Table 11 Highest drug combination scores with a type of tissue cancer and drug pair information.

From: Harnessing machine learning to find synergistic combinations for FDA-approved cancer drugs

Reference that confirms our results

Our results

Cell line

Tissue disease

Drug 1

Drug 2

CSS

Name

Mechanism

Name

Mechanism

76

A2058

Epithelial/ Melanoma

Gemcitabine

CDK inhibitor

MK-8776

Inhibit phosphorylation at ser296-Chk1

42.96965

77

A375

Epithelial/ Melanoma

Mitomycin

Alkylating agent, crosslink DNA

BEZ-235

mTOR inhibitor or

42.9484

40

HT144

Human skin malignant melanoma

Geldanamycin

Inhibits the function of Hsp90

BEZ-235

mTOR inhibitor

39.05215

78

RPMI7951

Human skin malignant melanoma

Etoposide

topoisomerase II inhibitors

Geldanamycin

inhibits the function of Hsp90

43.3456

79

SKMEL30

Cutaneous melanoma

Doxorubicin

topoisomerase II inhibitor

MK-8776

Inhibits phosphorylation at ser296-Chk1

41.24685

40

UACC62

Human Melanoma

Geldanamycin

inhibits the function of Hsp90

BEZ-235

mTOR inhibitor

39.7059

80

OVCAR3

Ovarian cancer

Gemcitabine

CDK inhibitor

MK-8776

Inhibits phosphorylation at ser296-Chk1

42.3738

81

A2780

Epithelial/ ovarian cancer

Gemcitabine

CDK inhibitor

Dinaciclib

CDK inhibitor

43.1521

82,83

ES2

Ovary carcinoma

BEZ-235

mTOR inhibitor

MK-8776

Inhibits phosphorylation at ser296-Chk1

43.2467

84

CaoV3

High-grade ovarian serous adenocarcinoma

Mitomycine

Alkylating agent, crosslink DNA

AZD1775

WEE1 activity and induces DNA damage

43.2587

85

PA1

Ovary (Teratocarcinoma)

L778123

inhibitor of FPTase and GGPTase-I

MK-5108

Aurora A kinase inhibitor

43.4017

86

OV90

Ovaery

Malignant Papillary Serous Adenocarcinoma

AZD1775

WEE1 activity and induces DNA damage

MK-8776

Inhibit phosphorylation at ser296-Chk1

30.11825

87

UWB1289

Ovarian carcinoma

ERLOTINIB

an epidermal growth factor receptor inhibitor

Sorafenib

Kinase inhibitor

39.3318

88

UWB1289BRCA1

Ovarian carcinoma

Bortezomib

Inhibits the 26S proteasome, preventing the activation of NF-κB

BEZ-235

mTOR inhibitor

40.7658

89

SKOV3

Ovarian Adenocarcinoma

AZD1775

WEE1 activity and induces DNA damage

MK-8776

Inhibits phosphorylation at ser296-Chk1

42.1901

90

HCT116

Colorectal carcinoma

Gemcitabine

CDK inhibitors

AZD1775

Inhibit WEE1 activity and induce DNA damage

40.6917

91

COLO320DM

Colon adenocarcinoma

Methotrexate

DHFR inhibitor

Erlotinib

EGFR inhibitor

41.28255

80

DLD1

Adenocarcinoma; Colorectal

Gemcitabine

CDK inhibitor

MK-8776

Inhibit phosphorylation at ser296-Chk1

34.00605

92

HT29

Human colon adenocarcinoma cell

AZD1775

Inhibit WEE1 activity and induce DNA damage

MK-8776

Inhibits phosphorylation at ser296-Chk1

41.93325

93

LOVO

Adenocarcinoma; Colorectal

AZD1775

Inhibits WEE1 activity and induces DNA damage

MK-8776

Inhibits phosphorylation at ser296-Chk1

42.70565

94

RKO

Colon carcinoma

Vinblastine

binds to microtubular proteins in the mitotic spindle

Sorafenib

kinase inhibitor

39.98395

95

SW620

Adenocarcinoma of the colon

Bortezomib

Inhibits the 26S proteasome, preventing the activation of NF-κB

BEZ-235

mTOR inhibitor

43.17505

96

SW837

Human colorectal adenocarcinoma

Dasatinib

protein tyrosine kinase inhibitor

BEZ-235

mTOR inhibitor

36.07155

40

LNCAP

Prostate adenocarcinoma

Bortezomib

Inhibits the 26S proteasome, preventing the activation of NF-κB

BEZ-235

mTOR inhibitor

42.39735

97

VCAP

Prostate cancer

Gemcitabine

CDK inhibitor

AZD1775

WEE1 activity and induces DNA damage

40.90855

98

OCUBM

Breast carcinoma

Gemcitabine

CDK inhibitor

AZD1775

WEE1 activity and induces DNA damage

42.46835

82

T47D

Human breast cancer

MK-8669

mTOR inhibitor

BEZ-235

mTOR inhibitor

34.71975

83

KPL1

Human breast cancer

MK-8669

mTOR inhibitor

BEZ-235

mTOR inhibitor

34.43505

99

MDAMB436

Human Breast Cancer

Bortezomib

Inhibits the 26S proteasome, preventing the activation of NF-κB

Geldanamycin

Inhibits the function of Hsp90

41.08135

46

EFM192B

Breast carcinoma

Mitomycine

Alkylating agent, crosslink DNA

ZOLINZA

HDAC inhibitor

37.10165

100

SKMES1

Lung squamous cell carcinoma

Topotecan

Topoisomerase inhibitor

BEZ-235

inhibits mTOR

41.80635

101,102

A427

Lung adenocarcinoma

AZD1775

Inhibits WEE1 activity and induces DNA damage

MK-8776

Inhibit phosphorylation at ser296-Chk1

43.352

69

MSTO

Lung carcinoma

Vinorelbine

Tubulin inhibitors

Zolinza

HDAC inhibitor

43.3598

80

NCIH1650

Lung carcinoma

Gemcitabine

CDK inhibitor

MK-8776

Inhibits phosphorylation at ser296-Chk1

42.68605

80

NCIH2122

Non-small cell lung cancer

Gemcitabine

CDK inhibitor

MK-8776

Inhibit phosphorylation at ser296-Chk1

42.00935

103

NCIH23

Human lung cancer

Zolinza

HDAC inhibitor

AZD1775

WEE1 activity and induces DNA damage

42.78825

40

NCIH460

Large cell cancer of the lung

Geldanamycin

inhibits the function of Hsp90

BEZ-235

mTOR inhibitor

41.1219

41

NCIH520

Squamous Cell Carcinoma

MK-8669

mTOR inhibitor

BEZ-235

mTOR inhibitor

41.70995