Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Microbiol.

Sec. Systems Microbiology

This article is part of the Research TopicIntegrative Microbial and Chemical Genomics to Decipher Antibiotic Resistance Mechanisms and Developing Innovative Antimicrobial ApproachesView all 6 articles

Third generation sequencing reveals spatial variation of microbial composition of airborne bacteria in intensive dairy farm

Provisionally accepted
Qianqian  ZhangQianqian Zhang1*Luyu  DingLuyu Ding2*Xueying  XieXueying Xie1Lin  RuLin Ru2Qifeng  LiQifeng Li2Chunxia  YaoChunxia Yao2Ruixiang  JiangRuixiang Jiang2Johann  SölknerJohann Sölkner3
  • 1School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing, China
  • 2Beijing Academy of Agriculture and Forestry Sciences Information Technology Research Center, Beijing, China
  • 3Universitat fur Bodenkultur Wien, Vienna, Austria

The final, formatted version of the article will be published soon.

The intensification of livestock farming has led to increased bacterial bioaerosol emissions, posing potential health risks to both animals and humans. This study aimed to investigate the bacterial community composition, abundance, diversity, and variation in different functional zones of cattle farms to assess their impact on public health and environmental quality. We employed the third generation sequencing in Pacbio platform to sequence16S rRNA sequences to analyze air samples, identifying a diverse range of bacterial phyla, including Proteobacteria, Firmicutes, Verrucomicrobia, Bacteroidetes, Fusobacteria, Actinobacteria, Deinococcus-Thermus, Cyanobacteria, and Acidobacteria. The phylogenetic tree was built using the microbiome abundance of these samples. Notably, Firmicutes and Proteobacteria were predominantly enriched in the samples, with genera such as Staphylococcus, Acinetobacter, Enterococcus, and Bacillus and family of unknow Enterobacteriaceae being particularly abundant. These bacteria are known to be associated with various infections and chronic diseases. Correlation and canonical correspondence analysis (CCA) revealed that environmental factors, particularly ultraviolet radiation (UV) and global horizontal irradiance (GHI), significantly influence microbial species distribution with R2 of 0.774 (P<0.05) and 0.769 (P<0.05). We further calculated the alpha and beta diversity of microbiome in these samples and observed that fermenting manure (F1), fresh manure (X2) and piled-up manure after fermentation (D3) samples have the highest alpha diversity, while PC1 from beta diversity i.e. weighted Principal Coordinates Analysis (PCoA) explained 32.66% of the variance in the data. Interestingly, it was observed that the relative abundance of Kocuria genus is significantly different between groups waste management area (FW) and the milking parlor (NT) (t-test, p<0.013). Our findings underscore the importance of understanding the complex microbial ecosystems in livestock farming environments and highlight the need for targeted interventions to mitigate the public health risks associated with bacterial bioaerosols.

Keywords: third generation sequencing, air microbial communities, phylogenetic tree, Intensive dairy farming, risk of diseases

Received: 19 Aug 2025; Accepted: 18 Nov 2025.

Copyright: © 2025 Zhang, Ding, Xie, Ru, Li, Yao, Jiang and Sölkner. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Qianqian Zhang, zhangqianqian186@hotmail.com
Luyu Ding, dingly@nercita.org.cn

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.