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Quantile function modeling with application to salinity tolerance analysis of plant data.

Gaurav AgarwalStephanie SaadeMohammad ShahidMark TesterYing Sun
Published in: BMC plant biology (2019)
This analysis has revealed new dimensions of plant responses to salinity that could be relevant to salinity tolerance. Use of univariate quantile analyses for quantifying yield under both conditions facilitates the identification of traits affecting salinity tolerance and is more informative than mean regression. The bivariate quantile analyses allow linking plant traits to salinity tolerance index directly by predicting the joint distribution of yield and it also allows a nonlinear relationship between the yield and plant traits.
Keyphrases
  • microbial community
  • genome wide
  • cell wall
  • single cell
  • gene expression
  • dna methylation
  • machine learning