Baseline characteristics and clinical outcomes of ICU patients with type 2 diabetes.
The basic characteristics and clinical outcomes of all 578 patients are shown in Table 1. Among the ICU patients with type 2 diabetes, 372 (64.4%) were male and 206 (35.6%) were female. The average age was 62.2 years. The proportions of males, prevalence of coronary heart disease, and AMI in the N-I and I-I groups were significantly lower than those in the N-N group (p < 0.05 for both). The proportions of those with sepsis and shock in the N-I and I-I groups were both significantly higher than those in the N-N group (p < 0.05 for both). The duration of diabetes in the I-I group was significantly longer than those in the N-N and N-I groups [10 (7–20) vs. 3.5 (0-8.25) and 10 (7–20) vs. 4 (0–10); p < 0.001 for both]. The prevalence of chronic kidney disease in the I-I group was significantly higher than that in the N-N group (p < 0.001). The prevalence rates of diabetic nephropathy, diabetic cardiovascular disease, diabetic peripheral neuropathy, coronary heart disease, chronic kidney disease in the I-I group were significantly higher than those in the N-I group (all p < 0.05).
Table 1
Baseline characteristics, laboratory parameters and clinical outcomes of ICU patients with T2DM before propensity score matching.
Variable
|
Total population
( n = 578)
|
N-N
(n = 50)
|
N-I
(n = 300)
|
I-I
(n = 228)
|
p value
|
Baseline characteristics
|
|
|
|
|
|
Age
|
62.24 ± 12.15
|
60.76 ± 10.77
|
61.99 ± 12.67
|
62.91 ± 11.73
|
0.459
|
Age range (≥ 60), n (%)
|
351 (60.7)
|
30 (60.0)
|
177 (59.0)
|
144 (63.2)
|
0.622
|
Gender, male
|
372 (64.4)
|
41 (82.0)
|
190 (63.3)†
|
141 (61.8) ‡
|
0.023
|
Duration of diabetes (years)
|
7 (2–10)
|
3.5 (0-8.25)
|
4 (0–10)
|
10 (7–20) ‡,§
|
< 0.001
|
Diabetic complications, n (%)
|
|
|
|
|
|
Diabetic nephropathy
|
92 (15.9)
|
2 (4.0)
|
28 (9.3)
|
62 (27.2) ‡,§
|
< 0.001
|
Diabetic retinopathy
|
19 (3.3)
|
0 (0.0)
|
9 (3.0)
|
10 (4.4)
|
0.308
|
Diabetic cardiovascular disease
|
19 (3.3)
|
2 (4.0)
|
3 (1.0)
|
14 (6.1)§
|
0.003
|
Diabetic peripheral neuropathy
|
43 (7.4)
|
2 (4.0)
|
16 (5.3)
|
25 (11.0)§
|
0.036
|
DKA
|
26 (4.5)
|
0 (0.0)
|
14 (4.7)
|
12 (5.3)
|
0.272
|
HHS
|
9 (1.6)
|
0 (0.0)
|
5 (1.7)
|
4 (1.8)
|
1.000
|
Original comorbidities, n (%)
|
|
|
|
|
|
Hypertension
|
351 (60.7)
|
33 (66.0)
|
174 (58.0)
|
144 (63.2)
|
0.353
|
Coronary heart disease
|
231 (40.0)
|
42 (84.0)
|
96 (32.0) †
|
93 (40.8) ‡,§
|
< 0.001
|
COPD
|
31 (5.4)
|
1 (2.0)
|
16 (5.3)
|
14 (6.1)
|
0.572
|
Chronic kidney disease
|
145 (25.1)
|
4 (8.0)
|
52 (17.3)
|
89 (39.0) ‡,§
|
< 0.001
|
Chronic liver disease
|
87 (15.1)
|
11 (22.0)
|
46 (15.3)
|
30 (13.2)
|
0.280
|
Sepsis
|
72 (12.5)
|
1 (2.0)
|
41 (13.7) †
|
30 (13.2) ‡
|
0.063
|
Cancer
|
50 (8.7)
|
1 (2.0)
|
32 (10.7)
|
17 (7.5)
|
0.086
|
COVID 19
|
29 (5.0)
|
1 (2.0)
|
19 (6.3)
|
9 (3.9)
|
0.335
|
Shock
|
49 (8.5)
|
0 (0.0)
|
28 (9.3) †
|
21 (9.2) ‡
|
0.045
|
AMI
|
103 (17.8)
|
26 (52.0)
|
44 (14.7) †
|
33 (14.5) ‡
|
< 0.001
|
Smoker, n (%)
|
195 (33.7)
|
25 (50.0)
|
104 (34.7) †
|
66 (28.9) ‡
|
0.015
|
Drinker, n (%)
|
100 (17.3)
|
14 (28.0)
|
54 (18.0)
|
32 (14.0) ‡
|
0.055
|
Laboratory parameters
|
|
|
|
|
|
Routine blood test
|
|
|
|
|
|
White-cell count, ×10 9 /L
|
10.01 (7.19–4.09)
|
9.13 (7.65–12.28)
|
10.19 (7.20-14.65)
|
10.02 (6.93–14.21)
|
0.597
|
Neutrophil count, ×10 9 /L
|
8.17 (5.43–12.27)
|
7.11 (5.46–10.15)
|
8.25 (5.53–12.74)
|
8.41 (5.28–12.20)
|
0.226
|
Lymphocyte count, ×10 9 /L
|
0.98 (0.60–1.46)
|
1.32 (0.90–1.90)
|
0.96 (0.60–1.49) †
|
0.95 (0.54–1.39) ‡
|
< 0.001
|
Monocyte count, ×10 9 /L
|
0.56 (0.35–0.82)
|
0.65 (0.38–0.82)
|
0.57 (0.34–0.81)
|
0.53 (0.37–0.82)
|
0.387
|
Platelet count, ×10 9 /L
|
