1231-P: Using Natural Language Processing (NLP) to Understand Self-Reported Barriers and Enablers to Treatment Adherence in Type 2 Diabetes (T2D) Using Data from the International Diabetes Management Practices Study (IDMPS)

Introduction: IDMPS is an international, observational study to assess care practices and clinical profiles of people with diabetes in developing countries. Treatment non-adherence is a major barrier to treatment effectiveness. Open-ended self-reported reasons for omitting or adhering to glucose-lowering drugs in people with T2D were analyzed. Methods: NLP and clustering methods were used to analyze responses on omitting medications (Q1) , not taking medications as prescribed (Q2) , and methods to improve adherence (Q3) , with Q1+2 responses merged as reasons for ‘omission’. Results: Of 2475 participants from 13 countries (mean ± SD age 58 ± 12 years, 49% male, diabetes duration ± 8 years, 43% on insulin) , 85%, 79%, and 37% had responses for Q1-3 respectively. Of these, 36% had responses indicative of non-adherence, 62% of adherence, and 2% uncertain responses (Q1+2) . Non-adherent patients were younger (55 ± 12 vs. 60 ± 12 years) , had shorter diabetes duration (± 8 vs. 12 ± 9 years) , and higher HbA1c (8.3 ± 1.9 vs. 7.9 ± 1.8 %) vs. adherent patients (all p<0.001) . Patient responses for adherence/non-adherence are shown in Figure. Conclusions: Conflicts with daily routine are the main barrier to therapy adherence, while planning and habit formation can improve adherence. Disclosure J.C.Chan: Board Member; Asia Diabetes Foundation, Consultant; Bayer AG, Boehringer Ingelheim International GmbH, Celltrion, Merck Sharp & Dohme Corp., Roche Diabetes Care, Viatris Inc., Research Support; Applied Therapeutics, AstraZeneca, Eli Lilly and Company, Hua Medicine, Servier Laboratories, Stock/Shareholder; GemVCare Ltd. J.Chantelot: Employee; Sanofi, Stock/Shareholder; Sanofi. P.Aschner: Advisory Panel; Merck & Co., Inc., Sanofi, Speaker's Bureau; AstraZeneca, Boehringer Ingelheim International GmbH, Novo Nordisk. J.J.Gagliardino: None. H.M.Ilkova: Advisory Panel; Novo Nordisk. A.Ramachandran: None. J.Mbanya: Advisory Panel; Novo Nordisk, Sanofi, Servier Laboratories. M.V.Shestakova: None. M.Rollot: Other Relationship; Sanofi. M.Blanchon: Other Relationship; Sanofi. P.Hayat: Other Relationship; Sanofi. Funding Sanofi