Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China.
Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China.
J Proteome Res. 2020 Jul 2;19(7):2732-2741. doi: 10.1021/acs.jproteome.9b00671. Epub 2020 Feb 13.
We reported and evaluated a microflow, single-shot, short gradient SWATH MS method intended to accelerate the discovery and verification of protein biomarkers in preclassified clinical specimens. The method uses a 15 min gradient microflow-LC peptide separation, an optimized SWATH MS window configuration, and OpenSWATH software for data analysis. We applied the method to a cohort containing 204 FFPE tissue samples from 58 prostate cancer patients and 10 benign prostatic hyperplasia patients. Altogether we identified 27,975 proteotypic peptides and 4037 SwissProt proteins from these 204 samples. Compared to a reference SWATH method with a 2 h gradient, we found 3800 proteins were quantified by the two methods on two different instruments with relatively high consistency ( = 0.77). The accelerated method consumed only 17% instrument time, while quantifying 80% of proteins compared to the 2 h gradient SWATH. Although the missing value rate increased by 20%, batch effects reduced by 21%. 75 deregulated proteins measured by the accelerated method were selected for further validation. A shortlist of 134 selected peptide precursors from the 75 proteins were analyzed using MRM-HR, and the results exhibited high quantitative consistency with the 15 min SWATH method ( = 0.89) in the same sample set. We further verified the applicability of these 75 proteins in separating benign and malignant tissues (AUC = 0.99) in an independent prostate cancer cohort ( = 154). Altogether, the results showed that the 15 min gradient microflow SWATH accelerated large-scale data acquisition by 6 times, reduced batch effect by 21%, introduced 20% more missing values, and exhibited comparable ability to separate disease groups.
我们报告并评估了一种微流、单次、短梯度 SWATH MS 方法,旨在加速预分类临床标本中蛋白质生物标志物的发现和验证。该方法使用 15 分钟梯度微流 LC 肽分离、优化的 SWATH MS 窗口配置和 OpenSWATH 软件进行数据分析。我们将该方法应用于包含 58 例前列腺癌患者和 10 例良性前列腺增生患者的 204 例 FFPE 组织样本队列中。总共从这 204 个样本中鉴定出 27975 个肽和 4037 个 SwissProt 蛋白。与具有 2 小时梯度的参考 SWATH 方法相比,我们发现两种方法在两台不同仪器上相对较高的一致性( = 0.77)下定量了 3800 种蛋白质。加速方法仅消耗仪器时间的 17%,而与 2 小时梯度 SWATH 相比,定量了 80%的蛋白质。尽管缺失值率增加了 20%,但批次效应降低了 21%。通过加速方法测量的 75 个失调蛋白被选择用于进一步验证。从这 75 种蛋白质中选择的 134 个短肽前体进行了 MRM-HR 分析,结果在同一样本集中与 15 分钟 SWATH 方法( = 0.89)表现出高度定量一致性。我们进一步验证了这些 75 种蛋白质在分离良性和恶性组织(AUC = 0.99)中的适用性,在独立的前列腺癌队列中( = 154)。总的来说,结果表明,15 分钟梯度微流 SWATH 方法将大规模数据采集速度提高了 6 倍,降低了 21%的批次效应,引入了 20%更多的缺失值,但具有相当的分离疾病组的能力。