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CNEReg Interprets Ruminant-specific Conserved Non-coding Elements by Developmental Gene Regulatory Network

  • Xiangyu Pan
  • , Zhaoxia Ma
  • , Xinqi Sun
  • , Hui Li
  • , Tingting Zhang
  • , Chen Zhao
  • , Nini Wang
  • , Rasmus Heller
  • , Wing Hung Wong
  • , Wen Wang
  • , Yu Jiang
  • , Yong Wang
  • Northwest Agriculture and Forestry University
  • Guangdong Academy of Medical Sciences
  • CAS - Academy of Mathematics and System Sciences
  • University of Chinese Academy of Sciences
  • Guangxi University
  • University of Copenhagen
  • Stanford University
  • CAS - Kunming Institute of Zoology
  • Chinese Academy of Sciences

Research output: Contribution to journalArticlepeer-review

5 Scopus citations

Abstract

The genetic information coded in DNA leads to trait innovation via a gene regulatory network (GRN) in development. Here, we developed a conserved non-coding element interpretation method to integrate multi-omics data into gene regulatory network (CNEReg) to investigate the ruminant multi-chambered stomach innovation. We generated paired expression and chromatin accessibility data during rumen and esophagus development in sheep, and revealed 1601 active ruminant-specific conserved non-coding elements (active-RSCNEs). To interpret the function of these active-RSCNEs, we defined toolkit transcription factors (TTFs) and modeled their regulation on rumen-specific genes via batteries of active-RSCNEs during development. Our developmental GRN revealed 18 TTFs and 313 active-RSCNEs regulating 7 rumen functional modules. Notably, 6 TTFs (OTX1, SOX21, HOXC8, SOX2, TP63, and PPARG), as well as 16 active-RSCNEs, functionally distinguished the rumen from the esophagus. Our study provides a systematic approach to understanding how gene regulation evolves and shapes complex traits by putting evo-devo concepts into practice with developmental multi-omics data.

Original languageEnglish
Pages (from-to)632-648
Number of pages17
JournalGenomics, Proteomics and Bioinformatics
Volume21
Issue number3
DOIs
StatePublished - Jun 2023

Keywords

  • Conserved non-coding element
  • Gene regulatory network
  • Ruminant
  • Toolkit transcription factor
  • Trait innovation

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