Rodriguez-Gutierrez R, Gionfriddo MR, Ospina NS et al (2016) Shared decision making in endocrinology: present and future directions. Lancet Diabetes Endocrinol 4(8):706–716. https://doi.org/10.1016/S2213-8587(15)00468-4

Article  PubMed  Google Scholar 

American Diabetes Association Professional Practice Committee; Draznin B, Aroda VR, Bakris G et al (2022) 6. Glycemic targets: standards of medical care in diabetes – 2022. Diabetes Care 45(Suppl 1):S83–S96. https://doi.org/10.2337/dc22-S006

Inzucchi SE, Bergenstal RM, Buse JB et al (2012) Management of hyperglycaemia in type 2 diabetes: a patient-centred approach. Position Statement of the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetologia 55(6):1577–1596. https://doi.org/10.1007/s00125-012-2534-0

Article  CAS  PubMed  Google Scholar 

Inzucchi SE, Bergenstal RM, Buse JB et al (2015) Management of hyperglycaemia in type 2 diabetes, 2015: a patient-centred approach: update to a position statement of the American Diabetes Association and the European Association for the Study of Diabetes. Diabetologia 58(3):429–442. https://doi.org/10.1007/s00125-014-3460-0

Article  PubMed  Google Scholar 

Davies M, D’Alessio DA, Fradkin J et al (2018) 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 61(12):2461–2498. https://doi.org/10.1007/s00125-018-4729-5

Article  PubMed  Google Scholar 

Buse JB, Wexler DJ, Tsapas A et al (2020) 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(2):221–228. https://doi.org/10.1007/s00125-019-05039-w

Article  PubMed  Google Scholar 

Schandelmaier S, Briel M, Varadhan R et al (2020) Development of the Instrument to assess the Credibility of Effect Modification Analyses (ICEMAN) in randomized controlled trials and meta-analyses. CMAJ 192(32):E901–E906. https://doi.org/10.1503/cmaj.200077

Sun X, Ioannidis JPA, Agoritsas T, Alba AC, Guyatt G (2014) How to use a subgroup analysis: users’ guide to the medical literature. JAMA 311(4):405–411. https://doi.org/10.1001/jama.2013.285063

Article  CAS  PubMed  Google Scholar 

Andrews J, Guyatt G, Oxman AD et al (2013) GRADE guidelines: 14. Going from evidence to recommendations: the significance and presentation of recommendations. J Clin Epidemiol 66(7):719–725. https://doi.org/10.1016/j.jclinepi.2012.03.013

Article  PubMed  Google Scholar 

Santesso N, Glenton C, Dahm P et al (2020) GRADE guidelines 26: informative statements to communicate the findings of systematic reviews of interventions. J Clin Epidemiol 119:126–135. https://doi.org/10.1016/j.jclinepi.2019.10.014

Article  PubMed  Google Scholar 

Sun S, Hisland L, Grenet G et al (2021) Reappraisal of the efficacy of intensive glycaemic control on microvascular complications in patients with type 2 diabetes: a meta-analysis of randomised control-trials. Therapie 77(4):413–423. https://doi.org/10.1016/j.therap.2021.10.002

Agrawal L, Azad N, Bahn GD et al (2018) Long-term follow-up of intensive glycaemic control on renal outcomes in the Veterans Affairs Diabetes Trial (VADT). Diabetologia 61(2):295–299. https://doi.org/10.1007/s00125-017-4473-2

Article  PubMed  Google Scholar 

Lind M, Imberg H, Coleman RL, Nerman O, Holman RR (2021) Historical HbA1c values may explain the type 2 diabetes legacy effect: UKPDS 88. Diabetes Care 44(10):2231–2237. https://doi.org/10.2337/dc20-2439

Article  CAS  PubMed Central  Google Scholar 

Riddle MC, Gerstein HC, Holman RR et al (2018) A1C targets should be personalized to maximize benefits while limiting risks. Diabetes Care 41(6):1121–1124. https://doi.org/10.2337/dci18-0018

Article  PubMed  Google Scholar 

Sargeant JA, Brady EM, Zaccardi F et al (2020) Adults with early-onset type 2 diabetes (aged 18-39 years) are severely underrepresented in diabetes clinical research trials. Diabetologia 63(8):1516–1520. https://doi.org/10.1007/s00125-020-05174-9

