Table 1 Characteristics of the study cohort

From: Accurate prediction of disease-free and overall survival in non-small cell lung cancer using patient-level multimodal weakly supervised learning

Characteristics

Training set

Validation set

Test set

Total

Age, years (mean ± SD)

60.21 ± 9.16

59.65 ± 8.33

58.70 ± 9.53

59.85 ± 9.16

Gender, n(%)

 Male

246(57.08%)

34(54.84%)

76(60.80%)

356(57.61%)

 Female

185(42.92%)

28(45.16%)

49(39.20%)

262(42.39%)

Number of WSIs

1847

246

536

2629

Smoking history, n(%)

196(45.48%)

27(43.55%)

59(47.20%)

282(45.63%)

Patients who require postoperative interventions, n(%)

191(44.32%)

21(33.87%)

53(42.40%)

265(42.88%)

Patients who do not require postoperative interventions, n(%)

240(55.68%)

41(66.13%)

72(57.60%)

353(57.12%)

Pathology subtypes, n(%)

 Lung adenocarcinoma

313(72.62%)

43(69.35%)

87(69.60%)

443(71.68%)

 Lung squamous cell carcinoma

113(26.22%)

16(25.81%)

36(28.80%)

165(26.70%)

 Lung adenosquamous carcinoma

4(0.93%)

3(4.84%)

2(1.60%)

9(1.46%)

 Unknown

1(0.23%)

0

0

1(0.16%)

Stage, n(%)

 0

2(0.46%)

0

0

2(0.32%)

 I

276(64.04%)

44(70.97%)

79(63.20%)

399(64.56%)

 II

73(16.94%)

6(9.68%)

20(16.00%)

99(16.02%)

 III (III A, III B)

80(18.56%)

12(19.35%)

26(20.80%)

118(19.09%)

Histological differentiation degree, n(%)

 Well differentiated (G1)

107(24.83%)

19(30.65%)

36(28.80%)

162(26.21%)

 Moderately differentiated (G2)

195(45.24%)

26(41.94%)

52(41.60%)

273(44.17%)

 Poorly differentiated (G3)

106(24.59%)

13(20.97%)

33(26.40%)

152(24.60%)

 Unknown

23(5.34%)

4(6.45%)

4(3.20%)

31(5.02%)

Progression within 5 years (Yes/No/Unknown), n(%)

119/309/3 (27.61%)/(71.69%)/(0.70%)

18/44/0 (29.03%)/(70.97%)/(0)

36/89/0 (28.80%)/(71.20%)/(0)

173/442/3 (27.99%)/(71.52%)/(0.49%)

Death within 5 yearsa (Yes/No/Unknown), n(%)

82/344/5 (19.03%)/(79.81%)/(1.16%)

13/49/0 (20.97%)/(79.03%)/(0)

26/99/0 (20.80%)/(79.20%)/(0)

121/492/5 (19.58%)/(79.61%)/(0.81%)

  1. SD standard deviation.
  2. aNumber of patients who died of NSCLC.