Nature NeuroscienceNeurosciencePeer-reviewed journal article
Genetics of brain age suggest an overlap with common brain disorders
Tobias KaufmanniD, Dennis van der MeeriD, Nhat Trung DoaniD, Emanuel SchwarziD, Martina Jonette LundiD, Ingrid AgartziD, Dag AlnæsiD, Deanna M. BarchiD, Ramona Baur‐Streubel, Alessandro BertolinoiD, Francesco BettellaiD, Mona Kristiansen BeyeriD, Erlend BøeniD, Stefan BorgwardtiD, Christine Lycke Brandt, Jan K. BuitelaariD, Elisabeth Gulowsen CeliusiD, Simon ČervenkaiD, Annette ConzelmanniD, Aldo Córdova‐PalomeraiD, Anders Martin DaleiD, Dominique J.‐F. de QuervainiD, Pasquale Di CarloiD, Srdjan DjuroviciD, Erlend S. DørumiD, , Neurocognition and Genetics Study for the Pediatric Imaging
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Abstract
Numerous genetic and environmental factors contribute to psychiatric disorders and other brain disorders. Common risk factors likely converge on biological pathways regulating the optimization of brain structure and function across the lifespan. Here, using structural magnetic resonance imaging and machine learning, we estimated the gap between brain age and chronological age in 36,891 individuals aged 3 to 96 years, including individuals with different brain disorders. We show that several disorders are associated with accentuated brain aging, with strongest effects in schizophrenia, multiple sclerosis and dementia, and document differential regional patterns of brain age gaps between disorders. In 16,269 healthy adult individuals, we show that brain age gap is heritable with a polygenic architecture overlapping those observed in common brain disorders. Our results identify brain age gap as a genetically modulated trait that offers a window into shared and distinct mechanisms in different brain disorders.
- organism: human
- assay: imaging
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: machine learning (classical)
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