Article  PubMed  PubMed Central  Google Scholar 

American Diabetes Association Professional Practice Committee; Draznin B, Aroda VR, Bakris G et al (2022) 9. Pharmacologic approaches to glycemic treatment: Standards of Medical Care in Diabetes – 2022. Diabetes Care 45(Suppl 1):S125–S143. https://doi.org/10.2337/dc22-S009

Crabtree T, Ogendo JJ, Vinogradova Y, Gordon J, Idris I (2022) Intensive glycemic control and macrovascular, microvascular, hypoglycemia complications and mortality in older (age ≥60years) or frail adults with type 2 diabetes: a systematic review and meta-analysis from randomized controlled trial and observation studies. Expert Rev Endocrinol Metab 17(3):255–267. https://doi.org/10.1080/17446651.2022.2079495

Article  CAS  PubMed  Google Scholar 

Dickinson JK, Guzman SJ, Maryniuk MD et al (2017) The use of language in diabetes care and education. Diabetes Care 40(12):1790–1799. https://doi.org/10.2337/dci17-0041

Article  PubMed  Google Scholar 

Powers MA, Bardsley JK, Cypress M et al (2020) Diabetes self-management education and support in adults with type 2 diabetes: a consensus report of the American Diabetes Association, the Association of Diabetes Care and Education Specialists, the Academy of Nutrition and Dietetics, the American Academy of Family Physicians, the American Academy of PAs, the American Association of Nurse Practitioners, and the American Pharmacists Association. Diabetes Care 43(7):1636–1649. https://doi.org/10.2337/dci20-0023

Article  PubMed  Google Scholar 

Davis J, Fischl AH, Beck J et al (2022) 2022 National standards for diabetes self-management education and support. Diabetes Care 45(2):484–494. https://doi.org/10.2337/dc21-2396

Article  PubMed  Google Scholar 

National Institute for Health and Care Excellence (NICE) (2022) Type 2 diabetes in adults: management. Recommendations. NICE guideline [NG28]. Available from www.nice.org.uk/guidance/ng28/chapter/Recommendations#patient-education. Accessed 4 Jun 2022

American Diabetes Association Professional Practice Committee; Draznin B, Aroda VR, Bakris G et al (2022) 5. Facilitating behavior change and well-being to improve health outcomes: Standards of Medical Care in Diabetes – 2022. Diabetes Care 45(Suppl 1):S60–S82. https://doi.org/10.2337/dc22-S005

Department of Health and Diabetes UK (2005) Structured patient education in diabetes: report from the Patient Education Working Group. Available from www.diabetes.org.uk/resources-s3/2017-11/structuredpatiented.pdf. Accessed 5 Aug 2022

National Institute for Health and Clinical Excellence (NICE) (2016) Diabetes in adults. Quality statements 2 and 3. Quality standard [QS6]. Available from www.nice.org.uk/guidance/qs6. Accessed 18 Aug 2022

Chrvala CA, Sherr D, Lipman RD (2016) Diabetes self-management education for adults with type 2 diabetes mellitus: a systematic review of the effect on glycemic control. Patient Educ Couns 99(6):926–943. https://doi.org/10.1016/j.pec.2015.11.003

Article  PubMed  Google Scholar 

Pillay J, Armstrong MJ, Butalia S et al (2015) Behavioral programs for type 2 diabetes mellitus: a systematic review and network meta-analysis. Ann Intern Med 163(11):848–860. https://doi.org/10.7326/M15-1400

Article  PubMed  Google Scholar 

Zhao FF, Suhonen R, Koskinen S, Leino-Kilpi H (2017) Theory-based self-management educational interventions on patients with type 2 diabetes: a systematic review and meta-analysis of randomized controlled trials. J Adv Nurs 73(4):812–833. https://doi.org/10.1111/jan.13163

Article  PubMed  Google Scholar 

Odgers-Jewell K, Ball LE, Kelly JT, Isenring EA, Reidlinger DP, Thomas R (2017) Effectiveness of group-based self-management education for individuals with type 2 diabetes: a systematic review with meta-analyses and meta-regression. Diabet Med 34(8):1027–1039. https://doi.org/10.1111/dme.13340

Article  CAS  PubMed  Google Scholar 

He X, Li J, Wang B et al (2017) Diabetes self-management education reduces risk of all-cause mortality in type 2 diabetes patients: a systematic review and meta-analysis. Endocrine 55(3):712–731. https://doi.org/10.1007/s12020-016-1168-2

