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通过使用拓扑指数的定量构效关系(QSPR)和多准则决策(MCDM)方法对干眼症药物进行计算洞察与研究。

Computational insights and study of drugs for dry eye disease through QSPR and MCDM approaches using topological indices.

作者信息

M C Shanmukha, B Kirana, A Usha, K C Shilpa

机构信息

Department of Mathematics, PES Institute of Technology and Management, Shivamogga, 577204, India.

Department of Mathematics, KVG College of Engineering, Sullia, 574327, India.

出版信息

Sci Rep. 2025 Jul 1;15(1):22245. doi: 10.1038/s41598-025-04174-2.

DOI:10.1038/s41598-025-04174-2
PMID:40595964
Abstract

Sjögren's syndrome is a cause of dry eye disease (DED) which leads to discomfort due to the lack of tear in the eye. This study aims at computing various topological indices for the molecular graphs of dry eye disease drugs. Multiple linear regression is applied to validate the relation between seven physicochemical properties and 11 topological indices. QSPR analysis is carried out for topological indices having correlation greater than 0.82 with properties polar surface area, polarizability, boiling point, enthalpy, molar refraction, molar volume, molecular weight and complexity. Furthermore, the multiple-criteria-decision-making (MCDM) techniques TOPSIS, and VIKOR are used to rank the drugs. For the considered properties of drugs under the study, polarizability has shown significant results with high correlation and least RMSE (r = 0.996 & RMSE = 1.419). The analysis revealed that Tacrolimus and Cyclosporine being ranked number 1 and number 22 respectively as identified by TOPSIS and VIKOR.

摘要

干燥综合征是干眼症(DED)的一个病因,由于眼部缺乏泪液而导致不适。本研究旨在计算干眼症药物分子图的各种拓扑指数。应用多元线性回归来验证七种物理化学性质与11种拓扑指数之间的关系。对与极性表面积、极化率、沸点、焓、摩尔折射、摩尔体积、分子量和复杂度等性质相关性大于0.82的拓扑指数进行定量构效关系(QSPR)分析。此外,采用多准则决策(MCDM)技术逼近理想解排序法(TOPSIS)和VIKOR对药物进行排名。对于研究中所考虑的药物性质,极化率显示出显著结果,具有高相关性和最小均方根误差(r = 0.996,RMSE = 1.419)。分析表明,他克莫司和环孢素分别被TOPSIS和VIKOR评为第1位和第22位。

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Comput Biol Med. 2025 Mar;187:109731. doi: 10.1016/j.compbiomed.2025.109731. Epub 2025 Jan 28.
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Role of topological indices in predictive modeling and ranking of drugs treating eye disorders.拓扑指数在治疗眼部疾病药物的预测建模和排名中的作用。
Sci Rep. 2025 Jan 8;15(1):1271. doi: 10.1038/s41598-024-81482-z.
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Topological indices based VIKOR assisted multi-criteria decision technique for lung disorders.
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Front Chem. 2024 Sep 24;12:1407911. doi: 10.3389/fchem.2024.1407911. eCollection 2024.
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A QSPR analysis and curvilinear regression models for various degree-based topological indices: Quinolone antibiotics.基于不同度的拓扑指数的定量构效关系(QSPR)分析及曲线回归模型:喹诺酮类抗生素
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