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NBDC Research ID:hum0197-v24
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To the latest version (v31)

Title

Elucidation of disease state by multi-layered omics analysis

Research overview

Aims: Elucidation of disease biology based on trans-omics analysis, GWAS in the Japanese and trans-ethnic populations, Elucidation of the mechanism of COVID-19 severity, Improving the performance of type 2 diabetes polygenic predictions, Elucidation of the genetic architecture of recurrent pregnancy loss, Elucidation of the association between Jomon component in the Japanese population and phenotypes and diseases, Elucidation of the entire HPV integration in HPV-associated Oropharyngeal Cancer, Elucidation of disease state regulation by gene-environment interactions through multi-layered omics analysis, Elucidation of male-specific genetic regulation through multi-layered omics analysis

Methods: Metagenome shotgun sequencing, genome-wide association study (GWAS), small RNA-seq and eQTL analyses, whole genome sequencing (WGS), single-cell RNA sequencing, proteomics

Targets: Metagenomic data of gut microbiome in the Japanese population (95 + 103 + 227 + 30 + 136 individuals) Autoimmune pulmonary alveolar proteinosis cases: 198, Control participants: 395 Populations: Biobank Japan (n = 179,000), UK biobank (n = 361,000), and FinnGen (n = 136,000), Phenotypes: 220 141 Japanese individuals Metagenomic data of gut microbiome in Inflammatory Bowel Disease (35 Ulcerative Colitis and 39 Crohn's disease) and 40 Healthy controls Intracranial germ cell tumors cases: 133, Control participants: 762 Populations: Biobank Japan (n = 161,801) and UK biobank (n = 377,583), Phenotypes: 9 Peripheral blood mononuclear cell (PBMC) from Japanese population (COVID-19: n = 30 + 43, Healthy controls: n = 31 + 44) Microbial genome: Metagenome-Assembled Genome (MAG), Viral genome, CRISPR spacers Metagenomic data of gut microbiome in the Japanese population (88 + 5 individuals) and healthy individuals (n = 73) BioBank Japan (n=180,215), UK Biobank (n=377,441), and large-scale meta-analysis including the summary statistics of other cohorts [FinnGen, Breast Cancer Association Consortium (BCAC), and Prostate Cancer Association Group to Investigate Cancer Associated Alterations in the Genome (PRACTICAL)] for breast and prostate cancer (n=648,746 and 482,080), Phenotypes: 15 Hunner-type interstitial cystitis cases: 144, Control participants: 41,516 524 Japanese individuals for gut microbiome-host genome association analysis, 362 Japanese individuals for plasma metabolite-host genome association analysis The weights of variants existing in the target cohorts, Tohoku Medical Megabank and the second cohort of BBJ, calculated from GWAS results on 27,642 type 2 diabetes cases and 70,242 controls from BioBank Japan and UK Biobank Recurrent pregnancy loss cases: 1,728, Control participants: 24,315 Autoimmune diseases cases: 2,238, Healthy controls: 2,919 The first cohort of BioBank Japan (n = 171,287) HPV-associated oropharyngeal cancer cases: 32, Non-HPV-associated oropharyngeal cancer cases: 17, Healthy controls: 2 Neuromyelitis optica spectrum disorders (NMOSD) cases: 240, Control participants: 50,578 Single-cell eQTL summary statistics of 40 immune cell types for Japanese population (COVID-19: n = 88, Healthy controls: n = 146) Plasma proteomics data from 83 COVID-19 patients and 144 healthy controls of Japanese Single-cell RNA-sequencing for PBMC from 15 COVID-19 patients and 72 healthy controls of Japanese Psoriasis cases: 1,415, Control participants: 3,968 Populations: Biobank Japan (n = 166,757) and UK biobank (n = 273,453), Phenotypes: 374 161,026 Japanese males (BBJ: 120,522, JCTF: 3,161, TMM: 26,544, COVC: 888, HERPACC: 6,636, JPHC: 3,275) Japanese male asthma patients: 3 cases, Japanese male COVID-19 patients: 4 cases Myasthenia gravis cases: 1,434 (Japan MG Registry), Control participants: 42,913 (BioBank Japan) 401 Moyamoya diseasepatients and 47,255 controls

