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Table 2 Demographic and clinical characteristics associated with a prolonged LOS as assessed in the training set

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

Normal LOS (N = 38,026)

Prolonged LOS (N = 12,359)

P values

Age (IQR, year)

61.00(48.00,71.00)

68.00(58.00,76.00)

 < 0.001

Sex (n, %)

 < 0.001

 Female

21,566(56.71)

5866(47.46)

 

 Male

16,460(43.29)

6493(52.54)

 

Insurance type (n, %)

 < 0.001

 Full self-pay

3931(10.34)

866(7.01)

 

 UEMI

9527(25.05)

2332(18.87)

 

 URMI

22,871(60.15)

8800(71.20)

 

 Other insurance

1697(4.46)

361(2.92)

 

ACCI score (n, %)

 < 0.001

 0–4

16,936(44.54)

3175(25.69)

 

 5–7

15,420(40.55)

5915(47.86)

 

 > 7

5670(14.91)

3269(26.45)

 

Hypertension (n, %)

 < 0.001

 Yes

16,736(44.01)

7662(62.00)

 

 No

21,290(55.99)

4697(38.00)

 

CHD (n, %)

 < 0.001

 Yes

6768(17.8)

3604(29.16)

 

 No

31,258(82.2)

8755(70.84)

 

CI (n, %)

 < 0.001

 Yes

3226(8.48)

2704(21.88)

 

 No

34,800(91.52)

9655(78.12)

 

Hyperlipidemia (n, %)

0.123

 Yes

5285(13.9)

1649(13.34)

 

 No

32,741(86.1)

10,710(86.66)

 

Antihypertensive drug use (n, %)

 < 0.001

 Yes

13,379(35.18)

8571(69.35)

 

 No

24,647(64.82)

3788(30.65)

 

Statins use (n, %)

 < 0.001

 Yes

12,485(32.83)

5797(46.91)

 

 No

25,541(67.17)

6562(53.09)

 

Antiplatelet and anticoagulant use (n, %)

 < 0.001

 Yes

12,319(32.4)

7807(63.17)

 

 No

25,707(67.6)

4552(36.83)

 

PSH (n, %)

 < 0.001

 Yes

17,730(46.63)

8387(67.86)

 

 No

20,296(53.37)

3972(32.14)

 

PMH (n, %)

 < 0.001

 Yes

28,342(74.53)

11,852(95.90)

 

 No

9684(25.47)

507(4.10)

 

Smoking history (n, %)

 < 0.001

 Yes

9672(25.44)

5309(42.96)

 

 No

28,354(74.56)

7050(57.04)

 

Drinking history (n, %)

 < 0.001

 Yes

8047(21.16)

4665(37.75)

 

 No

29,979(78.84)

7694(62.25)

 

SBP (IQR, mmHg)

130.00(120.00,145.00)

135.00(122.00,150.00)

 < 0.001

DBP (IQR, mmHg)

79.00(71.00,86.00)

78.00(70.00,86.00)

0.003

Pulse (IQR, bpm)

80.00(75.00,90.00)

80.00(74.00,91.00)

0.442

AST (IQR, IU/L)

19.80(16.00,26.00)

20.00(16.00,28.00)

 < 0.001

ALT (IQR, IU/L)

19.00(13.00,29.00)

19.00(13.00,30.00)

0.585

TGs (IQR, mmol/l)

1.61(1.13,2.42)

1.45(1.04,2.12)

 < 0.001

NLR (IQR)

2.80(1.93,4.35)

3.48(2.26,5.94)

 < 0.001

PLR (IQR)

117.93(88.79,158.78)

132.82(96.04,190.11)

 < 0.001

LMR (IQR)

3.97(2.73,5.59)

3.31(2.17,4.86)

 < 0.001

NPAR (IQR, ml/g)

16.30(14.01,19.47)

18.07(15.33,21.53)

 < 0.001

CREA (IQR, umol/l)

62.80(50.90,78.50)

71.00(56.80,93.90)

 < 0.001

UA (IQR, umol/l)

324.28(264.45,394.19)

327.62(259.00,404.57)

0.132

LDL-C (IQR, mmol/l)

2.48(1.90,3.10)

2.32(1.75,2.96)

 < 0.001

HDL-C (IQR, mmol/l)

1.12(0.93,1.34)

1.06(0.88,1.29)

 < 0.001

FG (IQR, mmol/l)

7.32(5.64,10.27)

8.09(6.14,11.54)

 < 0.001

GFR (IQR, ml/min)

100.90(80.66,123.40)

89.01(63.55,109.29)

 < 0.001

  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; LOS, length of stay; IQR, interquartile range