通过 ScRNA-seq 和定量蛋白质组学揭示用于败血症预后的新型活性蛋白质

IF 2.7 3区 医学 Q2 CRITICAL CARE MEDICINE SHOCK Pub Date : 2024-12-01 Epub Date: 2024-05-30 DOI:10.1097/SHK.0000000000002408
Hui Liu, Wei Xiong, Wu Zhong, Yingchun Hu
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引用次数: 0

摘要

目的: 通过多组学分析发现影响败血症结局的关键活性蛋白:通过多组学分析发现影响败血症结局的关键活性蛋白质:本研究收集了脓毒症患者(NS = 26,SV = 27)和对照组(Con = 16)的外周血。使用 scRNA-seq 评估细胞异质性。通过聚类和注释确定细胞群。利用 GSVA 检测败血症中的通路改变,同时利用 Viper 算法估算单细胞水平的蛋白质活性。通过细胞间通讯分析研究了信号网络。通过 DIA 蛋白组学确定了差异表达的蛋白质,并通过综合分析加以确认。结果:通过Viper对34228个细胞中的22673个特征进行scRNA-seq分析,确定了5个细胞集群和253个活性蛋白质,并通过DIA进行了验证(FC > 2,P < 0.05)。发现了四个具有预后意义的蛋白质(SPI1、MEF2A、CBX3、UBTF),并将其映射到细胞图谱上。GSVA富集分析显示,NS组与细胞凋亡和炎症反应相关的通路发生了显著变化,而SV组在DNA修复和细胞存活通路中的活性增加:研究结果将不同活性蛋白质与患者预后联系起来,从而加深了对败血症病理生理学的理解,为制定有针对性的治疗策略铺平了道路。
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NOVEL ACTIVE PROTEINS FOR SEPSIS PROGNOSIS REVEALED THROUGH ScRNA-seq AND QUANTITATIVE PROTEOMICS.

Abstract: Objective: To uncover critical active proteins influencing sepsis outcomes through multiomics analysis. Methods: This study collected peripheral blood from sepsis patients (NS = 26, SV = 27) and controls (Con = 16). Cellular heterogeneity was assessed using scRNA-seq. Cellular populations were identified through clustering and annotation. Gene set variation analysis was employed to detect pathway alterations in sepsis, while the Viper algorithm estimated protein activity at the single-cell level. Signaling networks were investigated via cell-cell communication analysis. Differentially expressed proteins were identified by DIA proteomics and confirmed through integrated analysis. Prognostic value was evaluated via meta and survival analyses. Results: scRNA-seq of 22,673 features within 34,228 cells identified five cellular clusters and 253 active proteins via Viper, validated by DIA (FC > 2, P < 0.05). Four proteins (SPI1, MEF2A, CBX3, UBTF) with prognostic significance were discovered and mapped onto the cellular landscape. Gene set variation analysis enrichment analysis revealed that the NS group exhibited significant alterations in pathways related to cellular apoptosis and inflammatory responses, while the SV group displayed increased activity in DNA repair and cellular survival pathways. Conclusion: The study's findings advance the understanding of sepsis pathophysiology by linking differentially active proteins to patient prognosis, paving the way for targeted therapeutic strategies.

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来源期刊
SHOCK
SHOCK 医学-外科
CiteScore
6.20
自引率
3.20%
发文量
199
审稿时长
1 months
期刊介绍: SHOCK®: Injury, Inflammation, and Sepsis: Laboratory and Clinical Approaches includes studies of novel therapeutic approaches, such as immunomodulation, gene therapy, nutrition, and others. The mission of the Journal is to foster and promote multidisciplinary studies, both experimental and clinical in nature, that critically examine the etiology, mechanisms and novel therapeutics of shock-related pathophysiological conditions. Its purpose is to excel as a vehicle for timely publication in the areas of basic and clinical studies of shock, trauma, sepsis, inflammation, ischemia, and related pathobiological states, with particular emphasis on the biologic mechanisms that determine the response to such injury. Making such information available will ultimately facilitate improved care of the traumatized or septic individual.
期刊最新文献
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