underlying biological processes is often lacking. Associations with metabolic traits as functional intermediates can overcome these problems and potentially inform individualized therapy. Here we report a comprehensive analysis of genotype-dependent metabolic phenotypes using a GWAS with non-targeted metabolomics. We identified 37 genetic loci associated with blood metabolite concentrations, of which 25 show effect sizes that are unusually high for GWAS and account for 10–60% differences in metabolite levels per allele copy. Our associations provide new functional insights for many disease-related associations that have been reported in previous studies, including those for cardiovascular and kidney disorders, type 2 diabetes, cancer, gout, venous thromboembolism and Crohn’s disease. The study advances our knowledge of the genetic basis of metabolic individuality in humans and generates many new hypotheses for biomedical and pharmaceutical research.


The Lancet | 2008

Bone mineral density, osteoporosis, and osteoporotic fractures: a genome-wide association study

J.B. Richards; Fernando Rivadeneira; Michael Inouye; Tomi Pastinen; Nicole Soranzo; Scott G. Wilson; Toby Andrew; Mario Falchi; R. Gwilliam; Kourosh R. Ahmadi; Ana M. Valdes; P. Arp; Pamela Whittaker; Dominique J. Verlaan; Mila Jhamai; Vasudev Kumanduri; M. Moorhouse; J.B. van Meurs; Albert Hofman; Huibert A. P. Pols; Deborah J. Hart; Guangju Zhai; Bernet Kato; B.H. Mullin; Feng Zhang; Panos Deloukas; A.G. Uitterlinden; Tim D. Spector

Summary Background Osteoporosis is diagnosed by the measurement of bone mineral density, which is a highly heritable and multifactorial trait. We aimed to identify genetic loci that are associated with bone mineral density. Methods In this genome-wide association study, we identified the most promising of 314 075 single nucleotide polymorphisms (SNPs) in 2094 women in a UK study. We then tested these SNPs for replication in 6463 people from three other cohorts in western Europe. We also investigated allelic expression in lymphoblast cell lines. We tested the association between the replicated SNPs and osteoporotic fractures with data from two studies. Findings We identified genome-wide evidence for an association between bone mineral density and two SNPs (p<5×10−8). The SNPs were rs4355801, on chromosome 8, near to the TNFRSF11B (osteoprotegerin) gene, and rs3736228, on chromosome 11 in the LRP5 (lipoprotein-receptor-related protein) gene. A non-synonymous SNP in the LRP5 gene was associated with decreased bone mineral density (rs3736228, p=6·3×10−12 for lumbar spine and p=1·9×10−4 for femoral neck) and an increased risk of both osteoporotic fractures (odds ratio [OR] 1·3, 95% CI 1·09–1·52, p=0·002) and osteoporosis (OR 1·3, 1·08–1·63, p=0·008). Three SNPs near the TNFRSF11B gene were associated with decreased bone mineral density (top SNP, rs4355801: p=7·6×10−10 for lumbar spine and p=3·3×10−8 for femoral neck) and increased risk of osteoporosis (OR 1·2, 95% CI 1·01–1·42, p=0·038). For carriers of the risk allele at rs4355801, expression of TNFRSF11B in lymphoblast cell lines was halved (p=3·0×10−6). 1883 (22%) of 8557 people were at least heterozygous for these risk alleles, and these alleles had a cumulative association with bone mineral density (trend p=2·3×10−17). The presence of both risk alleles increased the risk of osteoporotic fractures (OR 1·3, 1·08–1·63, p=0·006) and this effect was independent of bone mineral density. Interpretation Two gene variants of key biological proteins increase the risk of osteoporosis and osteoporotic fracture. The combined effect of these risk alleles on fractures is similar to that of most well-replicated environmental risk factors, and they are present in more than one in five white people, suggesting a potential role in screening. Funding Wellcome Trust, European Commission, NWO Investments, Arthritis Research Campaign, Chronic Disease Research Foundation, Canadian Institutes of Health Research, European Society for Clinical and Economic Aspects of Osteoporosis, Genome Canada, Genome Quebéc, Canada Research Chairs, National Health and Medical Research Council of Australia, and European Union.


