4.7 Article

A new method to predict genotoxic effects based on serum molecular profile

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.saa.2021.119680

关键词

Biomonitoring; Genotoxicity; CBMN; Serum; FTIR spectroscopy

资金

  1. Instituto Politecnico de Lisboa [IDI&CA/IPL/2017/GenTox/ESTeSL, 2018/RenalProg/ISEL, 2020/NephroMD]

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This study demonstrated that Fourier Transform Infrared spectroscopic analysis of serum can rapidly and simply predict genotoxic effects of cytostatic drugs. Analysis of serum spectra from exposed and non-exposed individuals effectively distinguished between the two groups, and the support vector machine model showed high prediction accuracy.
It is critical to develop new methods to assess genotoxic effects in human biomonitoring since the conventional methods are usually laborious, time-consuming, and expensive. It is aimed to evaluate if the analysis of a drop of serum by Fourier Transform Infrared spectroscopy, allow to assess genotoxic effects in occupational exposure to cytostatic drugs in hospital professionals, as obtained by the lymphocyte cytokinesis-block micronucleus assay. It was considered peripheral blood from hospital professionals exposed to cytostatic drugs (n = 22) and from a non-exposed group (n = 36). It was observed that workers occupationally exposed presented a higher number of micronuclei (p < 0.05) in lymphocytes, in relation to the non-exposed group. The serum Fourier Transform Infrared spectra from exposed workers presented diverse different peaks (p < 0.01) in relation to the non-exposed group. The hierarchical cluster analysis of serum spectra separated serum samples of the exposed group from the non-exposed group with 61% sensitivity and 88% specificity. A support vector machine model of serum spectra enables to predict exposure with high accuracy (0.91), precision (0.89), sensitivity (0.86), F1 score (0.87) and AUC (0.96). Therefore, Fourier Transform Infrared spectroscopic analysis of a drop of serum enabled to predict in a rapid and simple mode the genotoxic effects of cytostatic drugs. The method presents therefore potential for high-dimension screening of exposure of genotoxic substances, due to its simplicity and rapid setup mode. (c) 2021 Elsevier B.V. All rights reserved.

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