| Literature DB >> 33431600 |
Molly J Y Zhao1,2, Julia C Prentice3,4, David C Mohr3,5, Paul R Conlin6,7.
Abstract
INTRODUCTION: To study the impact of hemoglobin A1c (A1c) variability on the risk of hypoglycemia-related hospitalization (HRH) in veterans with diabetes mellitus. RESEARCH DESIGN AND METHODS: 342 059 veterans with diabetes aged 65 years or older were identified for a retrospective cohort study. All participants had a 3-year baseline period from January 1, 2005 to December 31, 2016, during which they had at least four A1c tests. A1c variability measures included coefficient of variation (A1c CV), A1c SD, and adjusted A1c SD. HRH was identified during a 2-year follow-up period from Medicare and the Veterans Health Administration through validated algorithms of International Classification of Diseases (ICD)-9 and ICD-10 codes. Logistic regression modeling was used to evaluate the relationship between A1c variability and HRH risk while controlling for relevant clinical covariates.Entities:
Keywords: diabetes complications; hypoglycemia
Year: 2021 PMID: 33431600 PMCID: PMC7802724 DOI: 10.1136/bmjdrc-2020-001797
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Figure 1Flow chart of the selective criteria used to create the final study sample (N=342 059). HRH, hypoglycemia-related hospitalization; ICD, International Classification of Diseases; VA, Veterans Health Administration.
Sociodemographic and clinical characteristics
| Non-HRH population (n=339 188) | HRH population | Study population (N=342 059) | P value | ||||
| Patients (n) | % | Patients (n) | % | Patients (n) | % | ||
| Sex | 0.325 | ||||||
| Male | 334 814 | 99 | 2828 | 99 | 337 642 | 99 | |
| Female | 4374 | 1 | 43 | 1 | 4417 | 1 | |
| Race | <0.001 | ||||||
| White | 292 495 | 86 | 2162 | 75 | 294 657 | 86 | |
| Black | 36 307 | 11 | 612 | 21 | 36 919 | 11 | |
| Hispanic | 5151 | 2 | 55 | 2 | 5206 | 2 | |
| Asian | 1283 | 0 | 14 | 0 | 1297 | 0 | |
| Other | 3952 | 1 | 28 | 1 | 3980 | 1 | |
| Age (years) | <0.001 | ||||||
| 64–74 | 203 585 | 60 | 1332 | 46 | 204 917 | 60 | |
| 75+ | 135 603 | 40 | 1539 | 54 | 137 142 | 40 | |
| Diabetes medication use | |||||||
| Insulin | <0.001 | ||||||
| No | 262 008 | 77 | 1445 | 50 | 263 453 | 77 | |
| Yes | 77 180 | 23 | 1426 | 50 | 78 606 | 23 | |
| Metformin | <0.001 | ||||||
| No | 165 771 | 49 | 1685 | 59 | 167 456 | 49 | |
| Yes | 173 417 | 51 | 1186 | 41 | 174 603 | 51 | |
| Sulfonylurea | <0.001 | ||||||
| No | 157 968 | 47 | 1007 | 35 | 158 975 | 47 | |
| Yes | 181 220 | 53 | 1864 | 65 | 183 084 | 54 | |
| Alpha-glucosidase inhibitors | 0.013 | ||||||
| No | 332 630 | 98 | 2797 | 97 | 335 427 | 98 | |
| Yes | 6558 | 2 | 74 | 3 | 6632 | 2 | |
| Thiazolidinedione | <0.001 | ||||||
| No | 283 997 | 84 | 2258 | 79 | 286 255 | 84 | |
| Yes | 55 191 | 16 | 613 | 21 | 55 804 | 16 | |
| Other medications* | 0.512 | ||||||
| No | 333 948 | 98 | 2831 | 99 | 336 779 | 98 | |
| Yes | 5240 | 2 | 40 | 1 | 5280 | 2 | |
| Average A1c (%) | <0.001 | ||||||
| <6 | 38 233 | 11 | 175 | 6 | 38 408 | 11 | |
| 6–6.9 | 157 548 | 46 | 878 | 31 | 158 426 | 46 | |
| 7–7.9 | 97 676 | 29 | 1015 | 35 | 98 691 | 29 | |
| 8–8.9 | 32 664 | 10 | 496 | 17 | 33 160 | 10 | |
| ≥9 | 13 067 | 4 | 307 | 11 | 13 374 | 4 | |
