Evidence map›Paper›PMID 37865759›Full record

ArticleBMC genomics2023

Genome-wide association analysis of heifer livability and early first calving in Holstein cattle.

Yahui Gao, Alexis Marceau, Victoria Iqbal, Jose Antonio Torres-Vázquez, Mahesh Neupane, Jicai Jiang, George E Liu, Li Ma

Open access · goldAbstract read
In one paragraph

Article in BMC genomics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
3.8field-weighted citation impact, top 6% of its field
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

4 citing papers in PubMed, 12 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Application of GWAS and mGWAS in Livestock and Poultry Breeding.Animals : an open access journal from MDPI · 2024
    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

8 authors at 3 institutions in 1 country.

Yahui GaoDepartment of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.
Alexis MarceauDepartment of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.
Victoria IqbalDepartment of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.
Jose Antonio Torres-VázquezDepartment of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.
Mahesh NeupaneAnimal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA.
Jicai JiangDepartment of Animal Science, North Carolina State University, Raleigh, 27695, USA.
George E LiuAnimal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA.
Li MaDepartment of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA. lima@umd.edu.
University of Maryland, College Park · USAgricultural Research Service · USNorth Carolina State University · US

Funding

National Institute of Food and Agriculture 2021-67015-33409
6 · The paper itself

Abstract

backgroundThe survival and fertility of heifers are critical factors for the success of dairy farms. The mortality of heifers poses a significant challenge to the management and profitability of the dairy industry. In dairy farming, achieving early first calving of heifers is also essential for optimal productivity and sustainability. Recently, Council on Dairy Cattle Breeding (CDCB) and USDA have developed new evaluations of heifer health and fertility traits. However, the genetic basis of these traits has yet to be thoroughly studied.

resultsLeveraging the extensive U.S dairy genomic database maintained at CDCB, we conducted large-scale GWAS analyses of two heifer traits, livability and early first calving. Despite the large sample size, we found no major QTL for heifer livability. However, we identified a major QTL in the bovine MHC region associated with early first calving. Our GO analysis based on nearby genes detected 91 significant GO terms with a large proportion related to the immune system. This QTL in the MHC region was also confirmed in the analysis of 27 K bull with imputed sequence variants. Since these traits have few major QTL, we evaluated the genome-wide distribution of GWAS signals across different functional genomics categories. For heifer livability, we observed significant enrichment in promotor and enhancer-related regions. For early calving, we found more associations in active TSS, active Elements, and Insulator. We also identified significant enrichment of CDS and conserved variants in the GWAS results of both traits. By linking GWAS results and transcriptome data from the CattleGTEx project via TWAS, we detected four and 23 significant gene-trait association pairs for heifer livability and early calving, respectively. Interestingly, we discovered six genes for early calving in the Bovine MHC region, including two genes in lymph node tissue and one gene each in blood, adipose, hypothalamus, and leukocyte.

conclusionOur large-scale GWAS analyses of two heifer traits identified a major QTL in the bovine MHC region for early first calving. Additional functional enrichment and TWAS analyses confirmed the MHC QTL with relevant biological evidence. Our results revealed the complex genetic basis of heifer health and fertility traits and indicated a potential connection between the immune system and reproduction in cattle.

Indexed as

Genome-Wide Association StudyReproductionAnimalsCattleFemaleFertilityGenomeMalePhenotypeDairy CattleDiseaseFertilityGWASHeiferTWAS

Identifiers

PMID37865759
PMCPMC10590504
OpenAlexW4387849144

What OpenQuestion 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 OpenQuestion graph.