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The Need for Review and Understanding of SELDI/MALDI Mass Spectroscopy Data Prior to Analysis

机译:分析之前需要检查和理解SELDI / MALDI质谱数据

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摘要

Multiple studies have reported that surface enhanced laser desorption/ionization time of flight mass spectroscopy (SELDI-TOF-MS) is useful in the early detection of disease based on the analysis of bodily fluids. Use of any multiplex mass spectroscopy based approach as in the analysis of bodily fluids to detect disease must be analyzed with great care due to the susceptibility of multiplex and mass spectroscopy methods to biases introduced via experimental design, patient samples, and/or methodology. Specific biases include those related to experimental design, patients, samples, protein chips, chip reader and spectral analysis. Contributions to biases based on patients include demographics (e.g., age, race, ethnicity, sex), homeostasis (e.g., fasting, medications, stress, time of sampling), and site of analysis (hospital, clinic, other). Biases in samples include conditions of sampling (type of sample container, time of processing, time to storage), conditions of storage, (time and temperature of storage), and prior sample manipulation (freeze thaw cycles). Also, there are many potential biases in methodology which can be avoided by careful experimental design including ensuring that cases and controls are analyzed randomly. All the above forms of biases affect any system based on analyzing multiple analytes and especially all mass spectroscopy based methods, not just SELDI-TOF-MS. Also, all current mass spectroscopy systems have relatively low sensitivity compared with immunoassays (e.g., ELISA). There are several problems which may be unique to the SELDI-TOF-MS system marketed by Ciphergen®. Of these, the most important is a relatively low resolution (±0.2%) of the bundled mass spectrometer which may cause problems with analysis of data. Foremost, this low resolution results in difficulties in determining what constitutes a “peak” if a peak matching approach is used in analysis. Also, once peaks are selected, the peaks may represent multiple proteins. In addition, because peaks may vary slightly in location due to instrumental drift, long term identification of the same peaks may prove to be a challenge. Finally, the Ciphergen® system has some “noise” of the baseline which results from the accumulation of charge in the detector system. Thus, we must be very aware of the factors that may affect the use of proteomics in the early detection of disease, in determining aggressive subsets of cancers, in risk assessment and in monitoring the effectiveness of novel therapies.
机译:多项研究报告表明,基于体液分析,表面增强的激光解吸/电离飞行时间质谱仪(SELDI-TOF-MS)可用于疾病的早期检测。由于在实验设计,患者样本和/或方法学中引入的多重质谱方法容易受到偏见的影响,因此必须格外谨慎地分析在体液分析中使用任何基于多重质谱法的方法以检测疾病。具体偏倚包括与实验设计,患者,样品,蛋白质芯片,芯片读取器和光谱分析有关的偏见。对基于患者的偏见的贡献包括人口统计学(例如年龄,种族,种族,性别),体内平衡(例如禁食,药物,压力,采样时间)和分析地点(医院,诊所等)。样品中的偏差包括采样条件(样品容器的类型,处理时间,存储时间),存储条件(存储时间和温度)以及先前的样品处理(冻融循环)。同样,方法上有许多潜在的偏见,可以通过仔细的实验​​设计来避免,包括确保对病例和对照进行随机分析。以上所有形式的偏差都会影响基于分析多种分析物的系统,尤其是所有基于质谱的方法,而不仅仅是SELDI-TOF-MS。而且,与免疫测定法(例如ELISA)相比,所有当前的质谱系统都具有相对较低的灵敏度。 Ciphergen ®出售的SELDI-TOF-MS系统可能存在一些独特的问题。其中最重要的是捆绑质谱仪的相对较低的分辨率(±0.2%),这可能会导致数据分析出现问题。最重要的是,如果在分析中使用峰匹配方法,那么这种低分辨率会导致难以确定“峰”的构成。同样,一旦选择了峰,则峰可以代表多种蛋白质。此外,由于仪器漂移会导致峰的位置略有不同,因此长期鉴定同一峰可能会带来挑战。最后,Ciphergen ®系统具有一些基线“噪声”,这是由检测器系统中电荷的积累引起的。因此,我们必须非常意识到可能影响蛋白质组学在疾病的早期检测,确定癌症的侵袭性亚型,风险评估以及监测新疗法有效性方面的因素。

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