Datasets

Dataset ID
Access type
Type of data
Release date
JGAD000290Controlled-access (Type I)Metagenome2020-09-28
JGAD000363Controlled-access (Type I)Metagenome2020-11-27
JGAD000427Controlled-access (Type I)Metagenome2021-07-31
JGAD000532Controlled-access (Type I)Metagenome2021-12-10
JGAD000649Controlled-access (Type I)Metagenome2022-05-20
JGAD000650Controlled-access (Type I)Metagenome2022-05-20
hum0197.v2.gwas.v1Unrestricted-accessGWAS for autoimmune pulmonary alveolar proteinosis2020-11-27
hum0197.v3.gwas.v1Unrestricted-accessGWAS for 215 phenotypes2021-03-22
hum0197.v5.gwas.v1Unrestricted-accessGWAS for 10 phenotypes2021-12-21
hum0197.v5.finemap.v1Unrestricted-accessFine-mapping for 79 phenotypes2021-12-21
JGAD000621Controlled-access (Type I)Read count data of miRNA2022-02-21
hum0197.v6.eqtl.v1Unrestricted-accesseQTL data2022-02-08
hum0197.v9.gwas.GCT.v1Unrestricted-accessGWAS for intracranial germ cell tumors2022-06-10
hum0197.v10.gwas.v1Unrestricted-accessGWAS for 9 phenotypes2022-06-16
JGAD000662Controlled-access (Type I)Raw sequencing data of single-cell RNA-seq2022-07-19
JGAD000722Controlled-access (Type I)Raw sequencing data of single-cell RNA-seq, clinical data2023-02-14
JGAD000925Controlled-access (Type I)scRNA-seq, plasma proteomics data2025-04-30
DRA014186Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-06-06
DRA014188Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-06-06
DRA014191Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-06-06
DRA014192Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-06-06
DRA006684Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2019-02-01
DRA014184Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-06-06
hum0197.v12.MAG.v1Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-12-01
hum0197.v12.VIRUS.v1Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-12-01
hum0197.v12.CRISPR.v1Unrestricted-accessMAG, Viral genome and CRISPR spacers of Microbial genome2022-12-01
JGAD000729Controlled-access (Type I)Metagenome2023-03-30
hum0197.v16.gwas.v1Unrestricted-accessGWAS for 15 phenotypes2023-06-06
hum0197.v17.hic-gwas.v1Unrestricted-accessGWAS for Hunner-type interstitial cystitis2023-06-27
hum0197.v18.gwas.v1Unrestricted-accessGWAS for gut microbiome GWAS for plasma metabolite GWAS for KEGG Gene Ortholog and KEGG Pathway2023-10-02
hum0197.v19.prs.v1Unrestricted-accessThe weights of variants calculated from GWAS results on type 2 diabetes2024-05-29
hum0197.v20.gwas.v1Unrestricted-accessGWAS for recurrent pregnancy loss2024-05-30
JGAD000876Controlled-access (Type I)The presence or absence of endogenous herpesvirus 6 and anellovirus load calculated from NGS (WGS) for autoimmune diseases Raw sequencing data of single-cell RNA-seq2024-11-06
hum0197.v21.gwas-ehhv6.v1Unrestricted-accessGWAS for autoimmune diseases2024-10-28
hum0197.v21.gwas-jomon.v1Unrestricted-accessGWAS for the individual Jomon proportions2024-10-28
JGAD000890Controlled-access (Type I)NGS (WGS, RNA-seq)2024-11-12
hum0197.v23.gwas-nmosd.v1Unrestricted-accessSummary statistics of the genome-wide meta-analysis of NMOSD2024-12-18
E-GEAD-887Unrestricted-accessIntegrated single-cell object data of PBMCs from 25 NMOSD patients2024-12-18
E-GEAD-1054Unrestricted-accessSingle-cell eQTL summary statistics of 40 immune cell types2025-05-07

