Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jun 26;16(7):741.
doi: 10.3390/genes16070741.

Genomic Regions Associated with Respiratory Disease in Holstein Calves in the Southern United States

Affiliations

Genomic Regions Associated with Respiratory Disease in Holstein Calves in the Southern United States

Allison L Herrick et al. Genes (Basel). .

Abstract

Background/objectives: Bovine respiratory disease (BRD) is a common disease impacting cattle throughout the US. BRD is a multifactorial disease as disease risk varies with the genetic profile of the host, environmental conditions, and pathogen exposure. Selection for enhanced BRD resistant cattle can aid in reducing BRD. The objectives of this study were to identify loci, gene sets, and genes associated and enriched for BRD in pre- and post-weaned Holstein cattle.

Methods: Cases consisted of 2147 and 5607 calves treated for BRD as pre-weaned (0-60 days old) and post-weaned (61-420 days old) calves, respectively. Controls consisted of calves untreated for BRD that remained in the herd for 61 (n = 14,219) days for pre-weaned or 421 (n = 12,242) days for post-weaned calves. A genome-wide association analysis (GWAA) identified loci and positional candidate genes associated with BRD (uncorrected P < 1 × 10-5) for additive, dominant, and recessive inheritance models. A gene set enrichment analysis (GSEA-SNP) identified gene sets and leading-edge genes enriched (NES ≥ 3) for BRD.

Results: In pre-weaned calves, 62 loci and 123 positional candidate genes were associated (P < 1 × 10-5) in addition to the 12 gene sets and 126 leading-edge genes enriched (NES ≥ 3) for BRD. In post-weaned calves, 181 loci and 185 positional candidate genes were associated (P < 1 × 10-5), and 63 gene sets and 849 leading-edge genes were enriched (NES ≥ 3) for BRD.

Conclusions: These results provide further insight and validation of genomic regions that enhance selection for BRD resistance and for healthier cattle.

Keywords: bovine respiratory disease; cattle; gene set enrichment analysis; genome wide association analysis.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflicts of interest, and the funders for this project had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

Figures

Figure 1
Figure 1
The results for the genome-wide association analysis for bovine respiratory disease are shown for the pre-weaned Holstein heifer calves for the additive inheritance model in (panel A), the dominant inheritance model in (panel B), and the recessive inheritance model in (panel C). Each Manhattan plot has the chromosomes on the x axis and the −log10 p-value on the y axis. The significance thresholds for an association with BRD are represented by the lower line (moderate association with an uncorrected P < 1 × 10−5) and the uppermost line (strong association with an uncorrected P < 5 × 10−7).
Figure 2
Figure 2
The results for the genome-wide association analysis for bovine respiratory disease are shown for the post-weaned Holstein heifer calves for the additive inheritance model in (panel A), the dominant inheritance model in (panel B), and the recessive inheritance model in (panel C). Each Manhattan plot has the Bos taurus chromosomes (BTA) on the x axis and the −log10 p-value on the y axis. The significance thresholds for an association with BRD are represented by the lower line (moderate association with an uncorrected P < 1 × 10−5) and the uppermost line (strong association with an uncorrected P < 5 × 10−7).

Similar articles

References

    1. Schaffer A.P., Larson R.L., Cernicchiaro N., Hanzlicek G.A., Bartle S.J., Thomson D.U. The association between calfhood bovine respiratory disease complex and subsequent departure from the herd, milk production, and reproduction in dairy cattle. J. Am. Vet. Med. Assoc. 2016;248:1157–1164. doi: 10.2460/javma.248.10.1157. - DOI - PubMed
    1. National Animal Health Monitoring System United States Department of Agriculture. Health and Management Practices on U.S. Dairy Operations, 2014. Report 3. [(accessed on 21 April 2025)];2018 Available online: https://www.aphis.usda.gov/sites/default/files/dairy14_dr_partiii.pdf.
    1. Urie N.J., Lombard J.E., Shivley C.B., Kopral C.A., Adams A.E., Earleywine T.J., Olson J.D., Garry F.B. Preweaned heifer management on US dairy operations: Part V. factors associated with morbidity and mortality in preweaned dairy heifer calves. J. Dairy Sci. 2018;101:9229–9244. doi: 10.3168/jds.2017-14019. - DOI - PMC - PubMed
    1. Klima C.L., Zaheer R., Cook S.R., Booker C.W., Hendrick S., Alexander T.W., McAllister T.A. Pathogens of bovine respiratory disease in North American feedlots conferring multidrug resistance via integrative conjugative elements. J. Clin. Microbiol. 2014;52:438–448. doi: 10.1128/JCM.02485-13. - DOI - PMC - PubMed
    1. McGill J.L., Sacco R.E. The immunology of bovine respiratory disease. Vet. Clin. North. Am. Food. Anim. Pract. 2020;36:333–348. doi: 10.1016/j.cvfa.2020.03.002. - DOI - PMC - PubMed

LinkOut - more resources