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Single-cell analysis of human diversity in circulating immune cells

View ORCID ProfileKian Hong Kock, Le Min Tan, Kyung Yeon Han, View ORCID ProfileYoshinari Ando, Damita Jevapatarakul, Ankita Chatterjee, Quy Xiao Xuan Lin, Eliora Violain Buyamin, Radhika Sonthalia, Deepa Rajagopalan, View ORCID ProfileYoshihiko Tomofuji, Shvetha Sankaran, Mi-So Park, Mai Abe, Juthamard Chantaraamporn, Seiko Furukawa, Supratim Ghosh, Gyo Inoue, Miki Kojima, Tsukasa Kouno, Jinyeong Lim, Keiko Myouzen, Sarintip Nguantad, Jin-Mi Oh, Nirmala Arul Rayan, Sumanta Sarkar, Akari Suzuki, Narita Thungsatianpun, Prasanna Nori Venkatesh, Jonathan Moody, Masahiro Nakano, Ziyue Chen, Chi Tian, Yuntian Zhang, Yihan Tong, Crystal T.Y. Tan, Anteneh Mehari Tizazu, SG10K_Health Consortium, Marie Loh, You Yi Hwang, Roger C Ho, Anis Larbi, Tze Pin Ng, Hong-Hee Won, Fred A. Wright, Alexandra-Chloé Villani, Jong-Eun Park, View ORCID ProfileMurim Choi, Boxiang Liu, Arindam Maitra, View ORCID ProfileManop Pithukpakorn, View ORCID ProfileBhoom Suktitipat, Kazuyoshi Ishigaki, Yukinori Okada, Kazuhiko Yamamoto, View ORCID ProfilePiero Carninci, John C. Chambers, View ORCID ProfileChung-Chau Hon, View ORCID ProfilePonpan Matangkasombut, View ORCID ProfileVarodom Charoensawan, Partha P. Majumder, View ORCID ProfileJay W. Shin, Woong-Yang Park, View ORCID ProfileShyam Prabhakar
doi: https://doi.org/10.1101/2024.06.30.601119
Kian Hong Kock
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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  • ORCID record for Kian Hong Kock
Le Min Tan
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Kyung Yeon Han
2Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
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Yoshinari Ando
3Laboratory for Advanced Genomics Circuit, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
4Laboratory for Transcriptome Technology, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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  • ORCID record for Yoshinari Ando
Damita Jevapatarakul
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
6Department of Microbiology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
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Ankita Chatterjee
7John C. Martin Centre for Liver Research and Innovations, Sonarpur, Kolkata 700150, India
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Quy Xiao Xuan Lin
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Eliora Violain Buyamin
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Radhika Sonthalia
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Deepa Rajagopalan
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Yoshihiko Tomofuji
8Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
9Department of Statistical Genetics, Graduate School of Medicine, Osaka University, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
10Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
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Shvetha Sankaran
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Mi-So Park
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
11Samsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Seoul 06351, Republic of Korea
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Mai Abe
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Juthamard Chantaraamporn
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
13Department of Biochemistry, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
14Integrative Computational BioScience (ICBS) Center, Mahidol University, Nakhon Pathom 73170, Thailand
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Seiko Furukawa
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Supratim Ghosh
15Biotechnology Research and Innovation Council - National Institute of Biomedical Genomics, Kalyani, West Bengal 741251, India
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Gyo Inoue
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Miki Kojima
4Laboratory for Transcriptome Technology, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Tsukasa Kouno
3Laboratory for Advanced Genomics Circuit, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Jinyeong Lim
2Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
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Keiko Myouzen
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Sarintip Nguantad
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
13Department of Biochemistry, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
14Integrative Computational BioScience (ICBS) Center, Mahidol University, Nakhon Pathom 73170, Thailand
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Jin-Mi Oh
2Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
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Nirmala Arul Rayan
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Sumanta Sarkar
15Biotechnology Research and Innovation Council - National Institute of Biomedical Genomics, Kalyani, West Bengal 741251, India
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Akari Suzuki
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Narita Thungsatianpun
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
6Department of Microbiology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
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Prasanna Nori Venkatesh
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Jonathan Moody
16Laboratory for Genome Information Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Masahiro Nakano
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
17Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8654, Japan
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Ziyue Chen
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
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Chi Tian
18Department of Pharmacy, Faculty of Science, National University of Singapore, Republic of Singapore
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Yuntian Zhang
19Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore, Republic of Singapore
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Yihan Tong
18Department of Pharmacy, Faculty of Science, National University of Singapore, Republic of Singapore
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Crystal T.Y. Tan
20Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, Immunos, Singapore 138648, Republic of Singapore
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Anteneh Mehari Tizazu
20Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, Immunos, Singapore 138648, Republic of Singapore
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Marie Loh
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
21Nanyang Technological University, Lee Kong Chian School of Medicine, Clinical Sciences Building, Level 18, 11 Mandalay Road, Singapore 308232, Republic of Singapore
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You Yi Hwang
20Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, Immunos, Singapore 138648, Republic of Singapore
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Roger C Ho
22Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 1E Kent Ridge Road, NUHS Tower Block, Singapore 119228, Republic of Singapore. Institute for Health Innovation & Technology (iHealthtech), MD6, 14 Medical Drive, National University of Singapore, Singapore 117599, Republic of Singapore
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Anis Larbi
20Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, Immunos, Singapore 138648, Republic of Singapore
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Tze Pin Ng
23Department of Geriatric Medicine, Khoo Teck Puat Hospital, Republic of Singapore; St Luke Hospital, Republic of Singapore; Geriatric Education and Research Institute, Republic of Singapore
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Hong-Hee Won
2Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
11Samsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Seoul 06351, Republic of Korea
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Fred A. Wright
24Department of Biological Sciences, North Carolina State University, Raleigh NC State University, Raleigh, NC, 27695, USA. Bioinformatics Research Center, North Carolina State University, Raleigh NC State University, Raleigh, NC, 27695, USA. Department of Statistics, North Carolina State University, Raleigh NC State University, Raleigh, NC, 27695, USA
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Alexandra-Chloé Villani
25Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Massachusetts, Boston, USA. Mass General Cancer Center, Center for Cancer Research, Massachusetts General Hospital, Massachusetts, Boston, USA. Broad Institute of Massachusetts Institute of Technology and Harvard, Massachusetts, Cambridge, USA. Harvard Medical School, Massachusetts, Boston, USA
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Jong-Eun Park
26Graduate School of Medical Science and Engineering, KAIST, Daejeon, Republic of Korea
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Murim Choi
27Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
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Boxiang Liu
18Department of Pharmacy, Faculty of Science, National University of Singapore, Republic of Singapore
19Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore, Republic of Singapore
28Precision Medicine Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Republic of Singapore. NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Republic of Singapore. Cardiovascular-Metabolic Disease Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Republic of Singapore
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Arindam Maitra
15Biotechnology Research and Innovation Council - National Institute of Biomedical Genomics, Kalyani, West Bengal 741251, India
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Manop Pithukpakorn
29Siriraj Genomics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
30Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
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Bhoom Suktitipat
14Integrative Computational BioScience (ICBS) Center, Mahidol University, Nakhon Pathom 73170, Thailand
31Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
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Kazuyoshi Ishigaki
32Laboratory for Human Immunogenetics, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Yukinori Okada
8Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
9Department of Statistical Genetics, Graduate School of Medicine, Osaka University, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
10Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
33Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8654, Japan
34Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, 3-1 Yamadaoka, Suita, Osaka 565-0871, Japan
35Premium Research Institute for Human Metaverse Medicine (WPI-PRIMe), Osaka University, Suita 565-0871, Japan
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Kazuhiko Yamamoto
12Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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Piero Carninci
4Laboratory for Transcriptome Technology, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
36Genomics Research Center, Fondazione Human Technopole, Viale Rita Levi-Montalcini, 1 - Area MIND, Milano, Lombardy 20157, Italy
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John C. Chambers
21Nanyang Technological University, Lee Kong Chian School of Medicine, Clinical Sciences Building, Level 18, 11 Mandalay Road, Singapore 308232, Republic of Singapore
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Chung-Chau Hon
16Laboratory for Genome Information Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
37Graduate School of Integrated Sciences for Life, Hiroshima University, 1-3-3-2 Kagamiyama, Higashihiroshima, Hiroshima 739-0046, Japan
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Ponpan Matangkasombut
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
6Department of Microbiology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
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Varodom Charoensawan
5Systems Biology of Diseases (SyBiD) Research Unit, Faculty of Science Mahidol University, Bangkok 10400, Thailand
13Department of Biochemistry, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
14Integrative Computational BioScience (ICBS) Center, Mahidol University, Nakhon Pathom 73170, Thailand
29Siriraj Genomics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
31Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
38Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
39School of Chemistry, Institute of Science, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand
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Partha P. Majumder
7John C. Martin Centre for Liver Research and Innovations, Sonarpur, Kolkata 700150, India
40Indian Statistical Institute, 203 B.T. Road, Kolkata 700108, India
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Jay W. Shin
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
3Laboratory for Advanced Genomics Circuit, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
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  • For correspondence: [email protected]
Woong-Yang Park
2Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Republic of Korea
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  • For correspondence: [email protected]
Shyam Prabhakar
1Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), 60 Biopolis Street, Genome, Singapore 138672, Republic of Singapore
21Nanyang Technological University, Lee Kong Chian School of Medicine, Clinical Sciences Building, Level 18, 11 Mandalay Road, Singapore 308232, Republic of Singapore
41Cancer Science Institute of Singapore, National University of Singapore, 14 Medical Drive, Singapore 117599, Republic of Singapore
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  • ORCID record for Shyam Prabhakar
  • For correspondence: [email protected]
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Summary

