Skip to main content
Log in

Efficacy and safety of different basal and prandial insulin analogues for the treatment of type 2 diabetes: a network meta-analysis of randomized controlled trials

  • Meta- Analysis
  • Published:
Endocrine Aims and scope Submit manuscript

Abstract

Aim

The aim of the present network meta-analysis is to assess the efficacy and safety across different long and short-acting analogs for the treatment of type 2 diabetes.

Methods

A PubMed, EMBASE, and Cochrane Central Register of Controlled Trials databases search (20th May, 2020) for all trials with a duration ≥24 weeks comparing an analogue with another or human insulin was performed. Indirect comparisons were performed by NMA choosing glargine U100 and human regular insulin, as the reference for long- and short-acting analogues, respectively. Primary endpoints were HbA1c at 24, 52, and 104 weeks. The weighted difference in means (WDM) and Mantel-Haenzel Odds Ratio [MH-OR] with 95% Confidence Intervals (CI) were calculated for categorical and continuous variables, respectively.

Results

Fifty trials (n = 43) and 7 for basal and prandial analogues, respectively, enrolling 25,554 and 3184 patients with type 2 and 1 diabetes, respectively, were included. At NMA, detemir was less effective than glargine U-100 at 52 weeks. A significant reduction of 24-week HbA1c (WMD [IC]: −0.10 [−0.17, −0.03]%); and risk of total (MH-OR [IC]: 0.80 [0.70, 0.91]), and nocturnal hypoglycemia (MH-OR [IC]: 0.57 [0.45, 0.73]) was observed for basal analogues versus NPH insulin. At NMA, glargine U300 and degludec were associated with a significant reduction in the risk of nocturnal hypoglycemia. No significant differences across different short-acting insulin were observed.

Conclusions

This paper supports the use of long-acting analogues, rather than NPH insulin, as basal insulin for the treatment of type 2 diabetes, without any preferences for any individual long-acting analogue over the others. The evidence on short acting analogues is limited.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. J.B. Buse, D.J. Wexler, A. Tsapas et al. 2019 update to: Management of hyperglycaemia in type 2 diabetes, 2018. A consensus report by the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetologia 63, 221–8 (2020)

    Article  PubMed  Google Scholar 

  2. J. Rosenstock, G. Dailey, M. Massi-Benedetti, A. Fritsche, Z. Lin, A. Salzman, Reduced hypoglycemia risk with insulin glargine: a meta-analysis comparing insulin glargine with human NPH insulin in type 2 diabetes. Diabetes Care 28, 950–5 (2005)

    Article  CAS  PubMed  Google Scholar 

  3. K. Horvath, K. Jeitler, A. Berghold, et al. Long-acting insulin analogues versus NPH insulin (human isophane insulin) for type 2 diabetes mellitus. The Cochrane database of systematic reviews 2007:Cd005613

  4. L.A. Bazzano, L.J. Lee, L. Shi, K. Reynolds, J.A. Jackson, V. Fonseca, Safety and efficacy of glargine compared with NPH insulin for the treatment of Type 2 diabetes: a meta-analysis of randomized controlled trials. Diabet. Med.: J. Br. Diabet. Assoc. 25, 924–32 (2008)

    Article  CAS  Google Scholar 

  5. M. Monami, N. Marchionni, E. Mannucci, Long-acting insulin analogues versus NPH human insulin in type 2 diabetes: a meta-analysis. Diabetes Res. Clin. Pract. 81, 184–9 (2008)

    Article  CAS  PubMed  Google Scholar 

  6. S.R. Singh, F. Ahmad, A. Lal, C. Yu, Z. Bai, H. Bennett, Efficacy and safety of insulin analogues for the management of diabetes mellitus: a meta-analysis. CMAJ: Can. Med. Assoc. J. = J. de. l’Assoc. Med. Canadienne 180, 385–97 (2009)

    Article  Google Scholar 

  7. P.D. Home, A. Fritsche, S. Schinzel, M. Massi-Benedetti, Meta-analysis of individual patient data to assess the risk of hypoglycaemia in people with type 2 diabetes using NPH insulin or insulin glargine. Diabetes Obes. Metab. 12, 772–9 (2010)