Data provider

    Representative
    Yukinori Okada
    Organiation
    Department of Statistical Genetics, Osaka University Graduate School of Medicine

Research projects

Name
URL
No data

Grants

Name
Title
Project number
Precursory Research for Innovative Medical care (PRIME), Advanced Research & Development Programs for Medical Innovation, Japan Agency for Medical Research and Development (AMED)Crosstalk among microbiome, host, disease, and drug discovery enhanced by statistical genetics
  • JP19gm6010001
FORCE, Advanced Research & Development Programs for Medical Innovation, Japan Agency for Medical Research and Development (AMED)Elucidation of disease-specific microbiota and personalized medicine by metagenome-wide association studies
  • JP20gm4010006
Practical Research Project for Rare / Intractable Diseases, Japan Agency for Medical Research and Development (AMED)Biology and in silico drug repositioning of pulmonary alveolar proteinosis using trans-layer omics analysis
  • JP20ek0109413
Practical Research Project for Allergic Diseases and Immunology, Japan Agency for Medical Research and Development (AMED)Nucleic genome drug discovery for autoimmune diseases through in-silico and patient-oriented screening utilizing large-scale disease genetics
  • JP19ek0410041
Practical Research Project for Allergic Diseases and Immunology, Japan Agency for Medical Research and Development (AMED)Genomic prediction medicine of rheumatoid arthritis based on comprehensive immune-omics resources
  • JP21ek0410075
Platform Program for Promotion of Genome Medicine, Japan Agency for Medical Research and Development (AMED)Implementation of genomic prediction medicine based on statistical genetics
  • JP21km0405211
Platform Program for Promotion of Genome Medicine, Japan Agency for Medical Research and Development (AMED)Next-generation genomics analyses elucidates biology, personalized medicine, and drug discovery of psoriasis
  • JP21km0405217
KAKENHI Grant-in-Aid for Scientific Research (A)Elucidation of disease biology and tissue specificity by trans-layer omics analysis and whole-genome sequencing
  • 19H01021
  • 22H00476

