study_key	legacy_code	study_id	study_code	assay_group	cohort_order_group	publication_date	date_authority	source_id	authors	title	pmid	doi
16	S16	1	S1	NMR	non-UKB primary cohort	2018-02-06	https://www.jacc.org/doi/abs/10.1016/j.jacc.2017.12.006	CKB-Vascular-NMR	Holmes et al.	Lipids, Lipoproteins, and Metabolites and Risk of Myocardial Infarction and Stroke	29420958	10.1016/j.jacc.2017.12.006
12	S12	2	S2	NMR	non-UKB primary cohort	2024-03-06	Crossref publisher-deposited published-online for 10.1038/s41586-024-07148-y	NMR-MR	Karjalainen MK, et al.	Genome-wide characterization of circulating metabolic biomarkers	38448586	10.1038/s41586-024-07148-y
1	S1	3	S3	NMR	UKB primary cohort	2023-02-03	Crossref publisher-deposited published-online for 10.1038/s41467-023-36231-7	NMR-Biomarker	Julkunen H, et al.	Atlas of plasma NMR biomarkers for health and disease in 118,461 individuals from the UK Biobank	36737450	10.1038/s41467-023-36231-7
2	S2	4	S4	NMR	UKB primary cohort	2024-09-15	Crossref publisher-deposited published-online for 10.1038/s41467-024-52310-9	Metabo-Aging	Zhang S, et al.	A metabolomic profile of biological aging in 250,341 individuals from the UK Biobank	39278973	10.1038/s41467-024-52310-9
3	S3	5	S5	NMR	UKB primary cohort	2025-09-19	Crossref publisher-deposited published-online for 10.1038/s42255-025-01371-1	Metabo-Phenome	You J, et al.	Mapping the plasma metabolome to human health and disease in 274,241 adults	40973818	10.1038/s42255-025-01371-1
4	S4	6	S6	NMR	UKB primary cohort	2025-09-19	Crossref publisher-deposited published-online for 10.1038/s41467-025-62126-w	Metabo-GenArch	Qiang YX, et al.	Genetic architecture of plasma metabolome in 254,825 individuals	40973927	10.1038/s41467-025-62126-w
5	S5	7	S7	NMR	UKB primary cohort	2025-10-03	Crossref publisher-deposited published-online for 10.1038/s41588-025-02355-3	Allele-MetQTL	Zoodsma M, et al.	A genetic map of human metabolism across the allele frequency spectrum	41044249	10.1038/s41588-025-02355-3
6	S6	8	S8	NMR	UKB primary cohort	2025-11-22	Crossref publisher-deposited published-online for 10.1186/s13073-025-01578-7	Disease-MetQTL	Li Y, et al.	Genetic atlas of plasma metabolome across 40 human common diseases: mapping causal metabolites to disease risk	41275212	10.1186/s13073-025-01578-7
7	S7	9	S9	NMR	UKB primary cohort	2026-05-20	Crossref publisher-deposited published-online for 10.1038/s41586-026-10532-5	Mega-GWAS	Tambets R, et al.	Genetic analysis of circulating metabolic traits in 619,372 individuals	42162431	10.1038/s41586-026-10532-5
9	S9	10	S10	NMR	UKB primary cohort	2026-06-22	Crossref publisher-deposited published-online for 10.1038/s41467-026-74781-8	WGS-MetabolicTraits	Wang Y-X, et al.	Analysis of whole genome sequencing and plasma metabolomics unveil genetic determinants and clinical implications for human health	42331824	10.1038/s41467-026-74781-8
13	S13	11	S11	NMR	UKB primary cohort	2026-06-23	Crossref publisher-deposited published-online for 10.1038/s42003-026-10505-4	Metabolome-HealthAtlas	Li Z, et al.	A large-scale human plasma metabolite atlas from over 380,000 participants	42337021	10.1038/s42003-026-10505-4
8	S8	12	S12	MS	non-UKB primary cohort	2021-01-12	Crossref publisher-deposited published-online for 10.1038/s42003-020-01583-z	CSF-MWAS	Panyard DJ, et al.	Cerebrospinal fluid metabolomics identifies 19 brain-related phenotype associations	33437055	10.1038/s42003-020-01583-z
14	S14	13	S13	MS	non-UKB primary cohort	2021-03-11	Crossref publisher-deposited published-online for 10.1038/s41591-021-01266-0	EPIC-Norfolk-NCD	Pietzner et al.	Plasma metabolites to profile pathways in noncommunicable disease multimorbidity	33707775	10.1038/s41591-021-01266-0
11	S11	14	S14	MS	non-UKB primary cohort	2025-01-02	Crossref publisher-deposited published-online for 10.1038/s41588-024-01965-7	GCKD-RareVariant	Scherer N, et al.	Coupling metabolomics and exome sequencing reveals graded effects of rare damaging heterozygous variants on gene function and human traits	39747595	10.1038/s41588-024-01965-7
10	S10	15	S15	MS	non-UKB primary cohort	2026-01-14	Crossref publisher-deposited published-online for 10.1038/s41591-025-04105-8	T2D-MultiMetabolomics	Li J, et al.	Circulating metabolites, genetics and lifestyle factors in relation to future risk of type 2 diabetes	41535386	10.1038/s41591-025-04105-8
15	S15	16	S16	Lipidomics	non-UKB primary cohort	2022-04-15	https://pubmed.ncbi.nlm.nih.gov/35422138/	EPIC-Potsdam-Lipidomics	Eichelmann et al.	Deep Lipidomics in Human Plasma: Cardiometabolic Disease Risk and Effect of Dietary Fat Modulation	35422138	10.1161/CIRCULATIONAHA.121.056805