Meta‐analysis of insulin aspart versus regular human insulin used in a basal–bolus regimen for the treatment of diabetes mellitus (在基础—餐时糖尿病治疗方案中使用门冬胰岛素与使用常规人胰岛素对照研究的Meta分析)
Open accessAbstract
Background: The objective of the current study was to compare the efficacy of two different insulin formulations, insulin aspart (IA sp) and regular human insulin (RHI), for prandial insulin coverage with neutral protamine H agedorn (NPH) insulin as basal insulin using a meta‐analysis approach. The primary endpoint was change in A 1c over time. Secondary endpoints included incidence of hypoglycemia and postprandial glycemic control. Methods: Clinical trials (Type 1 and Type 2 diabetes) complying with Good Clinical Practice, and with individual patient data, were included in the meta‐analysis. Trials were randomized, consisting of (at least) two treatment arms and had a minimum duration of 12 weeks. Estimates were calculated using fixed‐effects and random‐effects models. Heterogeneity was assessed for each analysis. The effect of baseline parameters on A 1c was analyzed in extended simultaneous models. Results: The mean difference in A 1c was 0.1% (95% confidence interval [CI] [−0.15; −0.04], P < 0.001) in favor of IA sp. Higher accumulated dose of IA sp, higher age and increased rates of hypoglycemia were associated with improved A 1c outcome. Fasting plasma glucose was not significantly different between regimens. Postprandial glucose was significantly lower after treatment with IA sp compared with RHI, but the analysis did present a significant level of heterogeneity (P < 0.001). The overall rate of hypoglycemia was the same with both regimens, but nocturnal hypoglycemia was significantly lower with IA sp. Conclusions: A basal–bolus regimen with IA sp as bolus insulin provided minimal, but statistically significant, improvement in overall glycemic control with a lower rate of nocturnal hypoglycemic episodes, compared with a corresponding regimen with bolus RHI.
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Meta-analyses of trials comparing rapid-acting insulin analogs with human regular insulin in type 2 diabetes have not reported meaningful differences in A1C or hypoglycemia.
“Meta-analyses of trials comparing rapid-acting insulin analogs with human regular insulin in type 2 diabetes have not reported meaningful differences in A1C or hypoglycemia (175,176).”
From 9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025 (2025) · cites this paper as [176]
The Discussion (page not available in our copy) calls the A1C improvement with insulin aspart small and clinically of marginal benefit. The Results report comparable overall hypoglycemia rates, but significantly fewer nocturnal episodes with insulin aspart; the paper says this reduction may have important clinical implications. The analysis also includes both type 1 and type 2 diabetes, rather than establishing these findings specifically for type 2 diabetes. (LLM, conf=0.88)
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Cites
Meta‐Analysis Of Controlled Clinical Trials
Whitehead, A. (2002) · doi:10.1002/0470854200 · Cited by 827 · see citing works
Epidemiology of severe hypoglycemia in the diabetes control and complications trial
(1991) · The American Journal of Medicine · doi:10.1016/0002-9343(91)80085-z · Cited by 807 · see citing works
Mudaliar, S. R., Lindberg, F. A., Joyce, M., Beerdsen, P., Strange, P., Lin, A., & Henry, R. R. (1999) · Diabetes Care · doi:10.2337/diacare.22.9.1501 · Cited by 276 · see citing works
Flagged first, then by citations
Research works printed but not linked: 23
- [1]Home PD Barriocanal L Lindholm A Comparative pharmacokinetics and pharmacodynamics of the novel rapid-acting insulin analogue, insulin aspart, in healthy volunteers Eur J Clin Pharmacol 1999 55 199 203 10379635
- [2]Lindholm A McEwen J Riis AP Improved postprandial glycemic control with insulin aspart. A randomized double-blind cross-over trial in type 1 diabetes Diabetes Care 1999 22 801 805 10332685
- [4]Raskin P Guthrie RA Leiter L Riis A Jovanovic L Use of insulin aspart, a fast-acting insulin analog, as the mealtime insulin in the management of patients with type 1 diabetes Diabetes Care 2000 23 583 588 10834413
- [5]Home PD Lindholm A Riis A Insulin aspart vs. human insulin in the management of long-term blood glucose control in type 1 diabetes mellitus: A randomized controlled trial Diabet Med 2000 17 762 770 11131100
- [6]Home PD Hallgren P Usadel KH Pre-meal insulin aspart compared with pre-meal soluble human insulin in type 1 diabetes Diabetes Res Clin Pract 2006 71 131 139 16054266
- [7]Perriello G Pampanelli S Porcellati F Insulin aspart improves meal time glycaemic control in patients with type 2 diabetes: A randomized, stratified, double-blind and cross-over trial Diabet Med 2005 22 606 611 15842516
- [10]Raskin P Guthrie RA Leiter LL Riis AM Jovanovic L Use of insulin aspsart, a fast-acting insulin analog, as the mealtime insulin in the management of patients with type 1 diabetes Diabetes Care 2000 23 583 588 10834413
- [11]DeVries JH Lindholm A Jacobsen JL Heine RJ Homet PD A randomised trial of insulin aspart with intensified basal NPH insulin supplementation in people with type 1 diabetes Diabet Med 2003 20 312 318 12675646
- [12]Tamás G Marre M Astorga R Dedov I Jacobsen J Lindholm A Glycaemic control in type 1 diabetic patients using optimised insulin aspart or human insulin in a randomised multinational study Diabetes Res Clin Pract 2001 54 105 114 11640994
