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Table 3 Results of prediction on non-redundant data sets obtained in standard cross validation procedure. Results for both for models using gene expression only (columns 2, 3 and 6, 7) and models built on integrated data sets (columns 4, 5 and 8, 9) are shown. Results for model built on molecular descriptors shown in the last row

From: Integration of human cell lines gene expression and chemical properties of drugs for Drug Induced Liver Injury prediction

  

AUC

  

MCC

Cell line

  

GE all

GE base

  

GE all

GE base

 

GE all

GE base

+ chem

+ chem

GE all

GE base

+ chem

+ chem

A375

0.48

0.48

0.59

0.62

-0.01

0.00

0.05

0.12

A549

0.57

0.47

0.66

0.64

0.08

-0.07

0.13

0.09

ASC

0.47

0.50

0.59

0.63

-0.01

0.02

0.05

0.13

HA1E

0.58

0.59

0.65

0.66

0.10

0.12

0.17

0.19

HCC515

0.56

0.45

0.66

0.63

0.09

-0.03

0.16

0.07

HPEG2

0.51

0.53

0.62

0.63

0.02

0.05

0.09

0.09

HT29

0.48

0.49

0.59

0.62

-0.01

0.02

0.07

0.10

MCF7

0.62

0.62

0.70

0.70

0.23

0.18

0.29

0.23

NPC

0.42

0.43

0.57

0.64

-0.07

-0.07

0.02

0.09

PC3

0.43

0.44

0.59

0.60

-0.06

-0.03

0.06

0.07

PHH

0.42

0.44

0.56

0.62

-0.10

-0.08

0.03

0.07

SKB

0.50

0.51

0.61

0.67

0.03

0.14

0.08

0.17

VCAP

0.58

0.51

0.66

0.63

0.06

0.03

0.12

0.11

molecular descriptors

0.66

0.15