定量磷酸蛋白质组学揭示人类早期原发性肝癌的分子通路网络改变:3P医学方法的潜力。

IF 6.5 2区 医学 Q1 Medicine Epma Journal Pub Date : 2023-08-10 eCollection Date: 2023-09-01 DOI:10.1007/s13167-023-00335-3
Yuping Zhang, Na Li, Lamei Yang, Wenshuang Jia, Zhijun Li, Qianwen Shao, Xianquan Zhan
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We hypothesize that phosphoproteome and phosphorylation-mediated signaling pathway networks significantly differ in human early-stage primary hepatic carcinomas relative to control liver tissues, which will identify the key differentially phosphorylated proteins and phosphorylation-mediated signaling pathway network alterations in human early-stage primary hepatic carcinoma to innovate predictive diagnosis, prognostic assessment, and personalized medical services and progress beyond the state of the art in the framework of predictive, preventive, and personalized medicine (PPPM).</p><p><strong>Methods: </strong>Tandem mass tag (TMT)-based quantitative proteomics coupled with TiO<sub>2</sub> enrichment of phosphopeptides was used to identify phosphorylation profiling, and bioinformatics was used to analyze the pathways and biological functions of phosphorylation profiling between early-stage hepatic carcinoma tissues and tumor-adjacent normal control tissues. Furthermore, the integrative analysis with transcriptomic data from TCGA database obtained differently expressed genes (DEGs) corresponding to differentially phosphorylated proteins (DPPs) and overall survival (OS)-related DPPs.</p><p><strong>Results: </strong>A total of 1326 phosphopeptides derived from 858 DPPs in human early-stage primary hepatic carcinoma were identified. KEGG pathway network analysis of 858 DPPs revealed 33 statistically significant signaling pathways, including spliceosome, glycolysis/gluconeogenesis, B-cell receptor signaling pathway, HIF-1 signaling pathway, and fatty acid degradation. Gene Ontology (GO) analysis of 858 DPPs revealed that protein phosphorylation was involved in 57 biological processes, 40 cellular components, and 37 molecular functions. Protein-protein interaction (PPI) network constructed multiple high-combined scores and co-expressed DPPs. Integrative analysis of transcriptomic data and DPP data identified 105 overlapped molecules (DPPs; DEGs) between hepatic carcinoma tissues and control tissues and 125 OS-related DPPs. Overlapping Venn plots showed 14 common molecules among datasets of DPPs, DEGs, and OS-related DDPs, including FTCD, NDRG2, CCT2, PECR, SLC23A2, PNPLA7, ANLN, HNRNPM, HJURP, MCM2, STMN1, TCOF1, TOP2A, and SSRP1. The drug sensitivities of OS-related DPPs were identified, including LMOD1, CAV2, UBE2E2, RAPH1, ANXA5, HDLBP, CUEDC1, APBB1IP, VCL, SRSF10, SLC23A2, EPB41L2, ESR1, PLEKHA4, SAFB2, SMARCAD1, VCAN, PSD4, RDH16, NOP56, MEF2C, BAIAP2L2, NAGS, SRSF2, FHOD3, and STMN1.</p><p><strong>Conclusions: </strong>Identification and annotation of phosphoproteomes and phosphorylation-mediated signaling pathways in human early-stage primary hepatic carcinoma tissues provided new directions for tumor prevention and treatment, which (i) helps to enrich phosphorylation functional research and develop new biomarkers; (ii) enriches phosphorylation-mediated signaling pathways to gain a deeper understanding of the underlying mechanisms of early-stage primary hepatic carcinoma; and (iii) develops anti-tumor drugs that facilitate targeted phosphorylated sites. 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引用次数: 0

