High Throughput Science - Genomic and metabolmic analysis of haemorrhagic in the China Kadoorie Biobank

Lead Research Organisation: University of Oxford
Department Name: UNLISTED

Abstract

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Technical Summary

Stroke is the second leading cause of death globally, with much less known about its genetic and non-genetic determinants than for other major diseases such as ischaemic heart disease (IHD). In the UK, although intracerebral haemorrhage (ICH) accounts for only 10-15% of stroke cases, it causes more than half of all stroke deaths, and much severe disability. In China, about 30% of incident cases of stroke are due to ICH and almost all suspected cases of stroke will have CT/MRI after admission to hospital, allowing reliable determination of stroke subtypes. Better understanding of genetic and non-genetic risk factors for stroke subtypes is essential for improved prediction and prevention, and the development of new therapies.
Twin studies and other family studies indicate a substantial genetic component to stroke risk, but there are to date no reports of well-powered GWAS studies of ICH. We will investigate the genetic contribution to ICH in a case-control study nested within the prospective China Kadoorie Biobank (CKB) study of 0.5 million people, which included extensive data by questionnaires and physical measurements and long-term storage of blood samples. In the CKB follow-up through linkage to death and disease registries and to the nationwide health insurance system on all hospitalised events has accumulated >20,000 first strokes. The GWAS will include 5,000 scan-confirmed incident cases of ICH and 10,000 controls, frequency-matched by area, age, sex, time of enrollment, etc. We will use a 800,000 SNP Affymetrix Axiom® myDesign® array, custom-designed to maximise whole-genome coverage in the Chinese population, enabling imputation of 6-10M SNPs and indels using relevant publically available reference panels. The 10,000 control subjects will also form a set of “common controls” for genotyping studies of other diseases (e.g. ischaemic stroke, IHD).
Genome-wide significant associations will be validated by direct genotyping, and up to 100 variants identified as putatively associated with stroke risk (e.g. P<10 6) will be prioritised for replication in additional incident cases from CKB and other cohorts from China and East Asia, together with in silico replication in imputed GWAS data from available ethnically diverse cohorts.
In future, we plan to supplement the genetic analysis of these 15,000 subjects with metabolomic measurements on blood plasma based on mass spectrometry and proton nuclear magnetic resonance spectroscopy, and standard blood biomarker assays. Using system biology approaches to combine these ‘-omics’ data with detailed environmental and lifestyle information, we aim ultimately to understand the molecular basis of haemorrhagic stroke.

People

ORCID iD

Publications

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Ho WK (2022) Polygenic risk scores for prediction of breast cancer risk in Asian populations. in Genetics in medicine : official journal of the American College of Medical Genetics

 
Title China Kadoorie Biobank - Research Database 
Description China Kadoorie Biobank (CKB) is a blood-based prospective cohort study of 512,000 adults, recruited from 10 diverse areas across China (during 2004-08), with extensive data collection at baseline and subsequent resurveys and long-term storage of biological samples. These exposure and outcome data are complemented by separately funded genotyping (currently for 102,000 participants), whole genome sequencing, and conventional and multi-omics assays for nested case-control studies of specific diseases. 
Type Of Material Database/Collection of data 
Year Produced 2015 
Provided To Others? Yes  
Impact Group staff and collaborating institution have published over 400 papers using the CKB database. Since opening CKB data up for open access in September 2015, over 800 researchers have registered on the CKB Data Access System. By February 2023 over 200 datasets had been approved and delivers to external collaborators and open access researchers. 
URL https://www.ckbiobank.org/site/Data+Access
 
Description BDI 
Organisation University of Oxford
Department Big Data Institute
Country United Kingdom 
Sector Academic/University 
PI Contribution Analyses of CKB data conducted according to group protocols and summary results supplied.
Collaborator Contribution Development of Anlaysis protocol for GWAS for miscarriage.
Impact GWAS of miscarriage traits complete, results supplied, published in Nature Communications 2020, PMID: 33239672
Start Year 2017
 
Description Bayer - CKB Collaborative Research Programme 
Organisation Bayer
Country Germany 
Sector Private 
PI Contribution Joint initiative to: Investigation of chymase gene variants in CKB; reformat plasma samples for future multiomics assays ; conduct analyses of pilot proteomics data; perform quality control and characterisation of ~80,000 putative loss-of-function, missense, or other functionally-significant variants; develop phenome-wide and bioinformatics analyses pipelines for future work.
Collaborator Contribution Selection of variants of interest w.r.t drug targets; review of ongoing progress;
Impact Initial results for Chymase investigation in CKB; selection of CKB samples for reformatting from freezer storage initiated.
Start Year 2019
 
