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Table 2 MRI image features in different cohort

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

Characteristics

Training cohort 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)

Tumor margin

 Absent

35 (45.5%)

8 (20.0%)

7 (33.3%)

2 (16.7%)

10 (47.6%)

1 (11.1%)

 Present

42 (54.5%)

32 (80.0%)

14 (66.7%)

10 (83.3%)

11 (52.4%)

8 (88.9%)

Tumor capsule

 Absent

31 (40.3%)

5 (12.5%)

5 (23.8%)

1 (8.3%)

11 (52.4%)

3 (33.3%)

 Present

46 (59.7%)

35 (87.5%)

16 (76.2%)

11 (91.7%)

10 (47.6%)

6 (66.7%)

Cystic or necrosis portion

 Absent

52 (67.5%)

18 (45.0%)

8 (38.1%)

4 (33.3%)

12 (57.1%)

6 (66.7%)

 Present

25 (32.5%)

22 (55.0%)

13 (61.9%)

8 (66.7%)

9 (42.9%)

3 (33.3%)

Fat deposition

 Absent

66 (85.7%)

34 (85.0%)

18 (85.7%)

10 (83.3%)

18 (85.7%)

8 (88.9%)

 Present

11 (14.3%)

6 (15.0%)

3 (14.3%)

2 (16.7%)

3 (14.3%)

1 (11.1%)

Signal intensity on T2WI

 Absent

39 (50.6%)

15 (37.5%)

4 (19.0%)

4 (33.3%)

10 (47.6%)

5 (55.6%)

 Present

38 (49.4%)

25 (62.5%)

17 (81.0%)

8 (66.7%)

11 (52.4%)

4 (44.4%)

Hemorrhage

 Absent

56 (72.7%)

30 (75.0%)

12 (57.1%)

9 (75.0%)

15 (71.4%)

7 (77.8%)

 Present

21 (27.3%)

10 (25.0%)

9 (42.9%)

3 (25.0%)

6 (28.6%)

2 (22.2%)

Target sign on DWI

 Absent

57 (74.0%)

24 (60.0%)

15 (71.4%)

9 (75.0%)

17 (81.0%)

9 (100%)

 Present

20 (26.0%)

16 (40.0%)

6 (28.6%)

3 (25.0%)

4 (19.0%)

0 (0%)

Target sign on HBP

 Absent

69 (89.6%)

27 (67.5%)

21 (100%)

9 (75.0%)

18 (85.7%)

3 (33.3%)

 Present

8 (10.4%)

13 (32.5%)

0 (0%)

3 (25.0%)

3 (14.3%)

6 (66.7%)

Arterial rim enhancement

 Absent

43 (55.8%)

14 (35.0%)

6 (28.6%)

2 (16.7%)

10 (47.6%)

4 (44.4%)

 Present

34 (44.2%)

26 (65.0%)

15 (71.4%)

10 (83.3%)

11 (52.4%)

5 (55.6%)

Peritumoral enhancement

 Absent

49 (63.6%)

17 (42.5%)

9 (42.9%)

3 (25.0%)

12 (57.1%)

3 (33.3%)

 Present

28 (36.4%)

23 (57.5%)

12 (57.1%)

9 (75.0%)

9 (42.9%)

6 (66.7%)

Peritumoral hypointensity

 Absent

52 (67.5%)

17 (42.5%)

11 (52.4%)

4 (33.3%)

16 (76.2%)

5 (55.6%)

 Present

25 (32.5%)

23 (57.5%)

10 (47.6%)

8 (66.7%)

5 (23.8%)

4 (44.4%)

Satellite nodules

 Absent

59 (76.6%)

21 (52.5%)

15 (71.4%)

6 (50.0%)

20 (95.2%)

6 (66.7%)

 Present

18 (23.4%)

19 (47.5%)

6 (28.6%)

6 (50.0%)

1 (4.8%)

3 (33.3%)

Tumor size

 Median (Min, Max)

36.0 (11.9, 117)

39.9 (14.1, 132)

62.3 (17.7, 158)

57.2 (17.2, 125)

40.0 (11.2, 120)

34.3 (26.2, 89.9)

ADC

 Median (Min, Max)

1030 (462, 2140)

956 (628, 1910)

904 (656, 1550)

957 (798, 1530)

845 (674, 1410)

892 (752, 1200)

T1rtpre

 Mean ± SD

1310 ± 250

1440 ± 275

1500 ± 288

1550 ± 345

1280 ± 264

1430 ± 229

T1rt20min

 Median (Min, Max)

790 (420, 1260)

847 (495, 1410)

877 (630, 1440)

969 (759, 1410)

747 (340, 991)

812 (550, 1410)

rrT1rt

 Mean ± SD

0.399 ± 0.128

0.389 ± 0.120

0.369 ± 0.126

0.334 ± 0.113

0.437 ± 0.144

0.396 ± 0.162

  1. Notes: Continuous variables with normal distribution are presented as mean ± standard deviation (SD) and those with abnormal distribution as median (minimum, maximum range). DWI, diffusion-weighted imaging, HBP, hepatobiliary phase, T1rt, T1 relaxation time, rrT1rt, the reduction rate of T1 relaxation time