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
. 2023 Jan 20;18(1):e0280040.
doi: 10.1371/journal.pone.0280040. eCollection 2023.

Sex proportion as a covariate increases the statistical test power in growth performance based experiments using as-hatched broilers

Affiliations

Sex proportion as a covariate increases the statistical test power in growth performance based experiments using as-hatched broilers

Ashley D England et al. PLoS One. .

Abstract

The availability of sexed day-old broiler chicks is becoming an issue as feather sexing is no longer possible. This has great implications for broiler researchers as the use of randomly distributed mixed-sex birds may result in a greater between-pen variation and thus less statistical power than the use of single-sex birds. The objective of this study was to evaluate the effect of including sex proportion as a covariate in an analysis of covariance (ANCOVA) on the statistical power compared to analysis of variance (ANOVA) where sex was not considered. The statistical parameters examined include mean square error (MSE), the F-statistic, model fit, model significance and observed power. A total of 4 separate experiments that used mixed-sex broilers with unequal numbers of male and female birds per pen were conducted during which performance of the birds was measured. The male % in each pen was recorded during each experiment and corrected for mortality. The performance results were analysed by ANOVA and the statistical parameters were then compared to ANCOVA where sex proportion was included as a covariate. The results showed that a set of assumptions first needed to be met to run ANCOVA. In addition, if the ANOVA results show a high level of model significance and power, then ANCOVA may not be necessary. In other circumstances where the assumptions are met and model significance and observed power are low, the inclusion of sex proportion as a covariate in the analysis will help to reduce MSE, increase the F-statistic value and improve the model significance, model fit and observed power. Therefore, it is suggested that sex proportion should be considered as a covariate in ANCOVA to improve statistical power in nutritional experiments when male and female broilers are unequally and randomly distributed in pens.

PubMed Disclaimer

Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. The benefit of the inclusion of male % as a covariate in the statistical analysis model.
a. FCR during d 21–35 was plotted against the male %; b. the statistical analysis outcome without the inclusion of male % as a covariate; c. the statistical analysis outcome with the inclusion of male % as a covariate. "solid line" Treatment with antibiotic; "dashed line" Treatment with a mixture of additives; "filled circle" FCR of pens fed diet with antibiotic supplementation; "unfilled circle" FCR of pens fed diet with a mixture of additives supplementation.

References

    1. Da Costa MJ, Zaragoza-Santacruz S, Frost TJ, Halley J, Pesti GM. Straight-run vs. Sex separate rearing for 2 broiler genetic lines part 1: Live production parameters, carcass yield, and feeding behavior. Poult Sci 2017;96:2641–61. doi: 10.3382/ps/pex035 - DOI - PubMed
    1. Goo D, Kim JH, Choi HS, Park GH, Han GP, Kil DY. Effect of stocking density and sex on growth performance, meat quality, and intestinal barrier function in broiler chickens. Poult Sci 2019;98:1153–60. doi: 10.3382/ps/pey491 - DOI - PubMed
    1. Bromfield JI, Hoffman LC, Horyanto D, Soumeh EA. Enhancing growth performance, organ development, meat quality, and bone mineralisation of broiler chickens through multi-enzyme super-dosing in reduced energy diets. Animals 2021;11:2791. doi: 10.3390/ani11102791 - DOI - PMC - PubMed
    1. Gharechopogh AM, Fakhraei J, Hosseini SA, Yarahmadi HM, Lotfollahian H. Performance, immune responses, and blood biochemistry of broiler chickens fed with plant growth compound. Trop Anim Sci J 2021;44:62–70.
    1. Huitema B. The analysis of covariance and alternatives: Statistical methods for experiments, quasi-experiments, and single-case studies. John Wiley & Sons, 2011.

LinkOut - more resources