    Article  CAS  PubMed  Google Scholar 

  8. P. Rys, P. Wojciechowski, A. Rogoz-Sitek et al. Systematic review and meta-analysis of randomized clinical trials comparing efficacy and safety outcomes of insulin glargine with NPH insulin, premixed insulin preparations or with insulin detemir in type 2 diabetes mellitus. Acta diabetologica 52, 649–62 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. D.R. Owens, L. Traylor, P. Mullins, W. Landgraf, Patient-level meta-analysis of efficacy and hypoglycaemia in people with type 2 diabetes initiating insulin glargine 100U/mL or neutral protamine Hagedorn insulin analysed according to concomitant oral antidiabetes therapy. Diabetes Res. Clin. Pract. 124, 57–65 (2017)

    Article  CAS  PubMed  Google Scholar 

  10. L. Pala, E. Mannucci, I. Dicembrini, C.M. Rotella, A comparison of mealtime insulin aspart and human insulin in combination with metformin in type 2 diabetes patients. Diabetes Res. Clin. Pract. 78, 132–5 (2007)

    Article  CAS  PubMed  Google Scholar 

  11. E. Mannucci, M. Monami, N. Marchionni, Short-acting insulin analogues vs. regular human insulin in type 2 diabetes: a meta-analysis. Diabetes Obes. Metab. 11, 53–9 (2009)

    Article  CAS  PubMed  Google Scholar 

  12. J.H. Anderson Jr, R.L. Brunelle, P. Keohane et al. Mealtime treatment with insulin analog improves postprandial hyperglycemia and hypoglycemia in patients with non-insulin-dependent diabetes mellitus. Multicenter Insulin Lispro Study Group. Arch. Intern. Med. 157, 1249–55 (1997)

    Article  CAS  PubMed  Google Scholar 

  13. N. Freemantle, E. Chou, C. Frois et al. Safety and efficacy of insulin glargine 300 u/mL compared with other basal insulin therapies in patients with type 2 diabetes mellitus: a network meta-analysis. BMJ Open 6, e009421 (2016)

    Article  PubMed  PubMed Central  Google Scholar 

  14. A. Philis-Tsimikas, D.C. Klonoff, K. Khunti et al. Risk of hypoglycaemia with insulin degludec versus insulin glargine U300 in insulin-treated patients with type 2 diabetes: the randomised, head-to-head CONCLUDE trial. Diabetologia 63, 698–710 (2020)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. C. Pan, J.L. Gross, W. Yang et al. A multinational, randomized, open-label, treat-to-target trial comparing insulin degludec and insulin glargine in insulin-naive patients with type 2 diabetes mellitus. Drugs RD 16, 239–49 (2016)

    Article  CAS  Google Scholar 

  16. B. Elisha, M. Azar, N. Taleb, S. Bernard, G. Iacobellis, R. Rabasa-Lhoret, Body composition and epicardial fat in type 2 diabetes patients following insulin detemir versus insulin glargine initiation. Horm. Metab. Res. = Horm.- und Stoffwechselforschung = Hormones et. Metab. 48, 42–7 (2016)

    CAS  Google Scholar 

  17. J. Rosenstock, A. Cheng, R. Ritzel et al. More similarities than differences testing insulin glargine 300 units/ml versus insulin degludec 100 units/ml in insulin-naive type 2 diabetes: the randomized head-to-head BRIGHT Trial. Diabetes Care 41, 2147–54 (2018)

    Article  CAS  PubMed  Google Scholar 

  18. Y. Terauchi, M. Koyama, X. Cheng et al. New insulin glargine 300 U/ml versus glargine 100 U/ml in Japanese people with type 2 diabetes using basal insulin and oral antihyperglycaemic drugs: glucose control and hypoglycaemia in a randomized controlled trial (EDITION JP 2). Diabetes Obes. Metab. 18, 366–74 (2016)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. C.C. Betônico, S.M.O. Titan, A. Lira et al. Insulin glargine U100 improved glycemic control and reduced nocturnal hypoglycemia in patients with type 2 diabetes mellitus and chronic kidney disease stages 3 and 4. Clin. Therapeutics 41, 2008–20.e3 (2019)

