Literature DB >> 35792961

Brain age estimation reveals older adults' accelerated senescence after traumatic brain injury.

Anar Amgalan1, Alexander S Maher1, Satyaki Ghosh1,2, Helena C Chui3, Paul Bogdan4, Andrei Irimia5,6.   

Abstract

Adults aged 60 and over are most vulnerable to mild traumatic brain injury (mTBI). Nevertheless, the extent to which chronological age (CA) at injury affects TBI-related brain aging is unknown. This study applies Gaussian process regression to T1-weighted magnetic resonance images (MRIs) acquired within [Formula: see text]7 days and again [Formula: see text]6 months after a single mTBI sustained by 133 participants aged 20-83 (CA [Formula: see text] = 42.6 ± 17 years; 51 females). Brain BAs are estimated, modeled, and compared as a function of sex and CA at injury using a statistical model selection procedure. On average, the brains of older adults age by 15.3 ± 6.9 years after mTBI, whereas those of younger adults age only by 1.8 ± 5.6 years, a significant difference (Welch's t32 =  - 9.17, p ≃ 9.47 × 10-11). For an adult aged [Formula: see text]30 to [Formula: see text]60, the expected amount of TBI-related brain aging is [Formula: see text]3 years greater than in an individual younger by a decade. For an individual over [Formula: see text]60, the respective amount is [Formula: see text]7 years. Despite no significant sex differences in brain aging (Welch's t108 = 0.78, p > 0.78), the statistical test is underpowered. BAs estimated at acute baseline versus chronic follow-up do not differ significantly (t264 = 0.41, p > 0.66, power = 80%), suggesting negligible TBI-related brain aging during the chronic stage of TBI despite accelerated aging during the acute stage. Our results indicate that a single mTBI sustained after age [Formula: see text]60 involves approximately [Formula: see text]10 years of premature and lasting brain aging, which is MRI detectable as early as [Formula: see text]7 days post-injury.
© 2022. The Author(s), under exclusive licence to American Aging Association.

Entities:  

Keywords:  Biological age; Chronological age; Machine learning; Magnetic resonance imaging; Neurodegeneration

Year:  2022        PMID: 35792961     DOI: 10.1007/s11357-022-00597-1

Source DB:  PubMed          Journal:  Geroscience        ISSN: 2509-2723            Impact factor:   7.713


  44 in total

Review 1.  Structural and connectomic neuroimaging for the personalized study of longitudinal alterations in cortical shape, thickness and connectivity after traumatic brain injury.

Authors:  A Irimia; S Y Goh; C M Torgerson; P Vespa; J D Van Horn
Journal:  J Neurosurg Sci       Date:  2014-05-20       Impact factor: 2.279

2.  Association of Traumatic Brain Injury With Late-Life Neurodegenerative Conditions and Neuropathologic Findings.

Authors:  Paul K Crane; Laura E Gibbons; Kristen Dams-O'Connor; Emily Trittschuh; James B Leverenz; C Dirk Keene; Joshua Sonnen; Thomas J Montine; David A Bennett; Sue Leurgans; Julie A Schneider; Eric B Larson
Journal:  JAMA Neurol       Date:  2016-09-01       Impact factor: 18.302

Review 3.  Chronic neurodegeneration after traumatic brain injury: Alzheimer disease, chronic traumatic encephalopathy, or persistent neuroinflammation?

Authors:  Alan I Faden; David J Loane
Journal:  Neurotherapeutics       Date:  2015-01       Impact factor: 7.620

4.  Statistical estimation of physiological brain age as a descriptor of senescence rate during adulthood.

Authors:  Andrei Irimia; Carinna M Torgerson; S-Y Matthew Goh; John D Van Horn
Journal:  Brain Imaging Behav       Date:  2015-12       Impact factor: 3.978

5.  Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker.

Authors:  James H Cole; Rudra P K Poudel; Dimosthenis Tsagkrasoulis; Matthan W A Caan; Claire Steves; Tim D Spector; Giovanni Montana
Journal:  Neuroimage       Date:  2017-07-29       Impact factor: 6.556

6.  BrainAGE in Mild Cognitive Impaired Patients: Predicting the Conversion to Alzheimer's Disease.

Authors:  Christian Gaser; Katja Franke; Stefan Klöppel; Nikolaos Koutsouleris; Heinrich Sauer
Journal:  PLoS One       Date:  2013-06-27       Impact factor: 3.240

7.  Cognitive Impairment Following Acute Mild Traumatic Brain Injury.

Authors:  Maíra Glória de Freitas Cardoso; Rodrigo Moreira Faleiro; Jonas Jardim de Paula; Arthur Kummer; Paulo Caramelli; Antônio Lúcio Teixeira; Leonardo Cruz de Souza; Aline Silva Miranda
Journal:  Front Neurol       Date:  2019-03-08       Impact factor: 4.003

Review 8.  Ten Years of BrainAGE as a Neuroimaging Biomarker of Brain Aging: What Insights Have We Gained?

Authors:  Katja Franke; Christian Gaser
Journal:  Front Neurol       Date:  2019-08-14       Impact factor: 4.003

9.  Brain age predicts mortality.

Authors:  J H Cole; S J Ritchie; M E Bastin; M C Valdés Hernández; S Muñoz Maniega; N Royle; J Corley; A Pattie; S E Harris; Q Zhang; N R Wray; P Redmond; R E Marioni; J M Starr; S R Cox; J M Wardlaw; D J Sharp; I J Deary
Journal:  Mol Psychiatry       Date:  2017-04-25       Impact factor: 15.992

Review 10.  Brain age and other bodily 'ages': implications for neuropsychiatry.

Authors:  James H Cole; Riccardo E Marioni; Sarah E Harris; Ian J Deary
Journal:  Mol Psychiatry       Date:  2018-06-11       Impact factor: 15.992

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