Transcriptome analysis of adult Caenorhabditis elegans cells reveals tissue-specific gene and isoform expression.
Rachel KaletskyVictoria YaoApril WilliamsAlexi M RunnelsAlicja TadychShiyi ZhouOlga G TroyanskayaColeen T MurphyPublished in: PLoS genetics (2018)
The biology and behavior of adults differ substantially from those of developing animals, and cell-specific information is critical for deciphering the biology of multicellular animals. Thus, adult tissue-specific transcriptomic data are critical for understanding molecular mechanisms that control their phenotypes. We used adult cell-specific isolation to identify the transcriptomes of C. elegans' four major tissues (or "tissue-ome"), identifying ubiquitously expressed and tissue-specific "enriched" genes. These data newly reveal the hypodermis' metabolic character, suggest potential worm-human tissue orthologies, and identify tissue-specific changes in the Insulin/IGF-1 signaling pathway. Tissue-specific alternative splicing analysis identified a large set of collagen isoforms. Finally, we developed a machine learning-based prediction tool for 76 sub-tissue cell types, which we used to predict cellular expression differences in IIS/FOXO signaling, stage-specific TGF-β activity, and basal vs. memory-induced CREB transcription. Together, these data provide a rich resource for understanding the biology governing multicellular adult animals.
Keyphrases
- single cell
- machine learning
- signaling pathway
- poor prognosis
- big data
- electronic health record
- genome wide
- rna seq
- cell therapy
- transcription factor
- pi k akt
- endothelial cells
- type diabetes
- induced apoptosis
- childhood cancer
- binding protein
- healthcare
- dna methylation
- high glucose
- copy number
- stem cells
- oxidative stress
- metabolic syndrome
- artificial intelligence
- cell proliferation
- genome wide identification
- working memory
- epithelial mesenchymal transition
- insulin resistance
- glycemic control
- health information
- growth hormone