    Article  Google Scholar 

  20. A.V. Madenidou, P. Paschos, T. Karagiannis et al. Comparative benefits and harms of basal insulin analogues for type 2 diabetes: a systematic review and network meta-analysis. Ann. Intern. Med. 169, 165–74 (2018)

    Article  PubMed  Google Scholar 

  21. R. Ritzel, S.B. Harris, H. Baron et al. A randomized controlled trial comparing efficacy and safety of insulin glargine 300 units/ml versus 100 units/ml in older people with type 2 diabetes: results from the SENIOR Study. Diabetes Care 41, 1672–80 (2018)

    Article  CAS  PubMed  Google Scholar 

  22. A. Liberati, D.G. Altman, J. Tetzlaff et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration. Bmj 339, b2700 (2009)

    Article  PubMed  PubMed Central  Google Scholar 

  23. Higgins J.P.T. GSCHfSRoIV, 2011. http://handbook-5-1.cochrane.org/

  24. S.A.R. Doi, J.J. Barendregt, A generalized pairwise modelling framework for network meta-analysis. Int. J. Evid. Based Health. 16, 187–94 (2018)

    Article  Google Scholar 

  25. C.B. Begg, M. Mazumdar, Operating characteristics of a rank correlation test for publication bias. Biometrics 50, 1088–101 (1994)

    Article  CAS  PubMed  Google Scholar 

  26. L. Furuya-Kanamori, J.J. Barendregt, S.A.R. Doi, A new improved graphical and quantitative method for detecting bias in meta-analysis. Int. J. Evid.-based Healthc. 16, 195–203 (2018)

    Article  PubMed  Google Scholar 

  27. G.H. Guyatt, A.D. Oxman, G.E. Vist et al. GRADE: an emerging consensus on rating quality of evidence and strength of recommendations. Bmj 336, 924–6 (2008)

    Article  PubMed  PubMed Central  Google Scholar 

  28. P.D. Home, G.B. Bolli, C. Mathieu et al. Modulation of insulin dose titration using a hypoglycaemia-sensitive algorithm: insulin glargine versus neutral protamine Hagedorn insulin in insulin-naive people with type 2 diabetes. Diabetes Obes. Metab. 17, 15–22 (2015)

    Article  CAS  PubMed  Google Scholar 

  29. S.H. Hsia, Insulin glargine compared to NPH among insulin-naive, U.S. inner city, ethnic minority type 2 diabetic patients. Diabetes Res. Clin. Pract. 91, 293–9 (2011)

    Article  CAS  PubMed  Google Scholar 

  30. L. Berard, B. Cameron, V. Woo, J. Stewart, Replacing insulin glargine with neutral protamine hagedorn (NPH) insulin in a subpopulation of study subjects in the action to control cardiovascular risk in diabetes (ACCORD): effects on blood glucose levels. Hypoglycemia Patient Satisfaction. Can. J. Diabetes 39, 296–301 (2015)

    PubMed  Google Scholar 

  31. S.G. Swinnen, M.P. Dain, R. Aronson et al. A 24-week, randomized, treat-to-target trial comparing initiation of insulin glargine once-daily with insulin detemir twice-daily in patients with type 2 diabetes inadequately controlled on oral glucose-lowering drugs. Diabetes Care 33, 1176–8 (2010)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. G.B. Bolli, M.C. Riddle, R.M. Bergenstal et al. New insulin glargine 300 U/ml compared with glargine 100 U/ml in insulin-naive people with type 2 diabetes on oral glucose-lowering drugs: a randomized controlled trial (EDITION 3). Diabetes Obes. Metab. 17, 386–94 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. H. Yki-Jarvinen, R. Bergenstal, M. Ziemen et al. New insulin glargine 300 units/mL versus glargine 100 units/mL in people with type 2 diabetes using oral agents and basal insulin: glucose control and hypoglycemia in a 6-month randomized controlled trial (EDITION 2). Diabetes Care 37, 3235–43 (2014)

