Evidence mapPaperPMID 41767381Full record

ReviewFrontiers in endocrinology2026

Role of metabolic reprogramming and lactylation in diabetic nephropathy: molecular mechanisms and therapeutic prospects - a narrative review.

Zongtao Li, Yashi Wang, Die Fang, Wenfeng Ye, Xueqin Zhang, Zhiqiang Chen

Abstract readReview
In one paragraph

Review in Frontiers in endocrinology, 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

6 authors.

Zongtao Li *Hebei University of Chinese Medicine, Shijiazhuang, China.
Yashi Wang *Hebei University of Chinese Medicine, Shijiazhuang, China.
Die FangHebei University of Chinese Medicine, Shijiazhuang, China.
Wenfeng YeHebei University of Chinese Medicine, Shijiazhuang, China.
Xueqin ZhangHebei University of Chinese Medicine, Shijiazhuang, China.
Zhiqiang ChenHebei University of Chinese Medicine, Shijiazhuang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diabetic nephropathy (DN) remains challenging to halt completely despite standard therapies. Beyond being a glycolytic byproduct, lactate can act as a signaling metabolite and a substrate for lysine lactylation, linking metabolic reprogramming to chromatin regulation. To summarize the lactate-lactylation axis in DN and its translational implications, we conducted a narrative review by searching PubMed, Web of Science, and Scopus for English-language studies up to October 2025 using terms related to DN, metabolic reprogramming, glycolysis, lactate, and lactylation. Evidence was prioritized from DN/kidney studies, with selected mechanistic reports from related contexts included when relevant. The results show that hyperglycemia, hypoxia, and inflammation promote a shift toward glycolysis, leading to lactate accumulation, mitochondrial dysfunction, and inflammatory signaling in DN. Lactate-associated histone and non-histone lactylation has been implicated in cell-type-dependent transcriptional programs across tubular epithelial cells, podocytes, endothelial cells, and immune cells, potentially amplifying inflammation and fibrosis. Candidate "writers/erasers" and emerging non-canonical lactyltransferase activities suggest lactylation may represent a tunable epigenetic node. Thus, the lactate-lactylation axis provides a promising but evolving framework for DN pathogenesis and therapy. Future work should prioritize DN-focused validation, including studies using human DN samples where feasible, standardized detection, and stage- and cell-specific interventions to minimize systemic metabolic disruption.

Indexed as

Diabetic NephropathiesLactic AcidMetabolic ReprogrammingAnimalsGlycolysisHumansLactic Aciddiabetic nephropathyepigenetic regulationglycolysislactate accumulationlactylationmetabolic reprogrammingmitochondrial dysfunction

Identifiers

PMID41767381
PMCPMC12945752

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.