| Serum creatinine (mg/dL) | <0.001 | ||||||
| <0.6 | 298 | 0 | 3 | 0 | 301 | 0 | |
| 0.6–1.2 | 188 122 | 55 | 1027 | 36 | 189 149 | 55 | |
| >1.2 | 141 253 | 42 | 1780 | 62 | 143 033 | 42 | |
| Missing† | 9515 | 3 | 61 | 2 | 9576 | 3 | |
| Urine albumin to creatinine ratio (mg/g) | <0.001 | ||||||
| <30 | 93 900 | 28 | 530 | 18 | 94 430 | 28 | |
| 30–300 | 43 612 | 13 | 494 | 17 | 44 106 | 13 | |
| >300 | 6607 | 2 | 114 | 4 | 6721 | 2 | |
| Missing† | 195 069 | 58 | 1733 | 60 | 196 802 | 58 | |
| Serum albumin (g/dL) | <0.001 | ||||||
| <3.5 | 20 665 | 6 | 366 | 13 | 21 031 | 6 | |
| ≥3.5 | 282 093 | 83 | 2273 | 79 | 284 366 | 83 | |
| Missing† | 36 430 | 11 | 232 | 8 | 36 662 | 11 | |
| Body mass index (kg/m2) | <0.001 | ||||||
| <18.5 | 413 | 0 | 9 | 0 | 422 | 0 | |
| 18.5–24.9 | 40 730 | 12 | 422 | 15 | 41 152 | 12 | |
| 25–29 | 129 697 | 38 | 1078 | 38 | 130 775 | 38 | |
| 30–39 | 138 732 | 41 | 1139 | 40 | 139 871 | 41 | |
| ≥40 | 14 854 | 4 | 117 | 4 | 14 971 | 4 | |
| Missing† | 14 762 | 4 | 106 | 4 | 14 868 | 4 | |
| Service-connected disability† (%) | 0.898 | ||||||
| <50 | 292 564 | 86 | 2474 | 86 | 295 038 | 86 | |
| ≥50 | 46 623 | 14 | 397 | 14 | 47 020 | 14 | |
| Missing† | 1 | 0 | 0 | 0 | 1 | 0 | |
| Financial means test | <0.001 | ||||||
| Exempt | 104 110 | 31 | 1039 | 36 | 105 149 | 31 | |
| Copayment required | 98 130 | 29 | 717 | 25 | 98 847 | 29 | |
| Missing† | 136 948 | 40 | 1115 | 39 | 138 063 | 40 | |
*Other medications: amylin analog, bile acid sequestrants, dipeptidyl peptidase inhibitors, dopamine receptor agonist, glucagon-like peptide, meglitinides, and sodium-glucose cotransporter inhibitor.
†Values missing from source database.
HRH, hypoglycemia-related hospitalization.
Summary of A1c variability measures and HRH risk during 2-year follow-up period (n=342 058)*
| Model† | OR (95% CI) | P value |
| Model 1 | ||
| A1c coefficient of variation (%) (ref <4) | ||
| 4–5.9 | 1.19 (1.04 to 1.36) | 0.011 |
| 6–9.4 | 1.28 (1.13 to 1.47) | <0.001 |
| 9.5–66 | 1.44 (1.26 to 1.65) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.66 (0.56 to 0.78) | <0.001 |
| 6–6.9 | 0.78 (0.71 to 0.86) | <0.001 |
| 8–8.9 | 1.11 (1.00 to 1.24) | 0.060 |
| ≥9 | 1.53 (1.33 to 1.75) | <0.001 |
| Model 2 | ||
| A1c SD (ref <0.25) | ||
| 0.25–0.40 | 1.26 (1.10 to 1.45) | 0.001 |
| 0.41–0.68 | 1.36 (1.18 to 1.56) | <0.001 |
| 0.69–6.46 | 1.56 (1.35 to 1.81) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.71 (0.59 to 0.84) | <0.001 |
| 6–6.9 | 0.81 (0.73 to 0.89) | <0.001 |
| 8–8.9 | 1.09 (0.98 to 1.22) | 0.125 |
| ≥9 | 1.49 (1.30 to 1.72) | <0.001 |
| Model 3 | ||
| Adjusted A1c SD (ref <0.62) | ||
| 0.62–0.97 | 1.08 (0.95 to 1.24) | 0.239 |
| 0.98–1.56 | 1.12 (0.98 to 1.27) | 0.103 |
| 1.57–17.40 | 1.37 (1.20 to 1.57) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.67 (0.56 to 0.79) | <0.001 |
| 6–6.9 | 0.79 (0.71 to 0.87) | <0.001 |
| 8–8.9 | 1.09 (0.98 to 1.22) | 0.115 |
| ≥9 | 1.48 (1.29 to 1.70) | <0.001 |
*One patient was dropped from logistic regression due to missing service-connected disability.
†Each model was run with a measure of A1c variability in quartiles, A1c mean, and the covariates listed in the Methods section.
HRH, hypoglycemia-related hospitalization; ref, reference.
