Evidence map›Paper›PMID 41652498›Full record

ArticleJournal of ovarian research2026

ANGPTL4 induces granulosa cells proliferation dysfunction in PCOS by regulating the immune microenvironment and WNT signaling pathway.

Jiale Lv, Ningzhen Zhang, Xiaoping Yang, Shan Han, Zhi Li, Yanqiu Xie, Yuhua Shi

Abstract read
In one paragraph

Article in Journal of ovarian research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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.

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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

7 authors.

Jiale LvDepartment of Obstetrics and Gynecology, Center for Reproductive Medicine, Nanfang Hospital, Southern Medical University, No. 1838 Guangzhou Avenue North, Baiyun District, Guangzhou, 510515, China.
Ningzhen ZhangDepartment of Obstetrics and Gynecology, Center for Reproductive Medicine, Nanfang Hospital, Southern Medical University, No. 1838 Guangzhou Avenue North, Baiyun District, Guangzhou, 510515, China.
Xiaoping YangDepartment of Obstetrics and Gynecology, Center for Reproductive Medicine, Nanfang Hospital, Southern Medical University, No. 1838 Guangzhou Avenue North, Baiyun District, Guangzhou, 510515, China.
Shan HanDepartment of Obstetrics and Gynecology, Ningbo No.2 Hospital, No. 41 Northwest Street, Haishu District, Ningbo, 315010, China.
Zhi LiGuangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, No. 106 Zhongshan No.2 Road, Yuexiu District, Guangzhou, 510080, China.
Yanqiu XieGuangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, No. 106 Zhongshan No.2 Road, Yuexiu District, Guangzhou, 510080, China.
Yuhua ShiDepartment of Obstetrics and Gynecology, Center for Reproductive Medicine, Nanfang Hospital, Southern Medical University, No. 1838 Guangzhou Avenue North, Baiyun District, Guangzhou, 510515, China. shiyuhua2003@126.com.

Funding

Basic and Applied Basic Research Foundation of Guangdong Province of China 2023A1515010352China Health Promotion Foundation No.2024-16National Key Research and Development Program of China 2024YFC2707500
6 · The paper itself

Abstract

backgroundPolycystic ovary syndrome (PCOS) is a common disorder affecting the reproductive, endocrine, and metabolic systems in women. Dysfunction of granulosa cells (GCs) and imbalance of the immune microenvironment are key pathological mechanisms underlying PCOS. Previous studies have shown that angiopoietin-like protein 4 (ANGPTL4) is significantly involved in the development of PCOS. However, the precise effect of ANGPTL4 on the pregnancy outcomes of PCOS patients has not been fully clarified.

methodsThis study enrolled 168 PCOS patients and 175 controls who received their first IVF treatment during 2023–2024. GCs transcriptome datasets from GEO were analyzed using least absolute shrinkage and selection operator (LASSO) regression and support vector machine-random forest (SVM-RF) algorithms to screen for hub genes. SVM-RF integrates support vector machine (SVM) and random forest (RF) for synergistic feature selection, enhancing hub gene screening accuracy, implemented in R 4.4.1 with the caret package (v6.0-94), using default parameters for SVM (kernel = “radial”) and RF (ntree = 500, mtry = sqrt(number of features). A miRNA-TF-hub gene regulatory network was constructed. Immune infiltration and functional enrichment analyses were conducted to explore hub gene features. The expression levels of ANGPTL4, WNT2, and CTNNB1(β-CATENIN) were detected in ovarian GCs and follicular fluid of patients. We used adenovirus to construct ANGPTL4 overexpressing cell lines and verified the impact on cell proliferation with CCK8 assay.

resultsThis study found upregulated ANGPTL4 expression and downregulated WNT2 and β-CATENIN expression in the ovarian GCs of PCOS patients. Follicular fluid ANGPTL4 levels were significantly higher in 168 PCOS patients, correlating with poorer IVF outcomes, such as fewer oocytes, lower quality embryos, and higher biochemical miscarriage and abortion rates. Bioinformatics analysis of GSE155489 identified 4,818 differentially expressed genes, with ANGPTL4 identified as hub gene via LASSO and SVM-RF. ANGPTL4 expression was negatively associated with WNT-inhibitory pathways. The vitro experiments showed that ANGPTL4 overexpressing cells exhibited reduced proliferation, and this phenomenon could be partially reversed by the WNT agonist (SKL2001).

conclusionThis study confirms that ANGPTL4 is overexpressed in PCOS patients, which is closely associated with reproductive outcomes, immune regulation, and metabolic disorders. ANGPTL4 affects ovarian granulosa cell function by inhibiting the WNT signaling pathway. ANGPTL4 is expected to become a novel biomarker for PCOS diagnosis and prognosis evaluation. Meanwhile, targeting the ANGPTL4/WNT signaling pathway provides new insights for the treatment of PCOS.

Indexed as

Angiopoietin-Like Protein 4Granulosa CellsPolycystic Ovary SyndromeWnt Signaling PathwayAdultCell ProliferationCellular MicroenvironmentFemaleHumansAngiopoietin-Like Protein 4ANGPTL4 protein, humanANGPTL4Granulosa cellsImmune microenvironmentPolycystic ovary syndromeWNT/β-catenin signaling pathway

Identifiers

PMID41652498
PMCPMC13181997

What Socratic holds

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LicenceCC BY-NC-ND
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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.