Evidence map›Paper›PMID 41751084›Full record

ArticleAnimals : an open access journal from MDPI2026

Multi-Omics Integration Identifies Key Pathways and Regulatory Genes Driving Marbling Formation and Meat Quality in Yunling Cattle.

Lutao Gao, Lilian Zhang, Jian Chen, Lin Peng, Siqi Zhang, Linnan Yang

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 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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0cells of the map it votes in
0citing 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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Lutao GaoCollege of Big Data, Yunnan Agricultural University, Kunming 650201, China.ORCID 0009-0002-1097-619X
Lilian ZhangCollege of Big Data, Yunnan Agricultural University, Kunming 650201, China.
Jian ChenCollege of Big Data, Yunnan Agricultural University, Kunming 650201, China.
Lin PengCollege of Big Data, Yunnan Agricultural University, Kunming 650201, China.
Siqi ZhangCollege of Tropical Crops, Yunnan Agricultural University, Puer 665099, China.
Linnan YangCollege of Big Data, Yunnan Agricultural University, Kunming 650201, China.ORCID 0009-0005-2058-0895

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Marbling, or intramuscular fat (IMF), is a primary determinant of high-quality beef, defining key sensory attributes and nutritional value. Yunling (YL) cattle, an indigenous breed from Yunnan, China, are renowned for their superior marbling, yet the underlying molecular mechanisms remain unclear. This study employed an integrated transcriptomic, lipidomic, and amino acid metabolomic approach to systematically compare the multi-omics profiles of the longissimus dorsi muscle among YL, Angus (AGS), and Simmental (XMTE) cattle. Transcriptome analysis identified 2053 and 2156 differentially expressed genes (DEGs) in XMTE vs. YL and AGS vs. YL, respectively. These DEGs were primarily enriched in the PI3K-Akt and MAPK signaling pathways, as well as oxidative phosphorylation. Lipidomic analysis revealed a distinct lipid profile in YL cattle, identifying 27 characteristic lipid molecules (e.g., SM(d20:0/24:1), DG(16:0/18:1(11Z)/0:0)) compared to XMTE and 17 differential lipids compared to AGS. The amino acid metabolome showed that Beta-Alanine and L-Aspartic acid levels in YL were 42.6% and 54.8% lower than in XMTE, respectively (

Indexed as

amino acid metabolismlipid metabolismmarblingmulti-omicsYunling cattle

Identifiers

PMID41751084
PMCPMC12937361

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.