RNA profiling of blood platelets noninvasively differentiates colorectal cancer from healthy donors and noncancerous intestinal diseases: a retrospective cohort study

作者信息Luming Xu, Xinbo Li, Xiangchun Li, Xingyue Wang, Qian Ma, Dan She, Xiaohuan Lu, Jiao Zhang, Qianqian Yang, Shijun Lei, Lin Wang, Zheng Wang
PMID35236405
期刊Genome Med
发布时间2022-03
DOI10.1186/s13073-022-01033-x

摘要

Background: The RNA profiles of tumor-educated platelets (TEPs) possess pathological features that could be used for early cancer detection. However, the utility of TEP RNA profiling in detecting early colorectal cancer (CRC) versus noncancerous colorectal diseases has not yet been investigated. This study assesses the diagnostic capacity of TEP RNA profiles in a cohort of patients with CRC and noncancerous diseases. Methods: Transcriptome sequencing for platelets isolated from 132 patients with CRC at early and late stages and 190 controls consisting of healthy donors and patients with ulcerative disease, Crohn's disease, polyps, and adenomas was performed and analyzed using binary particle swarm optimization coupled with support vector machine to identify genes that contributed to the classification of CRC patients versus controls. The area under the receiver operating curves (AUROCs) and the accuracy of TEP RNA profiles in CRC diagnosis were assessed. Results: TEP RNA profiling achieved high performance in distinguishing and staging CRC patients from the controls. Using the swarm intelligence algorithm, the 921 most contributive genes that classified CRC patients from the controls were identified. AUROCs of 0.928 for the training set via leave-one-out cross-validation and 0.92 for the validation set were achieved, both of which were significantly higher than the clinically utilized serum biomarkers: carcinoembryonic antigen and cancer antigen 19-9. Notably, an AUROC of 0.915 in an external validation set was achieved. For predicting different CRC stages, an AUROC of 0.984 was achieved in the training set and 1.000 in the internal validation set. Conclusions: RNA profiles of TEPs are of potential diagnostic value for identifying early CRC from noncancerous diseases. Prospective studies are needed to validate its clinical relevance.

实验方法

产品清单

名称品牌货号
紫色盖真空采血管Zhiyuan Medical Technology Co., Ltd.--
RNAisotakaraNO9109
Direct-zol RNA Miniprep试剂盒ZYMO RESEARCHR2052
Agilent 2100生物分析仪Agilent--
SMARTer试剂盒Clontech Laboratories, Inc.--
DNA高灵敏度芯片Agilent--
Ovation® SoLo RNA测序系统--HUMAN PART NO0500
Illumina HiSeq X-ten测序仪Illumina--