Evidence map›Paper›PMID 42772148›Full record

ArticlePoultry science2026

Eggshell translucency and its association with hatch success in broiler breeder eggs: Insights from field data.

Jinquan Wang, Cristiano Bortoluzzi, Jia Zhen, Leticia Orellana, Matthew Hughes, Ken Macklin, Chongxiao Chen, Adam Davis, Chance Williams, Mark Lemons and 4 more

Abstract read
In one paragraph

Article in Poultry science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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

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

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

14 authors.

Jinquan WangPoultry Science Department, Texas A&M University, College Station, TX, USA; Poultry Science Department, Auburn University, Auburn, AL, USA. Electronic address: Jinquan.wang@ag.tamu.edu.
Cristiano BortoluzziZinpro Corporation, Eden Prairie, MN, USA.
Jia ZhenPoultry Science Department, Auburn University, Auburn, AL, USA.
Leticia OrellanaDepartment of Poultry Science, Mississippi State University, Starkville, MS, USA.
Matthew HughesDepartment of Poultry Science, Mississippi State University, Starkville, MS, USA.
Ken MacklinDepartment of Poultry Science, Mississippi State University, Starkville, MS, USA.
Chongxiao ChenDepartment of Poultry Science, University of Georgia, Athens, GA, USA.
Adam DavisDepartment of Poultry Science, University of Georgia, Athens, GA, USA.
Chance WilliamsWayne-Sanderson Farms, Oakland, GA, USA.
Mark LemonsWayne-Sanderson Farms, Oakland, GA, USA.
Duarte NevesPilgrim's Pride, Greeley, CO, USA.
Austin JasekZinpro Corporation, Eden Prairie, MN, USA.
Colwayne MorrisZinpro Corporation, Eden Prairie, MN, USA.
Raquel BurinZinpro Corporation, Eden Prairie, MN, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Eggshell quality and broiler breeder flock age are critical to hatchability; however, limited quantitative information exists on their individual and combined effects. This study aimed to characterize the association of eggshell quality and flock age on hatchability. A total of 22,170 eggs were collected from 738 broiler breeder flocks (Ross 708) between 25 and 65 wks. of age, from multiple commercial hatcheries in the U.S. All eggs were individually evaluated for shell lightness, thickness, breaking strength (BS), translucency score percentage (TS1, TS2, and TS3), and total translucency score (TS, the sum of the product of score and percentage). Commercial hatch of fertile (CHOF) of the flock is recorded by the eggs from the flock. Pearson's correlation, partial correlation, linear regression and LASSO regression were conducted in R. Random forest analysis and SHAP value interpretation were conducted in Python. Significance level was set at P < 0.05. Pearson's correlation showed that CHOF is negatively correlated with age, lightness, thickness and TS3 (P < 0.05), while a positive correlation was observed with BS (P < 0.05). Regression analyses revealed quadratic relationships of CHOF, thickness, TS1, TS3, and TS with flock age, whereas BS and TS declined linearly as flocks aged. LASSO regression identified flock age, TS, and TS3 as the most relevant indicators of CHOF. Random forest SHAP analyses similarly indicated that age and lightness are the features with the greatest influence on CHOF. Partial correlations controlling for age showed that CHOF remained significantly associated only with TS (r= -0.35), TS1 (r = 0.28), and TS3 (r= -0.30). Overall, flock age emerged as the predominant factor associated with CHOF. Although thickness and BS showed associations with hatchability, they were largely age-dependent and therefore less reliable as standalone indicators. In contrast, shell lightness and translucency traits were less confounded by age, suggesting they may serve as more robust indicators for predicting CHOF in commercial broiler breeder operations.

Indexed as

BreederEggshell qualityHatcheryHatch of fertileTranslucency

Identifiers

PMID42772148
PMCPMC13625789

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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.