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Table 2 Univariate and multivariate logistic regression analysis with clinical parameters and profiles of TMEM expression in tumors. (A) metastatic and non-metastatic samples. (B) Low and high Fuhrman grade samples. Confidence intervals and p-values in multivariate logistic regression were calculated using 10000-times bootstrap and were reported for penalized model. ROC AUC and R2 parameters from both bootstrap and cross-validation were reported. Abbreviations: OR – odds ratio. 95 % CI OR – 95 % confidence interval. AIC – Akaike Information Criterion. n – number of samples. ROC AUC – receiver operating characteristics area under curve parameter. VIF – variance inflation factor

From: Expression of pre-selected TMEMs with predicted ER localization as potential classifiers of ccRCC tumors

(A) Metastases

Univariate

Multivariate

p-value

q-value

OR

95%CI OR

AIC

n

p-value

q-value

OR

95%CI OR

AIC

n

VIF

ROC AUC

R2

ROC AUC

R2

Lower

Upper

Lower

Upper

Bootstrap

Cross-validation

Average tumor size [mm]

0.0001

0.004

1.070

1.038

1.113

53.46

76

0.0002

0.006

1.087

1.051

1.162

38.09

70

1.195

0.919

0.565

0.932

0.800

TMEM72 expression

0.009

0.089

0.776

0.634

0.931

60.67

70

0.0113

0.105

0.738

0.555

0.884

1.195

Symptoms

0.002

0.032

7.500

2.199

28.511

66.19

76

Variables not in the multivariate model

TMEM116 expression

0.009

0.094

0.601

0.394

0.863

68.84

76

TMEM61 expression

0.019

0.139

0.790

0.634

0.945

60.44

68

EPAS1 expression

0.102

0.366

0.684

0.428

1.079

73.93

76

(B) Fuhrman grade

Univariate

Multivariate

p-value

q-value

OR

95%CI OR

AIC

n

p-value

q-value

OR

95%CI OR

AIC

n

VIF

ROC AUC

R2

ROC AUC

R2

Lower

Upper

Lower

Upper

Bootstrap

Cross-validation

EPAS1 expression

0.00004

0.002

0.235

0.107

0.433

78.70

76

0.0003

0.008

0.265

0.117

0.476

62.80

75

1.143

0.898

0.600

0.919

0.798

Smoking

0.00177

0.018

4.764

1.837

13.153

98.75

76

0.0772

0.317

3.092

0.954

12.616

1.069

Average tumor size [mm]

0.00299

0.032

1.039

1.015

1.067

98.11

76

0.004

0.054

1.048

1.023

1.099

1.241

TMEM30B expression

0.00574

0.044

0.645

0.460

0.858

97.98

75

0.02

0.146

0.634

0.351

0.825

1.286

VHL expression

0.0208

0.066

0.529

0.295

0.882

103.21

76

Variables not in the multivariate model

TMEM72 expression

0.0255

0.150

0.832

0.699

0.970

95.22

70

TMEM45B expression

0.028

0.167

0.794

0.637

0.966

103.92

76

TMEM116 expression

0.0408

0.180

0.725

0.520

0.970

104.58

76

SLC35G2 expression

0.0442

0.222

0.811

0.651

0.985

103.38

75