4.7 Article

Network Inference of Transcriptional Regulation in Germinating Low Phytic Acid Soybean Seeds

Journal

FRONTIERS IN PLANT SCIENCE
Volume 12, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fpls.2021.708286

Keywords

phytic acid; myo-inositol phosphate synthase; multidrug-resistance protein ABC transporter; seed germination; gene regulatory network; unsupervised machine learning; abscisic acid signaling; phosphate homeostasis

Categories

Funding

  1. Virginia Soybean Board projects [630, 719, 783]
  2. Agricultural Experiment Station Hatch Program at Virginia Tech
  3. Open Access Subvention Fund at Virginia Tech
  4. John Lee Pratt Fellowship Program at Virginia Tech

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The low phytic acid trait in soybeans is conferred by loss-of-function mutations in specific genes, leading to potential negative effects on seed vigor. However, the benefits of this trait outweigh the drawbacks, prompting the need for a deeper understanding of the molecular basis behind the negative effects. Transcriptomic data analysis reveals that lpa seeds have increased stress sensitivity due to disruptions in various metabolic processes, potentially affecting seed germination. This study contributes valuable insights into the regulatory elements governing seed viability and germination in lpa soybeans.
The low phytic acid (lpa) trait in soybeans can be conferred by loss-of-function mutations in genes encoding myo-inositol phosphate synthase and two epistatically interacting genes encoding multidrug-resistance protein ATP-binding cassette (ABC) transporters. However, perturbations in phytic acid biosynthesis are associated with poor seed vigor. Since the benefits of the lpa trait, in terms of end-use quality and sustainability, far outweigh the negatives associated with poor seed performance, a fuller understanding of the molecular basis behind the negatives will assist crop breeders and engineers in producing variates with lpa and better germination rate. The gene regulatory network (GRN) for developing low and normal phytic acid soybean seeds was previously constructed, with genes modulating a variety of processes pertinent to phytic acid metabolism and seed viability being identified. In this study, a comparative time series analysis of low and normal phytic acid soybeans was carried out to investigate the transcriptional regulatory elements governing the transitional dynamics from dry seed to germinated seed. GRNs were reverse engineered from time series transcriptomic data of three distinct genotypic subsets composed of lpa soybean lines and their normal phytic acid sibling lines. Using a robust unsupervised network inference scheme, putative regulatory interactions were inferred for each subset of genotypes. These interactions were further validated by published regulatory interactions found in Arabidopsis thaliana and motif sequence analysis. Results indicate that lpa seeds have increased sensitivity to stress, which could be due to changes in phytic acid levels, disrupted inositol phosphate signaling, disrupted phosphate ion (Pi) homeostasis, and altered myo-inositol metabolism. Putative regulatory interactions were identified for the latter two processes. Changes in abscisic acid (ABA) signaling candidate transcription factors (TFs) putatively regulating genes in this process were identified as well. Analysis of the GRNs reveal altered regulation in processes that may be affecting the germination of lpa soybean seeds. Therefore, this work contributes to the ongoing effort to elucidate molecular mechanisms underlying altered seed viability, germination and field emergence of lpa crops, understanding of which is necessary in order to mitigate these problems.

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