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对人类嗜T淋巴细胞病毒1型(HTLV-1)感染患者的荟萃分析确定CD40配体(CD40LG)和鸟苷结合蛋白2(GBP2)为成人T细胞白血病/淋巴瘤(ATLL)和热带痉挛性截瘫/HTLV-1相关脊髓病(HAM/TSP)临床状态的标志物:两个基因协同作用。

Meta-Analysis of HTLV-1-Infected Patients Identifies CD40LG and GBP2 as Markers of ATLL and HAM/TSP Clinical Status: Two Genes Beat as One.

作者信息

Fukutani Eduardo Rocha, Ramos Pablo Ivan Pereira, Kasprzykowski José Irahe, Azevedo Lucas Gentil, Rodrigues Moreno Magalhães de Souza, Lima João Victor de Oliveira Pimenta, de Araújo Junior Helton Fábio Santos, Fukutani Kiyoshi Ferreira, de Queiroz Artur Trancoso Lopo

机构信息

Center of Data and Knowledge Integration for Health (CIDACS), Instituto Gonçalo Moniz, FIOCRUZ, Salvador, Brazil.

Laboratório de Análise e Visualização de Dados, FIOCRUZ-RO, Salvador, Brazil.

出版信息

Front Genet. 2019 Nov 8;10:1056. doi: 10.3389/fgene.2019.01056. eCollection 2019.

Abstract

Human T-lymphotropic virus 1 (HTLV-1) was the first recognized human retrovirus. Infection can lead to two main symptomatologies: adult T-cell lymphoma/leukemia (ATLL) and HTLV-1 associated myelopathy/tropical spastic paraparesis (HAM/TSP). Each manifestation is associated with distinct characteristics, as ATLL presents as a leukemia-like disease, while HAM/TSP presents as severe inflammation in the central nervous system, leading to paraparesis. Previous studies have identified molecules associated with disease development, e.g., the downregulation of Foxp3 in Treg cells was associated with increased risk of HAM/TSP. In addition, elevated levels of CXCL10, CXCL9, and Neopterin in cerebrospinal fluid also present increased risk. However, these molecules were only associated with specific patient groups or viral strains. Furthermore, the majority of studies did not jointly compare all clinical manifestations, and robust analysis entails the inclusion of both ATLL and HAM/TSP. The low numbers of samples also pose difficulties in conducting gene expression analysis to identify specific molecular relationships. To address these limitations and increase the power of manifestation-specific gene associations, meta-analysis was performed using publicly available gene expression data. The application of supervised learning techniques identified alterations in two genes observed to act in tandem as potential biomarkers: was associated with HAM/TSP, and with ATLL. Together, both molecules demonstrated high sample-classification accuracy (AUC values: 0.88 and 1.0, respectively). Next, other genes with expression correlated to these genes were identified, and we attempted to relate the enriched pathways identified with the characteristic of each clinical manifestation. The present findings contribute to knowledge surrounding viral progression and suggest a potentially powerful new tool for the molecular classification of HTLV-associated diseases.

摘要

人类嗜T淋巴细胞病毒1型(HTLV-1)是首个被识别的人类逆转录病毒。感染可导致两种主要症状表现:成人T细胞淋巴瘤/白血病(ATLL)和HTLV-1相关脊髓病/热带痉挛性截瘫(HAM/TSP)。每种表现都有不同特征,ATLL表现为类似白血病的疾病,而HAM/TSP表现为中枢神经系统的严重炎症,导致截瘫。先前的研究已鉴定出与疾病发展相关的分子,例如调节性T细胞中Foxp3的下调与HAM/TSP风险增加有关。此外,脑脊液中CXCL10、CXCL9和新蝶呤水平升高也提示风险增加。然而,这些分子仅与特定患者群体或病毒株相关。此外,大多数研究并未联合比较所有临床表现,而有力的分析需要纳入ATLL和HAM/TSP两者。样本数量少也给进行基因表达分析以确定特定分子关系带来困难。为解决这些局限性并增强特定表现型基因关联的效力,利用公开可用的基因表达数据进行了荟萃分析。监督学习技术的应用确定了两个协同作用的基因改变作为潜在生物标志物: 与HAM/TSP相关, 与ATLL相关。这两种分子共同表现出高样本分类准确性(AUC值分别为0.88和1.0)。接下来,鉴定了其他表达与这些基因相关的基因,并试图将所确定的富集途径与每种临床表现的特征联系起来。本研究结果有助于了解病毒进展情况,并提示一种可能强大的新工具用于HTLV相关疾病的分子分类。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/634d/6857459/561a1598c574/fgene-10-01056-g001.jpg

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