Zhang Menglu, Han Longxi, Liao Caizhi, Su Weiheng, Jiang Chunlai
National Engineering Laboratory for AIDS Vaccine, School of Life Science, Jilin University, Changchun, China.
Department of General Surgery, The First Hospital of Tsinghua University, Beijing, China.
Front Microbiol. 2025 Jun 6;16:1543610. doi: 10.3389/fmicb.2025.1543610. eCollection 2025.
Understanding the key factors that enable bacterial pathogens to adapt to new hosts is crucial, as host-microbe interactions not only influence host health but also drive bacterial genome diversification, thereby enhancing pathogen survival in various ecological niches.
We conducted a comparative genomic analysis of 4,366 high-quality bacterial genomes isolated from various hosts and environments. Bioinformatics databases and machine learning approaches were used to identify genomic differences in functional categories, virulence factors, and antibiotic resistance genes across different ecological niches.
Significant variability in bacterial adaptive strategies was observed. Human-associated bacteria, particularly from the phylum , exhibited higher detection rates of carbohydrate-active enzyme genes and virulence factors related to immune modulation and adhesion, indicating co-evolution with the human host. In contrast, bacteria from environmental sources, particularly those from the phyla and , showed greater enrichment in genes related to metabolism and transcriptional regulation, highlighting their high adaptability to diverse environments. Bacteria from clinical settings had higher detection rates of antibiotic resistance genes, particularly those related to fluoroquinolone resistance. Animal hosts were identified as important reservoirs of resistance genes. Key host-specific bacterial genes, such as , were found to potentially play crucial roles in regulating metabolism and immune adaptation in human-associated bacteria.
These findings highlight niche-specific genomic features and adaptive mechanisms of bacterial pathogens. This study provides valuable insights into the genetic basis of host-pathogen interactions and offers evidence to inform pathogen transmission control, infection management, and antibiotic stewardship.
了解使细菌病原体能够适应新宿主的关键因素至关重要,因为宿主与微生物的相互作用不仅影响宿主健康,还推动细菌基因组多样化,从而增强病原体在各种生态位中的生存能力。
我们对从各种宿主和环境中分离出的4366个高质量细菌基因组进行了比较基因组分析。利用生物信息学数据库和机器学习方法,识别不同生态位中功能类别、毒力因子和抗生素抗性基因的基因组差异。
观察到细菌适应性策略存在显著差异。与人类相关的细菌,特别是来自 门的细菌,碳水化合物活性酶基因以及与免疫调节和黏附相关的毒力因子的检出率较高,表明与人类宿主共同进化。相比之下,来自环境来源的细菌,特别是来自 门和 门的细菌,在与代谢和转录调控相关的基因中富集程度更高,突出了它们对不同环境的高度适应性。来自临床环境的细菌抗生素抗性基因的检出率较高,特别是那些与氟喹诺酮抗性相关的基因。动物宿主被确定为抗性基因的重要储存库。发现关键的宿主特异性细菌基因,如 ,可能在调节与人类相关细菌的代谢和免疫适应中发挥关键作用。
这些发现突出了细菌病原体的生态位特异性基因组特征和适应性机制。本研究为宿主-病原体相互作用的遗传基础提供了有价值的见解,并为病原体传播控制、感染管理和抗生素管理提供了依据。