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Table 1 Demographic and clinical characteristics of the training and internal validation sets

From: A novel model for predicting prolonged stay of patients with type-2 diabetes mellitus: a 13-year (2010–2022) multicenter retrospective case–control study

Variables

Total (N = 71,979)

Training set (N = 50,385)

Internal validation set (N = 21,594)

P values

Age (IQR, year)

63.00(51.00,72.00)

63.00(51.00,72.00)

63.00(51.00,72.00)

0.695

Sex (n, %)

0.117

 Female

39,051(54.25)

27,432(54.44)

11,619(53.81)

 

 Male

32,928(45.75)

22,953(45.56)

9975(46.19)

 

Insurance type (n, %)

0.567

 Full self-pay

6798(9.44)

4797(9.52)

2001(9.27)

 

 UEMI

16,887(23.46)

11,859(23.54)

5028(23.28)

 

 URMI

45,347(63.00)

31,671(62.86)

13,676(63.33)

 

 Other insurance

2947(4.10)

2058(4.08)

889(4.12)

 

ACCI score (n, %)

0.020

 0–4

28,730(39.92)

20,111(39.92)

8619(39.91)

 

 5–7

30,305(42.10)

21,335(42.34)

8970(41.54)

 

 > 7

12,944(17.98)

8939(17.74)

4005(18.55)

 

Hypertension (n, %)

0.532

 Yes

34,910(48.50)

24,398(48.42)

10,512(48.68)

 

 No

37,069(51.50)

25,987(51.58)

11,082(51.32)

 

CHD (n, %)

0.273

 Yes

14,896(20.69)

10,372(20.59)

4524(20.95)

 

 No

57,083(79.31)

40,013(79.41)

17,070(79.05)

 

CI (n, %)

0.461

 Yes

8514(11.83)

5930(11.77)

2584(11.97)

 

 No

63,465(88.17)

44,455(88.23)

19,010(88.03)

 

Hyperlipidemia (n, %)

0.901

 Yes

9914(13.77)

6934(13.76)

2980(13.80)

 

 No

62,065(86.23)

43,451(86.24)

18,614(86.20)

 

Antihypertensive drug use (n, %)

0.003

 Yes

31,618(43.93)

21,950(43.56)

9668(44.77)

 

 No

40,361(56.07)

28,435(56.44)

11,926(55.23)

 

Statins use (n, %)

0.057

 Yes

26,279(36.51)

18,282(36.28)

7997(37.03)

 

 No

45,700(63.49)

32,103(63.72)

13,597(62.97)

 

Antiplatelet and anticoagulant use (n, %)

0.051

 Yes

28,920(40.18)

20,126(39.94)

8794(40.72)

 

 No

43,059(59.82)

30,259(60.06)

12,800(59.28)

 

PSH (n, %)

0.530

 Yes

37,366(51.91)

26,117(51.83)

11,249(52.09)

 

 No

34,613(48.09)

24,268(48.17)

10,345(47.91)

 

PMH (n, %)

0.671

 Yes

57,451(79.82)

40,194(79.77)

17,257(79.92)

 

 No

14,528(20.18)

10,191(20.23)

4337(20.08)

 

Smoking history (n, %)

0.264

 Yes

21,492(29.86)

14,981(29.73)

6511(30.15)

 

 No

50,487(70.14)

35,404(70.27)

15,083(69.85)

 

Drinking history (n, %)

0.401

 Yes

18,225(25.32)

12,712(25.23)

5513(25.53)

 

 No

53,754(74.68)

37,673(74.77)

16,081(74.47)

 

SBP (IQR, mmHg)

132.00(120.00,146.00)

132.00(120.00,146.00)

131.00(120.00,146.00)

0.262

DBP (IQR, mmHg)

78.00(70.00,86.00)

78.00(70.00,86.00)

78.00(70.00,86.00)

0.387

Pulse (IQR, bpm)

80.00(74.00,90.00)

80.00(75.00,90.00)

80.00(74.00,90.00)

0.716

AST (IQR, IU/L)

20.00(16.00,26.20)

20.00(16.00,26.30)

20.00(16.00,26.10)

0.899

ALT (IQR, IU/L)

19.00(13.00,29.00)

19.00(13.00,29.00)

19.00(13.00,29.00)

0.836

TGs (IQR, mmol/l)

1.56(1.10,2.34)

1.57(1.10,2.344)

1.55(1.10,2.33)

0.135

NLR (IQR)

2.95(1.99,4.69)

2.95(1.99,4.67)

2.97(1.99,4.72)

0.627

PLR (IQR)

121.15(90.27,166.06)

121.12(90.23,165.96)

121.28(90.32,166.35)

0.736

LMR (IQR)

3.81(2.57,5.42)

3.82(2.58,5.43)

3.79(2.56,5.39)

0.085

NPAR (IQR, ml/g)

16.74(14.26,20.00)

16.73(14.25,20.00)

16.75(14.29,20.00)

0.523

CREA (IQR, umol/l)

64.60(52.10,81.90)

64.60(52.10,81.80)

64.64(52.20,81.99)

0.393

UA (IQR, umol/l)

324.46(263.70,396.40)

325.00(263.30,396.60)

323.22(264.51,395.90)

0.442

LDL-C (IQR, mmol/l)

2.45(1.86,3.07)

2.44(1.86,3.07)

2.45(1.85,3.07)

0.741

HDL-C (IQR, mmol/l)

1.10(0.92,1.33)

1.10(0.92,1.33)

1.10(0.92,1.33)

0.603

FG (IQR, mmol/l)

7.48(5.76,10.61)

7.48(5.76,10.60)

7.48(5.75,10.62)

0.870

GFR (IQR, ml/min)

97.99(76.59,120.14)

98.00(76.52,120.17)

97.95(76.79,119.99)

0.913

  1. UEMI, urban employee medical insurance; URMI, urban resident medical insurance; ACCI, age-adjusted charlson comorbidity score; CHD, coronary heart disease; CI, cerebral infarction; PSH, past surgical history; PMH, past Medical History; SBP, systolic blood pressure; DBP, diastolic blood pressure; AST, aspartate aminotransferase; ALT, alanine aminotransferase; TGs, triglycerides; NLR, neutrophil-to-lymphocyte ratio;PLR, platelet-lymphocyte ratio; LMR, lymphocyte-to-monocyte ratio; NPAR, neutrophil percentage-to-albumin ratio; CREA, creatinine; UA, uric acid; LDL-C, low density lipoprotein cholesterol; HDL-C, high density lipoprotein cholesterol; FG, fasting glucose; GFR, glomerular filtration rate; bpm, beat per minute; IQR, interquartile range