Evidence map›Paper›PMID 42420927›Full record

ArticleBMC endocrine disorders2026

Factors associated with poor glycaemic control among adults with type 2 diabetes mellitus in Albania: a cross-sectional study.

Zamira Shabani, Edona Haxhija, Elvisa Drishti

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Article in BMC endocrine disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

3 authors.

Zamira ShabaniDepartment of Clinical Subjects, Faculty of Natural Sciences, University of Shkodra "Luigj Gurakuqi", Sheshi "2 Prilli", Shkodër, 4001, Albania.ORCID http://orcid.org/0000-0001-8021-5391
Edona HaxhijaDepartment of Clinical Subjects, Faculty of Natural Sciences, University of Shkodra "Luigj Gurakuqi", Sheshi "2 Prilli", Shkodër, 4001, Albania. edona.haxhija@unishk.edu.al.ORCID http://orcid.org/0000-0002-9454-8485
Elvisa DrishtiDepartment of Business Administration, Faculty of Economy, University of Shkodra "Luigj Gurakuqi", Shkodër, Albania.ORCID http://orcid.org/0000-0001-6530-1777

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPoor glycaemic control is common among adults with type 2 diabetes mellitus (T2DM) in low- and middle-income settings in South-Eastern Europe, yet patient-level data on its correlates from Albania are scarce. We examined the demographic, clinical and treatment-related factors associated with poor glycaemic control (HbA1c ≥ 7%) in Albanian adults with T2DM.

methodsCross-sectional study of 176 consecutive adults with T2DM attending a hospital-based outpatient diabetes service in northern Albania. Poor glycaemic control was defined a priori as HbA1c ≥ 7% (53 mmol/mol). Sociodemographic characteristics, diabetes duration, insulin therapy and physician-confirmed comorbidities were recorded. Associations were assessed using univariate and multivariable logistic regression, estimating odds ratios (OR) with 95% confidence intervals (CI); comorbidity was modelled both as individual conditions (primary model) and as a comorbidity-burden index (sensitivity model). Model calibration and discrimination were evaluated using the Hosmer-Lemeshow test and the area under the ROC curve.

resultsMean age was 65 years, 51% were men and mean diabetes duration was 11 years. The prevalence of poor glycaemic control was 58.5% (95% CI 50.9-65.9%), and 54% were receiving insulin. In univariate analyses, poor control was more frequent with insulin therapy (OR 5.64, 95% CI 2.93-10.87), longer diabetes duration (OR 1.42 per 5 years, 1.09-1.85) and ischaemic heart disease (OR 2.10, 1.09-4.08). After mutual adjustment, insulin therapy was the only factor independently associated with poor control (adjusted OR 6.32, 95% CI 2.71-14.71); age, diabetes duration, hypertension, ischaemic heart disease and multimorbidity were not. Results were unchanged in the sensitivity model. The primary model was well calibrated (Hosmer-Lemeshow p = 0.96), with moderate discrimination (area under the ROC curve 0.74).

conclusionsIn this Albanian outpatient population, poor glycaemic control was common and insulin therapy was the only factor independently associated with it. This reflects confounding by indication rather than harm from insulin: insulin is initiated when oral therapy no longer maintains targets, so insulin-treated patients form a clinically identifiable subgroup with more advanced disease who warrant priority for structured treatment intensification and individualised follow-up. Prospective multicentre studies are needed to confirm these associations and their temporal direction.

trial registrationNot applicable (observational, non-interventional study).

Indexed as

BiomarkersDiabetes Mellitus, Type 2Glycemic ControlAgedAlbaniaBlood GlucoseCross-Sectional StudiesFemaleFollow-Up StudiesGlycated HemoglobinHumansHypoglycemic AgentsInsulinMaleMiddle AgedPrognosisBiomarkersBlood GlucoseGlycated Hemoglobinhemoglobin A1c protein, humanHypoglycemic AgentsInsulinAlbaniaConfounding by indicationCross-sectional studyGlycaemic controlHbA1cInsulin therapyType 2 diabetes mellitus

Identifiers

PMID42420927
PMCPMC13628790

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.