ArticleHeliyon2024
A QSPR analysis and curvilinear regression models for various degree-based topological indices: Quinolone antibiotics.
Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed.
- Machine learning-based quantitative structure-activity relationship model for antibiotic prediction and discovery.PLOS digital health · 2026Article
- Derivation of closed-form analytical irregularity topological indices for ideal rock-salt lattices.Scientific reports · 2026Article
- On topological co-index polynomials for predictive modeling of the physicochemical properties of antiviral drugs.Scientific reports · 2026Article
- QSPR analysis of the drugs used to treat renal failure and its complications using degree and modified reverse degree indices.Scientific reports · 2026Article
- Predictive modeling for physicochemical properties of β-lactam antibiotics through eigenvalue based topological indices and non linear regression techniques.Scientific reports · 2026Article
- Eccentricity-based topological indices of QSPR modelling using anti-cancer drugs.Frontiers in chemistry · 2026Article
- Predictive topological modeling of the structure-property relationships in naturally occurring anti-cancer chalcones.Scientific reports · 2025Article
- Predictive modeling of asthma drug properties using machine learning and topological indices in a MATLAB based QSPR study.Scientific reports · 2025Article
- Quantitative structure property relationship and multiattribute decision analysis of antianginal drugs using topological indices.Scientific reports · 2025Article
- Linear model based on neighborhood ABS index for graph energy in benzenoid hydrocarbons and maximum index cactus graphs.Scientific reports · 2025Article
- Computational insights and study of drugs for dry eye disease through QSPR and MCDM approaches using topological indices.Scientific reports · 2025Article
- Topological information entropy and spectral energy analysis in aminal-linked covalent organic frameworks.Scientific reports · 2025Article
- Chemical applicability and predictive potential of certain graphical indices for determining structure-property relationships in polycrystalline acid magenta (CScientific reports · 2025Article
- On QSPR analysis of pulmonary cancer drugs using python-driven topological modeling.Scientific reports · 2025Article
- Article
- Quantitative structure-property relationship modeling and ranking of necrotizing fasciitis drugs via degree-based topological indices.Frontiers in chemistry · 2025Article
- On analysis of phthalocyanine network through statistical method.Scientific reports · 2024Article
- On analysis of silicon dioxide based on topological indices and entropy measure via regression model.Scientific reports · 2024Article
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3 authors.
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Abstract
Topological indices play an essential role in defining a chemical compound numerically and are widely used in QSPR/QSAR analysis. Using this analysis, physicochemical properties of the compounds and the topological indices are studied. Quinolones are synthetic antibiotics employed for treating the diseases caused by bacteria. Across the years, Quinolones have shifted its position from minor drug to a very significant drug to treat the infections caused by bacteria and in the urinary tract. A study is carried out on various Quinolone antibiotic drugs by computing topological indices through QSPR analysis. Curvilinear regression models such as linear, quadratic and cubic regression models are determined for all topological indices. These regression models are depicted graphically by extending for fourth degree and fifth degree models for significant topological indices with its corresponding physical property showing the variation between each model. Various studies have been carried out using linear regression models while this work is extended for curvilinear regression models using a novel concept of finding minimal
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