Evidence mapPaperPMID 40917466Full record

ReviewClinical pharmacology : advances and applications2025

Metabolomics Insights into the Benefits of SGLT2 Inhibitors in Type 2 Diabetes.

Artemis Kyriakidou, Theocharis Koufakis, Helen Gika, Kalliopi Kotsa

Abstract readReview
In one paragraph

Review in Clinical pharmacology : advances and applications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Trial
  2. Review
  3. Review
  4. Article
  5. 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

4 authors.

Artemis KyriakidouDivision of Endocrinology and Metabolism and Diabetes Center, First Department of Internal Medicine, Medical School, Aristotle University of Thessaloniki, AHEPA University Hospital, Thessaloniki, Greece.ORCID 0000-0001-9071-0054
Theocharis KoufakisSecond Propedeutic Department of Internal Medicine, Aristotle University of Thessaloniki, Hippokration General Hospital, Thessaloniki, Greece.ORCID 0000-0002-5853-1352
Helen GikaLaboratory of Forensic Medicine & Toxicology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece.ORCID 0000-0002-1893-937X
Kalliopi KotsaDivision of Endocrinology and Metabolism and Diabetes Center, First Department of Internal Medicine, Medical School, Aristotle University of Thessaloniki, AHEPA University Hospital, Thessaloniki, Greece.ORCID 0000-0003-2376-740X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sodium-glucose cotransporter 2 (SGLT2) inhibitors are an established class of agents in the treatment of type 2 diabetes mellitus (T2DM), with proven cardiovascular and renal benefits. However, their precise mechanisms of action remain incompletely understood. Metabolomics offers a powerful approach to uncovering drug-induced alterations in metabolic pathways. Aim: This narrative review summarizes the available human evidence on the metabolomic effects of SGLT2 inhibitors, with a focus on their potential implications for metabolic adaptation and cardiorenal protection. Methods: We performed a comprehensive literature search of human studies that applied metabolomic analyses to evaluate the effects of SGLT2 inhibitors in T2DM. Both targeted and untargeted metabolomic approaches were considered. Results: Across studies, SGLT2 inhibitors consistently induce a metabolic shift away from glucose utilization toward more energy-efficient substrates. Key metabolite changes include increases in ketone bodies, alterations in branched-chain amino acids, and modulation of intermediates of the tricarboxylic acid cycle. Conclusion: SGLT2 inhibitors consistently induce a metabolic shift away from glucose utilization toward more energy-efficient substrates, including ketone bodies, fatty acids, and certain amino acids. These metabolomic adaptations may underlie their observed cardiovascular and renal protective effects. While these findings support the "thrifty fuel" hypothesis, additional longitudinal studies with standardized methodologies and precision medicine approaches are needed to fully define the clinical significance of these metabolic adaptations.

Indexed as

metabolomicsSGLT-2 inhibitorstype 2 diabetes mellitus

Identifiers

PMID40917466
PMCPMC12410376

What Socratic holds

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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 Socratic graph.