A1c variability and HRH risk in 1-year and 3-year follow-up periods*
| Model† | 1-year (n=375 519) | 3-year (n=308 241) | ||
| OR (95% CI) | P value | OR (95% CI) | P value | |
| Model 1 | ||||
| A1c coefficient of variation (%) (ref <4) | ||||
| 4–5.9 | 1.10 (0.92 to 1.31) | 0.286 | 1.20 (1.06 to 1.35) | 0.003 |
| 6–9.4 | 1.12 (0.94 to 1.33) | 0.201 | 1.35 (1.20 to 1.52) | <0.001 |
| 9.5–66 | 1.33 (1.12 to 1.58) | 0.001 | 1.48 (1.31 to 1.67) | <0.001 |
| Model 2 | ||||
| A1c SD (ref <0.25) | ||||
| 0.25–0.40 | 1.18 (0.98 to 1.41) | 0.075 | 1.26 (1.11 to 1.43) | <0.001 |
| 0.41–0.68 | 1.15 (0.96 to 1.38) | 0.138 | 1.42 (1.25 to 1.60) | <0.001 |
| 0.69–6.46 | 1.4 0 (1.16 to 1.69) | 0.001 | 1.58 (1.39 to 1.80) | <0.001 |
| Model 3 | ||||
| Adjusted A1c SD (ref <0.62) | ||||
| 0.62–0.97 | 1.02 (0.86 to 1.21) | 0.812 | 1.17 (1.04 to 1.32) | 0.008 |
| 0.98–1.56 | 1.03 (0.87 to 1.22) | 0.731 | 1.23 (1.10 to 1.38) | 0.001 |
| 1.57–17.40 | 1.29 (1.09 to 1.54) | 0.004 | 1.48 (1.31 to 1.67) | <0.001 |
*The risk of HRH in 1-year and 3-year follow-up periods was assessed separately using the logistic regression model indicated in the Methods section.
†Each model was run with a measure of A1c variability in quartiles, A1c mean, and the covariates listed in the Methods section.
HRH, hypoglycemia-related hospitalization; ref, reference.
Sensitivity analysis of prior HRH’s impact on HRH risk* (n=342 058)†
| Model‡ | OR (95% CI) | P value |
| Model 1 | ||
| A1c coefficient of variation (%) (ref <4) | ||
| 4–5.9 | 1.19 (1.04 to 1.37) | 0.010 |
| 6–9.4 | 1.28 (1.12 to 1.46) | <0.001 |
| 9.5–66 | 1.42 (1.24 to 1.63) | <0.001 |
| Prior HRH (ref=no) | ||
| Yes | 3.12 (2.65 to 3.67) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.67 (0.56 to 0.79) | <0.001 |
| 6–6.9 | 0.78 (0.71 to 0.86) | <0.001 |
| 8–8.9 | 1.11 (1.00 to 1.25) | 0.057 |
| ≥9 | 1.53 (1.33 to 1.75) | <0.001 |
| Model 2 | ||
| A1c SD (ref <0.25) | ||
| 0.25–0.40 | 1.26 (1.10 to 1.45) | 0.001 |
| 0.41–0.68 | 1.35 (1.17 to 1.55) | <0.001 |
| 0.69–6.46 | 1.54 (1.33 to 1.79) | <0.001 |
| Prior HRH (ref=no) | ||
| Yes | 3.12 (2.65 to 3.67) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.71 (0.60 to 0.85) | <0.001 |
| 6–6.9 | 0.81 (0.73 to 0.89) | <0.001 |
| 8–8.9 | 1.09 (0.98 to 1.23) | 0.117 |
| ≥9 | 1.49 (1.30 to 1.72) | <0.001 |
| Model 3 | ||
| Adjusted A1c SD (ref <0.62) | ||
| 0.62–0.97 | 1.08 (0.95 to 1.23) | 0.253 |
| 0.98–1.56 | 1.11 (0.97 to 1.26) | 0.127 |
| 1.57–17.40 | 1.36 (1.19 to 1.56) | <0.001 |
| Prior HRH (ref=no) | ||
| Yes | 3.12 (2.65 to 3.68) | <0.001 |
| A1c mean (%) (ref=7–7.9) | ||
| <6 | 0.67 (0.57 to 0.80) | <0.001 |
| 6–6.9 | 0.79 (0.71 to 0.87) | <0.001 |
| 8–8.9 | 1.10 (0.98 to 1.23) | 0.113 |
| ≥9 | 1.48 (1.29 to 1.70) | <0.001 |
*The sensitivity analysis was executed by adding prior HRH from the baseline period as a binary covariate to the logistic regression indicated in the Methods section.
†One patient was dropped from logistic regression due to missing service-connected disability.
‡Each model was run with a measure of A1c variability in quartiles, previous HRH event, A1c mean, and the covariates listed in the Methods section.
HRH, hypoglycemia-related hospitalization; ref, reference.