Description Beijing Genomics Institute 
Organisation Beijing Genomics Institute
Country China 
Sector Academic/University 
PI Contribution In kind contributions to assay costs for various DNA projects. CKB are working with BGI on various research projects including DNA extraction and large-scale GWAS of 100,000 CKB samples. We are also collaborating with BGI's Research organisation on a Mitochondrial DNA Project. This Project involves a pilot project of high-coverage sequencing of the mitochondrial genomes of up to 100 parent-offspring trios (300 samples) from the China Kadoorie Biobank, followed by the main project of sequencing of 15,000 additional samples. These results can be used to assess the inheritance patterns of mitochondrial genomes, including the extent of heteroplasmy and paternal inheritance. Also conducting whole-genome sequencing of 10,000 samples from the China Kadoorie Biobank. The results of this project can be used to construct sequencing reference panels for imputation of genetic variants in individuals of Chinese ancestry, to assess the quality of genome-wide genotyping data, to investigate human population diversity, both within China and globally, and to identify novel genetic variants of potential relevance to human disease. Assisting with a Replication of BMI and height associations from low-coverage NGS association analyses. Framework agreements for the above projects and future research collaborations ( eg on methylation, microbiome DNA) have been agreed and are awaiting signature. Also conducting whole-genome sequencing of 10,000 samples from the China Kadoorie Biobank. The results of this project can be used to construct sequencing reference panels for imputation of genetic variants in individuals of Chinese ancestry, to assess the quality of genome-wide genotyping data, to investigate human population diversity, both within China and globally, and to identify novel genetic variants of potential relevance to human disease. Assisting with a Replication of BMI and height associations from low-coverage NGS association analyses. Framework agreements for the above projects and future research collaborations ( eg on methylation, microbiome DNA) have been agreed and being finalised
Collaborator Contribution BGI are providing the facilities and technical infrastructure for the conduct of genomic assays including data handling and shared analysis
Impact Large scale GWAS of 100,000 CKB samples complete data available for analysis. Lookup of GWAS association for ~1900 SNPs provided. Manuscript published in Cell for BMI and height GWAS Whole Genome Sequencing of 10,000k CKB Sample underway.
Start Year 2015
 
Description Broad Institute 
Organisation Broad Institute
Country United States 
Sector Charity/Non Profit 
PI Contribution Sitting/standing height ratio GWAS
Collaborator Contribution Sitting/standing height ratio GWAS
Impact Analysis plan complete. Summary statistics for 4 traits, 100k individuals supplied, initial analyses complete. Supplementary analyses in progress
Start Year 2018
 
Description Cambridge Cardiology 
Organisation University of Cambridge
Country United Kingdom 
Sector Academic/University 
PI Contribution Metaanalysis of NMR metabolomics GWAS
Collaborator Contribution Metaanalysis of NMR metabolomics GWAS
Impact NMR metabolomics GWAS complete, data supplied
Start Year 2019
 
Description GIANT: Genetic Investigation of ANthropometric Traits 
Organisation Broad Institute
Department The Genetic Investigation of ANthropometric Traits (GIANT)
Country United States 
Sector Academic/University 
PI Contribution GWAS Data for ~28k subjects supplied to assist various meta analyses being conducted by this group. CKB involved in convening the trans-ethnic analysis sub-group.
Collaborator Contribution Large meta-analysis of Height, BMI, WHR, WHRadjBMI; Joint / consortium publications
Impact papers under preparation
Start Year 2017
 
Description GLGC 
Organisation Global Lipids Genetic Consortium (GLGC)
Country United States 
Sector Charity/Non Profit 
PI Contribution GWAS Data for ~18k subjects supplied to assist various meta analyses being conducted by this group.
Collaborator Contribution Large meta-analysis of TC, LDL-c, HDL-c, TG
Impact Metaanalysis complete, first manuscript to be submitted soon
Start Year 2017
 
