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Detection of structural disorders in colorectal cancer DNA with Fourier-transform infrared spectroscopy

机译:用傅里叶变换红外光谱检测结肠直肠癌DNA结构障碍

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The application of Fourier-transform infrared (FTIR) spectroscopy for the detection of structural disorders in colorectal cancer deoxyribonucleic acid (DNA) has been investigated. The DNA was isolated from cancer and its adjacent histological normal tissue of 43 colorectal cancer patients. Minor structural disorders in cancer DNA were detected by differences in the spectral regions assigned to nucleotide bases and phosphodiester-deoxyribose backbone. Spectral differences between grade 1, 2 and 3 cancers were also observed. Furthermore, the normal DNA spectra from patients above 50 years were observed to exhibit cancer like phenotype. The spectral data were further evaluated using linear discriminant analysis with different leave-n-out cross-validation schemes (up to n = 15) after reducing the number of spectral variables down to nine for classification using a heuristic optimisation procedure. Diagnostic accuracies between 70 and 86% were achieved using different validation strategies, the lowest achieved by using a variable selection scheme independent from the validation test data. For practical work and due to the small sample population studied also prior wavelength selection schemes based on cross-validation using the whole data set were tested leading to more optimistic accuracies. Our findings suggest that mid-infrared spectroscopy can be applied for clinical studies elucidating DNA structure relevance.
机译:研究了傅里叶变换红外(FTIR)光谱检测结直肠癌脱氧核糖核酸(DNA)中的结构紊乱。从癌症和43种结肠直肠癌患者的邻近组织学正常组织中分离DNA。通过分配给核苷酸碱基和磷酸二氧氧化物骨架的光谱区域的差异来检测癌症DNA中的次要结构障碍。还观察到1,2和3级和3级癌症之间的光谱差异。此外,观察到50岁以上患者的正常DNA光谱表现出癌症等表型。在使用启发式优化过程将频谱变量的数量降低到分类的频谱变量的数量之后,使用线性判别分析进一步评估光谱数据。使用不同的验证策略实现了70和86%之间的诊断准确性,通过使用独立于验证测试数据的可变选择方案来实现的最低。对于实际工作,并且由于使用整个数据集的基于交叉验证的基于交叉验证的现有波长选择方案,测试了更加乐观的精度。我们的研究结果表明中红外光谱可用于阐明DNA结构相关性的临床研究。

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