178.00 (118.00-236.00)
|
217.00 (184.25-268.25)
|
164 (105–228) †
|
179.00 (115.00-238.00) ‡
|
< 0.001
|
Hemoglobin, g/L
|
111.30 ± 28.62
|
129.74 ± 18.40
|
113.89 ± 28.31†
|
103.82 ± 28.52‡,§
|
< 0.001
|
Blood biochemistry
|
|
|
|
|
|
ALT, U/L
|
21 (13–38)
|
29.50 (18.75-48.00)
|
22.00 (14.00-40.25)
|
18.00 (11.00-34.75) ‡,§
|
< 0.001
|
AST, U/L
|
29.00 (19.00–60.00)
|
35.50 (22.50–150.00)
|
31.00 (20.00–69.00)
|
26.00 (18.00–47.00) ‡,§
|
0.002
|
Albumin, g/L
|
33.05 ± 7.16
|
40.46 ± 4.15
|
32.52 ± 7.45†
|
32.11 ± 6.34‡
|
< 0.001
|
Total bilirubin, µmol/L
|
9.35 (6.00 -15.55)
|
10.10 (7.40–14.60)
|
10.75 (6.73–17.90)
|
7.90 (4.80–12.70) ‡,§
|
< 0.001
|
Direct bilirubin,mmol/L
|
3.90 (2.50–6.68)
|
4.15 (3.03–6.10)
|
4.50 (2.55–7.80)
|
3.30 (2.20–5.35) ‡,§
|
0.001
|
Total cholesterol, mmol/L
|
3.60 (2.73–4.43)
|
4.08 (3.38–4.75)
|
3.63 (2.66–4.47) †
|
3.48 (2.71–4.36) ‡
|
0.007
|
Triglyceride, mmol/L
|
1.34 (0.97–2.07)
|
1.20 (0.80–1.71)
|
1.41 (0.98–2.22) †
|
1.33 (1.00-1.93)
|
0.105
|
HDL, mmol/L
|
0.80 ± 0.35
|
0.98 ± 0.29
|
0.75 (0.52–0.98) †
|
0.80 ± 0.35‡
|
< 0.001
|
LDL, mmol/L
|
2.02 (1.30–2.82)
|
2.57 (2.11–3.39)
|
2.00 (1.18–2.82) †
|
1.83 (1.28–2.53 ) ‡
|
< 0.001
|
CK,U/L
|
144.50 (59.00-437.25)
|
525.50 (85.75–2107.00)
|
148.00 (61.00-508.00) †
|
128.00 (54.50-296.50) ‡
|
0.001
|
LDH,U/l
|
288.00 (209.00-441.75)
|
302.00 (208.50–528.00)
|
288.00 (209.00-505.00)
|
280.00 (213.00-403.00)
|
0.507
|
UA,umol/L
|
341.15 (249.25–476.00)
|
341.15 (287.75–470.00)
|
325.20 (225.20-463.50)
|
362.00 (259.00-492.20)
|
0.238
|
Creatinine, µmol/L
|
101.00 (68.00-208.50)
|
76.50 (64.75–97.25)
|
88.00 (63.00-168.00) †
|
134.50 (81.25–298.50) ‡, c
|
< 0.001
|
Blood urea nitrogen, mmol/L
|
8.80 (5.50-15.21)
|
5.15 (4.36–5.95)
|
8.27 (5.15–13.65) †
|
10.91 (6.91–19.24) ‡,§
|
< 0.001
|
eGFR mL/min
|
61.90 (26.18–93.18)
|
90.95 (72.95–97.88)
|
70.25 (33.18–97.85) †
|
42.05 (15.38–75.30) ‡,§
|
< 0.001
|
PCT,ng/mL
|
1.00 (0.26–7.35)
|
0.06 (0.04–25.15)
|
0.95 (0.24–7.64) †
|
1.06 (0.37–6.59) ‡
|
0.069
|
NT-ProBNP, pg/mL
|
2251.50
(500.75-8283.75)
|
620.50
(158.50-2258.25)
|
1552.00
(388.00-6992.50) †
|
4476.00
(1144.00-15565.50) ‡,§
|
< 0.001
|
cTnI, pg/mL
|
41.05 (3.80-839.25)
|
2648.95 (20.28-41559.20)
|
34.70 (3.65-607.38) †
|
33.30 (2.63- 475.25) ‡
|
< 0.001
|
Myoglobin, µg/L
|
179.65 (67.88-534.65)
|
147.60 (44.25-1200.10)
|
167.95 (65.63-566.38)
|
201.20 (82.70-496.40)
|
0.870
|
CK-MB, ng/mL
|
3.05 (1.20–9.53)
|
17.40 (1.15-148.85)
|
3.45 (1.30–8.93) †
|
2.50 (1.10-7.00) ‡
|
0.009
|
Glucose, mmol/L
|
11.89 (8.97–15.82)
|
10.14 (8.65–11.45)
|
11.38 (8.75–15.73) †
|
12.79 (9.96–16.50) ‡,§
|
< 0.001
|
Lactate, mmol/L
|
2.22 (1.44–3.52)
|
1.00 (0.77–7.25)
|
2.48 (1.50–3.71)
|
1.97 (1.45–3.10)
|
0.069
|
HbA1c, %
|
7.50 (6.50–9.30)
|
6.90 (6.30-8.00)
|
7.80 (6.60–9.60) †
|
7.55 (6.43–9.40)
|
0.024
|
Potassium (mmol/L)
|
4.13 (3.73–4.65)
|
3.97 (3.70–4.16)
|
4.07 (3.67–4.63)
|
4.35 (3.84–4.87) ‡,§
|
< 0.001
|
Sodium (mmol/L)
|
138.50 (135.58–141.40)
|
138.60 (136.43-140.68)
|
138.70 (135.83–142.00)
|
138.10 (135.00-140.80)
|
0.204
|
Chloride (mmol/L)
|
100.60 (96.70-104.60)
|
99.90 (98.00-102.45)
|
101.00 (96.73-105.08)
|
100.60 (96.50-103.98)
|
0.395
|
Calcium (mmol/L)
|
2.13 (2.00-2.25)
|
2.24 (2.15–2.31)
|
2.12 (1.99–2.25) †
|
2.12 (1.98–2.23) ‡
|
< 0.001
|
Bicarbonate (mmol/L)
|
21.10 (17.40–24.00)
|
23.20 (20.65–25.70)
|
21.00 (17.25-24.00) †
|
20.80 (16.68-24.00) ‡
|
0.001
|
Coagulation function
|
|
|
|
|
|
PT, Sec
|
14.85 (13.80–16.60)
|
14.20 (13.10–15.00)
|
14.90 (13.80-16.78) †
|
14.90 (13.90–17.10) ‡
|
0.001
|
INR
|
1.17 (1.07–1.33)
|
1.10 (0.99–1.17)
|
1.18 (1.07–1.37) †
|
1.18 (1.08–1.37) ‡
|
< 0.001
|
FIB,g/L
|
4.45 (3.21–5.92)
|
3.46 (2.93–4.14)
|
4.55 (3.12–5.94) †
