Genetic Basis of Divergent Growth and Muscle Development in Purebred and Crossbred Leizhou Black Goats Revealed by Whole-Genome Resequencing.
Overview
- Zhanjiang Experimental Station, Chinese Academy of Tropical Agricultural Sciences, Zhanjiang 524013, China
- College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
- College of Animal Science and Technology, Guangxi University, Nanning 530004, China
- College of Animal Science and Technology, Tarim University, Alar 843300, China
- Hainan Institute, Zhejiang University, Sanya 572024, China
Abstract
The Leizhou black goat is a prized indigenous breed in southern China, renowned for its superior meat quality. However, its productivity is constrained by a relatively small body size. Understanding the genetic basis of growth differences between purebred and crossbred populations is essential for designing effective conservation and breeding strategies. To this end, we conducted comparative whole-genome resequencing on 22 purebred (WL) and 50 crossbred (JN: Nubian × Leizhou) goats. Population structure was assessed via principal component analysis, and genomic regions exhibiting elevated genetic differentiation were identified using the population differentiation index (FST). Functional enrichment analyses were subsequently applied to genes within these regions. Our results revealed clear genetic differentiation between the two populations. Among the highly differentiated genomic regions, we identified several genes, such as MYOM2, TMTC4, DPP6, and MIDN, whose known functions in neural signaling and muscle development make them plausible candidates for contributing to the growth differences between populations. A particularly notable discovery was a non-coding intronic mutation in the RNGTT gene (rs646826802), which is fixed in the paternal Nubian line and prevalent across 25 other global goat breeds but is completely absent in the purebred Leizhou black goat. This study identifies key genetic components associated with trait variation in crossbred goats and reports a breed-specific genomic marker that can serve as a practical tool for verifying breed purity, thereby supporting the conservation of this valuable indigenous genetic resource.
Reproduced under the paper's license (CC BY), from the paper cited above.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
animal.omics.pro/code/index.php
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
- 27 September 2026: the link answers (HTTP 200)
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
Datasets cited
- figshare:32399187, at figshare; found in “Data Availability Statement”
Data Availability Statement
The data that support the findings of this study are available on Figshare database (https://
Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 27 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 6 authors, 5 keywords, 3 funders, 38 references.
Cite
This paper
Han, X., Huang, J., Qian, W., Zhang, Y., Wang, K., & Han, J. (2026). Genetic Basis of Divergent Growth and Muscle Development in Purebred and Crossbred Leizhou Black Goats Revealed by Whole-Genome Resequencing. Biology, 15(13), 1038. https://
BibTeX
@article{han2026genetic,
author = {Han, Xiaotao and Huang, Jing and Qian, Wenxi and Zhang, Yuelang and Wang, Ke and Han, Jiancheng},
title = {{Genetic Basis of Divergent Growth and Muscle Development in Purebred and Crossbred Leizhou Black Goats Revealed by Whole-Genome Resequencing}},
journal = {Biology},
year = {2026},
month = jun,
volume = {15},
number = {13},
pages = {1038},
publisher = {Multidisciplinary Digital Publishing Institute (MDPI)},
issn = {2079-7737},
doi = {10.3390/
url = {https://
pmid = {42450586},
pmcid = {PMC13359781}
}
RIS
TY - JOUR
AU - Han, Xiaotao
AU - Huang, Jing
AU - Qian, Wenxi
AU - Zhang, Yuelang
AU - Wang, Ke
AU - Han, Jiancheng
TI - Genetic Basis of Divergent Growth and Muscle Development in Purebred and Crossbred Leizhou Black Goats Revealed by Whole-Genome Resequencing
