Evidence map›Paper›PMID 42464414›Full record

ArticleJournal of animal science and biotechnology2026

Single-nucleus RNA sequencing reveals cell type-specific responses to heat stress in bovine mammary gland.

Xingtan Yu, Shambhvi, Diego A Ceballos, Marina M Ferreira, Alejandra Zapata, Nirosh Seneviratne, Sabina Pokharel, Yifei Fang, Guangsheng Li, Francisco A Leal Yepes and 2 more

Abstract read
In one paragraph

Article in Journal of animal science and biotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
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

12 authors.

Xingtan Yu *Department of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Shambhvi *Department of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Diego A CeballosDepartment of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, 14853, USA.
Marina M FerreiraDepartment of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, 14853, USA.
Alejandra ZapataDepartment of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, 14853, USA.
Nirosh SeneviratneDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Sabina PokharelDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Yifei FangDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Guangsheng LiDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA.
Francisco A Leal YepesDepartment of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, 14853, USA. fal43@cornell.edu.
Joseph W McFaddenDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA. jwm43@cornell.edu.
Jingyue Ellie DuanDepartment of Animal Science, College of Agriculture and Life Sciences, Cornell University, Ithaca, 14853, USA. jd774@cornell.edu.

Funding

Cornell University College of Agriculture and Life Sciences stratup grant
6 · The paper itself

Abstract

backgroundHeat stress (HS) poses a major challenge to the dairy industry by reducing milk production, yet its cell type-specific effects in the bovine mammary gland remain incompletely defined. In this study, we recorded production traits and collected mammary biopsies from cows under thermoneutral (TN), HS, and pair-fed (PF) conditions.

resultsClinical measurements confirmed HS-induced physiological alterations. Compared with TN cows, HS cows exhibited reduced dry matter intake (DMI), milk yield, and yields of fat, protein, and lactose, along with increased water intake and milk urea nitrogen. The use of PF controls indicated that decreased DMI accounted for 45% of the milk-yield reduction, whereas direct HS effects accounted for the remaining reduction. We applied single-nucleus RNA-seq (snRNA-seq) on mammary biopsies to generate cell-resolved HS responses. We identified 14 distinct cell clusters, including epithelial, immune, and stromal populations. Under the TN condition, casein genes (e.g., CSN1S1, CSN2) were broadly expressed across luminal cells but were attenuated under HS, whereas luminal alveolar cells showed relative upregulation. Heat shock protein genes were strongly induced by HS, primarily in epithelial clusters. Gene-set enrichment analyses revealed increased ribosomal activities across HS-responsive clusters and enrichment of protein folding and metabolic pathways in luminal alveolar cells, suggesting elevated proteostasis demands under stress. Pseudotime analysis positioned luminal cells along a progenitor-to-secretory trajectory under TN, accompanied by increased casein gene expression, whereas under HS, mature luminal cells shifted toward a homeostasis regulatory state. Cell-cell communication analysis demonstrated HS-induced remodeling of interepithelial signaling, including altered ERBB4-mediated signaling from luminal hormone-sensing to alveolar lineages. Finally, transcription factor activity profiling highlighted cell type-specific HS-activated regulators and their downstream target genes.

conclusionsTogether, this cell type-resolved atlas delineates how HS alters bovine mammary epithelial function, developmental state, and intercellular crosstalk. These findings point to proteostasis pressure, disrupted signaling pathways, and rewired regulatory networks as mechanistic contributors to reduced lactational performance under HS, offering insights for improving heat resilience in dairy cattle.

Indexed as

Dairy cattleHeat stressMammary glandSingle-nucleus RNA sequencing

Identifiers

PMID42464414
PMCPMC13374132

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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.