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      Factors influencing optimal diabetes care and clinical outcomes in Thai patients with type 2 diabetes mellitus: a multilevel modelling analysis

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          Abstract

          Background

          Increasing levels of poor glycaemic control among Thai patients with type 2 diabetes mellitus (T2DM) motivated us to compare T2DM care between urban and suburban primary care units (PCUs), to identify gaps in care, and to identify significant factors that may influence strategies to enhance the quality of care and clinical outcomes in this population.

          Methods

          We conducted a cross-sectional study involving 2160 patients with T2DM treated at four Thai PCUs from 2019 to 2021, comprising one urban and three suburban facilities. Using mixed effects logistic regression, we compared care factors between urban and suburban PCUs.

          Results

          Patients attending suburban PCUs were significantly more likely to undergo eye (adjusted OR (AOR): 1.83, 95% CI 1.35 to 1.72), foot (AOR: 1.61, 95% CI 0.65 to 4.59) and HbA 1c (AOR: 1.66, 95% CI 1.09 to 2.30) exams and achieved all ABC (HbA 1c, blood pressure (BP) and low-density lipoprotein cholesterol (LDL-C)) goals (AOR: 2.23, 95% CI 1.30 to 3.83). Conversely, those at an urban PCU were more likely to undergo albuminuria exams. Variables significantly associated with good glycaemic control included age (AOR: 1.51, 95% CI 1.31 to 1.79), T2DM duration (AOR: 0.59, 95% CI 0.41 to 0.88), FAACE (foot, HbA 1c, albuminuria, LDL-C and eye) goals (AOR: 1.23, 95% CI 1.12 to 1.36) and All8Q (AOR: 1.20, 95% CI 1.05 to 1.41). Chronic kidney disease (CKD) was significantly linked with high triglyceride and HbA 1c levels (AOR: 5.23, 95% CI 1.21 to 7.61). Elevated HbA 1c levels, longer T2DM duration, insulin use, high systolic BP and high lipid profile levels correlated strongly with diabetic retinopathy (DR) and CKD progression.

          Conclusion

          This highlights the necessity for targeted interventions to bridge urban–suburban care gaps, optimise drug prescriptions and implement comprehensive care strategies for improved glycaemic control, DR prevention and CKD progression mitigation among in Thai patients with T2DM. The value of the clinical target aggregate (ABC) and the process of care aggregate (FAACE) was also conclusively demonstrated.

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          Most cited references35

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          IDF Diabetes Atlas: Global, regional and country-level diabetes prevalence estimates for 2021 and projections for 2045

          To provide global, regional, and country-level estimates of diabetes prevalence and health expenditures for 2021 and projections for 2045.
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            Association of glycaemia with macrovascular and microvascular complications of type 2 diabetes (UKPDS 35): prospective observational study.

            To determine the relation between exposure to glycaemia over time and the risk of macrovascular or microvascular complications in patients with type 2 diabetes. Prospective observational study. 23 hospital based clinics in England, Scotland, and Northern Ireland. 4585 white, Asian Indian, and Afro-Caribbean UKPDS patients, whether randomised or not to treatment, were included in analyses of incidence; of these, 3642 were included in analyses of relative risk. Primary predefined aggregate clinical outcomes: any end point or deaths related to diabetes and all cause mortality. Secondary aggregate outcomes: myocardial infarction, stroke, amputation (including death from peripheral vascular disease), and microvascular disease (predominantly retinal photo-coagulation). Single end points: non-fatal heart failure and cataract extraction. Risk reduction associated with a 1% reduction in updated mean HbA(1c) adjusted for possible confounders at diagnosis of diabetes. The incidence of clinical complications was significantly associated with glycaemia. Each 1% reduction in updated mean HbA(1c) was associated with reductions in risk of 21% for any end point related to diabetes (95% confidence interval 17% to 24%, P<0.0001), 21% for deaths related to diabetes (15% to 27%, P<0.0001), 14% for myocardial infarction (8% to 21%, P<0.0001), and 37% for microvascular complications (33% to 41%, P<0.0001). No threshold of risk was observed for any end point. In patients with type 2 diabetes the risk of diabetic complications was strongly associated with previous hyperglycaemia. Any reduction in HbA(1c) is likely to reduce the risk of complications, with the lowest risk being in those with HbA(1c) values in the normal range (<6.0%).
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              Novel subgroups of adult-onset diabetes and their association with outcomes: a data-driven cluster analysis of six variables

              Diabetes is presently classified into two main forms, type 1 and type 2 diabetes, but type 2 diabetes in particular is highly heterogeneous. A refined classification could provide a powerful tool to individualise treatment regimens and identify individuals with increased risk of complications at diagnosis.
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                Author and article information

                Journal
                BMJ Open
                BMJ Open
                bmjopen
                bmjopen
                BMJ Open
                BMJ Publishing Group (BMA House, Tavistock Square, London, WC1H 9JR )
                2044-6055
                2024
                3 May 2024
                : 14
                : 5
                : e079415
                Affiliations
                [1 ] departmentPopulation Health and Nutrition Research Group , Ringgold_65106Faculty of Medicine Siriraj Hospital, Mahidol University , Bangkok, Thailand
                [2 ] departmentDepartment of Social Medicine , Ringgold_68033Sunpasithiprasong Hospital , Ubon Ratchathani, Thailand
                [3 ] departmentDepartment of Family and Preventive Medicine, Faculty of Medicine , Ringgold_37689Prince of Songkla University , Hat Yai, Songkhla, Thailand
                [4 ] departmentDepartment of Social Medicine , Samutsakhon Hospital , Samut Sakhon, Thailand
                [5 ] departmentDivision of Nursing, Siriraj Primary Care Unit , Ringgold_65106Faculty of Medicine Siriraj Hospital, Mahidol University , Bangkok, Thailand
                Author notes
                [Correspondence to ] Dr Korapat Mayurasakorn; Korapat.may@ 123456mahidol.ac.th
                Author information
                http://orcid.org/0000-0002-3094-5481
                http://orcid.org/0000-0002-9886-1102
                http://orcid.org/0000-0002-3971-935X
                http://orcid.org/0000-0002-5202-4149
                http://orcid.org/0000-0002-6724-8073
                http://orcid.org/0000-0002-6585-2816
                http://orcid.org/0000-0003-3816-6463
                Article
                bmjopen-2023-079415
                10.1136/bmjopen-2023-079415
                11086275
                38702083
                4d1f7e23-c752-4e78-9e6a-4b07b9c728d6
                © Author(s) (or their employer(s)) 2024. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

                This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See:  http://creativecommons.org/licenses/by-nc/4.0/.

                History
                : 31 August 2023
                : 23 April 2024
                Funding
                Funded by: FundRef http://dx.doi.org/10.13039/501100013238, Faculty of Medicine Siriraj Hospital, Mahidol University;
                Award ID: 10492
                Award ID: R016210002
                Categories
                Diabetes and Endocrinology
                1506
                1843
                Original research
                Custom metadata
                unlocked

                Medicine
                quality in health care,diabetic retinopathy,general diabetes
                Medicine
                quality in health care, diabetic retinopathy, general diabetes

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