Suppr超能文献

性在结直肠癌预后生物标志物发现中的重要性。

The Importance of Sex in the Discovery of Colorectal Cancer Prognostic Biomarkers.

机构信息

Science for Life Laboratory, Department of Protein Science, KTH Royal Institute of Technology, 171 21 Solna, Sweden.

Department of Biosciences and Nutrition, Karolinska Institutet, 141 83 Huddinge, Sweden.

出版信息

Int J Mol Sci. 2021 Jan 29;22(3):1354. doi: 10.3390/ijms22031354.

Abstract

Colorectal cancer (CRC) is the third leading cause of cancer deaths. Advances within bioinformatics, such as machine learning, can improve biomarker discovery and ultimately improve CRC survival rates. There are clear sex differences in CRC characteristics, but the impact of sex has not been considered with regards to CRC biomarkers. Our aim here was to investigate sex differences in the transcriptome of a normal colon and CRC, and between paired normal and tumor tissue. Next, we attempted to identify CRC diagnostic and prognostic biomarkers and investigate if they are sex-specific. We collected paired normal and tumor tissue, performed RNA-seq, and applied feature selection in combination with machine learning to identify the top CRC diagnostic biomarkers. We used The Cancer Genome Atlas (TCGA) data to identify sex-specific CRC diagnostic biomarkers and performed an overall survival analysis to identify sex-specific prognostic biomarkers. We found transcriptomic sex differences in both the normal colon tissue and in CRC. Forty-four of the top-ranked biomarkers were sex-specific and 20 biomarkers showed a sex-specific prognostic value. Our data show the importance of sex in the discovery of CRC biomarkers. We propose 20 sex-specific CRC prognostic biomarkers, including , , and for males and and for females.

摘要

结直肠癌(CRC)是癌症死亡的第三大主要原因。生物信息学领域的进步,如机器学习,可以提高生物标志物的发现,并最终提高 CRC 的生存率。CRC 的特征存在明显的性别差异,但在 CRC 生物标志物方面尚未考虑到性别因素。我们的目的是研究正常结肠和 CRC 以及配对的正常组织和肿瘤组织中转录组的性别差异。接下来,我们试图确定 CRC 的诊断和预后生物标志物,并研究它们是否具有性别特异性。我们收集了配对的正常和肿瘤组织,进行了 RNA-seq,并应用特征选择与机器学习相结合,以确定 CRC 的顶级诊断生物标志物。我们使用癌症基因组图谱(TCGA)数据来确定具有性别特异性的 CRC 诊断生物标志物,并进行了总体生存分析以确定具有性别特异性的预后生物标志物。我们发现正常结肠组织和 CRC 中都存在转录组性别差异。排名最高的生物标志物中有 44 个是性别特异性的,有 20 个生物标志物具有性别特异性的预后价值。我们的数据表明,在 CRC 生物标志物的发现中,性别是很重要的。我们提出了 20 个具有性别特异性的 CRC 预后生物标志物,包括男性的 和 以及女性的 和 。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/48c9/7866425/2403780f8ff1/ijms-22-01354-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验