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肿瘤诱导血小板的RNA测序:一种用于基于血液的肉瘤诊断的新型生物标志物

RNA-Sequencing of Tumor-Educated Platelets, a Novel Biomarker for Blood-Based Sarcoma Diagnostics.

作者信息

Heinhuis Kimberley M, In 't Veld Sjors G J G, Dwarshuis Govert, van den Broek Daan, Sol Nik, Best Myron G, Coevorden Frits van, Haas Rick L, Beijnen Jos H, van Houdt Winan J, Würdinger Tom, Steeghs Neeltje

机构信息

Department of Medical Oncology and Clinical Pharmacology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands.

Department of Neurosurgery, Amsterdam University Medical Center, Vrije Universiteit Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands.

出版信息

Cancers (Basel). 2020 May 27;12(6):1372. doi: 10.3390/cancers12061372.

Abstract

Sarcoma is a heterogeneous group of rare malignancies arising from mesenchymal tissues. Recurrence rates are high and methods for early detection by blood-based biomarkers do not exist. Hence, development of blood-based liquid biopsies as disease recurrence monitoring biomarkers would be an important step forward. Recently, it has been shown that tumor-educated platelets (TEPs) harbor specific spliced ribonucleic acid(RNA)-profiles. These RNA-repertoires are potentially applicable for cancer diagnostics. We aim to evaluate the potential of TEPs for blood-based diagnostics of sarcoma patients. Fifty-seven sarcoma patients (active disease), 38 former sarcoma patients (cancer free for ≥3 years) and 65 healthy donors were included. RNA was isolated from platelets and sequenced. Quantified read counts were processed with self-learning particle-swarm optimization-enhanced thromboSeq analysis and subjected to analysis of variance (ANOVA) statistics. Highly correlating spliced platelet messenger RNAs (mRNAs) of sarcoma patients were compared to controls (former sarcoma + healthy donors) to identify a quantitative sarcoma-specific signature measure, the TEP-score. ANOVA analysis identified distinctive platelet RNA expression patterns of 2647 genes (false discovery rate <0.05) in sarcoma patients as compared to controls. The self-learning algorithm reached a diagnostic accuracy of 87% (validation set only; n = 53 samples, area under the curve (AUC): 0.93, 95% confidence interval (CI): 0.86-1). Our data indicates that TEP RNA-based liquid biopsies may enable for sarcoma diagnostics.

摘要

肉瘤是一组起源于间充质组织的罕见异质性恶性肿瘤。复发率很高,且不存在通过血液生物标志物进行早期检测的方法。因此,开发基于血液的液体活检作为疾病复发监测生物标志物将是向前迈出的重要一步。最近的研究表明,肿瘤驯化血小板(TEP)具有特定的剪接核糖核酸(RNA)谱。这些RNA库有可能应用于癌症诊断。我们旨在评估TEP在肉瘤患者血液诊断中的潜力。纳入了57例肉瘤患者(现患疾病)、38例既往肉瘤患者(无癌≥3年)和65名健康供者。从血小板中分离RNA并进行测序。对定量读数进行自学习粒子群优化增强血栓序列分析,并进行方差分析(ANOVA)统计。将肉瘤患者高度相关的剪接血小板信使RNA(mRNA)与对照组(既往肉瘤患者+健康供者)进行比较,以确定一种定量的肉瘤特异性特征指标,即TEP评分。方差分析确定,与对照组相比,肉瘤患者中2647个基因的血小板RNA表达模式具有显著差异(错误发现率<0.05)。自学习算法的诊断准确率达到87%(仅验证集;n = 53个样本,曲线下面积(AUC):0.93,95%置信区间(CI):0.86 - 1)。我们的数据表明,基于TEP RNA的液体活检可能有助于肉瘤诊断。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/85f4/7352477/68735482e518/cancers-12-01372-g001.jpg

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