Nature Genetics | 2010

A genome-wide perspective of genetic variation in human metabolism

Thomas Illig; Christian Gieger; Guangju Zhai; Werner Römisch-Margl; Rui Wang-Sattler; Cornelia Prehn; Elisabeth Altmaier; Gabi Kastenmüller; Bernet Kato; Hans-Werner Mewes; Thomas Meitinger; Martin Hrabé de Angelis; Florian Kronenberg; Nicole Soranzo; H-Erich Wichmann; Tim D. Spector; Jerzy Adamski; Karsten Suhre

Serum metabolite concentrations provide a direct readout of biological processes in the human body, and they are associated with disorders such as cardiovascular and metabolic diseases. We present a genome-wide association study (GWAS) of 163 metabolic traits measured in human blood from 1,809 participants from the KORA population, with replication in 422 participants of the TwinsUK cohort. For eight out of nine replicated loci (FADS1, ELOVL2, ACADS, ACADM, ACADL, SPTLC3, ETFDH and SLC16A9), the genetic variant is located in or near genes encoding enzymes or solute carriers whose functions match the associating metabolic traits. In our study, the use of metabolite concentration ratios as proxies for enzymatic reaction rates reduced the variance and yielded robust statistical associations with P values ranging from 3 × 10−24 to 6.5 × 10−179. These loci explained 5.6%–36.3% of the observed variance in metabolite concentrations. For several loci, associations with clinically relevant parameters have been reported previously.


PLOS Genetics | 2012

Epigenome-Wide Scans Identify Differentially Methylated Regions for Age and Age-Related Phenotypes in a Healthy Ageing Population

Jordana T. Bell; Pei-Chien Tsai; Tsun-Po Yang; Ruth Pidsley; James Nisbet; Daniel Glass; Massimo Mangino; Guangju Zhai; Feng Zhang; Ana M. Valdes; So-Youn Shin; Emma Dempster; Robin M. Murray; Elin Grundberg; Åsa K. Hedman; Alexandra C. Nica; Kerrin S. Small; Emmanouil T. Dermitzakis; Mark I. McCarthy; Jonathan Mill; Tim D. Spector; Panos Deloukas

Age-related changes in DNA methylation have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To elucidate the role of age-related epigenetic changes in healthy ageing and potential longevity, we tested for association between whole-blood DNA methylation patterns in 172 female twins aged 32 to 80 with age and age-related phenotypes. Twin-based DNA methylation levels at 26,690 CpG-sites showed evidence for mean genome-wide heritability of 18%, which was supported by the identification of 1,537 CpG-sites with methylation QTLs in cis at FDR 5%. We performed genome-wide analyses to discover differentially methylated regions (DMRs) for sixteen age-related phenotypes (ap-DMRs) and chronological age (a-DMRs). Epigenome-wide association scans (EWAS) identified age-related phenotype DMRs (ap-DMRs) associated with LDL (STAT5A), lung function (WT1), and maternal longevity (ARL4A, TBX20). In contrast, EWAS for chronological age identified hundreds of predominantly hyper-methylated age DMRs (490 a-DMRs at FDR 5%), of which only one (TBX20) was also associated with an age-related phenotype. Therefore, the majority of age-related changes in DNA methylation are not associated with phenotypic measures of healthy ageing in later life. We replicated a large proportion of a-DMRs in a sample of 44 younger adult MZ twins aged 20 to 61, suggesting that a-DMRs may initiate at an earlier age. We next explored potential genetic and environmental mechanisms underlying a-DMRs and ap-DMRs. Genome-wide overlap across cis-meQTLs, genotype-phenotype associations, and EWAS ap-DMRs identified CpG-sites that had cis-meQTLs with evidence for genotype–phenotype association, where the CpG-site was also an ap-DMR for the same phenotype. Monozygotic twin methylation difference analyses identified one potential environmentally-mediated ap-DMR associated with total cholesterol and LDL (CSMD1). Our results suggest that in a small set of genes DNA methylation may be a candidate mechanism of mediating not only environmental, but also genetic effects on age-related phenotypes.