Description GWAS & Sequencing Consortium of Alcohol and Nicotine 
Organisation University of Colorado
Country United States 
Sector Academic/University 
PI Contribution GWAS of smoking, alcohol, U Colorado, for the GENESCAN consortium
Collaborator Contribution GWAS results supplied. Metanalysis ongoing
Impact Summary statistics supplied, paper in preparation
Start Year 2018
 
Description Global Lipids Genetics Consortium 
Organisation Global Lipids Genetic Consortium (GLGC)
Country United States 
Sector Charity/Non Profit 
PI Contribution CKB plans to share genomics data or contribute to GWAS meta analyses being conducted by this group.
Collaborator Contribution Access to additional GWAS data to increase the likelihood of novel significant findings.
Impact In progress
Start Year 2017
 
Description International Stroke Genetics Consortium 
Organisation Massachusetts General Hospital
Department International Stroke Genetics Consortium
Country United States 
Sector Hospitals 
PI Contribution CKB plans to share genomics data or contribute to GWAS meta-analyses being conducted by this group. Summary statistics have been shared for GWAS of: (i) sub-arachnoid haemorrhage/ unruptured intracranial aneurysm; (ii) incident all stroke; (iii) fatal stroke, and mortality of incident stroke. Results of other analyses will only be shared after publication of CKB specific stroke genetics paper.
Collaborator Contribution Long-term collaboration. Access to additional GWAS data to increase the likelihood of novel significant findings.
Impact In Progress
Start Year 2016
 
Description Investigation of proteomics in the China Kadoorie Biobank. 
Organisation Novo Nordisk
Country Denmark 
Sector Private 
PI Contribution 1) To generate proteomic data covering 384 proteins, using the OLINK Explore 384 Cardiometabolic assay, in 2000 MI cases and 2000 population-based controls; 2) To investigate the genetic architecture of a panel of 384 proteins through GWAS.; 2) To undertake PheWAS of particular genetic variants for specific proteins with lifestyle factors, quantitative traits and disease outcomes.
Collaborator Contribution Contributions to funding for the project and provision of technical support and advice to CKB regarding any drug targets under investigation. and input on the statistical analysis plan and support for the GWAS of the proteins
Impact Proteomics data generated using the Olink Explore 1536 Platform
Start Year 2021
 
Description McGill University 
Organisation McGill University
Department Genetic Epidemiology Richards Lab
Country Canada 
Sector Academic/University 
PI Contribution Validation of genetic risk score for bone mineral density
Collaborator Contribution List of variants and weights supplied.
Impact Association results from up to 102K individuals for a BMD risk score with BMD and endpoints, published in Genome Medicine 2021, PMID: 33536041
Start Year 2018
 
Description Nanjing Medical University 
Organisation Nanjing Medical University
Country China 
Sector Academic/University 
PI Contribution Access to data resulting from genotyping.
Collaborator Contribution Contributing research and analystical expertise. CKB/ Oxford hosted a post-doctoral researcher from Nanjing who is continuing to work on this project since his return.
Impact Papers currently being drafted.
Start Year 2015
 
Description Nightingale Health, Finland 
Organisation Nightingale Health Ltd.
Country Finland 
Sector Private 
PI Contribution Metaanalysis of SNPs and gene-specific GRSs with lipid/NMR data. Results sent for 13 SNPs, 3 GRSs, 228 traits, up to 17k samples.
Collaborator Contribution academic partnership
Impact Paper published in Circulation
Start Year 2018
 
Description OLINK Proteomics Expansion Analysis 
Organisation Olink AB
Country Sweden 
Sector Private 
PI Contribution Provision of CKB samples for analysis and permission to agreed usage of a subset of the resulting data and additional pre-existing CKB study data (Questionnaire, Physical Measurement and Olink data). CKB will use the resulting data to investigate the associations of novel proteomic markers with risk of IHD (and other diseases) and to identify novel biomarkers for risk prediction and potentially modifiable targets for treatment and prevention of IHD;
Collaborator Contribution The multiplex biomarker panel, Olink® EXPLORE Expansion Analysis (1536), is to be used to measure 1472 high-quality assays for proteins important for inflammation or related biological processes.. OLINK agreed to provide these services free of charge contingent on the agreed usage of a subset of the resulting data and additional pre-existing CKB study data (Questionnaire, Physical Measurement and Olink data).
Impact Data has been delivered to CKB and initial publication have been drafted for submission to peer reviewed journals.
Start Year 2022
 
