Isoswitching drives the aging process in human brains
Erdogdu, B.; Ji, H. J.; Rudnick, Z. C.; Pertea, M.; Salzberg, S.
Show abstract
Learning, reasoning, and working memory functions are attributed to the dorsolateral prefrontal cortex (DLPFC), a brain region that is highly evolved in primates and notably variable among individuals. Environmental and genetic factors likely contribute to this variability, but little is known about how they influence changes within an individual brain across the lifespan as different cognitive tasks and challenges arise. Most genetic studies focus on DNA mutations or changes in overall gene expression levels. However, genes can also alter the form in which they are expressed through alternative splicing. Using RNA sequencing data from prenatal and postnatal human DLPFCs, we observed that many genes undergo dramatic shifts in their isoform preferences around the time of birth. We further found that thousands of genes continue to undergo gradual, temporally regulated changes in their preferred isoforms, a phenomenon we term isoswitching. In this study, we present isoswitching as a major force in brain development, capable of accurately predicting human brain age from prenatal stages through late adulthood and beyond eighty years of age. This represents the first demonstration of brain age prediction based solely on RNA sequencing data in humans. We also report isoswitching in the brain of a closely related primate, the rhesus macaque.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- An integrative systems-biology approach defines mechanisms of Alzheimer's disease neurodegeneration 97%
- Gene body DNA hydroxymethylation restricts the magnitude of transcriptional changes during aging 97%
- A spatio-temporal brain miRNA expression atlas identifies sex-independent age-related microglial driven miR-155-5p increase 96%
Similar papers in this journal
- voyAGEr: free web interface for the analysis of age-related gene expression alterations in human tissues 97%
- The Neuron-specific IIS/FOXO Transcriptome in Aged Animals Reveals Regulatory Mechanisms of Neuronal and Cognitive Aging 96%
- Pan-tissue Transcriptome Analysis Reveals Sex-dimorphic Human Aging 96%
Similar papers in this journal
- Knockout of the longevity gene Klotho perturbs aging- and Alzheimer's disease-linked brain microRNAs and tRNA fragments 96%
- miR-29 is an important driver of aging-related phenotypes 94%
- Single-cell analysis of chromatin and expression reveals age- and sex-associated alterations in the human heart 94%
Similar papers in this journal
- Spatiotemporal analysis of gene expression in the human dentate gyrus reveals age-associated changes in cellular maturation and neuroinflammation 97%
- Age-Dependent Maturation and Rejuvenation of the Neural 3D Chromatin Interactome in Enriched Environments 96%
- Decoding the transcriptional response to ischemic stroke in young and aged mouse brain 95%
Similar papers in this journal
- Polygenic prediction of human longevity on the supposition of pervasive pleiotropy 96%
- TimeFlies: an snRNA-seq aging clock for the fruit fly head sheds light on sex-biased aging 95%
- Modeling of mitochondrial genetic polymorphisms reveals induction of heteroplasmy by pleiotropic disease locus MT:10398A>G 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.