Evidence map›Paper›PMID 40465716›Full record

ArticleScience advances2025

Diversity and longitudinal records: Genetic architecture of disease associations and polygenic risk in the Taiwanese Han population.

Ting-Yuan Liu, Hsing-Fang Lu, Yu-Chia Chen, Chi-Chou Liao, Ying-Ju Lin, Jai-Sing Yang, Wen-Ling Liao, Wei-De Lin, Shih-Yin Chen, Yu-Chuen Huang and 24 more

Abstract read
In one paragraph

Article in Science advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

34 authors.

Ting-Yuan LiuMillion-person precision medicine initiative, Department of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-2729-0541
Hsing-Fang LuMillion-person precision medicine initiative, Department of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0001-9205-5188
Yu-Chia ChenMillion-person precision medicine initiative, Department of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-8837-6023
Chi-Chou LiaoDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0009-0006-0017-1805
Ying-Ju LinDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-1868-6480
Jai-Sing YangDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0001-7302-8248
Wen-Ling LiaoGenetic Center, Department of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0003-1223-8844
Wei-De LinDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-6080-8242
Shih-Yin ChenDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-6925-7627
Yu-Chuen HuangDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.
Wei-Yong LinDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-8443-6180
Yu-Huei LiuGenetic Center, Department of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-3603-868X
Kai-Cheng HsuArtificial Intelligence Center, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0003-3640-1634
Shih-Sheng ChangArtificial Intelligence Center, China Medical University Hospital, Taichung 40402, Taiwan.
Hong-Da ChenDepartment of Laboratory Medicine, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-9330-5473
Yu-Pao ChouDepartment of Bioinformatics and Medical Engineering, Asia University, Taichung 41300, Taiwan.ORCID 0009-0007-5481-9643
Jan-Gowth ChangDepartment of Bioinformatics and Medical Engineering, Asia University, Taichung 41300, Taiwan.ORCID 0000-0003-0375-1427
Chung-Hsing WangDivision of Genetics and Metabolism, Children's Hospital of China Medical University, Taichung 404447, Taiwan.
Chwen-Tzuei ChangIntelligent Diabetes Metabolism and Exercise Center, Department of Internal Medicine, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0009-0004-0606-4969
Chung-Ming HuangDivision of Immunology and Rheumatology, Department of Internal Medicine, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0003-4323-7115
Kai-Jieh YeoDivision of Immunology and Rheumatology, Department of Internal Medicine, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-4225-9825
Tzu-Yuan WangDivision of Endocrine and Metabolism, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-8794-0139
Chin-Chung YehDepartment of Urology, China Medical University Hospital, Taichung 40402, Taiwan.
Jiunn-Horng ChenDivision of Immunology and Rheumatology, Department of Internal Medicine, China Medical University Hospital, Taichung 40402, Taiwan.
Chi-Ping HuangDepartment of Urology, China Medical University Hospital, Taichung 40402, Taiwan.
Hsueh-Chou LaiCenter for Digestive Medicine, Department of Internal Medicine, China Medical University Hospital, Taichung 40402, Taiwan.
Rong-Hsing ChenDivision of Endocrine and Metabolism, China Medical University Hospital, Taichung 40402, Taiwan.
Hui-Ju LinDepartment of Ophthalmology, Eye Center, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0003-2606-8540
Po-Yuan WuDepartment of Dermatology, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0003-0264-2536
Jiu-Yao WangCenter for Allergy, Immunology and Microbiome (AIM), China Medical University Hospital, Taichung 40447, Taiwan.ORCID 0000-0003-4540-9822
Chin-Chi KuoDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-2050-1377
Der-Yang ChoDepartment of Neurosurgery, China Medical University Hospital, Taichung 40402, Taiwan.
Chang-Hai TsaiDivision of Pediatrics Neurology, China Medical University Children's Hospital, Taichung 40447, Taiwan.
Fuu-Jen TsaiDepartment of Medical Research, China Medical University Hospital, Taichung 40402, Taiwan.ORCID 0000-0002-1373-245X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We addressed the underrepresentation of non-European populations in genome-wide association studies (GWASs) by building HiGenome, a large-scale genetic resource for the Taiwanese Han population. Using a custom genotyping array, we integrated deidentified electronic medical records (2003 to 2021) with genomic data to enable GWASs, phenome-wide association studies, and polygenic risk score (PRS) analysis. Among 413,000 participants, 323,397 passed ancestry and quality control filtering. GWASs covered 1085 traits, focusing on diseases prevalent in Taiwan such as type 2 diabetes, chronic kidney disease, gout, and alcoholic liver damage. PRSs were calculated for 238 traits, with the strongest associations observed in musculoskeletal disorders. Incorporating PRS into clinical practice supports early risk prediction and personalized prevention. To further expand translational value, we also conducted pharmacogenomic analysis and human leukocyte antigen typing. HiGenome offers a large-scale genetic and clinical dataset from the Taiwanese Han population, supporting population-specific analyses and precision medicine development in East Asia. The hospital-based design enables continuous follow-up and longitudinal data expansion.

Indexed as

Genetic Predisposition to DiseaseMultifactorial InheritanceDiabetes Mellitus, Type 2East Asian PeopleElectronic Health RecordsFemaleGenome-Wide Association StudyHumansLongitudinal StudiesMalePolymorphism, Single NucleotideRisk FactorsTaiwan

Identifiers

PMID40465716
PMCPMC12136033

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.