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Wang F, Yang J, Lin H, Li Q, Ye Z, Lu Q, Chen L, Tu Z, Tian G. Improved Human Age Prediction by Using Gene Expression Profiles From Multiple Tissues. Front Genet 2020; 11:1025. [PMID: 33101366 PMCID: PMC7546819 DOI: 10.3389/fgene.2020.01025] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 08/11/2020] [Indexed: 12/19/2022] Open
Abstract
Studying transcriptome chronological change from tissues across the whole body can provide valuable information for understanding aging and longevity. Although there has been research on the effect of single-tissue transcriptomes on human aging or aging in mice across multiple tissues, the study of human body-wide multi-tissue transcriptomes on aging is not yet available. In this study, we propose a quantitative model to predict human age by using gene expression data from 46 tissues generated by the Genotype-Tissue Expression (GTEx) project. Specifically, the biological age of a person is first predicted via the gene expression profile of a single tissue. Then, we combine the gene expression profiles from two tissues and compare the predictive accuracy between single and two tissues. The best performance as measured by the root-mean-square error is 3.92 years for single tissue (pituitary), which deceased to 3.6 years when we combined two tissues (pituitary and muscle) together. Different tissues have different potential in predicting chronological age. The prediction accuracy is improved by combining multiple tissues, supporting that aging is a systemic process involving multiple tissues across the human body.
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Affiliation(s)
- Fayou Wang
- School of Computer and Data Engineering, Ningbo Institute of Technology, Zhejiang University, Ningbo, China.,Key Laboratory of Systems Biology, Center for Excellence in Molecular Cell Science, Innovation Center for Cell Signaling Network, Institute of Biochemistry and Cell Biology, Shanghai Institute of Life Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Jialiang Yang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, United States.,Geneis Beijing Co., Ltd., Beijing, China.,Qingdao Geneis Institute of Big Data Mining and Precision Medicine, Qingdao, China
| | - Huixin Lin
- Geneis Beijing Co., Ltd., Beijing, China.,Qingdao Geneis Institute of Big Data Mining and Precision Medicine, Qingdao, China
| | - Qian Li
- Geneis Beijing Co., Ltd., Beijing, China.,Reproductive Center, Northwest Women and Children's Hospital, Xi'an, China
| | - Zixuan Ye
- Geneis Beijing Co., Ltd., Beijing, China
| | - Qingqing Lu
- Geneis Beijing Co., Ltd., Beijing, China.,Qingdao Geneis Institute of Big Data Mining and Precision Medicine, Qingdao, China
| | - Luonan Chen
- Key Laboratory of Systems Biology, Center for Excellence in Molecular Cell Science, Innovation Center for Cell Signaling Network, Institute of Biochemistry and Cell Biology, Shanghai Institute of Life Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Zhidong Tu
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Geng Tian
- Geneis Beijing Co., Ltd., Beijing, China.,Qingdao Geneis Institute of Big Data Mining and Precision Medicine, Qingdao, China
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Shilovsky GA, Putyatina TS, Ashapkin VV, Rozina AA, Lyubetsky VA, Minina EP, Bychkovskaia IB, Markov AV, Skulachev VP. Ants as Object of Gerontological Research. BIOCHEMISTRY (MOSCOW) 2019; 83:1489-1503. [PMID: 30878024 DOI: 10.1134/s0006297918120076] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Social insects with identical genotype that form castes with radically different lifespans are a promising model system for studying the mechanisms underlying longevity. The main direction of progressive evolution of social insects, in particular, ants, is the development of the social way of life inextricably linked with the increase in the colony size. Only in a large colony, it is possible to have a developed polyethism, create large food reserves, and actively regulate the nest microclimate. The lifespan of ants hugely varies among genetically similar queens, workers (unproductive females), and males. The main advantage of studies on insects is the determinism of ontogenetic processes, with a single genome leading to completely different lifespans in different castes. This high degree of determinacy is precisely the reason why some researchers (incorrectly) call a colony of ants the "superorganism", emphasizing the fact that during the development, depending on the community needs, ants can switch their ontogenetic programs, which influences their social roles, ability to learn (i.e., the brain [mushroom-like body] plasticity), and, respectively, the spectrum of tasks performed by a given individual. It has been shown that in many types of food behavior, older ants surpass young ones in both performing the tasks and transferring the experience. The balance between the need to reduce the "cost" of non-breeding individuals (short lifespan and small size of workers) and the benefit from experienced long-lived workers possessing useful skills (large size and "non-aging") apparently determines the differences in the lifespan and aging rate of workers in different species of ants. A large spectrum of rigidly determined ontogenetic trajectories in different castes with identical genomes and the possibility of comparison between "evolutionarily advanced" and "primitive" subfamilies (e.g., Formicinae and Ponerinae) make ants an attractive object in the studies of both normal aging and effects of anti-aging drugs.
