Evidence map›Paper›PMID 40379708›Full record

ArticleScientific reports2025

Heat stress induces specific methylation, transcriptomic and metabolic pattern in dairy cows and their female progeny.

Kathrin Halli, Tong Yin, Christian Koch, Stefan Krebs, Sven König

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

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

  1. Pooled it
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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

5 authors.

Kathrin Halli *Institute of Animal Breeding and Genetics, Justus-Liebig-University, 35390, Giessen, Germany.
Tong Yin *Institute of Animal Breeding and Genetics, Justus-Liebig-University, 35390, Giessen, Germany.
Christian KochEducational and Research Centre for Animal Husbandry, Hofgut Neumuehle, 67728, Muenchweiler an der Alsenz, Germany.
Stefan KrebsGene Center - Laboratory for Functional Genome Analysis, Ludwig-Maximilians-University, 81377, Munich, Germany.
Sven KönigInstitute of Animal Breeding and Genetics, Justus-Liebig-University, 35390, Giessen, Germany. sven.koenig@agrar.uni-giessen.de.

Funding

Deutsche Forschungsgemeinschaft KO 3520/8-1
6 · The paper itself

Abstract

A heat stress (HS) cattle research design was implemented to study HS effects on the three different "omics features" methylations, gene expressions and metabolic pattern from a direct perspective in pregnant cows and from an indirect time-lagged intergenerational perspective in offspring (the respective F1 and as F1 offspring before calving). In this regard, a total number of 88 German Holstein dairy cows and their 93 female calves were blood sampled for DNA and RNA extraction and for metabolic phenotyping, and allocated to HS and respective control groups (the cows (dams) as well as their calves) according to a temperature-humidity threshold of 60. Separate principal component analyses for all "omics-tiers" revealed clear separations of HS from respective control groups, as well as dam-offspring separations according to gene expressions and metabolic pattern. The GO enrichment analyses based on the differentially expressed genes contributed to the detection of 10 significantly overrepresented biological processes in heat stressed dams, and of 95 overrepresented biological processes due to indirect maternal heat stress in calves. With regard to direct HS in dams and the first PCs of the different "omics" features, the correlation coefficient was 0.45 between methylation and gene expression data, 0.62 between expression and metabolites, and 0.38 between methylation and metabolite data. The separation of HS from the control group was very obvious when using the average and weighted average of the first and second components from the three multi-omics datasets. The present study provides extended insights into the complex genetic and physiological mechanisms of HS response in dam and calf groups from different generations, contributing to a deeper understanding of the interplay of prompt and time lagged HS effects between different omics-tiers.

Indexed as

Cattle DiseasesDNA MethylationHeat-Shock ResponseHeat Stress DisordersMetabolomeTranscriptomeAnimalsCattleFemaleGene Expression ProfilingPregnancyDairy cowsDirect heat stressFemale progenyMulti-omics analysisTime-lagged heat stress

Identifiers

PMID40379708
PMCPMC12084553

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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.