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Utilizing machine learning and bioinformatics analysis to identify drought-responsive genes affecting yield in

Chunhui Zhu1, Ling Zhao2, Shaoxing Zhao2

  • 1College of Physics, Hebei Normal University, Shijiazhuang 050024, China.

International Journal of Biological Macromolecules
|July 30, 2024
PubMed
Summary

Researchers identified two key genes in foxtail millet that enhance drought tolerance and grain yield. These findings offer a pathway to breed high-yielding, stress-resilient crops for global food security.

Keywords:
Drought stressFoxtail milletHaplotypeMachine learning

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Area of Science:

  • Agricultural Science
  • Plant Genetics
  • Molecular Biology

Background:

  • Drought stress significantly limits crop yields, impacting global food security.
  • Enhancing crop stress tolerance often results in a yield penalty.
  • Precision genome editing offers potential solutions, but knowledge of relevant genes is limited.

Purpose of the Study:

  • To identify drought-responsive genes in foxtail millet that can improve both stress tolerance and yield.
  • To investigate the potential of specific gene haplotypes for breeding drought-tolerant, high-yielding cultivars.
  • To leverage foxtail millet as a model C4 crop for genetic engineering.

Main Methods:

  • Machine learning-based transcriptome analysis of drought-tolerant and sensitive foxtail millet cultivars.
  • Principal Component Analysis (PCA) to screen candidate genes.
  • Quantitative Polymerase Chain Reaction (qPCR) for experimental validation.
  • Haplotype analysis of identified genes across 1844 germplasm resources.

Main Results:

  • Identified 46 drought-responsive candidate genes using machine learning.
  • Screened and validated 12 key drought-responsive genes.
  • Discovered two genes (Seita.5G251300 and Seita.8G036300) with drought-tolerant haplotypes.
  • These two genes showed improved 1000 grain weight and main panicle grain weight without yield penalty.

Conclusions:

  • Seita.5G251300 and Seita.8G036300 are promising targets for breeding drought-tolerant and high-yielding foxtail millet.
  • Genetic manipulation of these genes can enhance crop resilience and productivity.
  • Provides crucial insights for developing climate-resilient crops through advanced breeding technologies.