| Literature DB >> 27330731 |
Soichi Takeishi1, Akihiro Mori1, Hiroki Hachiya1, Takayuki Yumura1, Shun Ito1, Takashi Shibuya1, Shintaro Hayashi1, Nobutoshi Fushimi1, Noritsugu Ohashi1, Hiromi Kawai1.
Abstract
AIMS/Entities:
Keywords: Glycemic variability; Hypoglycemia; Mortality
Mesh:
Substances:
Year: 2015 PMID: 27330731 PMCID: PMC4847899 DOI: 10.1111/jdi.12436
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Characteristics of patients
|
| 620 (377/243) |
| Type 1 diabetes/type 2 diabetes ( | 4/616 |
| Pneumonia, | 341 (55.0) |
| Urinary tract infection, | 80 (12.9) |
| Gastrointestinal infection, | 38 (6.1) |
| Biliary tract infection, | 77 (12.4) |
| Surgical infection etc., | 84 (13.5) |
| Age (years) | 79.0 (71.0–85.0) |
| BMI (kg/m2) | 22.1 (19.0–24.9) |
| HbA1c, NGSP (%) | 6.9 (6.4–7.9) |
| HbA1c, IFCC (mmol/mol) | 51.9 (46.5–62.8) |
| WBC (mg/dL) | 10400 (7,700–14,400) |
| CRP (mg/dL) | 8.1 (2.8–16.0) |
| BT (°C) | 37.0 (36.6–37.5) |
| SBP (mmHg) | 124 (107–142) |
| DBP (mmHg) | 68 (59–78) |
| HR (b.p.m.) | 87.5 (77.0–98.0) |
| SpO2 (%) | 96.0 (94.0–98.0) |
| No. blood measurements | |
| Per day | 4.4 (3.5–5.4) |
| During the hospitalization | 71 (50–108) |
| Bacteremia, | 21 (3.4) |
| Underlying etiology, | 203 (32.7) |
| Mean glucose level (mg/dL) | 162.6 (135.4–188.8) |
| SD (mg/dL) | 48.6 (33.0–66.7) |
| CV (%) | 29.3 (21.7–36.9) |
| Hypoglycemia, | 128 (20.6) |
| Length of stay (days) | 17.0 (10.0–30.0) |
| Mortality, | 64 (10.3) |
| Prehospital antidiabetic agent | |
| Sulfonylurea agent, | 208 (33.5) |
| Metformin, | 129 (20.8) |
| Thiazolidinediones, | 92 (14.8) |
| α‐Glucosidase inhibitor, | 136 (21.9) |
| Insulin, | 90 (14.5) |
| DPP‐4 inhibitors, | 230 (37.1) |
| GLP‐1 receptor agonists, | 12 (1.9) |
| Rapid‐acting insulin secretagogue, | 33 (5.3) |
| SGLT‐2 inhibitor, | 0 (0) |
| Insulin regimen in the hospital | 19 (3.0) |
| Insulin sliding scale, | 400 (64.5) |
| Basal–bolus, | 38 (6.1) |
| Basal insulin only, | 13 (2.1) |
| Other, | 19 (3.1) |
| Not receiving any insulin treatment, | 150 (24.2) |
Data are shown as median (interquartile range). Hypoglycemia is defined as any documented in‐hospital episode of glucose <70 mg/dL. BMI, body mass index; BT, body temperature, CRP, C‐reactive protein; CV, coefficient of variation; DBP, diastolic blood pressure; DPP, dipeptidyl peptidase; GLP, glucagon‐like peptide; HbA1c, glycosylated hemoglobin; HR, heart rate; NGSP, National Glycohemoglobin Standardization Program; SBP, systolic blood pressure; SD, standard deviation; SGLT, sodium glucose co‐transporter; SpO2, arterial oxygen saturation; Underlying etiology, underlying etiology of infection besides diabetes; WBC, white blood cell.
Relationship between the factors (glycemic control, reactive inflammatory biomarkers and vital signs) and mortality. (n = 620)
| Variable | Mortality | |
|---|---|---|
| OR (95% CI) |
| |
| Age (years) | 1.03 (1.01–1.06) | 0.01 |
| Male ( | 1.71 (0.96–3.02) | 0.07 |
| BMI (kg/m2) | 0.85 (0.78–0.91) | <0.0001 |
| HbA1c, NGSP (%) | 0.85 (0.69–1.05) | 0.13 |
| WBC (mg/dL) | 1.00 (1.00–1.00) | 0.11 |
| CRP (mg/dL) | 1.01 (0.98–1.04) | 0.47 |
| BT (°C) | 0.81 (0.56–1.18) | 0.28 |
| SBP (mmHg) | 1.01 (1.00–1.02) | 0.06 |
| DBP (mmHg) | 1.02 (1.00–1.04) | 0.06 |
| HR (b.p.m.) | 1.01 (0.99–1.02) | 0.46 |
| SpO2 (%) | 1.10 (0.98–1.23) | 0.09 |
| Bacteremia | 2.03 (0.66–6.20) | 0.21 |
| Underlying etiology | 1.58 (0.93–2.67) | 0.09 |
| Mean glucose level (mg/dL) | 1.02 (1.01–1.02) | <0.0001 |
| SD (mg/dL) | 1.03 (1.02–1.04) | <0.0001 |
| CV (%) | 1.05 (1.02–1.07) | 0.0001 |
| Hypoglycemia | 3.13 (1.82–5.41) | <0.0001 |
| Sulfonylurea agent | 0.89 (0.51–1.55) | 0.68 |
| Metformin | 0.51 (0.24–1.11) | 0.09 |
| Thiazolidinediones | 0.93 (0.44–1.96) | 0.85 |
| α‐Glucosidase inhibitor | 0.63 (0.31–1.28) | 0.20 |
| Insulin | 1.77 (0.93–3.35) | 0.08 |
| DPP‐4 inhibitors | 0.88 (0.51–1.51) | 0.63 |
| GLP‐1 receptor agonists | 1.00 (1.00–1.00) | 1.00 |
| Rapid‐acting insulin secretagogue | 0.86 (0.26–0.91) | 0.81 |
Data were analyzed with univariate logistic regression analysis. BMI, body mass index; BT, body temperature; CI, confidence interval; CRP, C‐reactive protein; CV, coefficient of variation; DBP, diastolic blood pressure; DPP, dipeptidyl peptidase; GLP, glucagon‐like peptide; HbA1c, glycosylated hemoglobin; HR, heart rate; NGSP, National Glycohemoglobin Standardization Program; OR, odds ratio; SBP, systolic blood pressure; SD, standard deviation; SGLT, sodium glucose co‐transporter; SpO2, arterial oxygen saturation; Underlying etiology, underlying etiology of infection besides diabetes; WBC, white blood cell.
