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...

Full description

Bibliographic Details
Main Authors: 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
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Nutrients
Subjects:
Online Access:https://www.mdpi.com/2072-6643/13/9/3290
id doaj-ff76e65daf094332aa7f542a8e911885
record_format Article
spelling 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
work_keys_str_mv AT shanlinke gutmicrobiotapredictshealthylatelifeaginginmalemice
AT sarahjmitchell gutmicrobiotapredictshealthylatelifeaginginmalemice
AT michaelrmacarthur gutmicrobiotapredictshealthylatelifeaginginmalemice
AT aliceekane gutmicrobiotapredictshealthylatelifeaginginmalemice
AT davidasinclair gutmicrobiotapredictshealthylatelifeaginginmalemice
AT emilymvenable gutmicrobiotapredictshealthylatelifeaginginmalemice
AT katiaschadaideh gutmicrobiotapredictshealthylatelifeaginginmalemice
AT rachelncarmody gutmicrobiotapredictshealthylatelifeaginginmalemice
AT francinegrodstein gutmicrobiotapredictshealthylatelifeaginginmalemice
AT jamesrmitchell gutmicrobiotapredictshealthylatelifeaginginmalemice
AT yangyuliu gutmicrobiotapredictshealthylatelifeaginginmalemice
_version_ 1716869674973528064