摘要

目的:肝癌是消化系统最常见的恶性肿瘤之一,其生物学特性决定了其根治性切除后的高转移率和复发率,导致患者预后不佳。越来越多的证据表明,磷蛋白和磷酸化介导的分子途径影响肝癌的发生和发展。迫切需要开发早期生物标志物来改善诊断、治疗、医疗服务和预后评估。我们假设磷酸化蛋白质组和磷酸化介导的信号通路网络在人类早期原发性肝癌中相对于对照肝组织显著不同,其将鉴定人类早期原发性肝癌中关键的差异磷酸化蛋白和磷酸化介导的信号通路网络改变,以创新预测诊断、预后评估和个性化医疗服务,并在预测、预防、,方法:采用基于串联质谱标签(TMT)的定量蛋白质组学结合磷酸肽的TiO2富集来鉴定磷酸化谱,并利用生物信息学分析早期肝癌组织和肿瘤邻近正常对照组织之间磷酸化谱的途径和生物学功能。此外,通过与TCGA数据库转录组学数据的整合分析,获得了与差异磷酸化蛋白(DPPs)和总生存期(OS)相关的DPPs相对应的差异表达基因(DEGs)。对858个DPP的KEGG通路网络分析揭示了33个具有统计学意义的信号通路,包括剪接体、糖酵解/糖异生、B细胞受体信号通路、HIF-1信号通路和脂肪酸降解。对858个DPP的基因本体论(GO)分析显示,蛋白质磷酸化参与了57个生物过程、40个细胞成分和37个分子功能。蛋白质-蛋白质相互作用(PPI)网络构建了多个高综合评分和共表达DPPs。转录组数据和DPP数据的综合分析确定了肝癌组织和对照组织之间的105个重叠分子(DPPs;DEG)和125个OS相关的DPPs。重叠Venn图显示了DPP、DEG和OS相关DDP数据集中的14个常见分子,包括FTCD、NDRG2、CCT2、PECR、SLC23A2、PNPLA7、ANLN、HNRNPM、HJURP、MCM2、STMN1、TCOF1、TOP2A和SSRP1。鉴定了OS相关DPP的药物敏感性,包括LMOD1、CAV2、UBE2E2、RAPH1、ANXA5、HDLBP、CUEDC1、APBB1IP、VCL、SRSF10、SLC23A2、EPB41L2、ESR1、PLEKHA4、SAFB2、SMARCAD1、VCAN、PSD4、RDH16、NOP56、MEF2C、BAIAP2L2、NAGS、SRSF2、FHOD3,结论:人类早期原发性肝癌组织中磷酸化蛋白质组和磷酸化介导的信号通路的鉴定和注释为肿瘤的预防和治疗提供了新的方向,有助于丰富磷酸化功能研究和开发新的生物标志物;(ii)丰富磷酸化介导的信号通路,以更深入地了解早期原发性肝癌的潜在机制;以及(iii)开发促进靶向磷酸化位点的抗肿瘤药物。我们推荐在早期原发性肝癌中进行定量磷酸化蛋白质组学,这为深入了解早期原发癌的分子机制、发现有效的治疗靶点/药物以及构建可靠的磷酸化相关生物标志物以用于患者分层、预测诊断、预后评估提供了巨大的前景,以及PPPM框架内的个性化医疗服务。补充信息:在线版本包含补充材料,可访问10.1007/s13167-023-00335-3。
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Quantitative phosphoproteomics reveals molecular pathway network alterations in human early-stage primary hepatic carcinomas: potential for 3P medical approach.

Objective: Hepatic carcinoma is one of the most common types of malignant tumors in the digestive system, and its biological characteristics determine its high rate of metastasis and recurrence after radical resection, leading to a poor prognosis for patients. Increasing evidence demonstrates that phosphoproteins and phosphorylation-mediated molecular pathways influence the occurrence and development of hepatic carcinoma. It is urgent need to develop early-stage biomarkers for improving diagnosis, therapy, medical service, and prognostic assessment. We hypothesize that phosphoproteome and phosphorylation-mediated signaling pathway networks significantly differ in human early-stage primary hepatic carcinomas relative to control liver tissues, which will identify the key differentially phosphorylated proteins and phosphorylation-mediated signaling pathway network alterations in human early-stage primary hepatic carcinoma to innovate predictive diagnosis, prognostic assessment, and personalized medical services and progress beyond the state of the art in the framework of predictive, preventive, and personalized medicine (PPPM).

