Multi-organ metabolome biological age implicates cardiometabolic conditions and mortality risk
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DOI: 10.1038/s41467-025-59964-z
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- Celeste McCracken & Zahra Raisi-Estabragh & Michele Veldsman & Betty Raman & Andrea Dennis & Masud Husain & Thomas E. Nichols & Steffen E. Petersen & Stefan Neubauer, 2022. "Multi-organ imaging demonstrates the heart-brain-liver axis in UK Biobank participants," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
- 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.
- Susan Cheng & Martin G. Larson & Elizabeth L. McCabe & Joanne M. Murabito & Eugene P. Rhee & Jennifer E. Ho & Paul F. Jacques & Anahita Ghorbani & Martin Magnusson & Amanda L. Souza & Amy A. Deik & Ke, 2015. "Erratum: Distinct metabolomic signatures are associated with longevity in humans," Nature Communications, Nature, vol. 6(1), pages 1-1, November.
- Minna K. Karjalainen & Savita Karthikeyan & Clare Oliver-Williams & Eeva Sliz & Elias Allara & Wing Tung Fung & Praveen Surendran & Weihua Zhang & Pekka Jousilahti & Kati Kristiansson & Veikko Salomaa, 2024. "Genome-wide characterization of circulating metabolic biomarkers," Nature, Nature, vol. 628(8006), pages 130-138, April.
- Jian Zeng & Angli Xue & Longda Jiang & Luke R. Lloyd-Jones & Yang Wu & Huanwei Wang & Zhili Zheng & Loic Yengo & Kathryn E. Kemper & Michael E. Goddard & Naomi R. Wray & Peter M. Visscher & Jian Yang, 2021. "Widespread signatures of natural selection across human complex traits and functional genomic categories," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
- Clare Bycroft & Colin Freeman & Desislava Petkova & Gavin Band & Lloyd T. Elliott & Kevin Sharp & Allan Motyer & Damjan Vukcevic & Olivier Delaneau & Jared O’Connell & Adrian Cortes & Samantha Welsh &, 2018. "The UK Biobank resource with deep phenotyping and genomic data," Nature, Nature, vol. 562(7726), pages 203-209, October.
- Usman A. Tahir & Daniel H. Katz & Julian Avila-Pachecho & Alexander G. Bick & Akhil Pampana & Jeremy M. Robbins & Zhi Yu & Zsu-Zsu Chen & Mark D. Benson & Daniel E. Cruz & Debby Ngo & Shuliang Deng & , 2022. "Whole Genome Association Study of the Plasma Metabolome Identifies Metabolites Linked to Cardiometabolic Disease in Black Individuals," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
- Kyoko Watanabe & Erdogan Taskesen & Arjen Bochoven & Danielle Posthuma, 2017. "Functional mapping and annotation of genetic associations with FUMA," Nature Communications, Nature, vol. 8(1), pages 1-11, December.
- Heli Julkunen & Anna Cichońska & Mika Tiainen & Harri Koskela & Kristian Nybo & Valtteri Mäkelä & Jussi Nokso-Koivisto & Kati Kristiansson & Markus Perola & Veikko Salomaa & Pekka Jousilahti & Annamar, 2023. "Atlas of plasma NMR biomarkers for health and disease in 118,461 individuals from the UK Biobank," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
- Fenglei Wang & Anne-Julie Tessier & Liming Liang & Clemens Wittenbecher & Danielle E. Haslam & Gonzalo Fernández-Duval & A. Heather Eliassen & Kathryn M. Rexrode & Deirdre K. Tobias & Jun Li & Oana Ze, 2023. "Plasma metabolomic profiles associated with mortality and longevity in a prospective analysis of 13,512 individuals," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
- Susan Cheng & Martin G. Larson & Elizabeth L. McCabe & Joanne M. Murabito & Eugene P. Rhee & Jennifer E. Ho & Paul F. Jacques & Anahita Ghorbani & Martin Magnusson & Amanda L. Souza & Amy A. Deik & Ke, 2015. "Distinct metabolomic signatures are associated with longevity in humans," Nature Communications, Nature, vol. 6(1), pages 1-10, November.
- Junhao Wen & Bingxin Zhao & Zhijian Yang & Guray Erus & Ioanna Skampardoni & Elizabeth Mamourian & Yuhan Cui & Gyujoon Hwang & Jingxuan Bao & Aleix Boquet-Pujadas & Zhen Zhou & Yogasudha Veturi & Mary, 2024. "The genetic architecture of multimodal human brain age," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
- Hamilton Se-Hwee Oh & Jarod Rutledge & Daniel Nachun & Róbert Pálovics & Olamide Abiose & Patricia Moran-Losada & Divya Channappa & Deniz Yagmur Urey & Kate Kim & Yun Ju Sung & Lihua Wang & Jigyasha T, 2023. "Organ aging signatures in the plasma proteome track health and disease," Nature, Nature, vol. 624(7990), pages 164-172, December.
- Benjamin B. Sun & Joshua Chiou & Matthew Traylor & Christian Benner & Yi-Hsiang Hsu & Tom G. Richardson & Praveen Surendran & Anubha Mahajan & Chloe Robins & Steven G. Vasquez-Grinnell & Liping Hou & , 2023. "Plasma proteomic associations with genetics and health in the UK Biobank," Nature, Nature, vol. 622(7982), pages 329-338, October.
- Mitja I. Kurki & Juha Karjalainen & Priit Palta & Timo P. Sipilä & Kati Kristiansson & Kati M. Donner & Mary P. Reeve & Hannele Laivuori & Mervi Aavikko & Mari A. Kaunisto & Anu Loukola & Elisa Lahtel, 2023. "FinnGen provides genetic insights from a well-phenotyped isolated population," Nature, Nature, vol. 613(7944), pages 508-518, January.
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