Predictive value analysis of the interaction network of Tks4 scaffold protein in colon cancer.

IF 3.9 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Frontiers in Molecular Biosciences Pub Date : 2024-08-21 eCollection Date: 2024-01-01 DOI:10.3389/fmolb.2024.1414805
Álmos Tilajka, Anita Kurilla, Loretta László, Anna Lovrics, Julianna Novák, Tamás Takács, László Buday, Virag Vas
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Abstract

Background: Colorectal carcinoma (CRC) has emerged as one of the most widespread cancers and was the third leading cause of cancer-related mortality in 2020. The role of the podosomal protein Tks4 in tumor formation and progression is well established, including its involvement in gastric carcinoma and hepatocellular carcinoma; however, exploration of Tks4 and its associated EMT-regulating interactome in the context of colon cancer remains largely unexplored.

Methods: We conducted a comprehensive bioinformatic analysis to investigate the mRNA and protein expression levels of Tks4 and its associated partner molecules (CD2AP, GRB2, WASL, SRC, CTTN, and CAPZA1) across different tumor types. We quantified the expression levels of Tks4 and its partner molecules using qPCR, utilizing a TissueScan colon cancer array. We then validated the usefulness of Tks4 and its associated molecules as biomarkers via careful statistical analyses, including Pearson's correlation analysis, principal component analysis (PCA), multiple logistic regression, confusion matrix analysis, and ROC analysis.

Results: Our findings indicate that the co-expression patterns of the seven examined biomarker candidates better differentiate between tumor and normal samples compared with the expression levels of the individual genes. Moreover, variable importance analysis of these seven genes revealed four core genes that yield consistent results similar to the seven genes. Thus, these four core genes from the Tks4 interactome hold promise as potential combined biomarkers for colon adenocarcinoma diagnosis and prognosis.

Conclusion: Our proposed biomarker set from the Tks4 interactome shows promising sensitivity and specificity, aiding in colon cancer prevention and diagnosis.

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Tks4 支架蛋白相互作用网络对结肠癌的预测价值分析
背景:结直肠癌(CRC)已成为最常见的癌症之一,并在 2020 年成为癌症相关死亡的第三大原因。荚膜蛋白Tks4在肿瘤形成和进展中的作用已得到公认,包括参与胃癌和肝细胞癌的作用;然而,在结肠癌的背景下,对Tks4及其相关的EMT调控相互作用组的探索在很大程度上仍未进行:我们进行了全面的生物信息学分析,研究了不同肿瘤类型中 Tks4 及其相关伙伴分子(CD2AP、GRB2、WASL、SRC、CTTN 和 CAPZA1)的 mRNA 和蛋白表达水平。我们利用 TissueScan 结肠癌阵列,通过 qPCR 对 Tks4 及其伙伴分子的表达水平进行了量化。然后,我们通过仔细的统计分析,包括皮尔逊相关分析、主成分分析(PCA)、多元逻辑回归、混淆矩阵分析和 ROC 分析,验证了 Tks4 及其相关分子作为生物标记物的有用性:我们的研究结果表明,与单个基因的表达水平相比,七个候选生物标记物的共表达模式能更好地区分肿瘤和正常样本。此外,对这七个基因的变量重要性分析表明,有四个核心基因的结果与这七个基因相似。因此,Tks4相互作用组中的这四个核心基因有望成为结肠腺癌诊断和预后的潜在组合生物标记物:结论:我们从 Tks4 相互作用组中提出的生物标志物集具有良好的灵敏度和特异性,有助于结肠癌的预防和诊断。
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来源期刊
Frontiers in Molecular Biosciences
Frontiers in Molecular Biosciences Biochemistry, Genetics and Molecular Biology-Biochemistry
CiteScore
7.20
自引率
4.00%
发文量
1361
审稿时长
14 weeks
期刊介绍: Much of contemporary investigation in the life sciences is devoted to the molecular-scale understanding of the relationships between genes and the environment — in particular, dynamic alterations in the levels, modifications, and interactions of cellular effectors, including proteins. Frontiers in Molecular Biosciences offers an international publication platform for basic as well as applied research; we encourage contributions spanning both established and emerging areas of biology. To this end, the journal draws from empirical disciplines such as structural biology, enzymology, biochemistry, and biophysics, capitalizing as well on the technological advancements that have enabled metabolomics and proteomics measurements in massively parallel throughput, and the development of robust and innovative computational biology strategies. We also recognize influences from medicine and technology, welcoming studies in molecular genetics, molecular diagnostics and therapeutics, and nanotechnology. Our ultimate objective is the comprehensive illustration of the molecular mechanisms regulating proteins, nucleic acids, carbohydrates, lipids, and small metabolites in organisms across all branches of life. In addition to interesting new findings, techniques, and applications, Frontiers in Molecular Biosciences will consider new testable hypotheses to inspire different perspectives and stimulate scientific dialogue. The integration of in silico, in vitro, and in vivo approaches will benefit endeavors across all domains of the life sciences.
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