Nature Communications · 2022 · 81 citations · 31 references
Life SciencesBiologyGeneticsAgingGene ExpressionTranscriptomicsBiological AgingCancer TranscriptomicsCellular AgingExpression Quantitative Trait Loci AnalysisGenetics Of AgingHeritabilityAge-related Cancer BiologyAge-related Cancer RiskAge-related Change In HeritabilityExpression Level VariationExpression Quantitative Trait LociExpression Quantitative Trait Loci MappingExpression Quantitative Trait Locus HeritabilitySomatic Mutations
Abstract Age is the primary risk factor for many common human diseases. Here, we quantify the relative contributions of genetics and aging to gene expression patterns across 27 tissues from 948 humans. We show that the predictive power of expression quantitative trait loci is impacted by age in many tissues. Jointly modelling the contributions of age and genetics to transcript level variation we find expression heritability ( h 2 ) is consistent among tissues while the contribution of aging varies by >20-fold with $${R}_{{{{{{{{\rm{age}}}}}}}}}^{2} \; > \;{h}^{2}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:msubsup> <mml:mrow> <mml:mi>R</mml:mi> </mml:mrow> <mml:mrow> <mml:mi>age</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>2</mml:mn> </mml:mrow> </mml:msubsup> <mml:mspace/> <mml:mo>></mml:mo> <mml:mspace/> <mml:msup> <mml:mrow> <mml:mi>h</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>2</mml:mn> </mml:mrow> </mml:msup> </mml:math> in 5 tissues. We find that while the force of purifying selection is stronger on genes expressed early versus late in life (Medawar’s hypothesis), several highly proliferative tissues exhibit the opposite pattern. These non-Medawarian tissues exhibit high rates of cancer and age-of-expression-associated somatic mutations. In contrast, genes under genetic control are under relaxed constraint. Together, we demonstrate the distinct roles of aging and genetics on expression phenotypes.
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Rebecca L. Siegel, Kimberly D. Miller, Hannah E. Fuchs et al. · CA A Cancer Journal for Clinicians · 2022 · 18.2K citations · Full text
The Molecular Signatures Database Hallmark Gene Set Collection
Arthur Liberzon, Chet Birger, Helga Thorvaldsdóttir et al. · Cell Systems · 2015 · 14.5K citations · Full text