Evidence map›Paper›PMID 41436667›Full record

SynthesisDiabetologia2026

Effects of insulin regimens for type 2 diabetes mellitus: a systematic review and network meta-analysis.

Vanderlei C Bertuol, Fernando Iorra, Tarsila Vieceli, Nicole T Tonolli, Roberta Zappelini, Luiza van der Sand, Cristiane B Leitão, Dimitris V Rados

Abstract readSystematic ReviewMeta-AnalysisReview
PubMed Publisher
In one paragraph

Synthesis in Diabetologia, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Article
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

8 authors.

Vanderlei C BertuolPostgraduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil.
Fernando IorraPostgraduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil.
Tarsila VieceliInternal Medicine Division, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande do Sul, Brazil.
Nicole T TonolliInternal Medicine Division, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande do Sul, Brazil.
Roberta ZappeliniInternal Medicine Division, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande do Sul, Brazil.
Luiza van der SandInternal Medicine Division, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande do Sul, Brazil.
Cristiane B LeitãoPostgraduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil.
Dimitris V RadosPostgraduate Program in Medical Sciences: Endocrinology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil. dvarvaki@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aims/hypothesisInsulin therapy is essential for managing hyperglycaemia in type 2 diabetes mellitus when oral or non-insulin injectable agents are no longer effective. However, the comparative effectiveness and safety of different insulin regimens remain uncertain. We aimed to compare the effects of basal, basal-bolus, biphasic and prandial insulin regimens on glycaemic management, weight, severe hypoglycaemia, insulin dose and quality of life in adults with type 2 diabetes.

methodsWe conducted a systematic review and network meta-analysis of RCTs. PubMed, EMBASE, the Cochrane Library and ClinicalTrials.gov were searched through to September 2025. The inclusion criteria for studies were RCTs enrolling adults with type 2 diabetes that compared at least two of the specified insulin regimens over ≥12 weeks. Pairs of reviewers independently screened studies, extracted data and assessed risk of bias using the Cochrane RoB-2 tool. Network meta-analyses were performed using a frequentist random-effects model, with basal insulin as the reference.

resultsFifty-eight RCTs involving 19,122 participants were included. Compared with basal insulin, HbA CONCLUSIONS/

interpretationComplex insulin regimens provide modest glycaemic benefits over basal insulin but are associated with greater weight gain and a suggested higher risk of hypoglycaemia. These results are based on evidence of moderate confidence. These trade-offs support the need for individualised regimen selection, informed by clinical context, patient preferences and treatment goals.

trial registrationPROSPERO registration no. CRD42020181473.

fundingThis research was supported by the Committee for the Development of Higher Education Personnel (CAPES) and the Hospital de Clínicas de Porto Alegre - FIPE HCPA.

Indexed as

Diabetes Mellitus, Type 2Hypoglycemic AgentsInsulinBlood GlucoseGlycated HemoglobinHumansHypoglycemiaNetwork Meta-Analysis as TopicQuality of LifeRandomized Controlled Trials as TopicBlood GlucoseGlycated HemoglobinHypoglycemic AgentsInsulinGlycaemic managementHypoglycaemiaInsulinMeta-analysisSystematic reviewType 2 diabetes mellitus

Identifiers

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Registered trials

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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.