    Article  CAS  PubMed  Google Scholar 

  34. M.C. Riddle, J. Rosenstock, A. Vlajnic, L. Gao, Randomized, 1-year comparison of three ways to initiate and advance insulin for type 2 diabetes: twice-daily premixed insulin versus basal insulin with either basal-plus one prandial insulin or basal-bolus up to three prandial injections. Diabetes Obes. Metab. 16, 396–402 (2014)

    Article  CAS  PubMed  Google Scholar 

  35. M.C. Riddle, H. Yki-Jarvinen, G.B. Bolli et al. One-year sustained glycaemic control and less hypoglycaemia with new insulin glargine 300 U/ml compared with 100 U/ml in people with type 2 diabetes using basal plus meal-time insulin: the EDITION 1 12-month randomized trial, including 6-month extension. Diabetes Obes. Metab. 17, 835–42 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. H.W. Rodbard, B. Cariou, B. Zinman et al. Comparison of insulin degludec with insulin glargine in insulin-naive subjects with Type 2 diabetes: a 2-year randomized, treat-to-target trial. Diabet. Med.: J. Br. Diabet. Assoc. 30, 1298–304 (2013)

    Article  CAS  Google Scholar 

  37. H.W. Rodbard, B. Cariou, B. Zinman et al. Health status and hypoglycaemia with insulin degludec versus insulin glargine: a 2-year trial in insulin-naive patients with type 2 diabetes. Diabetes Obes. Metab. 16, 869–72 (2014)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. S.C. Gough, A. Bhargava, R. Jain, H. Mersebach, S. Rasmussen, R.M. Bergenstal, Low-volume insulin degludec 200 units/ml once daily improves glycemic control similarly to insulin glargine with a low risk of hypoglycemia in insulin-naive patients with type 2 diabetes: a 26-week, randomized, controlled, multinational, treat-to-target trial: the BEGIN LOW VOLUME trial. Diabetes Care 36, 2536–42 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. A.J. Garber, A.B. King, S. Del Prato et al. Insulin degludec, an ultra-longacting basal insulin, versus insulin glargine in basal-bolus treatment with mealtime insulin aspart in type 2 diabetes (BEGIN Basal-Bolus Type 2): a phase 3, randomised, open-label, treat-to-target non-inferiority trial. Lancet (Lond., Engl.) 379, 1498–507 (2012)

    Article  CAS  Google Scholar 

  40. Y. Aso, K. Suzuki, Y. Chiba et al. Effect of insulin degludec versus insulin glargine on glycemic control and daily fasting blood glucose variability in insulin-naive Japanese patients with type 2 diabetes: I’D GOT trial. Diabetes Res. Clin. Pract. 130, 237–43 (2017)

    Article  CAS  PubMed  Google Scholar 

  41. G.H. Guyatt, A.D. Oxman, N. Santesso et al. GRADE guidelines: 12. Preparing summary of findings tables-binary outcomes. J. Clin. Epidemiol. 66, 158–72 (2013)

    Article  PubMed  Google Scholar 

  42. A. Fiesselmann, T. Wiesner, H. Fleischmann, P. Bramlage, Real-world therapeutic benefits of patients on insulin glargine versus NPH insulin. Acta Diabetologica 53, 717–26 (2016)

    Article  CAS  PubMed  Google Scholar 

  43. B. Wolnik, D. Wiza, T. Szczepanik, A. Syta, T. Klupa, Switching from neutral protamine hagedorn insulin to insulin glargine 300 U/mL improves glycaemic control and reduces hypoglycaemia risk: results of a multicentre, prospective, observational study. J. Diabetes Res. 2020, 8751348 (2020)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  44. A. Dornhorst, H.J. Lüddeke, C. Koenen et al. Transferring to insulin detemir from NPH insulin or insulin glargine in type 2 diabetes patients on basal-only therapy with oral antidiabetic drugs improves glycaemic control and reduces weight gain and risk of hypoglycaemia: 14-week follow-up data from PREDICTIVE. Diabetes Obes. Metab. 10, 75–81 (2008)

