Evidence map›Paper›PMID 41994610›Full record

ArticleHealth science reports2026

Joint Modeling of Fasting Blood Sugar Changes and Cardiovascular Disease Progression in Type-2 Diabetes Mellitus Patients: A Retrospective Cohort Study.

Kassaye Getaneh Arge, Dereje Danbe

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Article in Health science reports, 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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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Kassaye Getaneh ArgeDepartment of Statistics, College of Natural and Computational Sciences Samara University Samara Ethiopia.
Dereje DanbeDepartment of Statistics, College of Natural and Computational Sciences Hawassa University Hawassa Ethiopia.ORCID https://orcid.org/0000-0001-5989-3315

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Type II diabetes mellitus is one of the major public health concerns causing a two- to four fold increased risk of developing cardiovascular disease (CVD) among patients in developing countries. The primary objective of this study was to assess how the rate of change in fasting blood sugar (FBS) determines CVD progression and to identify risk factors. Methods: The hospital-based retrospective cohort study data of 344 type-II diabetic mellitus patients under follow-up at Dessie Referral Hospital in the Amhara region, Northern Ethiopia, were used in the study. The linear mixed effects model was used to estimate the rate of change in FBS over time, and the time-to-event model was used to estimate time to CVD progression. We measure the relationship between temporal changes in FBS levels and time to CVD progression using a joint modeling approach. Results: From total of the study participants, 51.2% were female, and 48.8% were male; of these, 52.6% were rural residents, and 47.4% were from urban areas. 51.16% of patients experienced CVD during the study period. Time to CVD progression had an inverse relation with the rate of change in FBS level ( Conclusion: Accelerated rate of change in FBS, old age (80+), increased pulse rate, and a raised cholesterol level were the major risk factors of CVD progression. A slow rate of change in FBS elongates time to CVD progression.

Indexed as

cardio vascular diseasejoint analysisjoint modellinear mixed effects modellongitudinal data analysissurvival analysis modeltime‐to‐recoverytype II diabetes mellitus

Identifiers

PMID41994610
PMCPMC13079428

What Socratic holds

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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 Socratic graph.