T2 - Biology
J2 - Biology (Basel)
PY - 2026
DA - 2026/
VL - 15
IS - 13
SP - 1038
SN - 2079-7737
PB - Multidisciplinary Digital Publishing Institute (MDPI)
DO - 10.3390/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.3390/
"type": "article-journal",
"title": "Genetic Basis of Divergent Growth and Muscle Development in Purebred and Crossbred Leizhou Black Goats Revealed by Whole-Genome Resequencing",
"container-title": "Biology",
"author": [
{
"family": "Han",
"given": "Xiaotao"
},
{
"family": "Huang",
"given": "Jing"
},
{
"family": "Qian",
"given": "Wenxi"
},
{
"family": "Zhang",
"given": "Yuelang"
},
{
"family": "Wang",
"given": "Ke"
},
{
"family": "Han",
"given": "Jiancheng"
}
],
"container-title-short":
"volume": "15",
"issue": "13",
"page": "1038",
"DOI": "10.3390/
"PMID": "42450586",
"PMCID": "PMC13359781",
"ISSN": "2079-7737",
"publisher": "Multidisciplinary Digital Publishing Institute (MDPI)",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
6,
29
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.1093/molbev/msag149 [code]
- Multiple modes of selection underlie repeated and human-mediated adaptation in a formerly migratory fish.Journal: Molecular biology and evolutionIn common: other, cellular / molecular, 4 references
- [2] doi:10.1093/gbe/evag222 [code]
- Genomic Signatures of Selection Are Enriched in Differentially Expressed Genes in Sticklebacks Adapting to Contrasting Environments.Journal: Genome biology and evolutionIn common: other, genetics / omics, cellular / molecular, 3 references
- [3] doi:10.1111/mec.70350 [code]
- Divergent Selection on Dispersal Targets Chemosensory and Neuronal Genes in Tribolium castaneum.Journal: Molecular ecologyIn common: genetics / omics, cellular / molecular, 4 references
- [4] doi:10.3390/biom16081187
- Genetic Diversity and Runs of Homozygosity in Three Masu Salmon (&
lt;i& gt;Oncorhynchus masou& lt;/ i& gt;) Populations Based on Whole-Genome Resequencing Data. Journal: BiomoleculesIn common: other, genetics / omics, cellular / molecular, 3 references - [5] doi:10.3389/fnbeh.2026.1878769 [code]
- &
lt;i& gt;ADAMTS18& lt;/ i& gt; as a candidate gene linking social stress and depression: a cross-species study in African wild dogs (& lt;i& gt;Lycaon pictus& lt;/ i& gt;) and humans. Journal: Frontiers in behavioral neuroscienceIn common: other, genetics / omics, cellular / molecular, 2 references - [6] doi:10.1016/j.isci.2026.116878 [code]
- Species-specific brain transcriptomic responses to clothianidin and sulfoxaflor in pollinators.Journal: iScienceIn common: other, genetics / omics, cellular / molecular, 1 reference
- [7] doi:10.1093/gbe/evag086 [code]
- Genome Scans Reveal Species-Specific Selection in the Genus Lynx.Journal: Genome biology and evolutionIn common: genetics / omics, cellular / molecular, 2 references
- [8] doi:10.1126/sciadv.aea0755
- Schizophrenia risk gene ZNF804A controls ribosome localization and synaptogenesis in developing human neurons.Journal: Science advancesIn common: genetics / omics, cellular / molecular, 2 references
- [9] doi:10.1038/s44400-026-00094-8 [code]
- Haplotype-resolved DNA methylation at the &
lt;i& gt;APOE& lt;/ i& gt; locus identifies allele-specific epigenetic signatures relevant to Alzheimer's disease risk. Journal: NPJ dementiaIn common: genetics / omics, cellular / molecular, 2 references - [10] doi:10.7554/elife.89001 [code]
- Human-specific lncRNAs contributed critically to human evolution by distinctly regulating gene expression.Journal: eLifeIn common: cellular / molecular, 2 references
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 1 repository of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:c8bdffbdb9214680…
Add the badge to its README
The badge links the code to this page. Copy one of these into the README of the paper's code: only you decide where it goes, and nothing is changed for you.
Markdown
[.
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
