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Topological and statistical regression study of chemical structures using graph-theoretic descriptors: applications to cancer therapeutics 使用图论描述符的化学结构的拓扑和统计回归研究:在癌症治疗中的应用
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-08 DOI: 10.1007/s11696-025-04404-x
Wakeel Ahmed, Ghulam Fatima, Shahid Zaman, Asad Ullah, Emad E. Mahmoud, Tamseela Ashraf

This study integrates computational chemistry and machine learning to explore the relationship between topological indices and physicochemical properties of compounds. Artificial neural networks (ANNs) and random forest (RF) models were developed, with ANN consistently achieving superior predictive performance. ANN attained significantly lower errors than RF for enthalpy of vaporization, with similar trends across properties such as density, boiling point, and surface tension. The analysis revealed that topological indices played a key role in predicting physicochemical properties such as molar refractivity and polar surface area. These findings underscore the robustness of ANN in capturing complex nonlinear structural property relationships and highlight its potential as a scalable computational framework for molecular design and drug discovery.

本研究将计算化学与机器学习相结合,探索拓扑指数与化合物理化性质之间的关系。开发了人工神经网络(ANN)和随机森林(RF)模型,其中ANN始终具有优越的预测性能。在蒸发焓方面,人工神经网络的误差明显低于射频,在密度、沸点和表面张力等特性方面也有类似的趋势。分析表明,拓扑指数在预测材料的理化性质(如摩尔折射率和极性表面积)方面起着关键作用。这些发现强调了人工神经网络在捕获复杂非线性结构性质关系方面的鲁棒性,并突出了其作为分子设计和药物发现的可扩展计算框架的潜力。
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引用次数: 0
Synthesis of sustainable environmental nanomaterial to remove ciprofloxacin from aqueous solution by adsorption technique with statistical modeling 基于统计模型的吸附技术合成可持续环境纳米材料去除水溶液中的环丙沙星
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-07 DOI: 10.1007/s11696-025-04391-z
Inas S. Aldabagh, Khalid Khazzal Hummadi

An increasing number of contaminants, including micro-pollutants like pharmaceuticals, are showing up in water sources and might affect aquatic life. We need a reliable way to eliminate micro-pollutants so that people may live safely, as wastewater management is inadequate. Walnut shells manufactured using nanoparticles of zinc oxide (WaSh@ZnO) were used in the research into the adsorption and elimination of ciprofloxacin (CIP) from water. The WaSh@ZnO was created and defined utilizing energy-dispersive X-ray analysis, scanning electron microscopy, Fourier transform infrared spectroscopy, Brunauer–Emmett–Teller, and energy-dispersive X-ray (EDX). The produced WaSh@ZnO exhibited mesoporous properties, including a surface area of 29.24 m2/g, a pore volume of 0.0821 cm3/g, and a pore width of 11.243 nm. The Box–Behnken statistical design was used to study the batch adsorption parameters, which may be changed, including pH (4–10), temperature (25–35 °C), duration (10–110 min), adsorbent dosage (0.1 mg/L), and CIP concentration (10–100 mg/L). The evolutionary algorithm was used to assess the maximum removal at 52.2 mg/L, 7.4 pH, 95 min, and 26.3 °C. Multiple isotherms and kinetic models were used to analyze the adsorption data, and the sum of normalized errors methodology was used to estimate the best values. Researchers determined that 319,703 mg/g was the highest adsorption capacity for CIP. According to the kinetics, the data were well-fit by the pseudo-second-order model. The CIP adsorption was shown to be exothermic (ΔH°) and spontaneous (ΔG°), according to the thermodynamic research.

越来越多的污染物,包括药物等微污染物,正在出现在水源中,并可能影响水生生物。由于废水管理不足,我们需要一种可靠的方法来消除微污染物,使人们能够安全生活。以纳米氧化锌(WaSh@ZnO)制备的核桃壳为材料,对水中环丙沙星(CIP)的吸附和去除进行了研究。WaSh@ZnO是利用能量色散x射线分析、扫描电子显微镜、傅里叶变换红外光谱、布鲁诺尔-埃米特-泰勒和能量色散x射线(EDX)创建和定义的。制备的WaSh@ZnO具有介孔性能,比表面积为29.24 m2/g,孔体积为0.0821 cm3/g,孔径为11.243 nm。采用Box-Behnken统计设计研究了可改变的批吸附参数,包括pH(4-10)、温度(25-35℃)、持续时间(10-110 min)、吸附剂用量(0.1 mg/L)和CIP浓度(10-100 mg/L)。采用进化算法评估在52.2 mg/L、7.4 pH、95 min、26.3°C条件下的最大去除率。采用多种等温线和动力学模型对吸附数据进行分析,并采用归一化误差和方法估计最佳值。研究人员确定319,703 mg/g是CIP的最高吸附量。从动力学角度看,拟二阶模型拟合结果较好。热力学研究表明,CIP吸附为放热吸附(ΔH°)和自发吸附(ΔG°)。
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引用次数: 0
SE-MCTS: a similarity-based multi-step retrosynthesis route planning model SE-MCTS:一种基于相似性的多步反合成路线规划模型
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-07 DOI: 10.1007/s11696-025-04388-8
Cancan Ji, Xiangsheng Huang, Jia Ao, Wei Dai

