Translational Medical Center for Stem Cell Therapy, Institute for Regenerative Medicine, School of Life Sciences and Technology, Shanghai East Hospital, Tongji University, Shanghai, 200127, China.
Department of Emergency, Affiliated Hospital of Yangzhou University, Yangzhou, 225000, China.
J Transl Med. 2023 Nov 2;21(1):777. doi: 10.1186/s12967-023-04631-4.
Sepsis is a life-threatening organ dysfunction caused by abnormal immune responses to various, predominantly bacterial, infections. Different bacterial infections lead to substantial variation in disease manifestation and therapeutic strategies. However, the underlying cellular heterogeneity and mechanisms involved remain poorly understood.
Multiple bulk transcriptome datasets from septic patients with 12 types of bacterial infections were integrated to identify signature genes for each infection. Signature genes were mapped onto an integrated large single-cell RNA (scRNA) dataset from septic patients, to identify subsets of cells associated with different sepsis types, and multiple omics datasets were combined to reveal the underlying molecular mechanisms. In addition, an scRNA dataset and spatial transcriptome data were used to identify signaling pathways in sepsis-related cells. Finally, molecular screening, optimization, and de novo design were conducted to identify potential targeted drugs and compounds.
We elucidated the cellular heterogeneity among septic patients with different bacterial infections. In Escherichia coli (E. coli) sepsis, 19 signature genes involved in epigenetic regulation and metabolism were identified, of which DRAM1 was demonstrated to promote autophagy and glycolysis in response to E. coli infection. DRAM1 upregulation was confirmed in an independent sepsis cohort. Further, we showed that DRAM1 could maintain survival of a pro-inflammatory monocyte subset, C10_ULK1, which induces systemic inflammation by interacting with other cell subsets via resistin and integrin signaling pathways in blood and kidney tissue, respectively. Finally, retapamulin was identified and optimized as a potential drug for treatment of E. coli sepsis targeting the signature gene, DRAM1, and inhibiting E. coli protein synthesis. Several other targeted drugs were also identified in other types of sepsis, including nystatin targeting C1QA in Neisseria sepsis and dalfopristin targeting CTSD in Streptococcus viridans sepsis.
Our study provides a comprehensive overview of the cellular heterogeneity and underlying mechanisms in septic patients with various bacterial infections, providing insights to inform development of stratified targeted therapies for sepsis.
脓毒症是一种危及生命的器官功能障碍,由对各种(主要是细菌)感染的异常免疫反应引起。不同的细菌感染导致疾病表现和治疗策略的显著差异。然而,其潜在的细胞异质性和相关机制仍知之甚少。
整合了来自 12 种不同细菌感染的脓毒症患者的多个批量转录组数据集,以确定每种感染的特征基因。将特征基因映射到脓毒症患者的综合大型单细胞 RNA(scRNA)数据集上,以识别与不同脓毒症类型相关的细胞亚群,并结合多个组学数据集来揭示潜在的分子机制。此外,使用 scRNA 数据集和空间转录组数据来识别与脓毒症相关细胞中的信号通路。最后,进行分子筛选、优化和从头设计,以鉴定潜在的靶向药物和化合物。
我们阐明了不同细菌感染的脓毒症患者之间的细胞异质性。在大肠杆菌(Escherichia coli,E. coli)脓毒症中,确定了 19 个与表观遗传调控和代谢相关的特征基因,其中 DRAM1 被证明可促进自噬和糖酵解以响应 E. coli 感染。在一个独立的脓毒症队列中证实了 DRAM1 的上调。此外,我们表明 DRAM1 可以维持促炎单核细胞亚群 C10_ULK1 的存活,该亚群通过抵抗素和整合素信号通路分别与血液和肾脏组织中的其他细胞亚群相互作用,诱导全身炎症。最后,鉴定并优化了瑞他帕林作为一种针对特征基因 DRAM1 的潜在药物,用于治疗大肠杆菌脓毒症,并抑制大肠杆菌蛋白合成。在其他类型的脓毒症中,还确定了几种其他靶向药物,包括针对奈瑟菌脓毒症的 C1QA 的制霉菌素和针对链球菌 viridans 脓毒症的 CTSD 的达福普汀。
我们的研究提供了对各种细菌感染的脓毒症患者细胞异质性和潜在机制的全面概述,为开发分层靶向脓毒症治疗方法提供了新的见解。