Zheng Xi, Xu Kailun, Zhou Biting, Chen Ting, Huang Yanqin, Li Qilong, Wen Fei, Ge Weiting, Wang Jian, Yu Shaojun, Sun Lifeng, Zhu Liang, Liu Wei, Gao Huanhuan, Yue Liang, Cai Xue, Zhang Qiushi, Ruan Guan, Zhu Tiansheng, Wu Zhicheng, Zhu Yi, Shao Yingkuan, Guo Tiannan, Zheng Shu
Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education), the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Institute of Cancer Research and Prevention of Jiashan County, Jiashan, Zhejiang, China.
J Extracell Vesicles. 2020 Apr 14;9(1):1750202. doi: 10.1080/20013078.2020.1750202. eCollection 2020.
: Early screening for colorectal cancer (CRC) is essential to improve its prognosis. Liquid biopsies are increasingly being considered for diagnosing cancer due to low invasiveness and high reproducibility. In addition, circulating extracellular vesicles (crEVs, extracellular vesicles isolated from plasma) expressing tumour-specific proteins are potential biomarkers for various cancers. Here, we present a data-independent acquisition (DIA)-mass spectrometry (MS)-based diagnostic method for liquid biopsies. : Extracellular vesicles (EVs) were isolated from culture supernatants of human CRC cell lines, and plasma of patients with CRC at different tumour stages, by overnight ultracentrifugation coupled with sucrose density gradient centrifugation. Tumour-specific EV proteins were prioritized using Tandem Mass Tag (TMT)-based shotgun proteomics and phosphoproteomics. The results were verified in a second independent cohort and a mouse tumour-bearing model using Western blotting (WB). The candidate biomarkers were further validated in a third cohort by DIA-MS. Finally, the DIA-MS methodology was accelerated to permit high-throughput detection of EV biomarkers in another independent cohort of patients with CRC and healthy controls. : High levels of total and phosphorylated fibronectin 1 (FN1) in crEVs, haptoglobin (HP), S100A9 and fibrinogen α chain (FGA) were significantly associated with cancer progression. FGA was the most dominant biomarker candidate. Analysis of the human CRC cell lines and the mouse model indicated that FGA+ crEVs were likely released by CRC cells. Furthermore, fast DIA-MS and parallel reaction monitoring (PRM)-MS both confirmed that FGA+ crEVs could distinguish colon adenoma with an area of curve (AUC) in the receiver operating characteristic (ROC) curve of 0.949 and patients with CRC (AUC of ROC is 1.000) from healthy individuals. The performance outperformed conventional tumour biomarkers. The DIA-MS quantification of FGA+ crEVs among three groups agreed with that from PRM-MS. : DIA-MS detection of FGA+ crEVs is a potential rapid and non-invasive screening tool to identify early stage CRC. FGA: fibrinogen α chain; CRC: colorectal cancer; crEVs: circulating extracellular vesicles; EV: extracellular vesicles;MS: mass spectrometry; WB: Western blotting; ROC: receiver operating characteristic; PRM: Parallel Reaction Monitoring; GPC1: Glypican-1; GO: Gene ontology; TEM: transmission electron microscopy; FN1: Fibronectin 1; HP: haptoglobin; TMT: Tandem Mass Tag; LC-MS/MS: liquid chromatography coupled to tandem mass spectrometry; DIA: data-independent acquisition; DDA: data-dependent acquisition; CiRT: Common internal Retention Time standards;AGC: Automatic gain control; AUC: area under curve.
早期筛查结直肠癌(CRC)对于改善其预后至关重要。由于侵入性低和可重复性高,液体活检越来越多地被用于癌症诊断。此外,表达肿瘤特异性蛋白的循环细胞外囊泡(crEVs,从血浆中分离的细胞外囊泡)是各种癌症的潜在生物标志物。在此,我们提出一种基于数据非依赖采集(DIA)-质谱(MS)的液体活检诊断方法。
通过过夜超速离心结合蔗糖密度梯度离心,从人CRC细胞系的培养上清液以及不同肿瘤阶段的CRC患者血浆中分离细胞外囊泡(EVs)。使用基于串联质量标签(TMT)的鸟枪法蛋白质组学和磷酸蛋白质组学对肿瘤特异性EV蛋白进行优先级排序。结果在第二个独立队列和小鼠荷瘤模型中通过蛋白质免疫印迹法(WB)进行了验证。候选生物标志物在第三个队列中通过DIA-MS进一步验证。最后,加速DIA-MS方法以允许在另一组独立的CRC患者和健康对照中高通量检测EV生物标志物。
crEVs中总纤连蛋白1(FN1)及其磷酸化形式、触珠蛋白(HP)、S100A9和纤维蛋白原α链(FGA)的高水平与癌症进展显著相关。FGA是最主要的候选生物标志物。对人CRC细胞系和小鼠模型的分析表明,FGA + crEVs可能由CRC细胞释放。此外,快速DIA-MS和平行反应监测(PRM)-MS均证实,FGA + crEVs能够区分结肠腺瘤(受试者工作特征曲线(ROC)曲线下面积(AUC)为0.949)以及CRC患者(ROC曲线下面积为1.000)与健康个体。其性能优于传统肿瘤生物标志物。三组中FGA + crEVs的DIA-MS定量结果与PRM-MS的结果一致。
DIA-MS检测FGA + crEVs是一种潜在的快速、非侵入性筛查工具,可用于识别早期CRC。FGA:纤维蛋白原α链;CRC:结直肠癌;crEVs:循环细胞外囊泡;EV:细胞外囊泡;MS:质谱;WB:蛋白质免疫印迹法;ROC:受试者工作特征;PRM:平行反应监测;GPC1:磷脂酰肌醇蛋白聚糖-1;GO:基因本体论;TEM:透射电子显微镜;FN1:纤连蛋白1;HP:触珠蛋白;TMT:串联质量标签;LC-MS/MS:液相色谱-串联质谱;DIA:数据非依赖采集;DDA:数据依赖采集;CiRT:通用内部保留时间标准;AGC:自动增益控制;AUC:曲线下面积