Evidence map›Paper›PMID 40770763›Full record

ArticleDiabetology & metabolic syndrome2025

Empagliflozin targeted the immune-related gene PIK3CA in type 2 diabetes mellitus treatment: network pharmacology analysis and experimental evidence.

Heng Zhong, Guo-Juan Sun, Fu-Man Du, Wei-Min Wang, Bin-Hong Duan, Hong Qiao

Abstract read
In one paragraph

Article in Diabetology & metabolic syndrome, 2025. 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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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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.

Heng ZhongDepartment of Endocrinology, Heilongjiang Provincial Hospital, No. 82, Zhongshan Road, Xiangfang District, Harbin, Heilongjiang, 150036, China.
Guo-Juan SunImmunization Program Department, Daqing Centre for Disease Control and Prevention, Daqing, Heilongjiang, 163000, China.
Fu-Man DuDepartment of Endocrinology, Heilongjiang Provincial Hospital, No. 82, Zhongshan Road, Xiangfang District, Harbin, Heilongjiang, 150036, China.
Wei-Min WangDepartment of Cardiology, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, China.
Bin-Hong DuanDepartment of Endocrinology, Heilongjiang Provincial Hospital, No. 82, Zhongshan Road, Xiangfang District, Harbin, Heilongjiang, 150036, China. duanbh@163.com.
Hong QiaoDepartment of Endocrinology, The Second Affiliated Hospital of Harbin Medical University, No. 246 Xuefu Road, Nangang District, Harbin, Heilongjiang, 150001, China. hebykdxfsdeyy@126.com.

Funding

Self-help Program of Natural Science Foundation of Heilongjiang Province LH2024H071
6 · The paper itself

Abstract

backgroundType 2 diabetes mellitus (T2DM) is linked to elevated blood glucose due to insulin resistance. Empagliflozin has demonstrated efficacy in T2DM management, with potential immune-modulatory effects. This study aimed to investigate the immune-related mechanisms of empagliflozin in T2DM treatment.

methodsGene expression profiles were obtained from common databases, and immune-related differentially expressed genes (IRDEGs) were identified using the "limma" R package. The STRING database and Cytoscape software were utilized to construct a protein-protein interaction network and identify key IRDEGs. Molecular docking was performed to predict the interaction between empagliflozin and PIK3CA. Pathways related to PIK3CA were explored using GSEA, and relationship of PIK3CA with immune cells was analyzed using single-cell RNA sequencing analysis. The effects of empagliflozin on high glucose-induced RAW264.7 macrophages and PI3K/AKT signaling were assessed using CCK-8, fluorescence detection, qRT-PCR, and Western blotting.

resultsWe identified 109 IRDEGs in T2DM, with PIK3CA as a key gene. Empagliflozin showed binding affinity to PIK3CA, which was linked to immune cell interactions and inflammatory responses. Single-cell RNA sequencing analysis revealed the interaction of PIK3CA with macrophages. In high glucose-induced RAW264.7 macrophages, PIK3CA expression was elevated. Empagliflozin ameliorated the high glucose-induced cell injury and inhibited the expression of PIK3CA in macrophages. Additionally, empagliflozin treatment reduced the expression of CD44 and ITGAV, IL-6, and TNF-α, and increased the p-PI3K/PI3K ratio.

conclusionEmpagliflozin's therapeutic effects in T2DM may be mediated through the modulation of immune pathways, particularly by targeting PIK3CA within the PI3K/AKT signaling pathway.

Indexed as

EmpagliflozinImmune-related genesImmunomodulationMacrophagePIK3CAType 2 diabetes mellitus

Identifiers

PMID40770763
PMCPMC12330028

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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.