Relationship between mortality and the factors that were significantly associated with mortality (adjusted). (n = 620)
| Variable | Mortality | |
|---|---|---|
| OR (95% CI) |
| |
| BMI (kg/m2) | 0.88 (0.81–0.95) | 0.002 |
| Mean glucose level (mg/dL) | 1.05 (1.02–1.08) | 0.0008 |
| SD (mg/dL) | 1.09 (1.01–1.18) | 0.03 |
| CV (%) | 1.18 (1.01–1.38) | 0.03 |
| Hypoglycemia, | 2.66 (1.22–5.83) | 0.01 |
|
| 0.22 | |
| Significance | <0.0001 | |
Data were analyzed with stepwise multivariate logistic regression analysis. Age was eliminated from the list of explanatory variables. BMI, body mass index; CI, confidence interval; CV, coefficient of variation; OR, odds ratio; SD, standard deviation.
Relationship between the factors collected during the entire hospital stay and hypoglycemia. (n = 620)
| Variable | Hypoglycemia | |
|---|---|---|
| OR (95% CI) |
| |
| Bacteremia | 1.14 (0.41–3.14) | 0.81 |
| Mean glucose level (mg/dL) | 1.00 (1.00–1.01) | 0.48 |
| SD (mg/dL) | 1.04 (1.03–1.05) | <0.0001 |
| CV (%) | 1.16 (1.13–1.19) | <0.0001 |
Data were analyzed with univariate logistic regression analysis. CI, confidence interval; CV, coefficient of variation; OR, odds ratio; SD, standard deviation.
Relationship between hypoglycemia and the factors that were significantly associated with hypoglycemia (adjusted). (n = 620)
| Variable | Hypoglycemia | |
|---|---|---|
| OR (95% CI) |
| |
| SD (mg/dL) | 1.04 (1.02–1.06) | 0.0004 |
| CV (%) | 1.25 (1.19–1.32) | <0.0001 |
|
| 0.41 | |
| Significance | <0.0001 | |
Data were analyzed with stepwise multivariate logistic regression analysis. CI, confidence interval; CV, coefficient of variation; OR, odds ratio; SD, standard deviation.
Figure 1Receiver operating characteristic curves for hypoglycemia in standard deviation (SD) and coefficient of variation (CV). Regarding SD, when the cut‐off value was 58.3 mg/dL, which has the highest prediction ability, the sensitivity was 70% and the specificity was 72%. The area under the curve (AUC) for hypoglycemia was 0.76 (95% confidence interval [CI] 0.72–0.81; P < 0.0001). Regarding CV, when the cut‐off value was 32.2%, which has the highest prediction ability, the sensitivity was 83% and the specificity was 71%. The AUC for hypoglycemia was 0.85 (95% CI 0.81–0.88; P < 0.0001).
Stratified study subjects by hypoglycemia status and glycemic variability
| CV <30% ( | CV >30% ( | Total | |
|---|---|---|---|
| CV and hypoglycemia | |||
| Hypoglycemia absent ( | 311 (CV category 1) | 181 (CV category 2) | 492 |
| Hypoglycemia present ( | 44 (CV category 3) | 84 (CV category 4) | 128 |
| Total | 324 | 296 | 620 |
| SD <60 mg/dL ( | SD >60 mg/dL ( | Total | |
| SD and hypoglycemia | |||
| Hypoglycemia absent ( | 363 (SD category 1) | 129 (SD category 2) | 492 |
| Hypoglycemia present ( | 44 (SD category 3) | 84 (SD category 4) | 128 |
| Total | 407 | 213 | 620 |
CV, coefficient of variation; SD, standard deviation.
Comparison between categories on risk of mortality
| OR (95% CI) |
| |
|---|---|---|
| CV and hypoglycemia | ||
| CV category 1 | Reference | Reference |
| CV category 2 | 1.34 (0.68–2.64) | 0.4 |
| CV category 3 | 4.14 (1.06–16.21) | 0.04 |
| CV category 4 | 3.45 (1.83–6.52) | 0.0001 |
| SD and hypoglycemia | ||
| SD category 1 | Reference | Reference |
| SD category 2 | 1.80 (0.90–3.61) | 0.10 |
| SD category 3 | 2.33 (0.89–6.09) | 0.08 |
| SD category 4 | 4.62 (2.40–8.90) | <0.0001 |
*In comparison with category 1. CI, confidence interval; CV, coefficient of variation; OR, odds ratio; SD, standard deviation.