Evidence mapPaperPMID 40235124Full record

ReviewDiabetes, obesity & metabolism2025

Real world evidence of insulin and biosimilar insulin therapy-Opportunities to improve adherence, outcomes and cost-effectiveness.

Aimin Yang, Jiazhou Yu, Johnny T K Cheung, Juliana C N Chan, Elaine Chow

Abstract readReview
In one paragraph

Review in Diabetes, obesity & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
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

5 authors.

Aimin YangDepartment of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, New Territories, Hong Kong SAR, China.ORCID 0000-0003-2968-1762
Jiazhou YuDepartment of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, New Territories, Hong Kong SAR, China.ORCID 0000-0002-9249-2721
Johnny T K CheungDepartment of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, New Territories, Hong Kong SAR, China.
Juliana C N ChanDepartment of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, New Territories, Hong Kong SAR, China.ORCID 0000-0003-1325-1194
Elaine ChowDepartment of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, New Territories, Hong Kong SAR, China.ORCID 0000-0002-4147-3387

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Insulin has been discovered for more than a century; however, its benefits to people with diabetes are yet to be fully realized due to barriers related to access, quality of care and costs. Insulin therapy remains the cornerstone of diabetes management. The multicausality of diabetes and its subtypes calls for comprehensive phenotyping and use of biomarkers to ensure timely use of insulin to achieve early glycaemic control for long-term benefits. Biosimilar insulins are biologic products that closely resemble originator insulins without significant differences in safety or efficacy. The lower investment costs needed for research and development make biosimilar insulin more affordable to improve access. While the efficacy of insulin products is proven in controlled settings, real world evidence (RWE) from real world data (RWD) plays a crucial role in assessing the safety, efficacy, cost-effectiveness, adherence to and impacts of different insulin products, including biosimilars, on clinical outcomes. In this narrative review, we summarized the trends of insulin use and patterns of biosimilar insulin utilization in real world practice across different regions. We reviewed RWE on clinical safety, efficacy and cost-effectiveness of biosimilar insulin, as well as therapeutic inertia and non-adherence with insulin therapy. We also highlighted barriers to insulin adherence and enablers for persistence, along with potential solutions to promote the use of insulin and technologies for optimizing glycaemic control in different subtypes of diabetes. During our extensive literature review, we identified data gaps in the usage of biosimilar insulin in real world practice. We advocate for implementing a diabetes register designed fit-for-purpose, managed by a trained doctor-nurse team with system support, to generate RWE. By setting up registers with structured data collection, we can generate high quality data for integrative analysis with electronic health records (EHR) and health claims to evaluate the impacts of insulin products and other diabetes programmes on clinical outcomes, quality of life and healthcare costs to inform practice and policies. PLAIN LANGUAGE SUMMARY: Diabetes affects approximately 10.5% of the global population and insulin is a vital treatment for diabetes management. Insulin was discovered more than a century ago, although its benefits to people with diabetes are yet to be fully realized due to barriers related to access, quality of care, and costs. Real-world evidence from real-world data plays a crucial role in assessing the safety, efficacy, cost-effectiveness, adherence to, and impacts of different insulin products, including biosimilars, on clinical outcomes. In this publication, the authors provided a detailed review of the patterns of use and cost-effectiveness of biosimilar insulin, and identified major data gaps. The authors explained the methodology, utility, and limitations of generating real-world evidence based on real-world data from sources such as registers, electronic health records and health claims for assessing treatment effectiveness and safety. The authors proposed the implementation of a purpose-built diabetes register with structured data collection, managed by a trained doctor-nurse team with system support. These high-quality data can be integrated with electronic health records and health claims for evaluation of interventions, including insulin on outcomes, quality of life, and costs to inform practice and policy. Based on these premises and available data, the authors summarized trends in insulin use including biosimilar insulin, and reviewed real-world evidence on the safety, efficacy, and cost-effectiveness of these products. They also identified barriers like therapeutic inertia and non-adherence, discussed enablers for persistence, and proposed solutions to evaluate the impacts of insulin products and other diabetes programs on clinical outcomes, quality of life, and healthcare costs to inform practice and policies.

Indexed as

Biosimilar PharmaceuticalsDiabetes MellitusDiabetes Mellitus, Type 2Hypoglycemic AgentsInsulinCost-Benefit AnalysisHumansMedication AdherenceTreatment OutcomeBiosimilar PharmaceuticalsHypoglycemic AgentsInsulinadherencebiosimilar insulinclinical outcomescost‐effectivenessdiabetesinsulinreal world datareal world evidenceregistersafety

Identifiers

PMID40235124
PMCPMC12169102

What Socratic holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

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 Socratic graph.