|
4.60 (3.40–6.13) ‡
|
0.001
|
APTT, Sec
|
41.90 (36.60–50.80)
|
40.50 (35.78–172.20)
|
41.95 (36.60-50.75)
|
41.90 (37.65–49.20)
|
0.765
|
TT, Sec
|
16.90 (15.90–18.80)
|
16.95 (16.08–240.10)
|
16.70 (15.73–18.38)
|
17.10 (15.90–18.80)
|
0.119
|
D-dimer, ug/mL
|
1.73 (0.63–4.05)
|
0.41 (0.26–0.80)
|
2.09 (0.70–5.47) †
|
1.73 (0.77–3.81) ‡
|
< 0.001
|
Infection-related indices
|
|
|
|
|
|
C-reactive protein, mg/L
|
47.80 (8.23–133.80)
|
6.70 (2.10–17.50)
|
59.40 (11.70-162.08) †
|
54.80 (12.30-130.25) ‡
|
< 0.001
|
ESR,mm/H
|
22.50 (8.00-49.25)
|
10.00 (4.00-19.50)
|
23.00 (7.50–41.00) †
|
37.00 (12.00–64.00) ‡,§
|
< 0.001
|
IL-6,pg/ml
|
63.45 (21.92–150.10)
|
14.95 (9.66–33.57)
|
64.84 (25.17-165.63) †
|
70.28 (22.54-123.99) ‡
|
0.034
|
Hypoglycemia at ICU stay, n (%)
|
|
|
|
|
|
Blood glucose ≤ 3.9 mmol/L
|
60 (10.4)
|
1 (2.0)
|
26 (8.7)
|
33 (14.5) ‡,§
|
0.012
|
Blood glucose ≤ 3.0 mmol/L
|
27 (4.7)
|
0 (0.0)
|
14 (4.7)
|
13 (5.7)
|
0.236
|
Clinical outcomes
|
|
|
|
|
|
Length of ICU stay (days)
|
8 (5–14)
|
6 (4–8)
|
8.5 (5–14) †
|
9 (5-15.75) ‡
|
0.001
|
Mortality, n (%)
|
116 (20.1)
|
0 (0.0)
|
60 (20.0) †
|
56 (24.6) ‡
|
< 0.001
|
Data were presented as n (%), mean ± SD, and median (interquartile range). N-N group was composed of patients received treatment without insulint before and after ICU admission. N-I group was composed of patients received treatment without insulin before ICU admission but received insulin treatment after ICU admission. I-I group was composed of patients received insulin treatment before and after ICU admission. Abbreviations: DKA, diabetic ketoacidosis; HHS, hyperglycemic hyperosmolar state; COPD, chronic obstructive pulmonary disease; AMI, acute myocardial infarction. ALT, alanine aminotransferase; AST, aspartate aminotransferase; CK, creatine kinase; LDH, lactate dehydrogenase; UA, uric acid; PCT, procalcitonin; NT-proBNP, N-terminal pro-B-type natriuretic peptide; cTnI, cardiac troponin I; CK-MB, creatinine kinase MB; PT, prothrombin time; INR, international normalized ratio; FIB, fibrinogen; APTT, activated partial thromboplastin time; TT, thrombin time; ESR, erythrocyte sedimentation rate; ICU, intensive care unit; NA, not applicable. |
The p value indicates differences among the N-N, N-I and I-I groups. |
† indicates significant differences among the N-I group vs. the N-N group. |
‡ indicates significant differences among the I-I group vs. the N-N group. |
§ indicates significant differences among the I-I group vs. the N-I group. |
p < 0.05 was considered statistically significant. |
The laboratory parameters on ICU admission were also recorded. The levels of lymphocyte count, hemoglobin, albumin, total cholesterol, eGFR, cardiac troponin I were significantly lower in the N-I and I-I groups than in the N-N group (p < 0.05 for both). In contrast, the levels of creatinine, amino-terminal pro-brain natriuretic peptide (NT-ProBNP), CRP, erythrocyte sedimentation rate (ESR), and serum IL-6 in the N-I and I-I groups were significantly higher than those in the N-N group (p < 0.05 for both). The levels of triglyceride, glucose, HbA1c were significantly higher in the N-I group than in the N-N group (p < 0.05). The I-I group had lower levels of ALT, AST, total bilirubin, and higher levels of potassium than the N-N and N-I groups (p < 0.05). The I-I group had lower levels of hemoglobin, ALT, AST, total bilirubin, eGFR and higher levels of creatinine, blood urea nitrogen, NT-ProBNP, glucose, potassium, ESR than the N-I group (p < 0.05). During hospitalization, the incidence of hypoglycemia was higher in the I-I group than in the N-N and N-I groups [14.5% (33/228) vs. 2.0% (1/50) and 14.5% (33/228) vs. 8.7% (26/300); p < 0.05 for both].
