Table 1 Baseline characteristics of melanoma patients.

From: Development of a machine learning-based model for prognostic prediction in melanoma

Characteristics

Total (n = 4875) n (%)

Train set (n = 3,900) n (%)

Test set (n = 975) n (%)

χ2/t/Z

P value

Age recodes

13.42 ± 3.16

13.36 ± 3.20

13.67 ± 2.98

773.37

0.9952

Sex

   

0.46

0.9252

 Male

3189 (65.43)

2567 (65.84)

622 (63.79)

  

 Female

1685 (34.57)

1332 (34.16)

353 (36.21)

  

Race

   

23.34

0.6303

 White

4716 (96.76)

3772 (96.74)

944 (96.82)

  

 Black

63 (1.29)

46 (1.18)

17 (1.74)

  

 AI/An

16 (0.33)

15 (0.38)

1 (10.10)

  

 A/PI

79 (1.62)

66 (1.69)

13 (1.33)

  

Year of diagnosis

2013 (2010–2015)

2012 (2010–2015)

2013 (2010–2015)

-2.47

0.0653

LDH pretreatment

   

358.10

0.0000

 Unknown

4320 (88.63)

3449 (88.46)

871 (89.33)

  

 Normal or low

257 (5.27)

204 (5.23)

53 (5.44)

  

 High

2979 (6.09)

246 (6.31)

51 (5.23)

  

Breslow thickness

   

5483.55

0.0000

 > 0.0 or ≤ 0.1

125 (2.56)

109 (2.80)

16 (1.64)

  

 ≥ 9.8

258 (5.29)

208 (5.33)

50 (5.13)

  

 No mass/tumor

1370 (28.11)

1117 (28.65)

253 (25.95)

  

 Unknown

3121 (64.03)

2465 (63.22)

656 (67.28)

  

Mitotic rate

   

8101.14

0.0000

 Mitoses absent

90 (1.85)

78 (2.00)

12 (1.23)

  

 ≥ 11 mitoses

169 (3.47)

133 (3.41)

36 (3.69)

  

 Other

13 (0.27)

11 (0.28)

2 (0.21)

  

 Unknown

4553 (93.41)

3637 (93.28)

916 (93.95)

  

 < 1 mitosis

33 (0.68)

28 (0.72)

5 (0.52)

  

 Not in chart

16 (0.33)

12 (0.31)

4 (0.41)

  

CS lymph nodes

731.67 ± 382.02

746.69 ± 374.50

671.52 ± 405.42

5.63

0.0000

Ulceration

   

778.36

0.0000

 Ulceration present

316 (6.48)

256 (6.57)

60 (6.15)

  

 Not identified

911 (18.69)

742 (19.03)

169 (17.33)

  

 Not assessed

3647 (74.83)

2901 (74.40)

746 (76.51)

  

Marital status

   

125.66

0.0002

 Widowed

559 (11.47)

451 (11.57)

108 (11.08)

  

 Unmarried

17 (0.35)

15 (0.38)

2 (0.21)

  

 Single

956 (19.61)

751 (19.26)

205 (21.03)

  

 Separated

51 (1.05)

39 (1.00)

12 (1.23)

  

 Married

2814 (57.73)

2261 (57.99)

553 (56.72)

  

 Divorced

477 (9.79)

382 (9.80)

95 (9.74)

  

Median household income

   

0.00

1.0000

 Median (range)

72499.5 (36,000.0–132,000.0)

72,499.5 (36,000.0–132,000.0)

72,499.5 (36,000.0–132,000.0)

  

Sites recode

   

0.00

1.0000

 Skin

4874 (100.00)

3899 (100.00)

975 (100.00)

  

Primary site

   

164.52

0.0000

 C44.3-Skin

270 (5.54)

220 (5.64)

50 (5.13)

  

 C44.4-Skin

265 (5.44)

202 (5.18)

63 (6.46)

  

 C44.5-Skin

620 (12.72)

479 (12.29)

141 (14.46)

  

 C44.6-Skin

448 (9.19)

373 (9.57)

75 (7.69)

  

 C44.7-Skin

447 (9.17)

357 (9.16)

90 (9.23)

  

 C44.9-Skin

2824 (57.94)

2268 (58.17)

556 (57.03)

  
  1. aAge categories, where a code of 0 indicates 0 years, 1 indicates 1–4 years, 2 indicates 5–9 years, 3 indicates 10–14 years, and so on, up to 18 which indicates 85 years and above; bMedian household income (in tens) in U.S. dollars; cAI/An: American Indian/Alaska Native; A/PI: Asian or Pacific Islander.