PLOS ONE | 2011

A Comprehensive Evaluation of Potential Lung Function Associated Genes in the SpiroMeta General Population Sample

Ma’en Obeidat; Louise V. Wain; Nick Shrine; Noor Kalsheker; María Soler Artigas; Emmanouela Repapi; Paul R. Burton; Toby Johnson; Adaikalavan Ramasamy; Jing Hua Zhao; Guangju Zhai; Jennifer E. Huffman; Veronique Vitart; Eva Albrecht; Wilmar Igl; Anna-Liisa Hartikainen; Anneli Pouta; Gemma Cadby; Jennie Hui; Lyle J. Palmer; David Hadley; Wendy L. McArdle; Alicja R. Rudnicka; Inês Barroso; Ruth J. F. Loos; Nicholas J. Wareham; Massimo Mangino; Nicole Soranzo; Tim D. Spector; Sven Gläser

Rationale Lung function measures are heritable traits that predict population morbidity and mortality and are essential for the diagnosis of chronic obstructive pulmonary disease (COPD). Variations in many genes have been reported to affect these traits, but attempts at replication have provided conflicting results. Recently, we undertook a meta-analysis of Genome Wide Association Study (GWAS) results for lung function measures in 20,288 individuals from the general population (the SpiroMeta consortium). Objectives To comprehensively analyse previously reported genetic associations with lung function measures, and to investigate whether single nucleotide polymorphisms (SNPs) in these genomic regions are associated with lung function in a large population sample. Methods We analysed association for SNPs tagging 130 genes and 48 intergenic regions (+/−10 kb), after conducting a systematic review of the literature in the PubMed database for genetic association studies reporting lung function associations. Results The analysis included 16,936 genotyped and imputed SNPs. No loci showed overall significant association for FEV1 or FEV1/FVC traits using a carefully defined significance threshold of 1.3×10−5. The most significant loci associated with FEV1 include SNPs tagging MACROD2 (P = 6.81×10−5), CNTN5 (P = 4.37×10−4), and TRPV4 (P = 1.58×10−3). Among ever-smokers, SERPINA1 showed the most significant association with FEV1 (P = 8.41×10−5), followed by PDE4D (P = 1.22×10−4). The strongest association with FEV1/FVC ratio was observed with ABCC1 (P = 4.38×10−4), and ESR1 (P = 5.42×10−4) among ever-smokers. Conclusions Polymorphisms spanning previously associated lung function genes did not show strong evidence for association with lung function measures in the SpiroMeta consortium population. Common SERPINA1 polymorphisms may affect FEV1 among smokers in the general population.


The Lancet | 2012

Identification of new susceptibility loci for osteoarthritis (arcOGEN): A genome-wide association study

Eleftheria Zeggini; Kalliope Panoutsopoulou; Lorraine Southam; N W Rayner; Aaron G. Day-Williams; M C Lopes; Vesna Boraska; T. Esko; Evangelos Evangelou; A Hoffman; Jeanine J. Houwing-Duistermaat; Thorvaldur Ingvarsson; Ingileif Jonsdottir; H Jonnson; Hanneke J. M. Kerkhof; Margreet Kloppenburg; S.D. Bos; Massimo Mangino; Sarah Metrustry; P E Slagboom; Gudmar Thorleifsson; Raine Eva.; Madhushika Ratnayake; M Ricketts; Claude Beazley; Hannah Blackburn; Suzannah Bumpstead; K S Elliott; Sarah Hunt; Simon Potter

Summary Background Osteoarthritis is the most common form of arthritis worldwide and is a major cause of pain and disability in elderly people. The health economic burden of osteoarthritis is increasing commensurate with obesity prevalence and longevity. Osteoarthritis has a strong genetic component but the success of previous genetic studies has been restricted due to insufficient sample sizes and phenotype heterogeneity. Methods We undertook a large genome-wide association study (GWAS) in 7410 unrelated and retrospectively and prospectively selected patients with severe osteoarthritis in the arcOGEN study, 80% of whom had undergone total joint replacement, and 11 009 unrelated controls from the UK. We replicated the most promising signals in an independent set of up to 7473 cases and 42 938 controls, from studies in Iceland, Estonia, the Netherlands, and the UK. All patients and controls were of European descent. Findings We identified five genome-wide significant loci (binomial test p≤5·0×10−8) for association with osteoarthritis and three loci just below this threshold. The strongest association was on chromosome 3 with rs6976 (odds ratio 1·12 [95% CI 1·08–1·16]; p=7·24×10−11), which is in perfect linkage disequilibrium with rs11177. This SNP encodes a missense polymorphism within the nucleostemin-encoding gene GNL3. Levels of nucleostemin were raised in chondrocytes from patients with osteoarthritis in functional studies. Other significant loci were on chromosome 9 close to ASTN2, chromosome 6 between FILIP1 and SENP6, chromosome 12 close to KLHDC5 and PTHLH, and in another region of chromosome 12 close to CHST11. One of the signals close to genome-wide significance was within the FTO gene, which is involved in regulation of bodyweight—a strong risk factor for osteoarthritis. All risk variants were common in frequency and exerted small effects. Interpretation Our findings provide insight into the genetics of arthritis and identify new pathways that might be amenable to future therapeutic intervention. Funding arcOGEN was funded by a special purpose grant from Arthritis Research UK.