The clinical outcomes are shown at the bottom of Table 1. Compared with the N-N group, the N-I and I-I groups had longer length of ICU stay [ 8.5 (5–14) vs. 6 (4–8) and 9 (5-15.75) vs. 6 (4–8); p < 0.05 for both] and significantly increased mortality rates [20.0% (60/300) vs. (0.0% (0/50) and 24.6% (56/228) vs. (0.0% (0/50); p < 0.001 for both]. The Kaplan-Meier survival analysis showed a significantly poorer survival in the N-I and I-I groups than in the N-N group (log-rank p = 0.024 for N-N vs. N-I group and log-rank p = 0.010 for N-N vs. I-I group) (Fig. 2a).
Compared with the N-N group, the N-I group had higher mortality after PSM
To investigate the clinical outcomes between the N-I and N-N groups, PSM was performed to avoid bias. The N-I and N-N groups were defined as the N-N-PSM group and the N-I-PSM group after PSM was performed. Except for some variables (platelet count, blood urea nitrogen, INR, D-dimer) that differed, the baseline characteristics were comparable between these two groups (all p > 0.05) (Table 2). There were no markedly differences in the length of ICU stay between the N-I-PSM and N-N-PSM groups [7 (5–9) vs. 6 (4–8), p = 0.172]. Mortality rate was significantly higher [15.4% (6/39) vs. 0.0% (0/39), p = 0.025] in the N-I-PSM group than in the N-N-PSM group (Table 2). The Kaplan-Meier survival analysis showed a significantly poorer survival in the N-I-PSM group than in the N-N-PSM group (log-rank p = 0.040) (Fig. 2b). Since there was no event in the N-N group, the hazard ratio was not calculated.
Table 2
Comparison of baseline characteristics, laboratory parameters and clinical outcomes between the N-N-PSM and N-I-PSM groups.
Variable
|
Total population
( n = 78)
|
N-N-PSM
( n = 39)
|
N-I-PSM
( n = 39)
|
p value
|
Baseline characteristics
|
|
|
|
|
Age
|
61.64 ± 11.99
|
61.05 ± 10.54
|
62.23 ± 13.40
|
0.667
|
Age range (≥ 60), n (%)
|
46 (59.0)
|
23 (59.0)
|
23 (59.0)
|
1.000
|
Gender, male
|
20 (25.6)
|
9 (23.1)
|
11 (28.2)
|
0.604
|
Duration of diabetes (years)
|
2.00 (0.00–6.00)
|
3.00 (0.00–10.00)
|
1.50 (0.00-5.75)
|
0.370
|
Diabetic complications, n (%)
|
|
|
|
|
Diabetic nephropathy
|
1 (1.3)
|
1 (2.6)
|
0 (0.0)
|
1.000
|
Diabetic retinopathy
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
Diabetic peripheral neuropathy
|
3 (3.8)
|
2 (5.1)
|
1 (2.6)
|
1.000
|
DKA
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
HHS
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
Original comorbidities, n (%)
|
|
|
|
|
Hypertension
|
47 (60.3)
|
24 (61.5)
|
23 (59.0)
|
0.817
|
Coronary heart disease
|
59 (75.6)
|
31 (79.5)
|
28 (71.8)
|
0.429
|
COPD
|
1 (1.3)
|
1 (2.6)
|
0 (0.0)
|
1.000
|
Chronic kidney disease
|
9 (11.5)
|
4 (10.3)
|
5 (12.8)
|
1.000
|
Chronic liver disease
|
15 (19.2)
|
7 (17.9)
|
8 (20.5)
|
0.774
|
Sepsis
|
2 (2.6)
|
1 (2.6)
|
1 (2.6)
|
1.000
|
Cancer
|
2 (2.6)
|
1 (2.6)
|
1 (2.6)
|
1.000
|
COVID 19
|
3 (3.8)
|
1 (2.6)
|
2 (5.1)
|
1.000
|
Shock
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
AMI
|
38 (48.7)
|
19 (48.7)
|
19 (48.7)
|
1.000
|
Smoker, n (%)
|
40 (51.3)
|
20 (51.3)
|
20 (51.3)
|
1.000
|
Drinker, n (%)
|
9 (23.1)
|
9 (23.1)
|
9 (23.1)
|
1.000
|
Laboratory parameters
|
|
|
|
|