Description Peking University PKU 
Organisation Peking University
Country China 
Sector Academic/University 
PI Contribution Replication of fingerprint GWAS. Lookup of GWAS association for 118 SNPs with 20 fingerprint features provided. Results of GWAS provided for metaanalysis.
Collaborator Contribution academic partnership
Impact Lookup of GWAS association for 118 SNPs with 20 fingerprint features provided, full GWAS provided for metaanalysis, paper in preparation
Start Year 2018
 
Description ROHgen - (Runs of Homozygosity) 
Organisation ReproGen Consortium
Country Global 
Sector Academic/University 
PI Contribution CKB plans to share genomics data or contribute to GWAS meta analyses being conducted by this group.
Collaborator Contribution Access to additional GWAS data to increase the likelihood of novel significant findings.
Impact In progress
Start Year 2016
 
Description Reprogen 
Organisation ReproGen Consortium
Country Global 
Sector Academic/University 
PI Contribution Conducting GWAS of reproductive traits.
Collaborator Contribution GWAS analyses complete. Currently doing lookup of existing (known) hits, and various heritability analyses. In discussion about future joint analyses/papers
Impact Association results from 31177 individuals for 247 variants supplied, revised manuscript submitted to Nature
Start Year 2017
 
Description Social Science Genetics Association Consortium 
Organisation Social Science Genetics Association Consortium
Country Global 
Sector Charity/Non Profit 
PI Contribution GWAS of socioeconomic traits, USC, USA, for the SSGAC consortium
Collaborator Contribution GWAS results supplied for ~10 different traits.
Impact ~12 sets of summary stats supplied. Manuscript to be submitted soon
Start Year 2018
 
Description Spirometer/BiLEVE 
Organisation University of Leicester
Department Department of Health Sciences
Country United Kingdom 
Sector Academic/University 
PI Contribution Analysis in CKB of associations between spirometry measures/COPD and genetic loci identified by the Leicester group.
Collaborator Contribution Ongoing long-term collaboration.
Impact Two papers published in Nature Genetics "Genome-wide association analyses for lung function and chronic obstructive pulmonary disease identify new loci and potential druggable targets", "New genetic signals for lung function highlight pathways and pleiotropy, and chronic obstructive pulmonary disease associations across multiple ancestries"
Start Year 2015
 
Description UCL - Lipid traits - KK 
Organisation Imperial College London
Country United Kingdom 
Sector Academic/University 
PI Contribution Signals of natural selection for lipid traits
Collaborator Contribution Signals of natural selection for lipid traits
Impact Summary stats provided, data access provided to KK as visiting researcher, paper published in Nature Communications 2019, PMID: 31551420
Start Year 2019
 
Description UCL - Lipid traits - KK 
Organisation University College London
Department Division of Psychiatry
Country United Kingdom 
Sector Academic/University 
PI Contribution Signals of natural selection for lipid traits
Collaborator Contribution Signals of natural selection for lipid traits
Impact Summary stats provided, data access provided to KK as visiting researcher, paper published in Nature Communications 2019, PMID: 31551420
Start Year 2019
 
Description UK BiLEVE 
Organisation UK Biobank
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution GWAS Data for ~33k subjects supplied to assist various meta analyses being conducted by this group.
Collaborator Contribution Consortium is investigating SNP and GRS associations with COPD and COPD exacerbations.
Impact One peer-reviewed paper published, others under preparation
Start Year 2017
 
Description UNC School of Medicine - Psychiatric Genomes Consortium 
Organisation University of North Carolina at Chapel Hill
Country United States 
Sector Academic/University 
PI Contribution GWAS of various psychiatric and related traits,
Collaborator Contribution Analysis plan received for GWAS of Major Depression and for Depressive Symptoms. GWAS completed, summary statistics supplied.
Impact Summary stats supplied, manuscript submitted to Nature Genetics, data access provided for supplementary analyses to KK as visitiing researcher from UCL under the Psychiatric Genomes Consortium
Start Year 2018
 
Description University of Bristol 
Organisation University of Bristol
Department MRC Integrative Epidemiology Unit
Country United Kingdom 
Sector Academic/University 
PI Contribution Three projects: 1) GWAS of alcohol-related flushing and flushing 2) Within families GWAS of multiple traits 3) Mendelian randomisation of education
Collaborator Contribution Visiting researcher from Bristol working within CKB.
Impact Access to data for all three projects provided to visiting researcher. Analysese ongoing, Within families GWAS analyses completed for priority traits, manuscript submitted to Nature Genetics
Start Year 2018
 
