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Selection of non-small-cell lung cancer patients for treatment with monoclonal antibody drugs targeting EGFR pathway

机译:选择非小细胞肺癌患者用靶向EGFR途径的单克隆抗体药物治疗

摘要

Methods using mass spectral data analysis and a classification algorithm provide an ability to determine whether a non-small-cell lung cancer (NSCLC) patient is likely to benefit from a monoclonal antibody drug targeting an epidermal growth factor receptor pathway. A mass spectrum is obtained from a sample (e.g. blood sample) from the patient. One or more predefined pre-processing steps are performed on the mass spectrum. Values of selected features in the spectrum at one or more predefined m/z ranges are obtained after the pre-processing steps have been performed. Such values are used in a classification algorithm using a training set comprising class-labeled spectra produced from samples from other patients to identify the patient as being likely to benefit from treatment with the drug.
机译:使用质谱数据分析和分类算法的方法提供了确定非小细胞肺癌(NSCLC)患者是否可能受益于靶向表皮生长因子受体途径的单克隆抗体药物的能力。从患者的样品(例如血液样品)获得质谱。在质谱上执行一个或多个预定义的预处理步骤。在执行了预处理步骤之后,可获得一个或多个预定义m / z范围内光谱中选定特征的值。在使用训练集的分类算法中将这些值用于分类算法,该训练集包括从其他患者的样品中产生的类别标记的光谱,以将患者识别为可能受益于药物治疗。

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