Routine blood test
|
|
|
|
|
White-cell count, ×10 9 /L
|
10.33 ± 4.63
|
10.09 ± 3.64
|
10.56 ± 5.49
|
0.659
|
Neutrophil count, ×10 9 /L
|
7.97 ± 4.26
|
7.83 ± 3.55
|
8.12 ± 4.91
|
0.764
|
Lymphocyte count, ×10 9 /L
|
1.30 (0.90–1.79)
|
1.21 (1.00-1.80)
|
1.50 (0.80–1.79)
|
0.897
|
Monocyte count, ×10 9 /L
|
0.65 (0.44–0.85)
|
0.69 (0.38–0.84)
|
0.62 (0.46–0.89)
|
0.893
|
Platelet count, ×10 9 /L
|
207.00 (162.75-270.25)
|
223.00 (185.00-275.00)
|
190.00 (145.00-270.00)
|
0.033
|
Hemoglobin, g/L
|
130.00 (116.50-139.50)
|
133.00 (115.00-139.00)
|
129.00 (117.00-144.00)
|
0.865
|
Blood biochemistry
|
|
|
|
|
ALT, U/L
|
29.50 (17.75-48.00)
|
30.00 (18.00–48.00)
|
29.00 (17.00–49.00)
|
0.865
|
AST, U/L
|
34.00 (21.00-134.00)
|
29.00 (20.00-144.00)
|
34.00 (22.00-107.00)
|
0.686
|
Albumin, g/L
|
40.59 ± 4.93
|
40.12 ± 4.50
|
41.06 ± 5.34
|
0.400
|
Total bilirubin, µmol/L
|
10.00 (7.08–16.15)
|
10.20 (7.50–14.60)
|
9.70 (7.00-16.60)
|
0.624
|
Direct bilirubin,mmol/L
|
4.30 (2.80-6.00)
|
4.50 (3.10–6.40)
|
3.80 (2.50–5.70)
|
0.223
|
Total cholesterol, mmol/L
|
4.16 ± 1.41
|
4.05 ± 1.05
|
4.28 ± 1.71
|
0.487
|
Triglyceride, mmol/L
|
1.24 (0.82–2.03)
|
1.20 (0.81–1.61)
|
1.30 (0.82–2.43)
|
0.316
|
HDL, mmol/L
|
0.96 ± 0.30
|
0.97 ± 0.30
|
0.95 ± 0.30
|
0.819
|
LDL, mmol/L
|
2.64 ± 1.23
|
2.62 ± 0.90
|
2.65 ± 1.51
|
0.902
|
CK,U/L
|
247.00 (79.00-1451.00)
|
415.50 (77.25-2006.50)
|
192.00 (79.00-634.00)
|
0.425
|
LDH,U/l
|
279.00 (208.00-442.00)
|
273.00 (193.00-516.00)
|
284.50 (208.75–397.00)
|
0.863
|
UA,umol/L
|
348.15 (282.10-476.93)
|
343.70 (284.00-477.00)
|
357.40 (276.40-476.90)
|
0.956
|
Creatinine, µmol/L
|
95.69 ± 62.88
|
90.05 ± 60.05
|
101.33 ± 65.87
|
0.432
|
Blood urea nitrogen, mmol/L
|
5.70 (4.42–7.47)
|
5.11 (4.29–6.10)
|
6.40 (5.10–9.20)
|
0.008
|
eGFR mL/min
|
85.00 (67.13–95.53)
|
90.20 (68.40–97.60)
|
84.20 (62.50–92.10)
|
0.267
|
PCT,ng/mL
|
0.20 (0.05–0.91)
|
0.12 (0.03–37.57)
|
0.29 (0.08–0.91)
|
0.289
|
NT-ProBNP, pg/mL
|
764.00 (184.50–2595.00)
|
764.00 (151.50–2554.00)
|
766.50 (192.50-3565.70)
|
0.774
|
cTnI, pg/mL
|
589.40 (20.03-9653.30)
|
840.00 (18.70-38329.70)
|
139.30 (20.20–5724.00)
|
0.342
|
Myoglobin, µg/L
|
117.85 (52.60-918.20)
|
96.35 (37.33-1051.55)
|
201.75 (64.88–918.20)
|
0.378
|
CK-MB, ng/mL
|
4.30 (1.20–52.00)
|
3.40 (0.03–37.57)
|
5.40 (1.20–29.20)
|
0.842
|
Glucose, mmol/L
|
10.54 (8.65–12.24)
|
9.88 (8.37–11.40)
|
11.55 (8.98–14.49)
|
0.063
|
Lactate, mmol/L
|
1.43 (1.02–8.49)
|
1.00 (0.77–7.25)
|
2.65 (1.34–8.49)
|
0.131
|
HbA1c, %
|
7.30 (6.53–8.78)
|
7.00 (6.35–8.60)
|
7.40 (6.80–9.60)
|
0.133
|
Potassium (mmol/L)
|
3.99 (3.78–4.30)
|
3.97 (3.70–4.19)
|
4.07 (3.87–4.44)
|
0.265
|
Sodium (mmol/L)
|
138.75 (136.95-141.05)
|
138.60 (136.50-140.60)
|
139.30 (137.00 -141.40)
|
0.390
|
Chloride (mmol/L)
|
100.30 (96.50-102.70 )
|
99.70 (96.80-102.40)
|
100.40 (95.50-102.70)
|
0.905
|
Calcium (mmol/L)
|
2.24 ± 0.13
|
2.22 ± 0.12
|
2.25 ± 0.14
|
0.391
|
Bicarbonate (mmol/L)
|
22.80 (20.25–24.63)
|
22.90 (20.40–26.00)
|
22.60 (18.00-24.60)
|
0.215
|
Coagulation function
|
|
|
|
|
PT, Sec
|
14.25 (13.20-15.03)
|
14.10 (13.10–14.90)
|
14.40 (13.70–15.60)
|
0.163
|
INR
|
1.10 (1.01–1.18)
|
1.08 (0.99–1.16)
|
