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双聚类获取的因子分析(FABIA)揭示了犬传染性性病肿瘤对长春新碱敏感的转录模式。

Factor Analysis for Bicluster Acquisition (FABIA) revealed vincristine-sensitive transcript pattern of canine transmissible venereal tumors.

作者信息

Chokeshaiusaha K, Puthier D, Nguyen C, Sudjaidee P, Sananmuang T

机构信息

Department of Veterinary Science, Faculty of Veterinary Medicine, Rajamangala University of Technology Tawan-OK, Chonburi, Thailand.

Aix Marseille Univ, TAGC INSERM UMR 1090, Marseille, France.

出版信息

Heliyon. 2019 May 14;5(5):e01558. doi: 10.1016/j.heliyon.2019.e01558. eCollection 2019 May.

Abstract

Chemotherapeutic treatment for Canine transmissible venereal tumor (CTVT) commonly relies on vincristine administration. Since the treatment outcomes can vary among CTVT cases, gaining insight into the tumor cell mechanisms influencing vincristine's potency should render veterinarians novel knowledge to enhance its therapeutic effect. This study aimed to attain such knowledge from a meta-analysis of CTVT mRNA sequencing (mRNA-seq) transcriptome data using Factor Analysis for Bicluster Acquisition (FABIA) biclustering. FABIA biclustering identified 459 genes consistently expressed among mRNA-seq transcription profiling of CTVT samples regressed by vincristine. These genes were also differentially expressed from those of progressive CTVT (FDR ≤ 0.001). Enrichment analysis illustrated the affiliation of these genes with "Antigen presentation" and "Lysosome" GO terms (FDR ≤ 0.05). Several genes in "Lysosome" term involved 5 cell mechanisms-antigen presentation, autophagy, cell-adhesion, lysosomal membrane permeabilization (LMP), and PI3K/mTOR signaling. This study integrated FABIA biclustering in CTVT transcriptome analysis to gain insight into cell mechanisms responsible for vincristine-sensitive characteristics of the tumor, in order to identify new molecular targets augmenting therapeutic effect of vincristine. Interestingly, the analysis indicated LMP targeting by lysosome destabilizing agent-siramesine as the promising vincristine's enhancer for future study. As far as we know, this is the first canine tumor transcriptomic meta-analysis applying FABIA biclustering for the betterment of future CTVT therapy. This study hereby provided an interesting manifestation to acquire such knowledge in other canine neoplasia.

摘要

犬传染性性病肿瘤(CTVT)的化疗通常依赖于长春新碱的给药。由于不同CTVT病例的治疗结果可能不同,深入了解影响长春新碱效力的肿瘤细胞机制,可为兽医提供新知识,以增强其治疗效果。本研究旨在通过使用双聚类获取因子分析(FABIA)对CTVT mRNA测序(mRNA-seq)转录组数据进行荟萃分析来获得此类知识。FABIA双聚类在长春新碱回归的CTVT样本的mRNA-seq转录谱中鉴定出459个持续表达的基因。这些基因与进行性CTVT的基因也存在差异表达(FDR≤0.001)。富集分析表明这些基因与“抗原呈递”和“溶酶体”GO术语相关(FDR≤0.05)。“溶酶体”术语中的几个基因涉及5种细胞机制——抗原呈递、自噬、细胞粘附、溶酶体膜通透性(LMP)和PI3K/mTOR信号传导。本研究将FABIA双聚类整合到CTVT转录组分析中,以深入了解负责肿瘤长春新碱敏感特性的细胞机制,从而确定增强长春新碱治疗效果的新分子靶点。有趣的是,分析表明溶酶体破坏剂西拉米辛靶向LMP有望成为未来研究中长春新碱的增强剂。据我们所知,这是首次将FABIA双聚类应用于犬肿瘤转录组荟萃分析以改善未来CTVT治疗。本研究在此为在其他犬类肿瘤中获取此类知识提供了一个有趣的范例。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a158/6520609/23916c901df7/gr1.jpg

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