ArticleJournal of animal science2025
Integrated gene co-expression network analysis and experimental validation identified integrin beta 1 as a candidate gene affecting milk production in dairy cattle.
Article in Journal of animal science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Identification of functional genes associated with milk production is essential for establishing effective breeding programs in dairy cattle. To date, the specific functional genes involved in milk production in dairy cows remain to be identified. In this study, we used public RNA-seq data from dairy cows and employed gene co-expression network analysis to identify the integrin beta 1 (ITGB1) as a potential candidate gene related to lactation. In vitro assays demonstrated that ITGB1 knockdown in bovine mammary epithelial cells (MAC-T) inhibited cell proliferation, increased apoptosis, and reduced triglyceride levels. Transcriptomic analysis further revealed that ITGB1 knockdown resulted in differential expression of 503 genes, which were significantly enriched in the FoxO, IL-17, and HIF-1 signaling pathways. Moreover, ITGB1 knockdown caused a reduction in the phosphorylation of both AKT and FoxO1. Conversely, SC79-mediated activation of AKT promoted the phosphorylation and nuclear export of FoxO1, which in turn inhibited the expression of pro-apoptotic factors such as BIM and BAX, thereby attenuating the pro-apoptotic effects induced by ITGB1 knockdown in MAC-T cells. Our findings indicate that ITGB1 is a functional gene regulating milk production and a promising candidate gene for selective breeding in dairy cattle.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.