Table 1 Characteristics of the subepithelial lesions chosen for analysis.

From: Interpretable deep learning model diagnoses gastrointestinal stromal tumors and lesion characteristics with microprobe endoscopic ultrasonography

Characteristic

Training set

Internal validation set

External validation

set I

External validation

set II

Multicenter test set

Total patients (number)

368

149

93

92

155

Age(year)

52.25 ± 11.42

51.51 ± 11.07

53.42 ± 10.73

54.04 ± 10.74

55.32 ± 12.33

Sex (male/female)

175:193

65:84

37:56

46:46

62:93

Total lesions (number)

373

149

95

93

163

Total images (number)

3718

1560

1754

904

1293

Tumor location (number)

     

Esophagus

72(19.3%)

19(12.75%)

19(20.00%)

6(6.45%)

36(22.09%)

Stomach

208(55.76%)

88(59.06%)

48(50.53)

53(56.99%)

92(56.44%)

Duodenum

6(1.61%)

0

1(1.05%)

1(1.08%)

2(1.22%)

Colon

13(3.49%)

5(3.36%)

0

2(2.15%)

5(3.07%)

Rectum

74(19.84%)

37(24.83%)

27(28.42%)

31(33.33%)

28(17.18%)

Lesion types (number)

     

GISTs

113(30.29%)

39(26.17%)

30(31.58%)

32(34.41%)

52(31.90%)

Non-GISTs

260(69.71%)

110(73.83%)

65(68.42%)

61(65.59%)

111(68.10%)

Lesion size (mm)

     

<20

316(84.72%)

127(85.23%)

79(83.16%)

88(94.62%)

148(90.80%)

≥ 20

57(15.28%)

22(14.77%)

16(16.84%)

5(5.38%)

15(9.20%)

Originating layer(number)

     

Deep mucosa

31(8.31%)

6(4.03%)

6(6.32%)

18(19.35%)

8(4.91%)

Muscularis mucosa

57(15.28%)

20(13.42%)

34(35.79%)

4(4.30%)

35(21.47%)

Submucosa

101(27.08%)

53(35.57%)

25(26.32%)

20(21.51%)

34(20.86%)

Muscularis propria

184(49.33%)

70(46.98%)

30(31.58%)

51(16.13%)

86(52.76%)

Echogenicity

     

Echoless

2(0.54%)

0

0

0

0

Hypo-echoic

338(90.62%)

129(86.58%)

80(84.21%)

92(98.92%)

158(96.93%)

Iso-echoic

2(0.54%)

6(4.03%)

1(1.05%)

0

5(3.07%)

Hyper-echoic

31(8.31%)

14(9.40%)

14(14.74%)

1(1.08%)

0

Echo heterogeneity(number)

     

Homogeneous

255(68.36%)

87(58.39%)

74(77.89%)

81(87.10%)

126(77.30%)

In-homogeneous

74(19.84%)

39(26.17%)

21(22.11%)

12(12.90%)

37(22.70%)

Not described

44(11.80%)

23(15.44%)

0

0

0

  1. Abbreviations: GISTs, gastrointestinal stromal tumors.
  2. Note: Data as mean ± standard deviation, or numbers and percentages, as appropriate.