    CAS  PubMed  Google Scholar 

  45. A. Liebl, R. Prager, K. Binz, M. Kaiser, R. Bergenstal, B. Gallwitz, Comparison of insulin analogue regimens in people with type 2 diabetes mellitus in the PREFER Study: a randomized controlled trial. Diabetes Obes. Metab. 11, 45–52 (2009)

    Article  CAS  PubMed  Google Scholar 

  46. P. Hollander, J. Cooper, J. Bregnhoj, C.B. Pedersen, A 52-week, multinational, open-label, parallel-group, noninferiority, treat-to-target trial comparing insulin detemir with insulin glargine in a basal-bolus regimen with mealtime insulin aspart in patients with type 2 diabetes. Clin. Therapeutics 30, 1976–87 (2008)

    Article  CAS  Google Scholar 

  47. P. Raskin, T. Gylvin, W. Weng, L. Chaykin, Comparison of insulin detemir and insulin glargine using a basal-bolus regimen in a randomized, controlled clinical study in patients with type 2 diabetes. Diabetes/Metab. Res. Rev. 25, 542–8 (2009)

    Article  CAS  Google Scholar 

  48. J. Rosenstock, M. Davies, P.D. Home, J. Larsen, C. Koenen, G. Schernthaner, A randomised, 52-week, treat-to-target trial comparing insulin detemir with insulin glargine when administered as add-on to glucose-lowering drugs in insulin-naive people with type 2 diabetes. Diabetologia 51, 408–16 (2008)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  49. M.C. Riddle, G.B. Bolli, M. Ziemen, I. Muehlen-Bartmer, F. Bizet, P.D. Home, New insulin glargine 300 units/mL versus glargine 100 units/mL in people with type 2 diabetes using basal and mealtime insulin: glucose control and hypoglycemia in a 6-month randomized controlled trial (EDITION 1). Diabetes Care 37, 2755–62 (2014)

    Article  CAS  PubMed  Google Scholar 

  50. H. Yki-Jarvinen, R.M. Bergenstal, G.B. Bolli et al. Glycaemic control and hypoglycaemia with new insulin glargine 300 U/ml versus insulin glargine 100 U/ml in people with type 2 diabetes using basal insulin and oral antihyperglycaemic drugs: the EDITION 2 randomized 12-month trial including 6-month extension. Diabetes Obes. Metab. 17, 1142–9 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  51. C.Y. Pan, P. Sinnassamy, K.D. Chung, K.W. Kim, Insulin glargine versus NPH insulin therapy in Asian Type 2 diabetes patients. Diabetes Res. Clin. Pract. 76, 111–8 (2007)

    Article  CAS  PubMed  Google Scholar 

  52. M.C. Riddle, J. Rosenstock, J. Gerich, The treat-to-target trial: randomized addition of glargine or human NPH insulin to oral therapy of type 2 diabetic patients. Diabetes Care 26, 3080–6 (2003)

    Article  CAS  PubMed  Google Scholar 

  53. J. Rosenstock, S.L. Schwartz, C.M. Clark Jr., G.D. Park, D.W. Donley, M.B. Edwards, Basal insulin therapy in type 2 diabetes: 28-week comparison of insulin glargine (HOE 901) and NPH insulin. Diabetes Care 24, 631–6 (2001)

    Article  CAS  PubMed  Google Scholar 

  54. H. Yki-Jarvinen, A. Dressler, M. Ziemen, Less nocturnal hypoglycemia and better post-dinner glucose control with bedtime insulin glargine compared with bedtime NPH insulin during insulin combination therapy in type 2 diabetes. HOE 901/3002 Study Group. Diabetes Care 23, 1130–6 (2000)

    Article  CAS  PubMed  Google Scholar 

  55. H. Yki-Jarvinen, R. Kauppinen-Makelin, M. Tiikkainen et al. Insulin glargine or NPH combined with metformin in type 2 diabetes: the LANMET study. Diabetologia 49, 442–51 (2006)

