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表面增强拉曼散射(SERS)结合主成分分析(PCA)和偏最小二乘判别分析(PLS-DA)用于评估1-异戊基-3-戊基-1-咪唑-3-溴化铵对……的抗菌活性

Surface-Enhanced Raman Scattering (SERS) in Combination with PCA and PLS-DA for the Evaluation of Antibacterial Activity of 1-Isopentyl-3-pentyl-1-imidazole-3-ium Bromide against .

作者信息

Tahir Fatima, Kamran Ali, Majeed Muhammad Irfan, Alghamdi Abeer Ahmed, Javed Muhammad Rizwan, Nawaz Haq, Iqbal Muhammad Adnan, Tahir Muhammad, Tariq Anam, Rashid Nosheen, Shahid Urwa, Hassan Ahmad, Shoukat Umar Sohail

机构信息

Department of Chemistry, University of Agriculture Faisalabad, Faisalabad 38000, Pakistan.

Department of Physics, College of Science, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.

出版信息

ACS Omega. 2024 Jan 30;9(6):6861-6872. doi: 10.1021/acsomega.3c08196. eCollection 2024 Feb 13.

Abstract

In the current study, surface-enhanced Raman scattering (SERS) was performed to evaluate the antibacterial activity of lab-synthesized drug (1-isopentyl-3-pentyl-1-imidazole-3-ium bromide salt) and commercial drug tinidazole against. The changes in SERS spectral features were studied for unexposed bacillus and exposed one with various dosages of drug synthesized in the lab (1-isopentyl-3-pentyl-1-imidazole-3-ium bromide salt), and SERS bands were assigned associated with the drug-induced biochemical alterations in bacteria. Multivariate data analysis tools including principal component analysis (PCA) and partial least-squares discriminant analysis (PLS-DA) have been utilized to analyze the antibacterial activity of the imidazole derivative (lab drug). PCA was employed in differentiating all the SERS spectral data sets associated with the various doses of the lab-synthesized drug. There is clear discrimination among the spectral data sets of a bacterial strain treated with different concentrations of the drug, which are analyzed by PLS-DA with 86% area under the curve in receiver operating curve (ROC), 99% sensitivity, 100% accuracy, and 98% specificity. Various dominant spectral features are observed with a gradual increase in the different concentrations of the applied drug including 715, 850, 1002, 1132, 1237, 1396, 1416, and 1453 cm, which indicate the possible biochemical changes caused in bacteria during the antibacterial activity of the lab-synthesized drug. Overall, the findings show that imidazole and imidazolium compounds generated from tinidazole with various alkyl lengths in the amide substitution can be effective antibacterial agents with low cytotoxicity in humans, and these results indicate the efficiency of SERS in pharmaceuticals and biomedical applications.

摘要

在当前研究中,进行了表面增强拉曼散射(SERS)以评估实验室合成药物(1-异戊基-3-戊基-1-咪唑-3-鎓溴盐)和市售药物替硝唑的抗菌活性。研究了未接触药物的芽孢杆菌以及接触不同剂量实验室合成药物(1-异戊基-3-戊基-1-咪唑-3-鎓溴盐)的芽孢杆菌的SERS光谱特征变化,并确定了与药物诱导的细菌生化改变相关的SERS谱带。已使用包括主成分分析(PCA)和偏最小二乘判别分析(PLS-DA)在内的多变量数据分析工具来分析咪唑衍生物(实验室药物)的抗菌活性。PCA用于区分与不同剂量的实验室合成药物相关的所有SERS光谱数据集。在用不同浓度药物处理的细菌菌株的光谱数据集之间存在明显的区分,通过PLS-DA分析,其在接受者操作特征曲线(ROC)中的曲线下面积为86%,灵敏度为99%,准确度为100%,特异性为98%。随着所施加药物不同浓度的逐渐增加,观察到各种主要光谱特征,包括715、850、1002、1132、1237、1396、1416和1453 cm,这表明在实验室合成药物的抗菌活性过程中细菌可能发生的生化变化。总体而言,研究结果表明,替硝唑在酰胺取代中具有不同烷基长度生成的咪唑和咪唑鎓化合物可以是对人类细胞毒性低的有效抗菌剂,这些结果表明SERS在药物和生物医学应用中的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e40d/10870359/a15714d013e5/ao3c08196_0001.jpg

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