State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, College of Chemistry, Jilin University, Changchun 130012, China.
Department of Gastric Colorectal and Anal Surgery, First Hospital of Jilin University, Changchun 130021, China.
Anal Chem. 2022 Aug 30;94(34):11821-11830. doi: 10.1021/acs.analchem.2c02072. Epub 2022 Aug 17.
The application of rapid and accurate diagnostic methods can improve colorectal cancer (CRC) survival rates dramatically. Here, we used a non-targeted metabolic analysis strategy based on internal extractive electrospray ionization mass spectrometry (iEESI-MS) to detect metabolite ions associated with the progression of CRC from 172 tissues (45 stage I/II CRC, 41 stage III/IV CRC, and 86 well-matched normal tissues). A support vector machine (SVM) model based on 10 differential metabolite ions for differentiating early-stage CRC from normal tissues was built with a good prediction accuracy of 92.6%. The biomarker panel consisting of lysophosphatidylcholine (LPC) (18:0) has good diagnostic potential in differentiating early-stage CRC from advanced-stage CRC. We showed that the down-regulation of LPC (18:0) in tumor tissues is associated with CRC progression and related to the regulation of the epidermal growth factor receptor. Pathway analysis showed that metabolic pathways in CRC are related to glycerophospholipid metabolism and purine metabolism. In conclusion, we built an SVM model with good performance to distinguish between early-stage CRC and normal groups based on iEESI-MS and found that LPC (18:0) is associated with the progression of CRC.
快速准确的诊断方法的应用可以显著提高结直肠癌(CRC)的生存率。在这里,我们使用了一种基于非靶向代谢分析策略的内提取电喷雾电离质谱(iEESI-MS)来检测与 CRC 进展相关的代谢物离子,这些离子来自 172 个组织(45 个 I/II 期 CRC、41 个 III/IV 期 CRC 和 86 个匹配良好的正常组织)。我们建立了一个基于 10 个差异代谢物离子的支持向量机(SVM)模型,用于区分早期 CRC 和正常组织,其预测准确性达到 92.6%。由溶血磷脂酰胆碱(LPC)(18:0)组成的生物标志物组合在区分早期 CRC 和晚期 CRC 方面具有良好的诊断潜力。我们表明,肿瘤组织中 LPC(18:0)的下调与 CRC 的进展有关,并且与表皮生长因子受体的调节有关。通路分析表明,CRC 中的代谢途径与甘油磷脂代谢和嘌呤代谢有关。总之,我们基于 iEESI-MS 构建了一个性能良好的 SVM 模型,用于区分早期 CRC 和正常组,并发现 LPC(18:0)与 CRC 的进展有关。