Evidence map›Paper›PMID 41189572›Full record

ArticlePeerJ2025

Elevated SLC1A5 links to inflamed endothelial cells and proteinuria in membranous nephropathy patients.

Qingqin Tang, Yi Ling, Jianzhong Li, Bin Feng, Sheng Zhang, Deyu Xu, Ling Zhou, Lei Shen, Guoyuan Lu, Mingyu Chen and 2 more

Abstract read
In one paragraph

Article in PeerJ, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Qingqin Tang *Center for Clinical Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Yi Ling *Department of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Jianzhong LiDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Bin FengCenter for Clinical Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Sheng ZhangCenter for Clinical Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Deyu XuDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Ling ZhouDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Lei ShenDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Guoyuan LuDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Mingyu ChenDepartment of Nephrology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.
Longwei QiaoCenter for Reproduction and Genetics, School of Gusu, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Nanjing Medical University, Suzhou, Jiangsu Province, China.
Yuting LiangCenter for Clinical Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China.

Funding

National Science Foundation of China GrantsScience and Technology Project of SuzhouScience Foundation of Jiangsu Province Grant
6 · The paper itself

Abstract

Background: Membranous nephropathy (MN) is an autoimmune glomerular disorder characterized by persistent proteinuria. Elucidating its pathophysiological mechanisms and signaling pathways is crucial for improving diagnostic and therapeutic strategies. Methods: We performed differential analysis on the MN glomerular transcriptome and assessed immune infiltration. Single-cell analysis identified key genes' subcellular localization, while pseudotime and cell communication analyses determined subpopulations linked to MN progression. Genes causally related to MN onset were screened using Mendelian randomization, and serum core genes were correlated with proteinuria Results: Transcriptome analysis revealed 95 differentially expressed genes, predominantly enriched in immune and metabolic pathways. Macrophage polarization played a pivotal role in MN, with monocytes/macrophages and endothelial cells identified as key contributors. Pseudotemporal analysis showed elevated pro-inflammatory macrophages and inflammatory endothelial cells in high-proteinuria patients. Macrophage-endothelial cell communication involved key signaling molecules. hdWGCNA analysis identified three molecular sets linked to inflammatory cells, with Mendelian randomization confirming their causal relationship to MN. SLC1A5 was identified as a key gene, and serum sample validation confirmed its strong correlation with proteinuria. Conclusion: This study identified novel macrophage and endothelial cell subtypes and their interactions, positioning SLC1A5 as a potential biomarker for MN pathogenesis.

Indexed as

Endothelial CellsGlomerulonephritis, MembranousProteinuriaAdultBiomarkersFemaleGene Expression ProfilingHumansInflammationMacrophagesMaleMiddle AgedBiomarkersMembranous nephropathyMendelian randomizationProteinuriaSingle cellSLC1A5

Identifiers

PMID41189572
PMCPMC12581921

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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.