Comprehensive Identification of the Bovine KLF Gene Family and Its Functional Regulation in Muscle Development: Insights from Single-Nuclei Transcriptomics.

IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Animals Pub Date : 2025-10-09 DOI:10.3390/ani15192930
Fengying Ma, Le Zhou, Lili Guo, Chencheng Chang, Dan Dan, Yanchun Bao, Guiting Han, Mingjuan Gu, Lin Zhu, Risu Na, Caixia Shi, Jiaxin Zhang, Wenguang Zhang
{"title":"Comprehensive Identification of the Bovine KLF Gene Family and Its Functional Regulation in Muscle Development: Insights from Single-Nuclei Transcriptomics.","authors":"Fengying Ma, Le Zhou, Lili Guo, Chencheng Chang, Dan Dan, Yanchun Bao, Guiting Han, Mingjuan Gu, Lin Zhu, Risu Na, Caixia Shi, Jiaxin Zhang, Wenguang Zhang","doi":"10.3390/ani15192930","DOIUrl":null,"url":null,"abstract":"<p><p>The Krüppel-like factor (<i>KLF</i>) family of transcription regulators plays pivotal roles in adipogenesis, myogenesis, and metabolism. While comprehensively studied in humans and mice, its characterization in cattle remains limited, especially within the skeletal muscle niche. This study aimed to systematically characterize the <i>KLF</i> family in Bos taurus and elucidate its role in breed-specific muscular development. We employed an integrated approach of comparative genomics and single-nucleus RNA sequencing (snRNA-seq) on longissimus dorsi muscle from Angus (ANG, beef breed) and Holstein (HST, dairy breed) cattle. Phylogenomic analysis identified 14 <i>KLF</i> genes, revealing evolutionary conservation and potential functional divergence. snRNA-seq delineated 11 distinct cell populations and uncovered cell-type-specific expression patterns of <i>KLFs</i>. Further machine learning based analysis pinpointed <i>KLF6</i>, <i>KLF9</i>, <i>KLF10</i>, and <i>KLF12</i> as key global drivers of transcriptional differences between breeds, while <i>KLF6</i> was identified as a major cell-type-specific contributor in lymphatic endothelial cells. Our work provides a foundational resource for understanding the <i>KLF</i> family in cattle and identifies promising candidate genes for improving meat production traits through molecular breeding.</p>","PeriodicalId":7955,"journal":{"name":"Animals","volume":"15 19","pages":""},"PeriodicalIF":2.7000,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12524274/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Animals","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.3390/ani15192930","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURE, DAIRY & ANIMAL SCIENCE","Score":null,"Total":0}
引用次数: 0

Abstract

The Krüppel-like factor (KLF) family of transcription regulators plays pivotal roles in adipogenesis, myogenesis, and metabolism. While comprehensively studied in humans and mice, its characterization in cattle remains limited, especially within the skeletal muscle niche. This study aimed to systematically characterize the KLF family in Bos taurus and elucidate its role in breed-specific muscular development. We employed an integrated approach of comparative genomics and single-nucleus RNA sequencing (snRNA-seq) on longissimus dorsi muscle from Angus (ANG, beef breed) and Holstein (HST, dairy breed) cattle. Phylogenomic analysis identified 14 KLF genes, revealing evolutionary conservation and potential functional divergence. snRNA-seq delineated 11 distinct cell populations and uncovered cell-type-specific expression patterns of KLFs. Further machine learning based analysis pinpointed KLF6, KLF9, KLF10, and KLF12 as key global drivers of transcriptional differences between breeds, while KLF6 was identified as a major cell-type-specific contributor in lymphatic endothelial cells. Our work provides a foundational resource for understanding the KLF family in cattle and identifies promising candidate genes for improving meat production traits through molecular breeding.

Abstract Image

Abstract Image

Abstract Image

牛KLF基因家族的综合鉴定及其在肌肉发育中的功能调控:来自单核转录组学的见解。
kr样因子(KLF)家族转录调节因子在脂肪形成、肌肉形成和代谢中起关键作用。虽然在人类和小鼠中进行了全面的研究,但其在牛中的表征仍然有限,特别是在骨骼肌生态位内。本研究旨在系统表征牛牛的KLF家族,并阐明其在品种特异性肌肉发育中的作用。我们采用比较基因组学和单核RNA测序(snRNA-seq)的综合方法对安格斯牛(Angus,肉牛品种)和荷斯坦牛(Holstein,乳牛品种)的背最长肌进行了研究。系统基因组分析鉴定出14个KLF基因,揭示了进化保守性和潜在的功能分化。snRNA-seq描述了11个不同的细胞群,并揭示了KLFs的细胞类型特异性表达模式。进一步的基于机器学习的分析确定了KLF6、KLF9、KLF10和KLF12是品种之间转录差异的关键全球驱动因素,而KLF6被确定为淋巴内皮细胞中主要的细胞类型特异性贡献者。我们的工作为了解牛KLF家族提供了基础资源,并通过分子育种确定了有希望改善肉制品性状的候选基因。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Animals
Animals Agricultural and Biological Sciences-Animal Science and Zoology
CiteScore
4.90
自引率
16.70%
发文量
3015
审稿时长
20.52 days
期刊介绍: Animals (ISSN 2076-2615) is an international and interdisciplinary scholarly open access journal. It publishes original research articles, reviews, communications, and short notes that are relevant to any field of study that involves animals, including zoology, ethnozoology, animal science, animal ethics and animal welfare. However, preference will be given to those articles that provide an understanding of animals within a larger context (i.e., the animals'' interactions with the outside world, including humans). There is no restriction on the length of the papers. Our aim is to encourage scientists to publish their experimental and theoretical research in as much detail as possible. Full experimental details and/or method of study, must be provided for research articles. Articles submitted that involve subjecting animals to unnecessary pain or suffering will not be accepted, and all articles must be submitted with the necessary ethical approval (please refer to the Ethical Guidelines for more information).
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信