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Affiliation(s)
- G A Shilovsky
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119991, Russia. .,Lomonosov Moscow State University, Faculty of Biology, Moscow, 119234, Russia.,Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, 127051, Russia
| | - T S Putyatina
- Lomonosov Moscow State University, Faculty of Biology, Moscow, 119234, Russia
| | - V V Ashapkin
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119991, Russia
| | - A A Rozina
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119991, Russia
| | - V A Lyubetsky
- Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, 127051, Russia
| | - E P Minina
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119991, Russia
| | - I B Bychkovskaia
- Nikiforov Center of Emergency and Radiation Medicine of the Russian Ministry of Emergency Control, St. Petersburg, 194044, Russia
| | - A V Markov
- Lomonosov Moscow State University, Faculty of Biology, Moscow, 119234, Russia
| | - V P Skulachev
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119991, Russia
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Walker RF. On the cause and mechanism of phenoptosis. BIOCHEMISTRY (MOSCOW) 2017; 82:1462-1479. [DOI: 10.1134/s0006297917120069] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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Clinical and genetic analysis of a rare syndrome associated with neoteny. Genet Med 2017; 20:495-502. [DOI: 10.1038/gim.2017.140] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2016] [Accepted: 06/20/2017] [Indexed: 01/23/2023] Open
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Walker RF, Liu JS, Peters BA, Ritz BR, Wu T, Ophoff RA, Horvath S. Epigenetic age analysis of children who seem to evade aging. Aging (Albany NY) 2016; 7:334-9. [PMID: 25991677 PMCID: PMC4468314 DOI: 10.18632/aging.100744] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
We previously reported the unusual case of a teenage girl stricken with multifocal developmental dysfunctions whose physical development was dramatically delayed resulting in her appearing to be a toddler or at best a preschooler, even unto the occasion of her death at the age of 20 years. Her life-long physician felt that the disorder was unique in the world and that future treatments for age-related diseases might emerge from its study. The objectives of our research were to determine if other such cases exist, and if so, whether aging is actually slowed. Of seven children characterized by dramatically slow developmental rates, five also had associated disorders displayed by the first case. All of the identified subjects were female. To objectively measure the age of blood tissue from these subjects, we used a highly accurate biomarker of aging known as “epigenetic clock” based on DNA methylation levels. No statistically significant differences in chronological and epigenetic ages were detected in any of the newly discovered cases. Our study shows that a) there are multiple children who maintain the façade of persistent toddler-like features while aging from birth to young adulthood and b) blood tissue from these cases is not younger than expected.
