Evidence map›Paper›PMID 42110097›Full record

ReviewCureus2026

Personalized Medicine Interventions for Glycemic Control in Adults With Type 2 Diabetes: A Systematic Review.

Hadeil Elfadil Ahmed Abdelgader, Shimaa Ali Hassan Hamed, Hamza Abubaker Abdin Sidahmed, Ahmed-Lamin Gehani, Abdulwahhab Al-Shaikhli, Amani Edris Uthman Ali, Hiba Merghani Abdalkareem Hajali, Elkhansaa A Elsamani, Asim Ahmed

Abstract readReview
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Hadeil Elfadil Ahmed AbdelgaderMedicine, Hamad Medical Corporation (HMC), Doha, QAT.
Shimaa Ali Hassan HamedInternal Medicine, University of Bahri, Khartoum, SDN.
Hamza Abubaker Abdin SidahmedEmergency Medicine, Al Qadarif Teaching Hospital, Al Qadarif, SDN.
Ahmed-Lamin GehaniMedicine, Near East University, Lefkosa, CYP.
Abdulwahhab Al-ShaikhliGeneral Practice/Pediatrics, Gardenia Medical Center, Doha, QAT.
Amani Edris Uthman AliUmm Ghuwailina (Doha Department), Primary Health Care Corporation, Doha, QAT.
Hiba Merghani Abdalkareem HajaliMedicine, Omdurman Islamic University, Abudhabi, ARE.
Elkhansaa A ElsamaniInternal Medicine, Royal Care International Hospital, Khartoum, SDN.
Asim AhmedMedicine and Surgery, University of Gezira, Riyadh, SDN.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Type 2 diabetes mellitus (T2DM) is a heterogeneous condition in which patients differ markedly in glycemic patterns, treatment responses, and self-management capacity, limiting the effectiveness of uniform care models. Personalized medicine aims to tailor diabetes management using patient-specific data, behaviors, and risk profiles, but the clinical impact of different personalization strategies remains variable. A comprehensive search of major biomedical databases was conducted to identify eligible studies evaluating individualized interventions in adults with T2DM, and 27 studies were included. Evidence was synthesized narratively due to clinical and methodological heterogeneity. Across the included studies, personalized approaches were generally associated with improved glycemic control compared with usual care, although the magnitude and consistency of benefit varied by intervention type and implementation intensity. Larger and more durable improvements were most often observed in interventions that combined objective patient data with actionable care pathways, particularly in high-risk populations or during periods of therapeutic change. These findings suggest that personalization may improve glycemic outcomes in certain settings, although the certainty of evidence remains limited due to study heterogeneity and variations in design and quality.

Indexed as

continuous glucose monitoringdigital healthglycemic controlpersonalized medicinetype2 diabetes mellitus

Identifiers

PMID42110097
PMCPMC13156654

What OpenQuestion holds

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Registered trials

None linked

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.