- [13]Gao Y Pan CY Zou DJ Xu ZR Liu XM Guo XH Postprandial glycemic control using insulin aspart with NPH in inadequately controlled diabetics Zhong Yi Xue Za Zhi 2009 28 1960 1963 19950569
- [14]Thompson SG Controversies in meta-analysis: The case of trials of serum cholesterol reduction Stat Methods Med Res 1993 2 173 192 8261257
- [15]Senn S Statistical Issues in Drug Development 2002 Chichester John Wiley & Sons Ltd
- [16]The Diabetes Control and Complications Trial Research Group The effect of intensive treatment of long-term complications in insulin-dependent diabetes mellitus N Engl J Med 1993 329 977 986 8366922
- [17]UK Prospective Diabetes Study (UKPDS) Group Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33) Lancet 1998 352 837 853 9742976
- [18]Siebenhofer A Plank J Berghold A Short acting insulin analogues versus regular human insulin in patients with diabetes mellitus Cochrane Database Syst Rev 2006 2 CD003287 16625575
- [19]Singh SR Ahmad F Lal A Yu C Bai Z Bennett H Efficacy and safety of insulin analogues for the management of diabetes mellitus: A meta-analysis CMAJ 2009 180 385 397 19221352 PMC2638025
- [20]Manucci E Monami M Marchionni N Short-acting insulin analogues vs. regular human insulin in type 2 diabetes: A meta-analysis Diabetes Obes Metab 2009 11 53 59 18671795
- [21]Ahmed AB Home PD The effect of the insulin analog lispro on nighttime blood glucose control in type 1 diabetic patients Diabetes Care 1998 21 32 37 9538967
- [23]Fidler C Christensen TE Gillard S Hypoglycemia: An overview of fear of hypoglycemia, quality of life, and impact on costs J Med Econ 2011 14 645 655 21854191
- [24]Brod M Christensen T Bushnell DM Impact of nocturnal hypoglycemic events on diabetes management, sleep quality, and next-day function: Results from a four-country survey J Med Econ 2012 15 77 86 22029460
- [25]Gold AE MacLeod KM Frier BM Frequency of severe hypoglycemia in patients with type I diabetes with impaired awareness of hypoglycemia Diabetes Care 1994 17 697 703 7924780
- [26]Choudhary P Geddes J Freeman JV Emery CJ Heller SR Frier BM Frequency of biochemical hypoglycemia in adults with type 1 diabetes with and without impaired awareness of hypoglycaemia: No identifiable differences using continuous glucose monitoring Diabet Med 2010 27 666 672 20546285
- [27]Tu E Twigg SM Semsarian C Sudden death in type 1 diabetes: The mystery of the “dead in bed” syndrome Int J Cardiol 2010 138 91 93 18676043
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9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2022</i>
American Diabetes Association Professional Practice Committee (2022) · Diabetes Care · doi:10.2337/dc22-s009 · Cited by 1,555 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2021</i>
American Diabetes Association (2021) · Diabetes Care · doi:10.2337/dc21-s009 · Cited by 972 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2020</i>
American Diabetes Association (2020) · Diabetes Care · doi:10.2337/dc20-s009 · Cited by 914 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Care in Diabetes—2023</i>
ElSayed, N. A., Aleppo, G., Aroda, V. R., Bannuru, R. R., Brown, F. M., Bruemmer, D., Collins, B. S., Hilliard, M. E., Isaacs, D., Johnson, E. L., et al. (2023) · Diabetes Care · doi:10.2337/dc23-s009 · Cited by 851 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2019</i>
American Diabetes Association (2019) · Diabetes Care · doi:10.2337/dc19-s009 · Cited by 739 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025
American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Bajaj, M., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Echouffo-Tcheugui, J. B., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s009 · Cited by 728 · see citing works
Bowering, K., Case, C., Harvey, J., Reeves, M., Sampson, M., Strzinek, R., Bretler, D.-M., Bang, R. B., & Bode, B. W. (2017) · Diabetes Care · doi:10.2337/dc16-1770 · Cited by 119 · see citing works
Self-citation
- Authors
- Heller, S., Bode, B., Kozlovski, P., & Svendsen, A. L.
- Affiliations
- University of Sheffield (GB)
- Emory University (US)
- Novo Nordisk (Denmark) (DK)
- Corresponding author
- Heller, Simon
- Venue
- Journal of Diabetes
- Publisher
- Wiley
- Published
- 2013-05-07
- Volume
- 5
- Issue
- 4
- Pages
- 482-491
- ISSN
- 1753-0393 (ISSN-L)
- 1753-0407
- PMC
- PMC4282395
- OpenAlex
- W1491534708
- Cited by
- 28
- References
- 3
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 1 · 2023: 1 · 2022: 3 · 2021: 3 · 2020: 4 · 2019: 1 · 2018: 3 · 2017: 1 · 2016: 1 · 2015: 5 · 2014: 1
- FWCI
- 1.84
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Diabetes (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- Funders
- National Institute for Health and Care Research (NF-SI-0611-10248)
- Novo Nordisk
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- insulin aspart, regular insulin, multiple daily insulin injections, glycemic control, HbA1c, hypoglycemia, nocturnal hypoglycemia, postprandial blood glucose, type 1 diabetes, type 2 diabetes, insulin formulations
- MeSH terms
- Adult, Aged, Diabetes Mellitus, Female, Glycated Hemoglobin, Humans, Hypoglycemic Agents, Insulin, Male, Middle Aged, Randomized Controlled Trials as Topic, Treatment Outcome, Postprandial Period, Young Adult, Insulin Aspart
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