Evidence map›Paper›PMID 42015003›Full record

ArticleBMC genomics2026

ATAC-seq and RNA-seq reveal key genes and pathways regulating lactation in the mammary gland of Yili horses.

Lingling Liu, Bin Chen, Mengjiao Kong, Yujie Tian, Haiyu Ma, Hang Cao, Wujun Liu

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Article in BMC genomics, 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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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Lingling LiuCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China. linglingliu1988@xjau.edu.cn.
Bin ChenCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China.
Mengjiao KongCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China.
Yujie TianCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China.
Haiyu MaCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China.
Hang CaoCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China.
Wujun LiuCollege of Animal Science, Xinjiang Agricultural University, Urumqi, 830052, China. wujunliu1026@xjau.edu.cn.

Funding

Tianshan Talent Program 2023TSYCCX0033
6 · The paper itself

Abstract

backgroundMammary gland development and lactation are dynamic biological processes governed by coordinated changes in chromatin accessibility and gene expression.

resultsWe performed paired ATAC-seq and RNA-seq profiling to characterize stage-associated chromatin accessibility and transcriptional programs in the Yili horse mammary gland. Using a conservative overlap-based integration, we prioritized candidate genes showing concordant changes across both layers as hypothesis-generating signals for future functional studies. We sequenced mammary gland tissues from early lactation (S1) and peak lactation (S2) stages. We identified 32,187 S1-specific peaks and 46,661 S2-specific peaks. Upregulated genes were enriched in biological processes related to cell differentiation, tissue development, and signaling pathways, including PI3K-Akt, JAK-STAT, and Rap1 signaling, which may be involved in lactation regulation. In addition, motif enrichment analysis suggested several key transcription factors, including STAT5, SMAD4, and KLF3. Integration of ATAC-seq and RNA-seq data highlighted 22 differentially expressed genes (DEGs) with altered chromatin accessibility, including PTGES, NFATC4, RET, RGS2, and EQMHCB2, which are involved in the oxytocin signaling pathway, glutathione metabolism, and Wnt signaling.

conclusionsThis study presents a stage-resolved atlas of chromatin accessibility and gene expression in the Yili horse mammary gland, suggesting candidate pathways and genes for further validation.

Indexed as

Chromatin Immunoprecipitation SequencingLactationMammary Glands, AnimalRNA-SeqAnimalsFemaleGene Expression ProfilingGene Expression RegulationHorsesSequence Analysis, RNASignal TransductionATAC-seqMammary glandRegulatory genesRNA-seqYili horse

Identifiers

PMID42015003
PMCPMC13231573

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LicenceCC BY-NC-ND
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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.