Article  CAS  PubMed  Google Scholar 

Chatterjee S, Davies MJ, Heller S, Speight J, Snoek FJ, Khunti K (2018) Diabetes structured self-management education programmes: a narrative review and current innovations. Lancet Diabetes Endocrinol 6(2):130–142. https://doi.org/10.1016/S2213-8587(17)30239-5

Article  PubMed  Google Scholar 

Captieux M, Pearce G, Parke HL et al (2018) Supported self-management for people with type 2 diabetes: a meta-review of quantitative systematic reviews. BMJ Open 8(12):e024262. https://doi.org/10.1136/bmjopen-2018-024262

Article  PubMed  PubMed Central  Google Scholar 

Lindekilde N, Scheuer SH, Rutters F et al (2022) Prevalence of type 2 diabetes in psychiatric disorders: an umbrella review with meta-analysis of 245 observational studies from 32 systematic reviews. Diabetologia 65(3):440–456. https://doi.org/10.1007/s00125-021-05609-x

Article  PubMed  Google Scholar 

Dening J, Islam SMS, George E, Maddison R (2020) Web-based interventions for dietary behavior in adults with type 2 diabetes: systematic review of randomized controlled trials. J Med Internet Res 22(8):e16437. https://doi.org/10.2196/16437

Article  PubMed  PubMed Central  Google Scholar 

Nkhoma DE, Jenya Soko C, Joseph Banda K, Greenfield D, Li YCJ, Iqbal U (2021) Impact of DSMES app interventions on medication adherence in type 2 diabetes mellitus: systematic review and meta-analysis. BMJ Health Care Inform 28(1):e100291. https://doi.org/10.1136/bmjhci-2020-100291

Article  Google Scholar 

Omar MA, Hasan S, Palaian S, Mahameed S (2020) The impact of a self-management educational program coordinated through WhatsApp on diabetes control. Pharm Pract 18(2):1841. https://doi.org/10.18549/PharmPract.2020.2.1841

Article  Google Scholar 

Quinn LM, Davies MJ, Northern A et al (2021) Use of MyDesmond digital education programme to support self-management in people with type 2 diabetes during the COVID-19 pandemic. Diabet Med 38(3):e14469. https://doi.org/10.1111/dme.14469

Gershkowitz BD, Hillert CJ, Crotty BH (2021) Digital coaching strategies to facilitate behavioral change in type 2 diabetes: a systematic review. J Clin Endocrinol Metab 106(4):e1513–e1520. https://doi.org/10.1210/clinem/dgaa850

Article  PubMed  Google Scholar 

Lee MK, Lee DY, Ahn HY, Park CY (2021) A novel user utility score for diabetes management using tailored mobile coaching: secondary analysis of a randomized controlled trial. JMIR MHealth UHealth 9(2):e17573. https://doi.org/10.2196/17573

Article  PubMed  PubMed Central  Google Scholar 

Ahlqvist E, Storm P, Käräjämäki A et al (2018) Novel subgroups of adult-onset diabetes and their association with outcomes: a data-driven cluster analysis of six variables. Lancet Diabetes Endocrinol 6(5):361–369. https://doi.org/10.1016/S2213-8587(18)30051-2

Article  PubMed  Google Scholar 

Pigeyre M, Hess S, Gomez MF et al (2022) Validation of the classification for type 2 diabetes into five subgroups: a report from the ORIGIN trial. Diabetologia 65(1):206–215. https://doi.org/10.1007/s00125-021-05567-4

Article  PubMed  Google Scholar 

American Diabetes Association Professional Practice Committee (2022) 1. Improving care and promoting health in populations: Standards of Medical Care in Diabetes – 2022. Diabetes Care 45(Suppl 1):S8–16. https://doi.org/10.2337/dc22-S001

Article  Google Scholar 

Kunneman M, Montori VM, Castaneda-Guarderas A, Hess EP (2016) What is shared decision making? (and what it is not). Acad Emerg Med 23(12):1320–1324. https://doi.org/10.1111/acem.13065

Breslin M, Mullan RJ, Montori VM (2008) The design of a decision aid about diabetes medications for use during the consultation with patients with type 2 diabetes. Patient Educ Couns 73(3):465–472. https://doi.org/10.1016/j.pec.2008.07.024

Article  PubMed  Google Scholar 

Mullan RJ, Montori VM, Shah ND et al (2009) The diabetes mellitus medication choice decision aid: a randomized trial. Arch Intern Med 169(17):1560–1568. https://doi.org/10.1001/archinternmed.2009.293

Article  PubMed