    Article  CAS  PubMed  Google Scholar 

  56. H. Yokoyama, J. Tada, F. Kamikawa, S. Kanno, Y. Yokota, M. Kuramitsu, Efficacy of conversion from bedtime NPH insulin to morning insulin glargine in type 2 diabetic patients on basal-prandial insulin therapy. Diabetes Res. Clin. Pract. 73, 35–40 (2006)

    Article  CAS  PubMed  Google Scholar 

  57. F.G. Eliaschewitz, C. Calvo, H. Valbuena et al. Therapy in type 2 diabetes: insulin glargine vs. NPH insulin both in combination with glimepiride. Arch. Med. Res. 37, 495–501 (2006)

    Article  CAS  PubMed  Google Scholar 

  58. V. Fonseca, D.S. Bell, S. Berger, S. Thomson, T.E. Mecca, A comparison of bedtime insulin glargine with bedtime neutral protamine hagedorn insulin in patients with type 2 diabetes: subgroup analysis of patients taking once-daily insulin in a multicenter, randomized, parallel group study. Am. J. Med. Sci. 328, 274–80 (2004)

    Article  PubMed  Google Scholar 

  59. A. Fritsche, M.A. Schweitzer, H.U. Haring, Glimepiride combined with morning insulin glargine, bedtime neutral protamine hagedorn insulin, or bedtime insulin glargine in patients with type 2 diabetes. A randomized, controlled trial. Ann. Intern. Med. 138, 952–9 (2003)

    Article  CAS  PubMed  Google Scholar 

  60. C. Fajardo Montanana, C. Hernandez Herrero, M. Rivas Fernandez, Less weight gain and hypoglycaemia with once-daily insulin detemir than NPH insulin in intensification of insulin therapy in overweight Type 2 diabetes patients: the PREDICTIVE BMI clinical trial. Diabet. Med.: J. Br. Diabet. Assoc. 25, 916–23 (2008)

    Article  CAS  Google Scholar 

  61. T. Haak, A. Tiengo, E. Draeger, M. Suntum, W. Waldhausl, Lower within-subject variability of fasting blood glucose and reduced weight gain with insulin detemir compared to NPH insulin in patients with type 2 diabetes. Diabetes Obes. Metab. 7, 56–64 (2005)

    Article  CAS  PubMed  Google Scholar 

  62. E. Franek, M. Haluzik, S. Canecki Varzic et al. Twice-daily insulin degludec/insulin aspart provides superior fasting plasma glucose control and a reduced rate of hypoglycaemia compared with biphasic insulin aspart 30 in insulin-naive adults with Type 2 diabetes. Diabet. Med.: J. Br. Diabet. Assoc. 33, 497–505 (2016)

    Article  CAS  Google Scholar 

  63. G.R. Fulcher, J.S. Christiansen, G. Bantwal et al. Comparison of insulin degludec/insulin aspart and biphasic insulin aspart 30 in uncontrolled, insulin-treated type 2 diabetes: a phase 3a, randomized, treat-to-target trial. Diabetes Care 37, 2084–90 (2014)

    Article  CAS  PubMed  Google Scholar 

  64. H.E. Scholtz, S.G. Pretorius, D.H. Wessels, R.H. Becker, Pharmacokinetic and glucodynamic variability: assessment of insulin glargine, NPH insulin and insulin ultralente in healthy volunteers using a euglycaemic clamp technique. Diabetologia 48, 1988–95 (2005)

    Article  CAS  PubMed  Google Scholar 

  65. T. Heise, M. Nørskov, L. Nosek, K. Kaplan, S. Famulla, H.L. Haahr, Insulin degludec: Lower day-to-day and within-day variability in pharmacodynamic response compared with insulin glargine 300 U/mL in type 1 diabetes. Diabetes Obes. Metab. 19, 1032–9 (2017)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  66. M. Monami, E. Mannucci, Efficacy and safety of degludec insulin: a meta-analysis of randomised trials. Curr. Med. Res. Opin. 29, 339–42 (2013)

    Article  CAS  PubMed  Google Scholar 

  67. C. Lualdi, A. Silverii, I. Dicembrini, L. Pala, M. Monami, E. Mannucci, Adjustment of insulin doses when switching from glargine 100 U/ml or detemir to degludec: an observational study. J. Endocrinological Investig. 42, 319–26 (2019)

