AI-enhanced integration of genetic and medical imaging data for risk assessment of Type 2 diabetes
Author
Abstract
Suggested Citation
DOI: 10.1038/s41467-024-48618-1
Download full text from publisher
References listed on IDEAS
- Tian Ge & Chia-Yen Chen & Yang Ni & Yen-Chen Anne Feng & Jordan W. Smoller, 2019. "Polygenic prediction via Bayesian regression and continuous shrinkage priors," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
- Angli Xue & Yang Wu & Zhihong Zhu & Futao Zhang & Kathryn E. Kemper & Zhili Zheng & Loic Yengo & Luke R. Lloyd-Jones & Julia Sidorenko & Yeda Wu & Allan F. McRae & Peter M. Visscher & Jian Zeng & Jian, 2018. "Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes," Nature Communications, Nature, vol. 9(1), pages 1-14, December.
- Cassandra N. Spracklen & Momoko Horikoshi & Young Jin Kim & Kuang Lin & Fiona Bragg & Sanghoon Moon & Ken Suzuki & Claudia H. T. Tam & Yasuharu Tabara & Soo-Heon Kwak & Fumihiko Takeuchi & Jirong Long, 2020. "Identification of type 2 diabetes loci in 433,540 East Asian individuals," Nature, Nature, vol. 582(7811), pages 240-245, June.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Danielle Rasooly & Gina M. Peloso & Alexandre C. Pereira & Hesam Dashti & Claudia Giambartolomei & Eleanor Wheeler & Nay Aung & Brian R. Ferolito & Maik Pietzner & Eric H. Farber-Eger & Quinn Stanton , 2023. "Genome-wide association analysis and Mendelian randomization proteomics identify drug targets for heart failure," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
- Tzu-Ting Chen & Jaeyoung Kim & Max Lam & Yi-Fang Chuang & Yen-Ling Chiu & Shu-Chin Lin & Sang-Hyuk Jung & Beomsu Kim & Soyeon Kim & Chamlee Cho & Injeong Shim & Sanghyeon Park & Yeeun Ahn & Aysu Okbay, 2024. "Shared genetic architectures of educational attainment in East Asian and European populations," Nature Human Behaviour, Nature, vol. 8(3), pages 562-575, March.
- Fengzhe Xu & Evan Yi-Wen Yu & Xue Cai & Liang Yue & Li-peng Jing & Xinxiu Liang & Yuanqing Fu & Zelei Miao & Min Yang & Menglei Shuai & Wanglong Gou & Congmei Xiao & Zhangzhi Xue & Yuting Xie & Sainan, 2023. "Genome-wide genotype-serum proteome mapping provides insights into the cross-ancestry differences in cardiometabolic disease susceptibility," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
- Léon Gurp & Leon Fodoulian & Daniel Oropeza & Kenichiro Furuyama & Eva Bru-Tari & Anh Nguyet Vu & John S. Kaddis & Iván Rodríguez & Fabrizio Thorel & Pedro L. Herrera, 2022. "Generation of human islet cell type-specific identity genesets," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
- Zhen Qiao & Julia Sidorenko & Joana A. Revez & Angli Xue & Xueling Lu & Katri Pärna & Harold Snieder & Peter M. Visscher & Naomi R. Wray & Loic Yengo, 2023. "Estimation and implications of the genetic architecture of fasting and non-fasting blood glucose," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
- Ruoyu Tian & Tian Ge & Hyeokmoon Kweon & Daniel B. Rocha & Max Lam & Jimmy Z. Liu & Kritika Singh & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Ellen A. Tsai & Hailiang Huang & Christopher F., 2024. "Whole-exome sequencing in UK Biobank reveals rare genetic architecture for depression," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
- Tuomo Hartonen & Bradley Jermy & Hanna Sõnajalg & Pekka Vartiainen & Kristi Krebs & Andrius Vabalas & Tuija Leino & Hanna Nohynek & Jonas Sivelä & Reedik Mägi & Mark Daly & Hanna M. Ollila & Lili Mila, 2023. "Nationwide health, socio-economic and genetic predictors of COVID-19 vaccination status in Finland," Nature Human Behaviour, Nature, vol. 7(7), pages 1069-1083, July.
