Jylhä Antti, Nättinen Janika, Aapola Ulla, Mikhailova Alexandra, Nykter Matti, Zhou Lei, Beuerman Roger, Uusitalo Hannu
1Department of Ophthalmology, SILK, The Centre for Proteomics and Personalized Medicine (PPM), Faculty of Medicine and Life Sciences, University of Tampere, Arvo Ylpön katu 34, ARVO, PL 100, 33014 Tampere, Finland.
2BioMediTech, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland.
Clin Proteomics. 2018 Jul 30;15:24. doi: 10.1186/s12014-018-9201-5. eCollection 2018.
Advances in mass spectrometry have accelerated biomarker discovery in many areas of medicine. The purpose of this study was to compare two mass spectrometry (MS) methods, isobaric tags for relative and absolute quantitation (iTRAQ) and sequential window acquisition of all theoretical fragment ion spectra (SWATH), for analytical efficiency in biomarker discovery when there are multiple methodological constraints such as limited sample size and several time points for each patient to be analyzed.
A total of 140 tear samples were collected from 28 glaucoma patients at 5 time points in a glaucoma drug switch study. Samples were analyzed with iTRAQ and SWATH methods using NanoLC-MSTOF mass spectrometry.
We discovered that even though iTRAQ is faster than SWATH with respect to analysis time per sample, it loses in sensitivity, reliability and robustness. While SWATH analysis yielded complete data of 456 proteins in all samples, with iTRAQ we were able to quantify 477 proteins in total but on average only 125 proteins were quantified in a sample. 283 proteins were common in the datasets produced by the two methods. Repeatability of the methods was assessed by calculating percent relative standard deviation (% RSD) between replicate MS analyses: SWATH was more repeatable (56% of proteins < 20% RSD), compared to iTRAQ (43% of proteins < 20% RSD). Despite the overall benefits of SWATH, both methods showed less than 1 log fold change difference in the expression of 74% common proteins. In addition, comparison to MS/MS peptide results using 8 isotopically labeled peptide standards, SWATH and iTRAQ showed similar results in terms of accuracy. Moreover, both methods detected similar trends in a longitudinal analysis of protein expression of two known tear biomarkers.
Overall, we conclude that SWATH should be preferred for biomarker discovery studies when analyzing limited volumes of clinical samples collected at multiple time points.
The study was approved by the Ethics Committee at Tampere University Hospital and was registered in EU clinical trials register (EudraCT Number: 2010-021039-14).
质谱技术的进步加速了医学诸多领域生物标志物的发现。本研究的目的是比较两种质谱(MS)方法,即用于相对和绝对定量的等压标签(iTRAQ)和所有理论碎片离子谱的顺序窗口采集(SWATH),在存在诸如样本量有限以及每位患者需分析多个时间点等多种方法学限制的情况下,评估其在生物标志物发现中的分析效率。
在一项青光眼药物转换研究中,于五个时间点从28例青光眼患者收集了总共140份泪液样本。使用纳升液相色谱 - 基质辅助激光解吸电离飞行时间质谱(NanoLC - MSTOF),采用iTRAQ和SWATH方法对样本进行分析。
我们发现,尽管就每个样本的分析时间而言iTRAQ比SWATH更快,但在灵敏度、可靠性和稳健性方面iTRAQ表现较差。SWATH分析在所有样本中获得了456种蛋白质的完整数据,而使用iTRAQ我们总共能够定量477种蛋白质,但每个样本平均仅定量125种蛋白质。两种方法产生的数据集中有283种蛋白质是相同的。通过计算重复质谱分析之间的相对标准偏差百分比(%RSD)评估方法的重复性:与iTRAQ(43%的蛋白质<RSD 20%)相比,SWATH的重复性更高(56%的蛋白质<RSD 20%)。尽管SWATH有诸多优点,但两种方法在74%的共同蛋白质表达上显示出小于1个对数倍变化差异。此外,与使用8种同位素标记肽标准品的串联质谱肽结果相比,SWATH和iTRAQ在准确性方面显示出相似的结果。而且,在对两种已知泪液生物标志物的蛋白质表达进行纵向分析时,两种方法检测到相似的趋势。
总体而言,我们得出结论,在分析在多个时间点收集的有限量临床样本时,SWATH更适合用于生物标志物发现研究。
该研究获得坦佩雷大学医院伦理委员会批准,并在欧盟临床试验注册库注册(欧盟临床试验编号:2010 - 021039 - 14)。