1.11 (1.05–1.26)
|
0.046
|
FIB,g/L
|
3.87 ± 1.40
|
3.94 ± 1.48
|
3.81 ± 1.34
|
0.688
|
APTT, Sec
|
39.95 (35.98–56.85)
|
39.60 (34.60-171.80)
|
40.70 (36.60–48.60)
|
0.988
|
TT, Sec
|
17.00 (16.00-25.43)
|
16.70 (16.00-40.10)
|
17.10 (16.10–19.40)
|
0.892
|
D-dimer, ug/mL
|
0.51 (0.34–1.58)
|
0.42 (0.28–0.80)
|
0.66 (0.41–2.04)
|
0.011
|
Infection-related indices
|
|
|
|
|
C-reactive protein, mg/L
|
7.35 (2.50–22.40)
|
7.40 (2.40–21.20)
|
7.30 (2.50–31.00)
|
0.976
|
ESR,mm/H
|
11.00 (5.00-22.50)
|
10.00 (4.50–21.00)
|
13.00 (5.00–24.00)
|
0.730
|
IL-6,pg/ml
|
15.10 (11.13–43.80)
|
14.95 (9.66–33.57)
|
25.07 (11.79–47.87)
|
0.631
|
Hypoglycemia at ICU stay, n (%)
|
|
|
|
|
Blood glucose ≤ 3.9 mmol/L
|
1 (1.3)
|
0 (0.0)
|
1 (2.6)
|
1.000
|
Blood glucose ≤ 3.0 mmol/L
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
Clinical outcomes
|
|
|
|
|
Length of ICU stay (days)
|
7 (4–8)
|
6 (4–8)
|
7 (5–9)
|
0.172
|
Mortality, n (%)
|
6 (7.7)
|
0 (0.0)
|
6 (15.4)
|
0.025
|
Data were presented as n (%), mean ± SD, and median (interquartile range). The N-N-PSM and N-I-PSM groups were propensity score matched sub-populations between the N-N and N-I groups. The N-N group was composed of patients treated without insulin before and after ICU admission. The N-I group was composed of patients received treatment without insulin before ICU admission but received insulin treatment after ICU admission. Abbreviations: DKA, diabetic ketoacidosis; HHS, hyperglycemic hyperosmolar state; COPD, chronic obstructive pulmonary disease; AMI, acute myocardial infarction. ALT, alanine aminotransferase; AST, aspartate aminotransferase; CK, creatine kinase; LDH, lactate dehydrogenase; UA, uric acid; PCT, procalcitonin; NT-proBNP, N-terminal pro-B-type natriuretic peptide; cTnI, cardiac troponin I; CK-MB, creatinine kinase MB; PT, prothrombin time; INR, international normalized ratio; FIB, fibrinogen; APTT, activated partial thromboplastin time; TT, thrombin time; ESR, erythrocyte sedimentation rate; ICU, intensive care unit; NA, not applicable. |
Compared with the N-N group, the I-I group had longer length of ICU stay
To investigate the clinical outcomes between the N-N and I-I groups, PSM was performed to avoid bias. The N-N and I-I groups were defined as the N-N-PSM and I-I-PSM groups after PSM was performed. Except for some variables (duration of diabetes, blood urea nitrogen, calcium) that differed, the baseline characteristics were comparable between the N-N-PSM and I-I-PSM groups (all p > 0.05) (Table 3). The length of ICU stay was notably longer in the I-I-PSM group than in the N-N-PSM group [10 (6–14) vs. 7 (4–8), p = 0.026]. Mortality rate seemed to be higher in the I-I-PSM group than in the N-N-PSM group [16.0% (4/25) vs. 0.0% (0/25), p = 0.110], but the statistical difference was not significant. (Table 3) The Kaplan-Meier survival analysis did not show an obviously poorer survival rate in the I-I-PSM group than in the N-N-PSM group (log-rank p = 0.370) (Fig. 2c). Since there was no event in the N-N group, the hazard ratio was not calculated.
Table 3
Comparison of baseline characteristics, laboratory parameters and clinical outcomes between the N-N-PSM and I-I-PSM groups.
