Evidence map›Paper›PMID 41094390›Full record

ArticleBMC genomics2025

The key role of acss1 in mammary gland development and lactation: a study based on gene co-expression network analysis.

Feifan Wang, Lin Wang, Li Zou, Xiusen Zhang, Qin Yang, Baowei Jiao, Shegan Gao, Linge Tong, Hui Wang

Abstract read
In one paragraph

Article in BMC genomics, 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

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. ELF5-Mediated Enhancer-Promoter Interaction Regulates LALBA Expression in Ovine Mammary Gland.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
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

9 authors.

Feifan Wang *College of Basic Medicine and Forensic Medicine,The First Affiliated Hospital, College of Clinical Medicine, Henan Key Laboratory of Microbiome and Esophageal Cancer Prevention and Treatment, Henan University of Science and Technology, Luoyang, 471003, China.
Lin Wang *National Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China. wanglin2015@mail.kiz.ac.cn.
Li Zou *National Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
Xiusen ZhangCollege of Basic Medicine and Forensic Medicine,The First Affiliated Hospital, College of Clinical Medicine, Henan Key Laboratory of Microbiome and Esophageal Cancer Prevention and Treatment, Henan University of Science and Technology, Luoyang, 471003, China.
Qin YangNational Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
Baowei JiaoNational Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
Shegan GaoCollege of Basic Medicine and Forensic Medicine,The First Affiliated Hospital, College of Clinical Medicine, Henan Key Laboratory of Microbiome and Esophageal Cancer Prevention and Treatment, Henan University of Science and Technology, Luoyang, 471003, China. gsg112258@163.com.
Linge TongLuoyang Maternal and Child Health Hospital, Luoyang, Henan, 471000, China. tongge0412@126.com.
Hui WangNational Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China. wanghui1@mail.kiz.ac.cn.

Funding

Biomedical Projects of Yunnan Key Science and Technology Program 202302AA310046First-Class Discipline Team of Kunming Medical University 2024XKTDYS08National Natural Science Foundation of China 82272727National Natural Science Foundation of China U23A20452Yunnan Applied Basic Research Key Projects 202301AS070062Yunnan Applied Basic Research Key Projects 202401AS070079Yunnan Applied Basic Research Projects 202301AT070280
6 · The paper itself

Abstract

backgroundLactation physiological activity plays a key role in maternal health as well as infant nutrition and growth. The complex gene regulatory networks of lactation remain largely unexplored during mammary gland development. A deeper understanding of these processes is essential for identifying potential therapeutic targets to improve lactation efficiency.

methodsWe employed Gene Co-expression Network Analysis (WGCNA) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis to identify the gene expression patterns, regulatory mechanisms and cellular signaling pathways involved in mammary gland development during pregnancy and lactation. Quantitative real-time polymerase chain reaction (qRT-PCR) was used to validate gene expression in mRNA levels at different stages of mammary development. Immunohistochemical staining was carried out to detect the protein level of ACSS1 at different stages of mammary development. Lactogenic differentiation assay and triglyceride (TAG) secretion detection were applied to investigate the effect of Acss1 on lactogenic differentiation and milk lipid metabolism during lactation.

resultsWe identified 23 gene modules, among which 8 modules were activated during pregnancy and lactation stage of mammary gland development. Cellular signaling pathways associated with mammary gland differentiation were enriched, including the FOXO and Wnt signaling pathways during pregnancy, as well as steroid biosynthesis and fatty acid metabolism during lactation. Among the identified genes, Acss1 emerged as a potential hub gene within module 8, exhibiting high connectivity with 312 other genes, and playing a critical role in lactogenic differentiation and milk lipid metabolism. Experimental validation showed that the gene expression pattern of Acss1 were highly consistent with microarray data at different stages of mammary gland development. Lactogenic differentiation assay and TAG secretion detection showed that Acss1 is crucial for lactogenic differentiation and affects the production and secretion of TAG during lactation in vitro.

conclusionThese findings suggesting Acss1 as a potential key regulatory factor of lactation efficiency.

Indexed as

Coenzyme A LigasesGene Regulatory NetworksLactationMammary Glands, AnimalAnimalsCell DifferentiationFemaleGene Expression ProfilingLipid MetabolismPregnancySignal TransductionCoenzyme A LigasesGene expressionLactationLipid metabolismMammary gland developmentMilk secretion

Identifiers

PMID41094390
PMCPMC12523080

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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.