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Jiang C, Zhao P, Li W, Tang Y, Liu G. In silico prediction of chemical neurotoxicity using machine learning. Toxicol Res (Camb) 2020; 9:164-172. [PMID: 32670548 DOI: 10.1093/toxres/tfaa016] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 03/01/2020] [Accepted: 03/18/2020] [Indexed: 12/29/2022] Open
Abstract
Neurotoxicity is one of the main causes of drug withdrawal, and the biological experimental methods of detecting neurotoxic toxicity are time-consuming and laborious. In addition, the existing computational prediction models of neurotoxicity still have some shortcomings. In response to these shortcomings, we collected a large number of data set of neurotoxicity and used PyBioMed molecular descriptors and eight machine learning algorithms to construct regression prediction models of chemical neurotoxicity. Through the cross-validation and test set validation of the models, it was found that the extra-trees regressor model had the best predictive effect on neurotoxicity ([Formula: see text] = 0.784). In addition, we get the applicability domain of the models by calculating the standard deviation distance and the lever distance of the training set. We also found that some molecular descriptors are closely related to neurotoxicity by calculating the contribution of the molecular descriptors to the models. Considering the accuracy of the regression models, we recommend using the extra-trees regressor model to predict the chemical autonomic neurotoxicity.
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Affiliation(s)
- Changsheng Jiang
- Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Rd, Xuhui District, Shanghai 200237, China
| | - Piaopiao Zhao
- Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Rd, Xuhui District, Shanghai 200237, China
| | - Weihua Li
- Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Rd, Xuhui District, Shanghai 200237, China
| | - Yun Tang
- Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Rd, Xuhui District, Shanghai 200237, China
| | - Guixia Liu
- Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Rd, Xuhui District, Shanghai 200237, China
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Abstract
Toxic peripheral neuropathies are an important form of acquired polyneuropathy produced by a variety of xenobiotics and different exposure scenarios. Delineating the mechanisms of neurotoxicants and determining the degenerative biological pathways triggered by peripheral neurotoxicants will facilitate the development of sensitive and specific biochemical-based methods for identifying neurotoxicants, designing therapeutic interventions, and developing structure-activity relationships for predicting potential neurotoxicants. This review presents an overview of the general concepts of toxic peripheral neuropathies with the goal of providing insight into why certain agents target the peripheral nervous system and produce their associated lesions. Experimental data and the main hypotheses for the mechanisms of selected agents that produce neuronopathies, axonopathies, or myelinopathies including covalent or noncovalent modifications, compromised energy or protein biosynthesis, and oxidative injury and disruption of ionic gradients across membranes are presented. The relevance of signaling between the main components of peripheral nerve, that is, glia, neuronal perikaryon, and axon, as a target for neurotoxicants and the contribution of active programmed degenerative pathways to the lesions observed in toxic peripheral neuropathies is also discussed.
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Oliveira AR, Campos Neto AA, de Andrade MJO, de Medeiros PCB, Dos Santos NA. Organic solvent exposure and contrast sensitivity: comparing men and women. Braz J Med Biol Res 2018; 51:e6568. [PMID: 29340521 PMCID: PMC5769755 DOI: 10.1590/1414-431x20176568] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 09/19/2017] [Indexed: 01/09/2023] Open
Abstract
The goal of this study was to compare the visual contrast sensitivity (CS) of men and women exposed and not exposed to organic solvents. Forty-six volunteers of both genders aged between 18 and 41 years (mean±SD=27.72±6.28) participated. Gas station attendants were exposed to gas containing 46.30 ppm of solvents at a temperature of 304±274.39 K, humidity of 62.25±7.59% and ventilation of 0.69±0.46 m/s (a passive gas chromatography-based sampling method was used considering the microclimate variables). Visual CS was measured via the psychophysical method of two-alternative forced choice using vertical sinusoidal gratings with spatial frequencies of 0.2, 0.5, 1.0, 2.0, 5.0, 10.0, and 16.0 cpd (cycles per degree) and an average luminance of 34.4 cd/m2. The results showed that visual CS was significantly lower (P<0.05) in the following groups: i) exposed men compared to unexposed men at frequencies of 0.2, 0.5, 1.0, and 2.0 cpd; ii) exposed women compared to unexposed women at a frequency of 5.0 cpd; and iii) exposed women compared to exposed men at a frequency of 0.5 cpd, even at exposures below the tolerance limit (300 ppm). These results suggest that the visual CS of exposed men was impaired over a wider range of spatial frequencies than that of exposed women. This difference may have been due to the higher body fat content of women compared to that of men, suggesting that body fat in women can serve as a protective factor against neurotoxic effects.
