Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice
Calorie restriction (CR) extends lifespan and retards age-related chronic diseases in most species. There is growing evidence that the gut microbiota has a pivotal role in host health and age-related pathological conditions. Yet, it is still unclear how CR and the gut microbiota are related to healt...
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doaj-ff76e65daf094332aa7f542a8e9118852021-09-26T00:53:14ZengMDPI AGNutrients2072-66432021-09-01133290329010.3390/nu13093290Gut Microbiota Predicts Healthy Late-Life Aging in Male MiceShanlin Ke0Sarah J. Mitchell1Michael R. MacArthur2Alice E. Kane3David A. Sinclair4Emily M. Venable5Katia S. Chadaideh6Rachel N. Carmody7Francine Grodstein8James R. Mitchell9Yangyu Liu10Channing Division of Network Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USADepartment of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USADepartment of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USAPaul F. Glenn Center for Biology of Aging Research, Department of Genetics, Blavatnik Institute, Harvard Medical School, Boston, MA 02115, USAPaul F. Glenn Center for Biology of Aging Research, Department of Genetics, Blavatnik Institute, Harvard Medical School, Boston, MA 02115, USADepartment of Human Evolutionary Biology, Harvard University, Cambridge, MA 02138, USADepartment of Human Evolutionary Biology, Harvard University, Cambridge, MA 02138, USADepartment of Human Evolutionary Biology, Harvard University, Cambridge, MA 02138, USAChanning Division of Network Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USADepartment of Health Sciences and Technology, ETH Zurich, 8005 Zurich, SwitzerlandChanning Division of Network Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USACalorie restriction (CR) extends lifespan and retards age-related chronic diseases in most species. There is growing evidence that the gut microbiota has a pivotal role in host health and age-related pathological conditions. Yet, it is still unclear how CR and the gut microbiota are related to healthy aging. Here, we report findings from a small longitudinal study of male C57BL/6 mice maintained on either <i>ad libitum</i> or mild (15%) CR diets from 21 months of age and tracked until natural death. We demonstrate that CR results in a significantly reduced rate of increase in the frailty index (FI), a well-established indicator of aging. We observed significant alterations in diversity, as well as compositional patterns of the mouse gut microbiota during the aging process. Interrogating the FI-related microbial features using machine learning techniques, we show that gut microbial signatures from 21-month-old mice can predict the healthy aging of 30-month-old mice with reasonable accuracy. This study deepens our understanding of the links between CR, gut microbiota, and frailty in the aging process of mice.https://www.mdpi.com/2072-6643/13/9/3290gut microbiotamicecalorie restrictionhealthy agingmachine learning |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shanlin Ke Sarah J. Mitchell Michael R. MacArthur Alice E. Kane David A. Sinclair Emily M. Venable Katia S. Chadaideh Rachel N. Carmody Francine Grodstein James R. Mitchell Yangyu Liu |
spellingShingle |
Shanlin Ke Sarah J. Mitchell Michael R. MacArthur Alice E. Kane David A. Sinclair Emily M. Venable Katia S. Chadaideh Rachel N. Carmody Francine Grodstein James R. Mitchell Yangyu Liu Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice Nutrients gut microbiota mice calorie restriction healthy aging machine learning |
author_facet |
Shanlin Ke Sarah J. Mitchell Michael R. MacArthur Alice E. Kane David A. Sinclair Emily M. Venable Katia S. Chadaideh Rachel N. Carmody Francine Grodstein James R. Mitchell Yangyu Liu |
author_sort |
Shanlin Ke |
title |
Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice |
title_short |
Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice |
title_full |
Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice |
title_fullStr |
Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice |
title_full_unstemmed |
Gut Microbiota Predicts Healthy Late-Life Aging in Male Mice |
title_sort |
gut microbiota predicts healthy late-life aging in male mice |
publisher |
MDPI AG |
series |
Nutrients |
issn |
2072-6643 |
publishDate |
2021-09-01 |
description |
Calorie restriction (CR) extends lifespan and retards age-related chronic diseases in most species. There is growing evidence that the gut microbiota has a pivotal role in host health and age-related pathological conditions. Yet, it is still unclear how CR and the gut microbiota are related to healthy aging. Here, we report findings from a small longitudinal study of male C57BL/6 mice maintained on either <i>ad libitum</i> or mild (15%) CR diets from 21 months of age and tracked until natural death. We demonstrate that CR results in a significantly reduced rate of increase in the frailty index (FI), a well-established indicator of aging. We observed significant alterations in diversity, as well as compositional patterns of the mouse gut microbiota during the aging process. Interrogating the FI-related microbial features using machine learning techniques, we show that gut microbial signatures from 21-month-old mice can predict the healthy aging of 30-month-old mice with reasonable accuracy. This study deepens our understanding of the links between CR, gut microbiota, and frailty in the aging process of mice. |
topic |
gut microbiota mice calorie restriction healthy aging machine learning |
url |
https://www.mdpi.com/2072-6643/13/9/3290 |
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