Evidence map›Paper›PMID 41111226›Full record

ArticleRenal failure2025

Liquid-liquid phase separation-related genes in the immune microenvironment and diagnosis of focal segmental glomerulosclerosis and minimal change disease.

Huijuan Lu, Jia Sun, Jieqiong Sun

Abstract read
In one paragraph

Article in Renal failure, 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
–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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Huijuan LuDepartment of Nephrology, Linping Campus, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.ORCID 0000-0002-3590-6457
Jia SunDepartment of Nephrology, Linping Campus, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.ORCID 0000-0001-9249-6290
Jieqiong SunDepartment of Nephrology, Linping Campus, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.ORCID 0000-0002-8099-7618

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Focal segmental glomerulosclerosis (FSGS) and minimal change disease (MCD) are major causes of primary nephrotic syndrome. However, the mechanisms of liquid-liquid phase separation (LLPS)-related genes in the development of FSGS and MCD remain unclear. We retrieved the Gene Expression Omnibus (GEO) database for the expression profiles of FSGS and MCD and identified the differentially expressed genes (DEGs) related to LLPS. Algorithms including Vector Machine-Recursive Feature Elimination (SVM-RFE) and Random Forest (RF) were adopted to identify the candidate genes. Functional enrichment analysis, nomogram, immune infiltration analysis, the receiver operating characteristic

Indexed as

Glomerulosclerosis, Focal SegmentalNephrosis, LipoidGene Expression ProfilingHumansNomogramsPhase SeparationProto-Oncogene MasROC CurveMAS1 protein, humanProto-Oncogene MasFocal segmental glomerulosclerosisliquid-liquid phase separationminimal change diseasePDS5A

Identifiers

PMID41111226
PMCPMC12538715

What OpenQuestion 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 OpenQuestion graph.