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Affiliation(s)
- A R Oliveira
- Departamento de Psicologia, Universidade Federal de Campina Grande, Campina Grande, PB, Brasil
| | - A A Campos Neto
- Departamento de Eletroeletrônica, Instituto Federal do Mato Grosso, Cuiabá, MT, Brasil
| | - M J O de Andrade
- Departamento de Psicologia, Universidade Federal da Paraíba, João Pessoa, PB, Brasil
| | - P C B de Medeiros
- Departamento de Psicologia, Universidade Federal do Piauí, Parnaíba, PI, Brasil
| | - N A Dos Santos
- Departamento de Psicologia, Universidade Federal da Paraíba, João Pessoa, PB, Brasil
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Wang S, Irving G, Jiang L, Wang H, Li M, Wang X, Han W, Xu Y, Yang Y, Zeng T, Song F, Zhao X, Xie K. Oxidative Stress Mediated Hippocampal Neuron Apoptosis Participated in Carbon Disulfide-Induced Rats Cognitive Dysfunction. Neurochem Res 2016; 42:583-594. [PMID: 27900598 DOI: 10.1007/s11064-016-2113-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2016] [Revised: 09/06/2016] [Accepted: 11/15/2016] [Indexed: 10/20/2022]
Abstract
Occupational exposure to carbon disulfide (CS2) exhibits central nervous systems toxicity. But the mechanism is unclear. The present study was designed to investigate the relationship between the CNS damage and cognitive dysfunction caused by CS2, and eventually reveal the possible oxidative-related mechanism of hippocampus pathological changes in CS2 exposed rats. Male Wistar rats were administrated with CS2 at dosage of 200, 400 and 600 mg/kg for consecutive 20 days, respectively. Cognitive performances were evaluated by Morris water maze tests. Thionin and immunohistochemical analysis were used to investigate the hippocampal neuron damage, and the expression of apoptosis related proteins (cleaved-caspase 3, Bax and Bcl-2) were detected to explore the possible mechanisms of neuronal loss. Oxidative stress parameters were checked by commercial assay kits. Rats exposed to CS2 displayed cognitive dysfunction manifested as decreased spatial learning ability and memory lesion. Pathological changes and significant neuron loss were observed in hippocampus, especially in CA1 and CA3 sub-regions. Mitochondria-dependent apoptosis pathway was implicated in the CS2-induced neuronal loss which was demonstrated by the up-regulation of cleaved-caspase 3 and Bax accompanied with down-regulation of Bcl-2. Furthermore, extensive oxidative stress induced by CS2 was also revealed by the measurement of ROS, RNS, MDA, GSH&GSSG and antioxidant enzymes (CAT, T-SOD, and GSH-Px). Our study suggested that oxidative stress mediated hippocampal neuron apoptosis might play an important role in CS2 induced CNS damage and cognitive dysfunction.
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Affiliation(s)
- Shuo Wang
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Gleniece Irving
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Lulu Jiang
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Hui Wang
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Ming Li
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Xujing Wang
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Wenting Han
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Yongpeng Xu
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Yilin Yang
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Tao Zeng
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Fuyong Song
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Xiulan Zhao
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China
| | - Keqin Xie
- Institute of Toxicology, School of Public Health, Shandong University, Jinan, Shandong, 250012, China.
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Magroun I, Ladhari N, Ben Charada N, Ben Amor A, Chahed M, Gharbi R. Psychosyndrome organique chez des salariés exposés aux solvants organiques. ARCH MAL PROF ENVIRO 2015. [DOI: 10.1016/j.admp.2014.10.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Aminian O, Hashemi S, Sadeghniiat-Haghighi K, Shariatzadeh A, Naseri Esfahani AH. Psychomotor effects of mixed organic solvents on rubber workers. THE INTERNATIONAL JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL MEDICINE 2014; 5:78-83. [PMID: 24747998 PMCID: PMC7767612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/15/2013] [Accepted: 02/24/2014] [Indexed: 11/17/2022]
Abstract
BACKGROUND Exposure to organic solvents is common among workers. OBJECTIVE To assess neurobehavioral effects of long-term exposure to organic solvents among rubber workers in Tehran, Iran. METHODS Across-sectional study was conducted on 223 employees of a rubber industry. The participants completed a data collection sheet on their occupational and medical history, and demographic characteristics including age, work experience, education level; they performed 6 psychiatric tests on the neurobehavioral core test battery (NCTB) that measure simple reaction time, short-term memory (digit span, Benton), eye-hand coordination (Purdue pegboard, pursuit aiming), and perceptual speed (digit symbol). RESULTS Workers exposed and not exposed to organic solvents had similar age and education distribution. The mean work experience of the exposed and non-exposed workers was 5.9 and 4.4 years, respectively. The exposed workers had a lower performance compared to non-exposed workers in all psychomotor tests. After controlling for the confounders by logistic regression analysis, it was found that exposure to organic solvents had a significant effect on the results of digit symbols, digit span, Benton, aiming, and simple reaction time tests. No significant effect was observed in pegboard test. CONCLUSION Occupational exposure to organic solvent can induce subtle neurobehavioral changes among workers exposed to organic solvents; therefore, periodical evaluation of the central nervous system by objective psychomotor tests is recommended among those who are chronically exposed to organic solvents.
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Affiliation(s)
- O Aminian
- 1Department of Occupational Medicine, Faculty of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - S Hashemi
- 2Center for Research on Occupational Diseases, Tehran University of Medical Sciences, Tehran, Iran
| | - K Sadeghniiat-Haghighi
- 3Occupational Sleep Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - A Shariatzadeh
- 4Ziaeeyan Training Hospital, Tehran University of Medical Sciences,Tehran, Iran
| | - AH Naseri Esfahani
- 5Department of Occupational Medicine, School of Medicine, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
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