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Table 1 Clinical data in different cohort

From: Gadoxetic acid-enhanced MRI for identifying cholangiocyte phenotype hepatocellular carcinoma by interpretable machine learning: individual application of SHAP

Characteristics

Training and internal validation Cohort (n = 117)

External validation cohort

(n = 33)

Prospective validation cohort

(n = 30)

cholangiocyte phenotype (-)

(N = 77)

cholangiocyte phenotype (+)

(N = 40)

cholangiocyte phenotype (-)

(N = 21)

cholangiocyte phenotype (+)

(N = 12)

cholangiocyte phenotype (-)

(N = 21)

cholangiocyte phenotype (+)

(N = 9)

Sex

 Female

7 (9.1%)

4 (10.0%)

1 (4.8%)

1 (8.3%)

3 (14.3%)

1 (11.1%)

 Male

70 (90.9%)

36 (90.0%)

20 (95.2%)

11 (91.7%)

18 (85.7%)

8 (88.9%)

Age

 Mean ± SD

57.3 ± 10.2

55.4 ± 11.1

50.7 ± 8.08

50.8 ± 12.6

61.2 ± 14.6

59.3 ± 12.2

Hepatitis

 Absent

12 (15.6%)

6 (15.0%)

3 (14.3%)

2 (16.7%)

4 (19.0%)

3 (33.3%)

 Present

65 (84.4%)

34 (85.0%)

18 (85.7%)

10 (83.3%)

17 (81.0%)

6 (66.7%)

AFP (ug/L)

 ≤ 20

45 (58.4%)

12 (30.0%)

12 (57.1%)

4 (33.3%)

13 (61.9%)

3 (33.3%)

 > 20

32 (41.6%)

28 (70.0%)

9 (42.9%)

8 (66.7%)

8 (38.1%)

6 (66.7%)

ALT (U/L)

 Median

(Min, Max)

31.0 (10.0, 241)

37.0 (14.0, 241)

34.0 (10.0, 259)

34.0 (19.0, 241)

26.0 (8.00, 134)

24.0 (8.00, 237)

AST (U/L)

 Median

(Min, Max)

36.0 (14.0, 169)

41.0 (18.0, 287)

36.0 (14.0, 202)

43.0 (21.0, 287)

33.0 (21.0, 73.0)

44.0 (21.0, 181)

GGT (U/L)

 Median

(Min, Max)

49.0 (12.0, 1060)

85.0 (13.0, 735)

71.0 (20.0, 611)

92.5 (21.0, 735)

65.0 (16.0, 366)

50.0 (31.0, 449)

NLR

 Median

(Min, Max)

1.87 (0.480, 7.30)

2.62 (0.74, 14.3)

2.00 (1.12, 5.42)

3.65 (0.740, 14.3)

2.77 (1.03, 49.7)

2.30 (1.49, 9.57)

PLR

 Median

(Min, Max)

103 (44.7, 251)

120 (31.7, 1650)

105 (60.7, 236)

130 (47.8, 1650)

96.2 (64.8, 222)

111 (49.1, 228)

Child-Pugh

 A

66 (85.7%)

33 (82.5%)

17 (81.0%)

9 (75.0%)

20 (95.2%)

6 (66.7%)

 B

11 (14.3%)

7 (17.5%)

4 (19.0%)

3 (25.0%)

1 (4.8%)

3 (33.3%)

Modus operandi

 Non-anatomic

33

14

9

3

9

3

 Anatomic

44

26

12

9

12

6

  1. Notes: Continuous variables with normal distribution are presented as mean ± standard deviation (SD) and those with abnormal distribution as median (minimum, maximum range). Categorical variables are presented as N (%). AFP, alpha-fetoprotein, ALT, alanine aminotransferase, AST, aspartate aminotransferase, GGT, gamma-glutamyl transferase, NLR, neutrophil-to-lymphocyte ratio, PLR, platelet to lymphocyte ratio