Variable
|
Total population
(n = 50)
|
N-N-PSM
(n = 25)
|
I-I-PSM
(n = 25)
|
p value
|
Baseline characteristics
|
|
|
|
|
Age
|
61.00 ± 10.92
|
60.64 ± 11.55
|
61.36 ± 10.48
|
0.818
|
Age range (≥ 60), n (%)
|
29 (58.0)
|
15 (60.0)
|
14 (56.0)
|
0.774
|
Gender, male
|
36 (72.0)
|
17 (68.0)
|
19 (76.0)
|
0.529
|
Duration of diabetes (years)
|
6.50 (3.00-10.75)
|
4.00 (2.00–10.00)
|
10.00 (6.00–20.00)
|
0.016
|
Diabetic complications, n (%)
|
|
|
|
|
Diabetic nephropathy
|
3 (6.0)
|
2 (8.0)
|
1 (4.0)
|
1.000
|
Diabetic retinopathy
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
Diabetic cardiovascular disease
|
3 (6.0)
|
1 (4.0)
|
2 (8.0)
|
1.000
|
Diabetic peripheral neuropathy
|
3 (6.0)
|
2 (8.0)
|
1 (4.0)
|
1.000
|
DKA
|
1 (2.0)
|
0 (0.0)
|
1 (4.0)
|
1.000
|
HHS
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
Original comorbidities, n (%)
|
|
|
|
|
Hypertension
|
34 (68.0)
|
17 (68.0)
|
17 (68.0)
|
1.000
|
Coronary heart disease
|
37 (74.0)
|
19 (76.0)
|
18 (72.0)
|
0.747
|
COPD
|
1 (2.0)
|
1 (4.0)
|
0 (0.0)
|
1.000
|
Chronic kidney disease
|
9 (18.0)
|
3 (12.0)
|
6 (24.0)
|
0.463
|
Chronic liver disease
|
10 (20.0)
|
4 (16.0)
|
6 (24.0)
|
0.480
|
Sepsis
|
2 (4.0)
|
1 (4.0)
|
1 (4.0)
|
1.000
|
Cancer
|
3 (6.0)
|
1 (4.0)
|
2 (8.0)
|
1.000
|
COVID 19
|
2 (4.0)
|
0 (0.0)
|
2 (8.0)
|
0.490
|
Shock
|
0 (0.0)
|
0 (0.0)
|
0 (0.0)
|
NA
|
AMI
|
20 (40.0)
|
10 (40.0)
|
10 (40.0)
|
1.000
|
Smoker, n (%)
|
25 (50.0)
|
13 (52.0)
|
12 (48.0)
|
0.777
|
Drinker, n (%)
|
9 (18.0)
|
4 (16.0)
|
5 ( 20.0)
|
1.000
|
Laboratory parameters
|
|
|
|
|
Routine blood test
|
|
|
|
|
White-cell count, ×10 9 /L
|
10.49 ± 5.62
|
9.86 ± 3.85
|
11.12 ± 6.99
|
0.431
|
Neutrophil count, ×10 9 /L
|
8.01 ± 5.31
|
7.38 ± 3.62
|
8.64 ± 6.60
|
0.407
|
Lymphocyte count, ×10 9 /L
|
1.52 ± 0.94
|
1.64 ± 0.77
|
1.41 ± 1.08
|
0.386
|
Monocyte count, ×10 9 /L
|
0.56 (0.37–0.73)
|
0.65 (0.37–0.81)
|
0.49 (0.36–0.68)
|
0.165
|
Platelet count, ×10 9 /L
|
213.50 (164.75-274.25)
|
222.00 (176.00-272.00)
|
190.00 (128.00-279.50)
|
0.367
|
Hemoglobin, g/L
|
123.30 ± 20.62
|
124.92 ± 17.09
|
121.68 ± 23.88
|
0.584
|
Blood biochemistry
|
|
|
|
|
ALT, U/L
|
25.00 (13.75-45.00)
|
29.00 (16.50–46.00)
|
21.00 (12.50–46.00)
|
0.221
|
AST, U/L
|
28.50 (17.75–52.50)
|
29.00 (17.00–54.00)
|
28.00 (17.50–60.00)
|
0.741
|
Albumin, g/L
|
38.74 ± 5.22
|
39.38 ± 4.92
|
38.10 ± 5.52
|
0.388
|
Total bilirubin, µmol/L
|
7.90 (5.88–14.28)
|
8.90 (6.15–15.40)
|
7.50 (4.75–12.60)
|
0.260
|
Direct bilirubin,mmol/L
|
3.35 (2.60–5.85)
|
4.10 (2.75–6.10)
|
3.10 (2.55–5.40)
|
0.285
|
Total cholesterol, mmol/L
|
3.70 (2.90–4.56)
|
3.71 (3.27–4.44)
|
3.48 (2.73–4.93)
|
0.313
|
Triglyceride, mmol/L
|
1.25 (0.95–2.01)
|
1.20 (0.92–2.09)
|
1.44 (0.94–2.01)
|
0.800
|
HDL, mmol/L
|
0.92 ± 0.35
|
0.92 ± 0.27
|
0.92 ± 0.43
|
0.950
|
LDL, mmol/L
|
2.41 ± 0.98
|
2.52 ± 0.91
|
2.28 ± 1.06
|
0.403
|
CK,U/L
|
103.00 (53.00-325.00)
|
277.00 (58.00-1549.00)
|
97.50 (36.50-219.75)
|
0.064
|
LDH,U/l
|
246.00 (193.00-431.00)
|
246.00 (187.00-442.00)
|
247.00 (194.00-393.25)
|
0.992
|
UA,umol/L
|
355.65 (277.25–476.00)
|
328.60 (279.50-506.70)
|
377.00 (269.00-464.65)
|
0.907
|
Creatinine, µmol/L
|
96.00 (66.00-148.00)
|
79.00 (59.50-111.50)
|
111.00 (70.50-196.50)
|
0.109
|
Blood urea nitrogen, mmol/L
|
6.90 (4.98–10.64)
|
5.19 (4.22–7.78)
|
8.85 (6.02–13.18)
|
0.001
|
eGFR mL/min
|
70.45 (37.50–94.90)
|
76.20 (56.15-95.00)
|
63.20 (28.30-96.35)
|
0.273
|
PCT,ng/mL
|
1.26 (0.16–5.02)
|
0.20 (0.03-50.00)
|
3.12 (1.11–3.92)
|
0.180
|
NT-ProBNP, pg/mL
|
1156.00 (275.00-4709.00)
|
823.50
(144.75-4789.25)
|
1304.00 (388.00-4259.50)
|
0.522
|
cTnI, pg/mL
|
73.35 (6.48-4645.35)
|
234.20 (12.15-14202.70)
|
33.70 (4.00-905.75)
|
0.233
|
Myoglobin, µg/L
|
82.50 (33.40-262.10)
|
76.60 (32.15–762.90)
|
89.35 (41.43-239.98)
|
0.942
|
CK-MB, ng/mL
|
1.80 (0.90–17.40)
|
2.20 (0.90-34.55)
|
1.35 (0.83–5.53)
|
0.248
|
Glucose, mmol/L
|
10.55 (7.60-12.77)
|
9.88 (7.53–11.50)
|
11.53 (7.65-17.00)
|
0.146
|
Lactate, mmol/L
