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用于改善基于拉曼光谱评估 aldrin 对前列腺癌细胞影响的预处理工具。

Preprocessing Tools Applied to Improve the Assessment of Aldrin Effects on Prostate Cancer Cells Using Raman Spectroscopy.

机构信息

1 152690 Chemometrics Group, Department of Analytical Chemistry, Universitat de Barcelona , Barcelona, Spain.

2 203229 Department of Environmental Chemistry, Institute of Environmental Assessment and Water Research (IDAEA-CSIC) , Barcelona, Spain.

出版信息

Appl Spectrosc. 2018 Mar;72(3):489-500. doi: 10.1177/0003702817746947. Epub 2017 Dec 28.

Abstract

The study of pollutant effects on living organisms provides information about the possible biological and environmental response to a contaminant. Progression of prostate cancer may be related to exposure to pesticides or other chemical substances. In this work, the effect of the pesticide aldrin on human prostate cancer cells (DU145) is studied using Raman spectroscopy and chemometric techniques. Prostate cancer cell line DU145 has been exposed acutely the pesticide aldrin. Individual Raman spectra coming from control and treated cell populations have been acquired. Partial least squares discriminant analysis (PLSDA) has been used to assess differences among treated and control samples and to identify spectral biomarkers associated with pollutant stress. Some preprocessing methodologies have been tested in order to improve the capability of discrimination between fingerprints. Partial least squares discriminant analysis results suggest that the best normalization-scaling preprocessing combination is provided by Euclidean normalization (EN)-SIMPLISMA-based scaling (SBS). SIMPLISMA-based scaling has been proposed as a scaling method focused on the classification objective, which enhances variables with high relative variation among samples. The most relevant spectral variables related to aldrin effect on DU145 seem to be mainly related to lipids, proteins, and variations in nucleic acids.

摘要

研究污染物对生物体的影响提供了有关生物和环境对污染物可能产生的反应的信息。前列腺癌的发展可能与接触杀虫剂或其他化学物质有关。在这项工作中,使用拉曼光谱和化学计量技术研究了杀虫剂艾氏剂对人前列腺癌细胞(DU145)的影响。前列腺癌细胞系 DU145 已被急性暴露于杀虫剂艾氏剂中。从对照和处理的细胞群中获得了单个拉曼光谱。偏最小二乘判别分析(PLSDA)用于评估处理和对照样品之间的差异,并确定与污染物应激相关的光谱生物标志物。为了提高区分指纹的能力,已经测试了一些预处理方法。偏最小二乘判别分析结果表明,由欧几里得归一化(EN)-基于 SIMPLISMA 的归一化(SBS)提供的最佳归一化-缩放预处理组合。基于 SIMPLISMA 的缩放被提议作为一种专注于分类目标的缩放方法,它增强了具有高相对样品间变异性的变量。与 DU145 上 aldrin 影响相关的最相关光谱变量似乎主要与脂质、蛋白质和核酸的变化有关。

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