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Perspectives on transcriptomics in animal physiology studies.

Christopher J Martyniuk1

  • 1Department of Physiological Sciences and Center for Environmental and Human Toxicology, University of Florida Genetics Institute, Interdisciplinary Program in Biomedical Sciences Neuroscience, College of Veterinary Medicine, University of Florida, Gainesville, FL 32611, USA.

Comparative Biochemistry and Physiology. Part B, Biochemistry & Molecular Biology
|August 18, 2020
PubMed
Summary
This summary is machine-generated.

Understanding animal adaptation requires careful use of transcriptomics. Researchers should increase sample sizes and incorporate biological variability for accurate RNA sequencing (RNA-seq) results in physiology studies.

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Area of Science:

  • Animal physiology and biochemistry
  • Molecular biology and genomics

Background:

  • Reductionist approaches are vital for understanding animal adaptation to environmental factors.
  • Transcriptomics has become increasingly accessible, with over 6000 publications in the last decade quantifying transcriptomic responses to diverse environmental conditions.
  • Studies have significantly advanced our understanding of the molecular mechanisms underlying organismal adaptation.

Purpose of the Study:

  • To highlight the limitations of current transcriptome technologies in animal physiology.
  • To guide researchers in designing experiments that strengthen physiological interpretation.
  • To advocate for improved statistical analyses and experimental designs in transcriptomics.

Main Methods:

  • Review of existing transcriptomics literature in animal physiology.
  • Discussion of experimental design considerations, including sample size and biological variability.
  • Emphasis on appropriate controls and statistical analysis for RNA sequencing (RNA-seq) data.

Main Results:

  • Transcriptome snapshots are sensitive to an individual's physiological state.
  • A minimum sample size of 6 is recommended for RNA-seq to confidently identify differentially expressed genes.
  • High false discovery rates are a concern in RNA-seq studies, necessitating robust statistical approaches.

Conclusions:

  • Animal physiologists must recognize the limitations of transcriptomics and design experiments accordingly.
  • Incorporating biological variability and exploring novel statistical methods are crucial for accurate interpretation.
  • Further research on reproducibility, especially in non-model organisms, and the adoption of advanced techniques like single-cell transcriptomics are encouraged.