Table 1 Study patient characteristics from the four centers

From: A clinically validated 3D deep learning approach for quantifying vascular invasion in pancreatic cancer

 

Ruijin hospital

External validation cohort 1

External validation cohort 2

External validation cohort 3

Total external validation cohort

P value

Patients

1961

30

85

54

169

-

Slice

     

-

 Arterial phase

1,041,329

5883

32,957

14,772

53,612

 Portal phase

1,597,540

6130

34,193

21,291

61,614

Sex

     

0.131

 Male

1150 (58.64%)

19 (63.33%)

48 (56.47%)

40 (74.07%)

107 (63.31%)

 Female

811 (41.35%)

11 (36.67%)

37 (43.53%)

14 (25.93%)

62 (36.69%)

Age, years

     

0.181

 Mean

64

59

63

66

62

 Range

24-84

49-70

28-79

41-86

22-86

Presurgical oncologic assessment

 

0.772

 Resectable

1174 (59.87%)

15 (50.00%)

46 (54.12%)

30 (55.56%)

91 (53.85%)

 Borderline resectable

675 (34.42%)

13 (43.33%)

35 (41.18%)

20 (37.04%)

68 (40.24%)

 Locally advanced

112 (5.71%)

2 (6.67%)

4 (4.71%)

4 (7.41%)

10 (5.92%)

Pathology

      

Location of primary tumor

    

0.018

 Head

1176 (59.97%)

19 (63.33%)

41 (48.24%)

24 (44.44%)

83 (49.11%)

 Neck

249 (12.70%)

2 (6.67%)

13 (15.29%)

7 (12.96%)

22 (13.02%)

 Body

413 (21.06%)

5 (16.67%)

21 (24.71%)

14 (25.93%)

40 (23.67%)

 Tail

123 (6.27%)

4 (13.33%)

10 (11.76%)

9 (16.67%)

24 (14.20%)

 Median maximum tumor size (cm)

3.0 (2.3–3.7)

3.2 (2.0–4.3)

2.9 (2.0–3.9)

3.3 (2.1–4.1)

3.1 (2.0–4.3)

0.166

 Resection margin, R0

1442

21

60

39

120

 

 Adjuvant therapy

      

 Preoperative neoadjuvant therapy

104 (5.30%)

2 (6.67%)

4 (4.71%)

4 (7.27%)

10 (5.88%)

0.691

 Postoperative Chemotherapy

1681 (85.72%)

22 (73.33%)

73 (85.88%)

45 (81.82%)

140 (82.35%)

Status of vascular invasion

Celiac trunk artery (CA)

 

 No

1746 (89.04%)

27 (90.00%)

80 (94.12%)

47 (87.04%)

154 (91.12%)

0.728

 ≤180°

112 (6.41%)

2 (6.67%)

2 (2.35%)

3 (5.56%)

7 (4.14%)

 >180°

103 (5.25%)

1 (3.33%)

3 (3.53%)

4 (7.41%)

8 (4.73%)

Common hepatic artery (CHA)

 No

1690 (86.14%)

22 (77.33%)

77 (90.59%)

49 (90.74%)

148 (87.57%)

0.341

 ≤180°

130 (6.63%)

4 (13.33%)

5 (5.88%)

2 (3.70%)

11 (6.51%)

 >180°

141 (7.19%)

4 (13.33%)

3 (3.53%)

3 (5.56%)

10 (5.92%)

Superior mesenteric artery (SMA)

 No

1571 (80.11%)

25 (83.33%)

80 (94.12%)

49 (90.74%)

154 (91.12%)

0.002

 ≤180°

301 (15.35%)

3 (10.00%)

2 (2.35%)

3 (5.56%)

8 (4.74%)

 >180°

89 (4.54%)

2 (6.67%)

3 (3.53%)

2 (3.70%)

7 (4.14%)

Superior mesenteric vein (SMV)

 No

1522 (77.61%)

22 (73.33%)

69 (81.18%)

43 (79.63%)

137 (80.07%)

0.067

 ≤180°

314 (16.01%)

3 (10.00%)

11 (12.94%)

4 (7.41%)

17 (10.06%)

 >180°

125 (6.38%)

5 (16.67%)

5 (5.88%)

7 (12.96%)

15 (8.88%)

Portal vein (PV)

 No

1584 (80.78%)

24 (80.00%)

68 (80.00%)

44 (81.48%)

136 (80.47%)

0.080

 ≤180°

237 (12.09%)

2 (6.67%)

5 (5.88%)

4 (7.41%)

11 (6.51%)

 >180°

140 (7.14%)

4 (13.33%)

12 (14.12%)

6 (11.11%)

22 (13.02%)

  1. Baseline characteristics and vascular invasion status of pancreatic ductal adenocarcinoma (PDAC) patients across training and external validation cohorts. Data are presented as counts (percentages) for categorical variables and median (range) for continuous variables. P values indicate inter-cohort comparisons (χ² or Kruskal–Wallis tests). Note: Sex and histology data are reported per scan due to longitudinal disease progression in some patients.