Lack of diversity and proportionate representation in genomics datasets and databases contributes to inequity in healthcare outcomes globally1,2. The relationships of human diversity with biological and biomedical phenotypes are pervasive3, yet remain understudied, particularly in a single-cell genomics context. Here we present the Asian Immune Diversity Atlas (AIDA), a multi-national single-cell RNA-sequencing (scRNA-seq) healthy reference atlas of human immune cells. AIDA comprises 1,265,624 circulating immune cells from 619 healthy donors and 6 controls, spanning 7 population groups across 5 countries. AIDA is one of the largest healthy blood datasets in terms of number of cells, and also the most diverse in terms of number of population groups. Though population groups are frequently compared at the continental level, we identified a pervasive impact of sub-continental diversity on cellular and molecular properties of immune cells. These included cell populations and genes implicated in disease risk and pathogenesis as well as those relevant for diagnostics. We detected single-cell signatures of human diversity not apparent at the level of cell types, as well as modulation of the effects of age and sex by self-reported ethnicity. We discovered functional genetic variants influencing cell type-specific gene expression, including context-dependent effects, which were under-represented in analyses of non-Asian population groups, and which helped contextualise disease-associated variants. We validated our findings using multiple independent datasets and cohorts. AIDA provides fundamental insights into the relationships of human diversity with immune cell phenotypes, enables analyses of multi-ancestry disease datasets, and facilitates the development of precision medicine efforts in Asia and beyond.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵44 Lead contact.