Related publications

Title
DOI
Datasets
Metagenome-wide association study of gut microbiome revealed novel aetiology of rheumatoid arthritis in the Japanese population.https://doi.org/10.1136/annrheumdis-2019-215743
Genetic determinants of risk in autoimmune pulmonary alveolar proteinosis.https://doi.org/10.1038/s41467-021-21011-y
A metagenome-wide association study of gut microbiome in patients with multiple sclerosis revealed novel disease pathology.https://doi.org/10.3389/fcimb.2020.585973
Metagenome-wide association study revealed disease-specific landscape of the gut microbiome of systemic lupus erythematosus in Japanesehttps://doi.org/10.1136/annrheumdis-2021-220687
Whole gut virome analysis of 476 Japanese revealed a link between phage and autoimmune diseasehttps://doi.org/10.1136/annrheumdis-2021-221267
Insights from complex trait fine-mapping across diverse populationshttps://doi.org/10.1101/2021.09.03.21262975
Genetic architecture of microRNA expression and its link to complex diseases in the Japanese population.https://doi.org/10.1093/hmg/ddab361
Multi-trait and cross-population genome-wide association studies across autoimmune and allergic diseases identify shared and distinct genetic components.https://doi.org/10.1136/annrheumdis-2022-222460
DOCK2 is involved in the host genetics and biology of severe COVID-19https://doi.org/10.1038/s41586-022-05163-5
Prokaryotic and viral genomes recovered from 787 Japanese gut metagenomes revealed microbial features linked to diets, populations, and diseaseshttps://doi.org/10.1016/j.xgen.2022.100219
Reconstruction of the personal information from human genome reads in gut metagenome sequencing datahttps://doi.org/10.1038/s41564-023-01381-3
Pan-cancer and cross-population genome-wide association studies dissect shared genetic backgrounds underlying carcinogenesishttps://doi.org/10.1038/s41467-023-39136-7
Single-cell analyses and host genetics highlight the role of innate immune cells in COVID-19 severityhttps://doi.org/10.1038/s41588-023-01375-1
Genome-wide association analysis identifies susceptibility loci within the major histocompatibility complex region for Hunner-type interstitial cystitishttps://doi.org/10.1016/j.xcrm.2023.101114
Analysis of gut microbiome, host genetics, and plasma metabolites reveals gut microbiome-host interactions in the Japanese populationhttps://doi.org/10.1016/j.celrep.2023.113324
Body mass index stratification optimizes polygenic prediction of type 2 diabetes in cross-biobank analyseshttps://doi.org/10.1038/s41588-024-01782-y
Common and rare genetic variants predisposing females to unexplained recurrent pregnancy losshttps://doi.org/10.1038/s41467-024-49993-5
Blood DNA virome associates with autoimmune diseases and COVID-19https://doi.org/10.1038/s41588-024-02022-z
Genetic legacy of ancient hunter-gatherer Jomon in Japanese populationshttps://doi.org/10.1038/s41467-024-54052-0
Intratumor Heterogeneity of HPV Integration in HPV-associated Head and Neck Cancerhttps://doi.org/10.1038/s41467-025-56150-z
Contribution of germline and somatic mutations to risk of neuromyelitis optica spectrum disorderhttps://doi.org/10.1016/j.xgen.2025.100776
Deciphering state-dependent immune features from multi-layer human omics data at single-cell resolutionhttps://doi.org/10.1038/s41588-025-02266-3
Whole-genome sequencing reveals rare and structural variants contributing to psoriasis and identifies CERCAM as a risk genehttps://doi.org/10.1016/j.xgen.2025.100978
A Cross-population Compendium of Gene-Environment Interactionshttps://doi.org/10.1038/s41586-025-10054-6
Genetic regulation across germline and somatic variation on the Y chromosome contributes to type 2 diabeteshttps://doi.org/10.1038/s41591-026-04213-z
Integrative GWAS and snRNA-seq Reveal a Mesenchymal-Like Endothelial Signature in Moyamoya Diseasehttps://doi.org/10.1161/strokeaha.125.053747
A global atlas of genetic associations of 220 deep phenotypeshttps://doi.org/10.1038/s41588-021-00931-x
Elucidating genetic backgrounds of myasthenia gravis in Japanese by genome-wide association studies and multi-omics analyses of thymoma

Controlled access users

Name
Organiation
Country
Research title
Period of data use
Datasets
Hamada MichiakiWaseda UniversityJapanConstruction of RNA-targeted Drug Discovery Database2023-01-052027-10-31
Brito IlanaCornell UniversityUSAComparative metagenomics of lupus, rheumatoid arthritis and multiple sclerosis patients' microbiomes (Protocol Number IRB0144130)2022-05-122025-01-08
Matsuda KoichiThe University of TokyoJapanDisease Cohort Research Network for Disease Marker Exploratory Studies2024-06-172029-03-31
LI YongxinThe University of Hong KongChinaComparison of gut bacterial diversity and composition in MS/EAE2022-09-262025-06-09
Fuchs TinaMedical Faculty Mannheim, Heidelberg UniversityGermanyInvestigating the clonality of VIREM cells in COVID-19 patients2024-02-262025-04-14
Kirita YuheiKyoto Prefectural University of MedicineJapanElucidation of the Pathogenesis through Comparative Analysis of Peripheral Blood Gene Expression in IgA Nephropathy and Immune-related Diseases2025-07-292030-03-31