Description University of Cambridge - Dept of Medicine 
Organisation University of Cambridge
Country United Kingdom 
Sector Academic/University 
PI Contribution Provision of controls data (300 CKB samples) for GWAS of ANCA vasculitis being conducted by Cambridge.
Collaborator Contribution The genotype data suppliedto Oxford is being used to compare the performance of the China Kadoorie Biobank and UK BioBank arrays in ethnically distinct cohorts.
Impact Joint research papers.
Start Year 2016
 
Description University of Leicester 
Organisation University of Leicester
Department Department of Health Sciences
Country United Kingdom 
Sector Academic/University 
PI Contribution Access to data resulting from genotyping, joint analyses
Collaborator Contribution CKB has included additional custom respiratory content into its array design and Prof Tobin will assist in examining this GWAs data alongside baseline and prospective datasets
Impact Nature genetics paper. Nat Genet 2017; 49(3):416-425.
Start Year 2015
 
Description University of Nottingham Malaysia/Cancer Research Malaysia 
Organisation University of Nottingham
Country United Kingdom 
Sector Academic/University 
PI Contribution Provision of Risk score association results for Meta analysis
Collaborator Contribution Leadership of project and aggregations of other data sources
Impact Association results provided for 4 risk scores. Manuscript submitted to Nature Communications
Start Year 2020
 
Description University of Oulu 
Organisation University of Oulu
Country Finland 
Sector Academic/University 
PI Contribution Results sent for 13 SNPs, 3 GRSs, 228 traits, up to 17k samples
Collaborator Contribution Meta-analysis of SNPs and gene-specific GRSs with lipid/NMR data. Also providing expertise on MNR metabolomics platform and analysis of CKB samples (stroke case-control study and Pancreatic cancer case-control study).
Impact paper published in Circulation: Metabolomic consequences of genetic inhibition of PCSK9 compared with statin treatment
Start Year 2017
 
Description University of Oxford - OCDEM 
Organisation University of Oxford
Department Oxford Centre for Diabetes Endocrinology and Metabolism (OCDEM)
Country United Kingdom 
Sector Academic/University 
PI Contribution Access to relevant CKB data including genomics data and diabetes outcome data. Paper drafting and internal genomics expertise and supervision.
Collaborator Contribution Provision of a post graduate research assistant working on the the identification and characterization of genetic variants that influence predisposition to type 2 diabetes and related traits.
Impact Contributed several novel and interesting findings including published research papers
Start Year 2014
 
Description Wellcome Trust Centre for Human Genetics 
Organisation University of Oxford
Department Wellcome Trust Centre for Human Genetics
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution Access to data resulting from genotyping.
Collaborator Contribution Collaborated in the design of a customised genotyping array for genome-wide analysis, which is complementary to the UK Biobank array, and will facilitate future joint projects in the genomics of common diseases.
Impact Groups at the WTCHG work closely with the CKB team in genome wide data imputation and analysis, for work on stroke, as well as the partial cohort-wide genotyping funded by the MRC-Newton fund.
Start Year 2015
 
Description Alcohol and CVD paper engangement activities 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Media coverage of publication of alcohol and CVD, including BBC TV and radio interviews, and a press conference for national newspapers, April 2019.
Year(s) Of Engagement Activity 2019
 
Description Clinical Specialist workshop, China 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact PInvited presentation at the 6th annual joint conference of Chinese Stroke Association & Tiantan International Stroke Conference 2020 (CSA&TISC 2020) - Silent Stroke in Chinese Adults: Progress and Prognosis
Year(s) Of Engagement Activity 2020
 
Description Coverage on study in Pharmaceutical industry trade journal 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Some coverage of paper on LPa2 emphasising the implications for drug target discovery and pharmaceutical inductrial practice.

https://www.drugtargetreview.com/news/12376/prospective-biobank-studies/
Year(s) Of Engagement Activity 2016
URL http://www.drugtargetreview.com/news/12376/prospective-biobank-studies/
 
Description WuxiApp Tec, Shanghai, China 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact WuxiApp Tec, Shanghai, China
Year(s) Of Engagement Activity 2015,2016