  • https://cellxgene.cziscience.com/collections/ced320a1-29f3-47c1-a735-513c7084d508

  • https://explore.data.humancellatlas.org/projects/f0f89c14-7460-4bab-9d42-22228a91f185

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Single-cell analysis of human diversity in circulating immune cells
Kian Hong Kock, Le Min Tan, Kyung Yeon Han, Yoshinari Ando, Damita Jevapatarakul, Ankita Chatterjee, Quy Xiao Xuan Lin, Eliora Violain Buyamin, Radhika Sonthalia, Deepa Rajagopalan, Yoshihiko Tomofuji, Shvetha Sankaran, Mi-So Park, Mai Abe, Juthamard Chantaraamporn, Seiko Furukawa, Supratim Ghosh, Gyo Inoue, Miki Kojima, Tsukasa Kouno, Jinyeong Lim, Keiko Myouzen, Sarintip Nguantad, Jin-Mi Oh, Nirmala Arul Rayan, Sumanta Sarkar, Akari Suzuki, Narita Thungsatianpun, Prasanna Nori Venkatesh, Jonathan Moody, Masahiro Nakano, Ziyue Chen, Chi Tian, Yuntian Zhang, Yihan Tong, Crystal T.Y. Tan, Anteneh Mehari Tizazu, SG10K_Health Consortium, Marie Loh, You Yi Hwang, Roger C Ho, Anis Larbi, Tze Pin Ng, Hong-Hee Won, Fred A. Wright, Alexandra-Chloé Villani, Jong-Eun Park, Murim Choi, Boxiang Liu, Arindam Maitra, Manop Pithukpakorn, Bhoom Suktitipat, Kazuyoshi Ishigaki, Yukinori Okada, Kazuhiko Yamamoto, Piero Carninci, John C. Chambers, Chung-Chau Hon, Ponpan Matangkasombut, Varodom Charoensawan, Partha P. Majumder, Jay W. Shin, Woong-Yang Park, Shyam Prabhakar
bioRxiv 2024.06.30.601119; doi: https://doi.org/10.1101/2024.06.30.601119
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Single-cell analysis of human diversity in circulating immune cells
Kian Hong Kock, Le Min Tan, Kyung Yeon Han, Yoshinari Ando, Damita Jevapatarakul, Ankita Chatterjee, Quy Xiao Xuan Lin, Eliora Violain Buyamin, Radhika Sonthalia, Deepa Rajagopalan, Yoshihiko Tomofuji, Shvetha Sankaran, Mi-So Park, Mai Abe, Juthamard Chantaraamporn, Seiko Furukawa, Supratim Ghosh, Gyo Inoue, Miki Kojima, Tsukasa Kouno, Jinyeong Lim, Keiko Myouzen, Sarintip Nguantad, Jin-Mi Oh, Nirmala Arul Rayan, Sumanta Sarkar, Akari Suzuki, Narita Thungsatianpun, Prasanna Nori Venkatesh, Jonathan Moody, Masahiro Nakano, Ziyue Chen, Chi Tian, Yuntian Zhang, Yihan Tong, Crystal T.Y. Tan, Anteneh Mehari Tizazu, SG10K_Health Consortium, Marie Loh, You Yi Hwang, Roger C Ho, Anis Larbi, Tze Pin Ng, Hong-Hee Won, Fred A. Wright, Alexandra-Chloé Villani, Jong-Eun Park, Murim Choi, Boxiang Liu, Arindam Maitra, Manop Pithukpakorn, Bhoom Suktitipat, Kazuyoshi Ishigaki, Yukinori Okada, Kazuhiko Yamamoto, Piero Carninci, John C. Chambers, Chung-Chau Hon, Ponpan Matangkasombut, Varodom Charoensawan, Partha P. Majumder, Jay W. Shin, Woong-Yang Park, Shyam Prabhakar
bioRxiv 2024.06.30.601119; doi: https://doi.org/10.1101/2024.06.30.601119

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