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Table 1 Percentage variance explained (R2) in out-of-bag (OOB) prediction by Random Forest (RF) models using all genes, LC-peaks, GC-peaks or proteins separately

From: Integration of multi-omics data for prediction of phenotypic traits using random forest

Quality trait

Gene expression

LC peaks

GC peaks

Proteins

Flesh colour

58 %

63 %

10 %

53 %

Tuber shape

32 %

NS

NS

NS

DSC Onset

42 %

NS

12 %

22 %

Enzymatic discoloration

14 %

16 %

NS

13 %

  1. Non-significant models are indicated as NS ( alpha  = 0.001)