    Article  CAS  Google Scholar 

  68. K.F.S. Melo, L.R. Bahia, B. Pasinato et al. Short-acting insulin analogues versus regular human insulin on postprandial glucose and hypoglycemia in type 1 diabetes mellitus: a systematic review and meta-analysis. Diabetol. Metab. Syndr. 11, 2 (2019)

    Article  PubMed  PubMed Central  Google Scholar 

  69. S. Garg, F.J. Ampudia-Blasco, M. Pfohl, Rapid-acting insulin analogues in Basal-bolus regimens in type 1 diabetes mellitus. Endocr. Pract.: Off. J. Am. Coll. Endocrinol. Am. Assoc. Clin. Endocrinologists 16, 486–505 (2010)

    Article  Google Scholar 

  70. A. Nicolucci, A. Ceriello, P. Di Bartolo, A. Corcos, M. Orsini Federici, Rapid-acting insulin analogues versus regular human insulin: a meta-analysis of effects on glycemic control in patients with diabetes. Diabetes Ther. 11, 573–84 (2020)

    Article  PubMed  Google Scholar 

  71. E.J. Bastyr III, Y. Huang, R.L. Brunelle, L. Vignati, D.J. Cox, J.G. Kotsanos, Factors associated with nocturnal hypoglycaemia among patients with type 2 diabetes new to insulin therapy: experience with insulin lispro. Diabetes Obes. Metab. 2, 39–46 (2000)

    Article  CAS  PubMed  Google Scholar 

  72. R. Brignardello-Petersen, A. Bonner, P.E. Alexander, R.A. Siemieniuk, T.A. Furukawa, B. Rochwerg, G.S. Hazlewood, W. Alhazzani, R.A. Mustafa, M.H. Murad, M.A. Puhan, H.J. Schünemann, G.H. Guyatt; GRADE Working Group, Advances in the GRADE approach to rate the certainty in estimates from a network meta-analysis. J. Clin. Epidemiol. 93, 36–44 (2018)

    Article  PubMed  Google Scholar 

  73. R. Brignardello-Petersen, R.A. Mustafa, R.A.C. Siemieniuk, M.H. Murad, T. Agoritsas, A. Izcovich, H.J. Schünemann, G.H. Guyatt; GRADE Working Group, GRADE approach to rate the certainty from a network meta-analysis: addressing incoherence. J. Clin. Epidemiol. 108, 77–85 (2019)

    Article  PubMed  Google Scholar 

Download references

Funding

This research was performed as a part of the institutional activity of the unit, with no specific funding. All expenses, including salaries of the investigators, were covered by public research funds assigned to the unit.

Author information

Authors and Affiliations

Authors

Contributions

M.M. and E.M. were involved in design, data collection, analysis, writing paper. L.N. and C.C. were involved in paper revision, data collection.

Corresponding author

Correspondence to Matteo Monami.

Ethics declarations

Conflict of interest

E.M. has received consultancy fees from Merck and Novartis speaking fees from Astra Zeneca, Bristol Myers Squibb, Boehringer-Ingelheim, Eli-Lilly, Merck, Novo Nordisk, Sanofi, and Novartis and research grants from Merck, Novartis, and Takeda. C.C. and L.N. have no relevant conflicts of interest to declare. M.M. has received speaking fees from Astra Zeneca, Bristol Myers Squibb, Boehringer-Ingelheim, Eli-Lilly, Merck, Novo Nordisk, Sanofi, and Novartis and research grants from Bristol Myers Squibb. All the authors approved the final version of this paper. M.M. is the person who takes full responsibility for the work as a whole, including the study design, access to data, and the decision to submit and publish the paper.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Mannucci, E., Caiulo, C., Naletto, L. et al. Efficacy and safety of different basal and prandial insulin analogues for the treatment of type 2 diabetes: a network meta-analysis of randomized controlled trials. Endocrine 74, 508–517 (2021). https://doi.org/10.1007/s12020-021-02889-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12020-021-02889-6

Keywords

Navigation