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Table 3 The top five best performing genetic features for diabetic nephropathy classification.

From: An interpretable rule-based diagnostic classification of diabetic nephropathy among type 2 diabetes patients

Feature/Classifier

Decision tree

Random forest

SVM

Naïve Bayes

FTO

57.39%

51.01%

47.83%

56.52%

ENPP1

55.22%

53.91%

49.13%

55.22%

ADIPOQ

53.48%

53.04%

55.22%

53.48%

GHSR (rs9819506)

53.48%

53.04%

47.83%

53.48%

GHSR (rs490683)

53.91%

53.04%

47.52%

52.17%

  1. The GHSR gene is represented by two SNP IDs.