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Affiliation(s)
- Richard F Walker
- Physician's Scientific and Regulatory Services, Inc., Indian Rocks Beach, FL 33785, USA
| | - Jia Sophie Liu
- Department of Research, Complete Genomics Inc. Mountain View CA94043 USA,BGI-Shenzhen, Shenzhen 518083, China
| | - Brock A Peters
- Department of Research, Complete Genomics Inc. Mountain View CA94043 USA,BGI-Shenzhen, Shenzhen 518083, China
| | - Beate R Ritz
- Epidemiology, School of Public Health, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Timothy Wu
- Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.,UCLA Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Roel A Ophoff
- Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.,UCLA Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Steve Horvath
- Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.,Biostatistics, School of Public Health, University of California Los Angeles, Los Angeles, CA 90095, USA
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de Magalhães JP. Programmatic features of aging originating in development: aging mechanisms beyond molecular damage? FASEB J 2012; 26:4821-6. [PMID: 22964300 PMCID: PMC3509060 DOI: 10.1096/fj.12-210872] [Citation(s) in RCA: 81] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The idea that aging follows a predetermined sequence of events, a program, has been discredited by most contemporary authors. Instead, aging is largely thought to occur due to the accumulation of various forms of molecular damage. Recent work employing functional genomics now suggests that, indeed, certain facets of mammalian aging may follow predetermined patterns encoded in the genome as part of developmental processes. It appears that genetic programs coordinating some aspects of growth and development persist into adulthood and may become detrimental. This link between development and aging may occur due to regulated processes, including through the action of microRNAs and epigenetic mechanisms. Taken together with other results, in particular from worms, these findings provide evidence that some aging changes are not primarily a result of a build-up of stochastic damage but are rather a product of regulated processes. These processes are interpreted as forms of antagonistic pleiotropy, the product of a “shortsighted watchmaker,” and thus do not assume aging evolved for a purpose. Overall, it appears that the genome does, indeed, contain specific instructions that drive aging in animals, a radical shift in our perception of the aging process.—de Magalhães, J. P. Programmatic features of aging originating in development: aging mechanisms beyond molecular damage?
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Affiliation(s)
- João Pedro de Magalhães
- Integrative Genomics of Ageing Group, Institute of Integrative Biology, University of Liverpool, Liverpool, UK.
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Trent RJ. Development, Aging and Cancer. Mol Med 2012. [DOI: 10.1016/b978-0-12-381451-7.00007-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022] Open
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Walker RF. Developmental theory of aging revisited: focus on causal and mechanistic links between development and senescence. Rejuvenation Res 2011; 14:429-36. [PMID: 21767161 DOI: 10.1089/rej.2011.1162] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Senescence violates the most basic tenet of natural selection by causing death rather than individual survival. Thus, current theories favor the concept of antagonistic pleiotropy (AP) to explain how aging emerged in metazoans. Presumably, pleiotropic genes reduce vigor and limit longevity in adults. However, they also promote fitness and reproduction in juveniles, causing them to be selected and retained in the gene pool. The general hypothesis presented herein is a special case of AP that identifies the common cause and mechanism of aging in iteroparous (i.e., capable of reproducing multiple times) animals. It ascribes senescence to unremitting, nonprogrammed change or remodeling forced upon the adult soma by postmaturation expression of developmental gene(s) affecting dynamic transformation of the single-celled conceptus into a complex, multicellular organism. Whereas persistent somatic change is necessary for development to proceed normally, it also has the potential to erode homeostasis in adults after maturation is complete. Thus, developmental inertia is the primary cause of senescence, whereas decay of internal order and integrated function among interdependent systems of the body is the general mechanism by which aging progresses over time. Accordingly, this global pathogenic process creates an environment in which the many recognized, age-associated physiologic and metabolic sequelae can arise as consequences of senescence rather than causes of it. Paradoxically, the genes that promote somatic remodeling essential for development and survival also guarantee aging and death by the same action whose outcomes differ only by the time it is expressed relevant to maturation.
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Affiliation(s)
- Richard F Walker
- Renew BioSciences LLC, 456 Harbor Drive South,Indian Rocks Beach, FL 33785, USA.
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Abstract
The nematode Caenorhabditis elegans ages and dies in a few weeks, but humans can live for 100 years or more. Assuming that the ancestor we share with nematodes aged rapidly, this means that over evolutionary time mutations have increased lifespan more than 2,000-fold. Which genes can extend lifespan? Can we augment their activities and live even longer? After centuries of wistful poetry and wild imagination, we are now getting answers, often unexpected ones, to these fundamental questions.
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Affiliation(s)
- Cynthia J Kenyon
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, California 94158, USA.
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