|
1.02 (0.70–3.10)
|
1.00 (0.77–7.25)
|
2.17 (0.42–3.10)
|
1.000
|
HbA1c, %
|
7.40 (6.40–9.20)
|
7.00 (6.30–8.70)
|
7.45 (6.60–9.55)
|
0.367
|
Potassium (mmol/L)
|
4.09 (3.72–4.40)
|
3.96 (3.69–4.20)
|
4.18 (3.78–4.68)
|
0.073
|
Sodium (mmol/L)
|
138.20 (135.60-140.20)
|
138.90 (136.65–140.80)
|
137.70 (134.45–140.00)
|
0.290
|
Chloride (mmol/L)
|
99.78 ± 3.91
|
100.06 ± 3.92
|
99.50 ± 3.96
|
0.618
|
Calcium (mmol/L)
|
2.20 ± 0.14
|
2.24 ± 0.12
|
2.16 ± 0.14
|
0.047
|
Bicarbonate (mmol/L)
|
22.03 ± 4.42
|
23.12 ± 4.03
|
20.94 ± 4.59
|
0.080
|
Coagulation function
|
|
|
|
|
PT, Sec
|
14.00 (13.20–14.90)
|
13.70 (12.95–14.70)
|
14.30 (13.45–15.05)
|
0.093
|
INR
|
1.09 (1.01–1.16)
|
1.04 (0.99–1.14)
|
1.14 (1.04–1.19)
|
0.058
|
FIB,g/L
|
3.46 (2.87–4.78)
|
3.45 (2.93–4.92)
|
3.62 (2.71–4.84)
|
0.771
|
APTT, Sec
|
39.90 (35.40-54.43)
|
39.10 (33.85–56.55)
|
42.00 (37.35–53.75)
|
0.268
|
TT, Sec
|
17.30 (16.18–21.38)
|
16.70 (15.75–20.15)
|
17.80 (16.45–23.50)
|
0.259
|
D-dimer, ug/mL
|
0.65 (0.30–1.86)
|
0.47 (0.30–0.89)
|
1.19 (0.32–2.86)
|
0.120
|
Infection-related indices
|
|
|
|
|
C-reactive protein, mg/L
|
6.65 (2.18–24.45)
|
7.10 (2.25–23.35)
|
6.20 (1.95–28.90)
|
0.938
|
ESR,mm/H
|
14.00 (5.75–31.75)
|
14.00 (4.00-30.50)
|
12.00 (6.75–40.25)
|
0.415
|
IL-6,pg/ml
|
20.21 (12.21–48.52)
|
16.25 (12.21–43.40)
|
27.09 (10.75-3758.49)
|
0.624
|
Hypoglycemia at ICU stay, n (%)
|
|
|
|
|
Blood glucose ≤ 3.9 mmol/L
|
2 (4.0)
|
0 (0.0)
|
2 (8.0)
|
0.490
|
Blood glucose ≤ 3.0 mmol/L
|
1 (2.0)
|
0 (0.0)
|
1 (4.0)
|
1.000
|
Clinical outcomes
|
|
|
|
|
Length of ICU stay (days)
|
8 (5.75–11.25)
|
7 (4–8)
|
10 (6–14)
|
0.026
|
Mortality, n (%)
|
4 (8.0)
|
0 (0.0)
|
4 (16.0)
|
0.110
|
Data were presented as n (%), mean ± SD, and median (interquartile range). The N-N-PSM and I-I-PSM groups were propensity score matched sub-populations between the N-N and I-I groups. The N-N group was composed of patients treated without insulin before and after ICU admission. The I-I group was composed of patients treated with insulin before and after ICU admission. Abbreviations: DKA, diabetic ketoacidosis; HHS, hyperglycemic hyperosmolar state; COPD, chronic obstructive pulmonary disease; AMI, acute myocardial infarction. ALT, alanine aminotransferase; AST, aspartate aminotransferase; CK, creatine kinase; LDH, lactate dehydrogenase; UA, uric acid; PCT, procalcitonin; NT-proBNP, N-terminal pro-B-type natriuretic peptide; cTnI, cardiac troponin I; CK-MB, creatinine kinase MB; PT, prothrombin time; INR, international normalized ratio; FIB, fibrinogen; APTT, activated partial thromboplastin time; TT, thrombin time; ESR, erythrocyte sedimentation rate; ICU, intensive care unit; NA, not applicable. |
Compared with the N-I group, the length of ICU stay and mortality rate in the I-I group had no significant difference
To investigate the clinical outcomes between the N-I and I-I groups, PSM was performed to avoid bias. The N-I and I-I groups were defined as the N-I-PSM and I-I-PSM groups after PSM was performed. Except for several variables (duration of diabetes, total bilirubin, blood urea nitrogen, NT-ProBNP, CK-MB, glucose, ESR) that differed, the baseline characteristics were comparable between the N-I-PSM and I-I-PSM groups (all p > 0.05). During hospitalization, the incidence of hypoglycemia was significantly higher in the I-I-PSM group than in the N-I-PSM group [15.7% (22/140) vs. 5.0% (7/140); p = 0.003] (Supplementary Table 2) (Additional file 2). There were no significant differences in the mortality rate [22.9% (32/140) vs. 19.3% (27/140), p = 0.464] and the length of ICU stay [9 (5–16) vs. 8 (5–13), p = 0.389] in the I-I-PSM group compared with those in the N-I-PSM group (Supplementary Table 2) (Additional file 2). The survival curves between the N-I-PSM and I-I-PSM groups were still presented for an intuitive survival trends, although the Log-rank test could not be performed; consequently, the related parameter was not given (Fig. 2d).