Evidence mapPaperPMID 41995776Full record

ReviewCurrent medical science2026

Metformin in Diabetes and Beyond: Therapeutic Mechanisms, Lactic Acidosis, Organ-Specific Effects, and Nanotechnology-Based Delivery Strategies.

Koyeli Girigoswami, Agnishwar Girigoswami

Abstract readReview
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In one paragraph

Review in Current medical science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

2 authors.

Koyeli GirigoswamiMedical Bionanotechnology Lab, Department of Obstetrics and Gynaecology, Saveetha Medical College and Hospital, Saveetha Institute of Medical and Technical Sciences (SIMATS), Chennai, 602105, India.
Agnishwar GirigoswamiBionanotechnology, Faculty of Allied Health Sciences, Chettinad Hospital and Research Institute (CHRI), Chettinad Academy of Research and Education (CARE), Chennai, 603103, India. agnishwarg@gmail.com.ORCID http://orcid.org/0000-0003-0475-2544

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Biguanides, especially metformin, are essential for managing type 2 diabetes, a major global health concern. They show favorable pharmacokinetic and pharmacodynamic profiles and have been in clinical use for decades, although their therapeutic mechanisms have yet to be fully elucidated beyond their primary role in hepatic glucose production. Recent investigations have highlighted the significant roles of the gastrointestinal tract, gut microbiota, and tissue-resident immune cells in modulating metformin efficacy. Metformin is of interest for repurposing across various disorders, including cancer, aging, inflammation, and microbial infections. These manifestations are a consequence of their pleiotropic molecular effects and of treatment benefit, which depend on dose or duration. Nevertheless, the associated lactic acidosis, as well as other rare and serious adverse effects, requires a full knowledge of their toxicity profile and organ responses. Novel nanotechnology-based strategies can provide new opportunities to improve the therapeutic index of biguanides by enhancing bioavailability, increasing tissue specificity, and reducing systemic toxicity. In this review, we have examined the complex pharmacology of biguanides, discussed organ-specific therapeutic and toxicological effects, and critically evaluated targeted delivery to optimize their clinical utility through nanotechnology interventions.

Indexed as

Acidosis, LacticDiabetes Mellitus, Type 2Drug Delivery SystemsHypoglycemic AgentsMetforminAnimalsGastrointestinal MicrobiomeHumansNanotechnologyOrgan SpecificityHypoglycemic AgentsMetforminBiguanidesGlobal healthGut microbiotaLactic acidosisMetforminNanoformulationsTargeted drug deliveryType 2 diabetes

Identifiers

What Socratic holds

Texttitle and abstract
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.