乳腺炎中的Omics技术:对全球研究趋势的文本挖掘和主题建模分析
1Bahri Dagdas International Agricultural Research Institute, Konya, Türkiye.
The Journal of dairy research
|December 18, 2025
概括
奥米克技术正在彻底改变乳腺炎研究,揭示了基因组学和抗菌素耐药性等关键领域. 这项研究绘制了基于OMIC的乳腺炎调查的不断变化的格局.
科学领域:
- 兽医科学 兽医科学 兽医科学
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 乳腺炎是动物健康的重大经济和临床挑战.
- 欧米克技术为了解乳腺炎复杂的生物学基础提供了强大的工具.
研究的目的:
- 系统地检查与乳腺炎相关的OMIC研究的主题结构.
- 为了确定主要的研究领域,新兴趋势,和知识差距在OMIC驱动的乳腺炎研究.
主要方法:
- 隐藏的迪里克莱特分配 (LDA) 话题建模被应用于一个体的OMICS和乳腺炎出版物.
- 出版物从Scopus和Web of Science数据库中获取.
主要成果:
- 确定了十个不同的主题:"蛋白质学"",病原体基因学"",差异表达"",代谢"",遗传选择"",疾病经济"",分子诊断"",微生物群"",抗菌素耐药性"和"遗传变异".
- "基因组学"",差异表达"和"抗菌素耐药性"是发表最多的主题.
- "新陈代谢"这个主题最近才出现,所有主题都显示出越来越多的出版趋势.
结论:
- 在技术进步的推动下,OMIC 对乳腺炎的研究正在迅速扩大.
- 本研究提供了该领域的主题地图,突出了当前的重点和未来的研究方向.
- 识别的知识差距可以指导针对乳腺炎控制和预防的有针对性的战略.
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