- James P. Pirruccello & Paolo Achille & Seung Hoan Choi & Joel T. Rämö & Shaan Khurshid & Mahan Nekoui & Sean J. Jurgens & Victor Nauffal & Shinwan Kany & Kenney Ng & Samuel F. Friedman & Puneet Batra , 2024. "Deep learning of left atrial structure and function provides link to atrial fibrillation risk," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
- Bingxin Zhao & Yujue Li & Zirui Fan & Zhenyi Wu & Juan Shu & Xiaochen Yang & Yilin Yang & Xifeng Wang & Bingxuan Li & Xiyao Wang & Carlos Copana & Yue Yang & Jinjie Lin & Yun Li & Jason L. Stein & Joa, 2024. "Eye-brain connections revealed by multimodal retinal and brain imaging genetics," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
- Magdalena Zimoń & Yunfeng Huang & Anthi Trasta & Aliaksandr Halavatyi & Jimmy Z. Liu & Chia-Yen Chen & Peter Blattmann & Bernd Klaus & Christopher D. Whelan & David Sexton & Sally John & Wolfgang Hube, 2021. "Pairwise effects between lipid GWAS genes modulate lipid plasma levels and cellular uptake," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
- Jingning Zhang & Jianan Zhan & Jin Jin & Cheng Ma & Ruzhang Zhao & Jared O’Connell & Yunxuan Jiang & Bertram L. Koelsch & Haoyu Zhang & Nilanjan Chatterjee, 2024. "An ensemble penalized regression method for multi-ancestry polygenic risk prediction," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
- Song Zhai & Hong Zhang & Devan V. Mehrotra & Judong Shen, 2022. "Pharmacogenomics polygenic risk score for drug response prediction using PRS-PGx methods," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
- Yuki Ishikawa & Nao Tanaka & Yoshihide Asano & Masanari Kodera & Yuichiro Shirai & Mitsuteru Akahoshi & Minoru Hasegawa & Takashi Matsushita & Kazuyoshi Saito & Sei-ichiro Motegi & Hajime Yoshifuji & , 2024. "GWAS for systemic sclerosis identifies six novel susceptibility loci including one in the Fcγ receptor region," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
- Rikifumi Ohta & Yosuke Tanigawa & Yuta Suzuki & Manolis Kellis & Shinichi Morishita, 2024. "A polygenic score method boosted by non-additive models," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
- Geyu Zhou & Hongyu Zhao, 2021. "A fast and robust Bayesian nonparametric method for prediction of complex traits using summary statistics," PLOS Genetics, Public Library of Science, vol. 17(7), pages 1-17, July.
- Carla Márquez-Luna & Steven Gazal & Po-Ru Loh & Samuel S. Kim & Nicholas Furlotte & Adam Auton & Alkes L. Price, 2021. "Incorporating functional priors improves polygenic prediction accuracy in UK Biobank and 23andMe data sets," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
- Injeong Shim & Hiroyuki Kuwahara & NingNing Chen & Mais O. Hashem & Lama AlAbdi & Mohamed Abouelhoda & Hong-Hee Won & Pradeep Natarajan & Patrick T. Ellinor & Amit V. Khera & Xin Gao & Fowzan S. Alkur, 2023. "Clinical utility of polygenic scores for cardiometabolic disease in Arabs," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
- Yanyi Song & Xiang Zhou & Min Zhang & Wei Zhao & Yongmei Liu & Sharon L. R. Kardia & Ana V. Diez Roux & Belinda L. Needham & Jennifer A. Smith & Bhramar Mukherjee, 2020. "Bayesian shrinkage estimation of high dimensional causal mediation effects in omics studies," Biometrics, The International Biometric Society, vol. 76(3), pages 700-710, September.
- Pereira, Rita & Biroli, Pietro & von hinke, stephanie & Van Kippersluis, Hans & Galama, Titus & Rietveld, Niels & Thom, Kevin, 2022.
"Gene-Environment Interplay in the Social Sciences,"
OSF Preprints
d96z3, Center for Open Science.
- Rita Dias Pereira & Pietro Biroli & Titus Galama & Stephanie von Hinke & Hans van Kippersluis & Cornelius A. Rietveld & Kevin Thom, 2022. "Gene-Environment Interplay in the Social Sciences," Papers 2203.02198, arXiv.org, revised Aug 2022.
- Yosuke Tanigawa & Junyang Qian & Guhan Venkataraman & Johanne Marie Justesen & Ruilin Li & Robert Tibshirani & Trevor Hastie & Manuel A Rivas, 2022. "Significant sparse polygenic risk scores across 813 traits in UK Biobank," PLOS Genetics, Public Library of Science, vol. 18(3), pages 1-21, March.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-48618-1. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.