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A high-resolution bovine mitochondrial co-expression network.

Pâmela A Alexandre1, Kate Keogh1,2, Antonio Reverter1

  • 1Agriculture and Food Department, Commonwealth Scientific and Industrial Research Organisation, Brisbane, Queensland 4067, Australia.

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|February 3, 2025
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Summary
This summary is machine-generated.

Researchers mapped mitochondrial gene networks in cattle using RNA-seq data. This revealed coordinated gene expression patterns related to feed efficiency and identified key regulatory factors influencing mitochondrial function.

Keywords:
Beef cattleFeed efficiencyOrganellePartial correlationRNAseq

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Area of Science:

  • Mitochondrial biology
  • Systems biology
  • Genomics

Background:

  • Mitochondrial function is complex and not fully understood.
  • Understanding mitochondrial gene regulation is crucial for cellular processes.
  • A comprehensive framework for visualizing mitochondrial data is needed.

Purpose of the Study:

  • To create a co-expression network representing the mitochondrial proteome.
  • To visualize and interpret genome-wide molecular data related to mitochondria.
  • To investigate the interplay between mitochondrial DNA (mtDNA) and nuclear gene regulation.

Main Methods:

  • Reverse-engineered a co-expression network using 723 RNA-seq datasets from 441 cattle.
  • Analyzed mRNA encoding over half of the mitochondrial proteome.
  • Integrated transcription factor data to build a regulatory network.

Main Results:

  • Constructed a mitochondrial landscape with a main network and sub-networks.
  • Identified a distinct mtDNA sub-network including nuclear gene PDHA1, linking glycolysis to the TCA cycle.
  • Discovered breed and diet-sensitive expression patterns in cattle muscle transcriptomes.
  • Highlighted subtle, coordinated gene expression changes missed by traditional methods.
  • Found nuclear hormone receptors enriched among influential transcription factors.

Conclusions:

  • The developed network provides a framework for mitochondrial data interpretation.
  • The study reveals intricate regulatory relationships within the mitochondrial network, including nuclear-cytoplasmic interactions.
  • This approach enhances the detection of complex gene expression patterns relevant to traits like feed efficiency.