Penn State Cancer Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA.
Department of Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA.
Proteomics Clin Appl. 2024 Jan;18(1):e2300006. doi: 10.1002/prca.202300006. Epub 2023 Aug 31.
Plasma is an abundant source of protein biomarkers. Mass spectrometry (MS) is an effective means to measure a large number of proteins in a single run. The recent development of data-independent acquisition with parallel accumulation and serial fragmentation (diaPASEF) on a trapped ion mobility spectrometer (TIMS) affords deep proteomic coverage with short liquid chromatography gradients. In this work, we utilized a process optimization approach, design of experiments (DoE), to maximize precursor identification for a plasma proteomic diaPASEF workflow.
A partial factorial design was used to screen 11 sample preparation factors and six diaPASEF MS acquisition factors. Selected factors were optimized using the response surface method.
Three important sample preparation factors and the two important MS acquisition factors were identified in the screening experiments and were selected for separate optimization experiments. The optimal parameters were compared to our standard plasma proteomics workflows using either a 1-h or overnight trypsin digestion. The optimized method outperformed the 1-h digestion, and it was similar in performance to the overnight digestion, however, the optimized method could be completed in a day.
We have used DoE to report an optimized plasma proteomics workflow for diaPASEF, however, established methods are already highly optimized, and resources may be better spent on running samples than comprehensive optimization.
血浆是蛋白质生物标志物的丰富来源。质谱(MS)是一种在单次运行中测量大量蛋白质的有效手段。最近在离子阱迁移谱仪(TIMS)上开发的无依赖数据采集与平行累积和串行碎裂(diaPASEF),可以在短的液相色谱梯度下提供深度的蛋白质组覆盖。在这项工作中,我们利用过程优化方法(实验设计),最大限度地提高了血浆蛋白质组学 diaPASEF 工作流程中的前体鉴定。
采用部分因子设计筛选 11 个样品制备因素和 6 个 diaPASEF MS 采集因素。使用响应面法对选定的因素进行优化。
在筛选实验中确定了三个重要的样品制备因素和两个重要的 MS 采集因素,并对其进行了单独的优化实验。比较了优化后的参数与我们使用 1 小时或过夜胰蛋白酶消化的标准血浆蛋白质组学工作流程。优化后的方法优于 1 小时消化,与过夜消化相似,但优化后的方法可以在一天内完成。
我们使用实验设计报告了用于 diaPASEF 的优化血浆蛋白质组学工作流程,但已建立的方法已经高度优化,资源可能更好地用于运行样品,而不是全面优化。