Methods: Tandem mass tag (TMT)-based quantitative proteomics coupled with TiO2 enrichment of phosphopeptides was used to identify phosphorylation profiling, and bioinformatics was used to analyze the pathways and biological functions of phosphorylation profiling between early-stage hepatic carcinoma tissues and tumor-adjacent normal control tissues. Furthermore, the integrative analysis with transcriptomic data from TCGA database obtained differently expressed genes (DEGs) corresponding to differentially phosphorylated proteins (DPPs) and overall survival (OS)-related DPPs.

Results: A total of 1326 phosphopeptides derived from 858 DPPs in human early-stage primary hepatic carcinoma were identified. KEGG pathway network analysis of 858 DPPs revealed 33 statistically significant signaling pathways, including spliceosome, glycolysis/gluconeogenesis, B-cell receptor signaling pathway, HIF-1 signaling pathway, and fatty acid degradation. Gene Ontology (GO) analysis of 858 DPPs revealed that protein phosphorylation was involved in 57 biological processes, 40 cellular components, and 37 molecular functions. Protein-protein interaction (PPI) network constructed multiple high-combined scores and co-expressed DPPs. Integrative analysis of transcriptomic data and DPP data identified 105 overlapped molecules (DPPs; DEGs) between hepatic carcinoma tissues and control tissues and 125 OS-related DPPs. Overlapping Venn plots showed 14 common molecules among datasets of DPPs, DEGs, and OS-related DDPs, including FTCD, NDRG2, CCT2, PECR, SLC23A2, PNPLA7, ANLN, HNRNPM, HJURP, MCM2, STMN1, TCOF1, TOP2A, and SSRP1. The drug sensitivities of OS-related DPPs were identified, including LMOD1, CAV2, UBE2E2, RAPH1, ANXA5, HDLBP, CUEDC1, APBB1IP, VCL, SRSF10, SLC23A2, EPB41L2, ESR1, PLEKHA4, SAFB2, SMARCAD1, VCAN, PSD4, RDH16, NOP56, MEF2C, BAIAP2L2, NAGS, SRSF2, FHOD3, and STMN1.

Conclusions: Identification and annotation of phosphoproteomes and phosphorylation-mediated signaling pathways in human early-stage primary hepatic carcinoma tissues provided new directions for tumor prevention and treatment, which (i) helps to enrich phosphorylation functional research and develop new biomarkers; (ii) enriches phosphorylation-mediated signaling pathways to gain a deeper understanding of the underlying mechanisms of early-stage primary hepatic carcinoma; and (iii) develops anti-tumor drugs that facilitate targeted phosphorylated sites. We recommend quantitative phosphoproteomics in early-stage primary hepatic carcinoma, which offers great promise for in-depth insight into the molecular mechanism of early-stage primary hepatic carcinoma, the discovery of effective therapeutic targets/drugs, and the construction of reliable phosphorylation-related biomarkers for patient stratification, predictive diagnosis, prognostic assessment, and personalized medical services in the framework of PPPM.

Supplementary information: The online version contains supplementary material available at 10.1007/s13167-023-00335-3.

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Epma Journal
Epma Journal Medicine-Biochemistry (medical)
CiteScore
11.30
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23.10%
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期刊介绍: PMA Journal is a journal of predictive, preventive and personalized medicine (PPPM). The journal provides expert viewpoints and research on medical innovations and advanced healthcare using predictive diagnostics, targeted preventive measures and personalized patient treatments. The journal is indexed by PubMed, Embase and Scopus.
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