24 Structural variants affecting mRNAs isoforms splice sites associated with marbling in Nellore cattle
Bibliographic record
Abstract
Abstract The mRNA identification and associated splice variants affecting meat marbling in Nellore cattle could contribute to a better understanding of the genetic architecture of this complex trait. Longissimus thoracis samples from the 20 most extreme bulls (out of 80 bulls set) for marbling [high (n=10) and low (n=10) groups] trait were used to perform transcriptomic analysis using RNA-Sequencing. The CLC Genomics Workbench software was used to align the fragments of each sample to the bovine reference genome (ARS-UCD1.2) and to perform differential expressed transcript analysis (DE). An average of 37,000 transcripts and 14 mRNA DE (P ≤ 0.001; FC > 2) were detected in the muscle transcriptome. Among them, three transcripts were up-regulated (COL4A2-202, GHRH-201 and ENSBTAT00000070459.1) and 11 down-regulated (HBB-201, HBA-201, RPL14-202, CATHL1-201, CATHL4-201, MAPKAPK2-204, PCBD1-201, RPL30-203, NEURL1-202, PGLYRP1-201 and ENSBTAT00000038384.2) in high marbling group in relation to low group. Structural variants, including Single Nucleotide Variant (SNV), insertion or deletion were also found in the mRNA DE (4 in high and 6 in low marbling groups), causing possible splice site disruption. For high marbling group, in the COL4A2-202 transcript, three SNVs [one guanine (G) located on chromosome 12 at 85,104,867 bp, two cytosine (C), at the positions: 85,119,139 and 85,145,937 bp] were found. From these, one is a non-synonyms mutation [SNV (G) 85,145,937bp], causing an amino acid change (ENSBTAP00000005916.5: p.Glu1088Asp) in Collagen alpha-2(IV) chain protein (COL4A2). Interestingly, animals with low marbling presented also deletions (85,100,930 pb) in this same gene, causing an amino acid change (ENSBTAP00000005916.5:p.Pro113fs)in the COL4A2 protein. Functional enrichment analysis, using the DE mRNAs list, identified significant metabolic pathways (FDR < 0.05), such as O2/CO2 exchange in erythrocytes, tyrosine biosynthesis and phenylalanine degradation. The results suggest potential key regulatory genes associated with marbling, an economically important trait for the beef industry and for the consumer. Funding FAPESP (#2009/16118-5, #11/21241-0, #2017/02470-3, #2017/10630–2, #2018/ 20026–8, #2018/11154-2) and CAPES (#001).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".