Nature Genetics | 2010

Common variants near TERC are associated with mean telomere length

Veryan Codd; Massimo Mangino; Pim van der Harst; Peter S. Braund; Michael A. Kaiser; Alan J. Beveridge; Suzanne Rafelt; Jasbir Moore; Chris Nelson; Nicole Soranzo; Guangju Zhai; Ana M. Valdes; Hannah Blackburn; Irene Mateo Leach; Rudolf A. de Boer; Alison H. Goodall; Willem H. Ouwehand; Dirk J. van Veldhuisen; Wiek H. van Gilst; Gerjan Navis; Paul R. Burton; Martin D. Tobin; Alistair S. Hall; John R. Thompson; Tim D. Spector; Nilesh J. Samani

We conducted genome-wide association analyses of mean leukocyte telomere length in 2,917 individuals, with follow-up replication in 9,492 individuals. We identified an association with telomere length on 3q26 (rs12696304, combined P = 3.72 × 10−14) at a locus that includes TERC, which encodes the telomerase RNA component. Each copy of the minor allele of rs12696304 was associated with an ∼75-base-pair reduction in mean telomere length, equivalent to ∼3.6 years of age-related telomere-length attrition.


Nature Genetics | 2009

Meta-analysis of genome-wide association data identifies two loci influencing age at menarche.

John Perry; Lisette Stolk; Nora Franceschini; Kathryn L. Lunetta; Guangju Zhai; Patrick F. McArdle; Albert V. Smith; Thor Aspelund; Stefania Bandinelli; Eric Boerwinkle; Lynn Cherkas; Gudny Eiriksdottir; Karol Estrada; Luigi Ferrucci; Aaron R. Folsom; Melissa Garcia; Vilmundur Gudnason; Albert Hofman; David Karasik; Douglas P. Kiel; Lenore J. Launer; Joyce B. J. van Meurs; Michael A. Nalls; Fernando Rivadeneira; Alan R. Shuldiner; Andrew Singleton; Nicole Soranzo; Toshiko Tanaka; Jenny A. Visser; Michael N. Weedon

We conducted a meta-analysis of genome-wide association data to detect genes influencing age at menarche in 17,510 women. The strongest signal was at 9q31.2 (P = 1.7 × 10−9), where the nearest genes include TMEM38B, FKTN, FSD1L, TAL2 and ZNF462. The next best signal was near the LIN28B gene (rs7759938; P = 7.0 × 10−9), which also influences adult height. We provide the first evidence for common genetic variants influencing female sexual maturation.


PubMed | 2010

Common variants near TERC are associated with mean telomere length.

Codd; Massimo Mangino; van der Harst P; P. S. Braund; Michael A. Kaiser; Aj Beveridge; Suzanne Rafelt; Jasbir Moore; Christopher P. Nelson; Nicole Soranzo; Guangju Zhai; Ana M. Valdes; Hannah Blackburn; Mateo Leach I; de Boer Ra; Masayuki Kimura; Abraham Aviv; Alison H. Goodall; Willem H. Ouwehand; van Veldhuisen Dj; van Gilst Wh; Gerarda Navis; Paul R. Burton; Tobin; A. S. Hall; Thompson; Tim D. Spector; Nilesh J. Samani

We conducted genome-wide association analyses of mean leukocyte telomere length in 2,917 individuals, with follow-up replication in 9,492 individuals. We identified an association with telomere length on 3q26 (rs12696304, combined P = 3.72 × 10−14) at a locus that includes TERC, which encodes the telomerase RNA component. Each copy of the minor allele of rs12696304 was associated with an ∼75-base-pair reduction in mean telomere length, equivalent to ∼3.6 years of age-related telomere-length attrition.

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Ana M. Valdes

University of Nottingham

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Proton Rahman

Memorial University of Newfoundland

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Andrew Furey

Memorial University of Newfoundland

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Guang Sun

Memorial University of Newfoundland

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Edward Randell

Memorial University of Newfoundland

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Bernet Kato

Imperial College London

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Nicole Soranzo

Wellcome Trust Sanger Institute

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Glynn Martin

Memorial University of Newfoundland

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