Biomarkers selection and mathematical modeling in biological age estimation

被引:28
作者
Bafei, Solim Essomandan Clemence [1 ]
Shen, Chong [1 ]
机构
[1] Nanjing Med Univ, Ctr Global Hlth, Sch Publ Hlth, Dept Epidemiol, Nanjing 211166, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
GENOME-WIDE ASSOCIATION; POLYGENIC RISK SCORE; EPIGENETIC CLOCKS; GENE-EXPRESSION; DNA METHYLATION; NATIONAL-HEALTH; LIFE-SPAN; LONGEVITY; MORTALITY; INDEX;
D O I
10.1038/s41514-023-00110-8
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Biological age (BA) is important for clinical monitoring and preventing aging-related disorders and disabilities. Clinical and/or cellular biomarkers are measured and integrated in years using mathematical models to display an individual's BA. To date, there is not yet a single or set of biomarker(s) and technique(s) that is validated as providing the BA that reflects the best real aging status of individuals. Herein, a comprehensive overview of aging biomarkers is provided and the potential of genetic variations as proxy indicators of the aging state is highlighted. A comprehensive overview of BA estimation methods is also provided as well as a discussion of their performances, advantages, limitations, and potential approaches to overcome these limitations.
引用
收藏
页数:9
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共 105 条
[11]   How Important Are Genes to Achieve Longevity? [J].
Caruso, Calogero ;
Ligotti, Mattia Emanuela ;
Accardi, Giulia ;
Aiello, Anna ;
Duro, Giovanni ;
Galimberti, Damiano ;
Candore, Giuseppina .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (10)
[12]   An empirical comparative study on biological age estimation algorithms with an application of Work Ability Index (WAI) [J].
Cho, Il Haeng ;
Park, Kyung S. ;
Lim, Chang Joo .
MECHANISMS OF AGEING AND DEVELOPMENT, 2010, 131 (02) :69-78
[13]   Tutorial: a guide to performing polygenic risk score analyses [J].
Choi, Shing Wan ;
Mak, Timothy Shin-Heng ;
O'Reilly, Paul F. .
NATURE PROTOCOLS, 2020, 15 (09) :2759-2772
[14]   PRSice-2: Polygenic Risk Score software for biobank-scale data [J].
Choi, Shing Wan ;
O'Reilly, Paul F. .
GIGASCIENCE, 2019, 8 (07)
[15]   Statistical Distance as a Measure of Physiological Dysregulation Is Largely Robust to Variation in Its Biomarker Composition [J].
Cohen, Alan A. ;
Li, Qing ;
Milot, Emmanuel ;
Leroux, Maxime ;
Faucher, Samuel ;
Morissette-Thomas, Vincent ;
Legault, Veronique ;
Fried, Linda P. ;
Ferrucci, Luigi .
PLOS ONE, 2015, 10 (04)
[16]   A novel statistical approach shows evidence for multi-system physiological dysregulation during aging [J].
Cohen, Alan A. ;
Milot, Emmanuel ;
Yong, Jian ;
Seplaki, Christopher L. ;
Fueloep, Tamas ;
Bandeen-Roche, Karen ;
Fried, Linda P. .
MECHANISMS OF AGEING AND DEVELOPMENT, 2013, 134 (3-4) :110-117
[17]   Calculating Polygenic Risk Scores (PRS) in UK Biobank: A Practical Guide for Epidemiologists [J].
Collister, Jennifer A. ;
Liu, Xiaonan ;
Clifton, Lei .
FRONTIERS IN GENETICS, 2022, 13
[18]   A meta-analysis of genome-wide association studies identifies multiple longevity genes [J].
Deelen, Joris ;
Evans, Daniel S. ;
Arking, Dan E. ;
Tesi, Niccola ;
Nygaard, Marianne ;
Liu, Xiaomin ;
Wojczynski, Mary K. ;
Biggs, Mary L. ;
van Der Spek, Ashley ;
Atzmon, Gil ;
Ware, Erin B. ;
Sarnowski, Chloe ;
Smith, Albert, V ;
Seppala, Ilkka ;
Cordell, Heather J. ;
Dose, Janina ;
Amin, Najaf ;
Arnold, Alice M. ;
Ayers, Kristin L. ;
Barzilai, Nir ;
Becker, Elizabeth J. ;
Beekman, Marian ;
Blanche, Helene ;
Christensen, Kaare ;
Christiansen, Lene ;
Collerton, Joanna C. ;
Cubaynes, Sarah ;
Cummings, Steven R. ;
Davies, Karen ;
Debrabant, Birgit ;
Deleuze, Jean-Francois ;
Duncan, Rachel ;
Faul, Jessica D. ;
Franceschi, Claudio ;
Galan, Pilar ;
Gudnaso, Vilmundur ;
Harris, Tamara B. ;
Huisman, Martijn ;
Hurme, Mikko A. ;
Jagger, Carol ;
Jansen, Iris ;
Jylha, Marja ;
Kahonen, Mika ;
Karasik, David ;
Kardia, Sharon L. R. ;
Kingston, Andrew ;
Kirkwood, Thomas B. L. ;
Launer, Lenore J. ;
Lehtimaki, Terho ;
Lieb, Wolfgang .
NATURE COMMUNICATIONS, 2019, 10 (1)
[19]   Genome-wide association meta-analysis of human longevity identifies a novel locus conferring survival beyond 90 years of age [J].
Deelen, Joris ;
Beekman, Marian ;
Uh, Hae-Won ;
Broer, Linda ;
Ayers, Kristin L. ;
Tan, Qihua ;
Kamatani, Yoichiro ;
Bennet, Anna M. ;
Tamm, Riin ;
Trompet, Stella ;
Guobjartsson, Daniel F. ;
Flachsbart, Friederike ;
Rose, Giuseppina ;
Viktorin, Alexander ;
Fischer, Krista ;
Nygaard, Marianne ;
Cordell, Heather J. ;
Crocco, Paolina ;
Van den Akker, Erik B. ;
Bohringer, Stefan ;
Helmer, Quinta ;
Nelson, Christopher P. ;
Saunders, Gary I. ;
Alver, Maris ;
Andersen-Ranberg, Karen ;
Breen, Marie E. ;
van der Breggen, Ruud ;
Caliebe, Amke ;
Capri, Miriam ;
Cevenini, Elisa ;
Collerton, Joanna C. ;
Dato, Serena ;
Davies, Karen ;
Ford, Ian ;
Gampe, Jutta ;
Garagnani, Paolo ;
de Geus, Eco J. C. ;
Harrow, Jennifer ;
van Heemst, Diana ;
Heijmans, Bastiaan T. ;
Heinsen, Femke-Anouska ;
Hottenga, Jouke-Jan ;
Hofman, Albert ;
Jeune, Bernard ;
Jonsson, Palmi V. ;
Lathrop, Mark ;
Lechner, Doris ;
Martin-Ruiz, Carmen ;
Mcnerlan, Susan E. ;
Mihailov, Evelin .
HUMAN MOLECULAR GENETICS, 2014, 23 (16) :4420-4432
[20]   Parental Life Span and Polygenic Risk Score of Longevity Are Associated With White Matter Hyperintensities [J].
Dong, Chao ;
Thalamuthu, Anbupalam ;
Jiang, Jiyang ;
Mather, Karen A. ;
Brodaty, Henry ;
Sachdev, Perminder S. ;
Wen, Wei .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2022, 77 (04) :689-696