Giana Fabián Eduardo, Bonetto Fabián José, Bellotti Mariela Inés
Laboratorio de Cavitación y Biotecnología, Centro Atómico Bariloche, Río Negro, R8402AGP, Argentina.
Instituto Balseiro, Universidad Nacional de Cuyo/Comisión Nacional de Energía Atómica, Bariloche, Río Negro, R8402AGP, Argentina.
Phys Rev E. 2018 Mar;97(3-1):032410. doi: 10.1103/PhysRevE.97.032410.
In this work we present an assay to discriminate between normal and cancerous cells. The method is based on the measurement of electrical impedance spectra of in vitro cell cultures. We developed a protocol consisting on four consecutive measurement phases, each of them designed to obtain different information about the cell cultures. Through the analysis of the measured data, 26 characteristic features were obtained for both cell types. From the complete set of features, we selected the most relevant in terms of their discriminant capacity by means of conventional statistical tests. A linear discriminant analysis was then carried out on the selected features, allowing the classification of the samples in normal or cancerous with 4.5% of false positives and no false negatives.
在这项工作中,我们提出了一种区分正常细胞和癌细胞的检测方法。该方法基于对体外细胞培养物电阻抗谱的测量。我们开发了一个包含四个连续测量阶段的方案,每个阶段旨在获取关于细胞培养物的不同信息。通过对测量数据的分析,两种细胞类型均获得了26个特征。从完整的特征集中,我们通过传统统计测试选择了判别能力最相关的特征。然后对所选特征进行线性判别分析,能够将样本分为正常或癌性,假阳性率为4.5%,且无假阴性。