In the field of computer-aided synthesis planning, retrosynthetic pathway planning stands as a core issue. It aims to leverage data-driven strategies to explore synthetic routes that are both efficient and feasible for the target molecule. Current retrosynthesis methods rely on two core components: (a) an effective search methods, such as Monte Carol tree search, heuristic A* search, depth-first search, or breadth-first search; and (b) a useful evaluation methods. However, the existing evaluation methods cannot accurately depict the synthetic cost of molecules. In our study, we introduce a novel strategy for the evaluation of intermediate molecules in multi-step synthesis, namely similarity estimate. This strategy gauges the synthesis complexity of molecules by estimating their prevalence. Experimental results on classical datasets substantiate that our approach can effectively reduce the complexity of path search and augment the interpretability of multi-step retrosynthesis algorithms.

Graphical abstract

在计算机辅助综合规划领域,反合成路径规划是一个核心问题。它旨在利用数据驱动的策略来探索对目标分子既有效又可行的合成路线。目前的逆合成方法依赖于两个核心组成部分:(a)有效的搜索方法,如Monte Carol树搜索、启发式a *搜索、深度优先搜索或广度优先搜索;(二)有用的评价方法。然而,现有的评价方法并不能准确地描述分子的合成成本。在我们的研究中,我们引入了一种新的评价多步合成中间分子的策略,即相似性估计。这种策略通过估计分子的普遍性来衡量分子合成的复杂性。在经典数据集上的实验结果表明,该方法可以有效地降低路径搜索的复杂度,增强多步反合成算法的可解释性。图形抽象
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引用次数: 0
An evaluation of thalidomide as an effective corrosion inhibitor for mild steel in hydrochloric acid solution: combined experimental and computational studies 沙利度胺在盐酸溶液中作为低碳钢有效缓蚀剂的评价:实验与计算相结合的研究
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-06 DOI: 10.1007/s11696-025-04400-1
Ashish Rathore, Shikha Sharma, Shobhana Sharma, Abhinay Thakur, Ankit Sharma, Sushil Kumar Sharma

This study investigates the corrosion inhibition performance of thalidomide on mild steel in 1.0 M HCl solution using gravimetric, electrochemical (PDP and EIS), surface characterization SEM–EDX, AFM, XPS, and quantum chemical (DFT) methods. Thalidomide exhibited maximum inhibition efficiency of 98.71 ± 0.02% at 1600 ppm, with potentiodynamic polarization indicating mixed-type inhibition dominated by anodic behavior. EIS analysis revealed a significant increase in charge transfer resistance, suggesting the formation of a stable protective layer. Thermodynamic studies confirmed spontaneous adsorption following the Langmuir isotherm, whereas surface morphology using XPS, AFM, and SEM–EDX verified the development of a corrosion-inhibiting layer. Density functional theory (DFT) calculations further validated the experimental observations, indicating a strong interaction between thalidomide molecules and the steel surface. These findings establish thalidomide as a highly effective corrosion inhibitor for mild steel in acidic environments.

Graphical abstract

本文采用重量、电化学(PDP和EIS)、SEM-EDX、AFM、XPS和量子化学(DFT)等方法研究了沙利度胺在1.0 M HCl溶液中对低碳钢的缓蚀性能。在1600 ppm时,沙利度胺的缓蚀效率最高,为98.71±0.02%,动电位极化表明以阳极行为为主的混合型缓蚀。EIS分析显示电荷传递电阻显著增加,表明形成了稳定的保护层。热力学研究证实了Langmuir等温线下的自发吸附,而利用XPS、AFM和SEM-EDX进行的表面形貌研究证实了缓蚀层的形成。密度泛函理论(DFT)计算进一步验证了实验观察结果,表明沙利度胺分子与钢表面之间存在很强的相互作用。这些发现证实了沙利度胺是酸性环境下低碳钢的高效缓蚀剂。图形抽象
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引用次数: 0
Advancements in water decontamination technologies: a special emphasis on adsorption techniques 水净化技术的进展:特别强调吸附技术
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-06 DOI: 10.1007/s11696-025-04412-x
Chijioke Ndukwe Uyo, Enos Ihediohanma Emereibeole, Christopher Chibuzor Ejiogu, Jonathan Chiemezie Anyanwu, Christopher Ogbuagu Echereobia, Michael Igara Nmecha

Water contamination remains a significant global concern, exacerbated by industrialization, agriculture, and population growth. Among various treatment strategies, adsorption has emerged as the most practical and sustainable method due to its simplicity, scalability, and versatility. Recent advances include nanostructured adsorbents, hybrid composites, and bio-derived materials, achieving 80–99% removal of dyes, heavy metals, and pharmaceuticals. Significant regional progress has also been reported in Africa, particularly Nigeria, where low-cost precursors such as coconut shells, rice husks, and cassava peels demonstrated removal efficiencies of 78–98% for Pb2⁺, Cd2⁺, and Cr6⁺. Mechanistic insights into physisorption and chemisorption, supported by kinetic and isotherm models, have further improved adsorption process optimization. Despite these achievements, major challenges remain, including limited regenerability, reduced selectivity in multi-contaminant systems, fouling and leaching risks, variability of bio-derived feedstocks, and energy or cost constraints during large-scale application. The review concludes by recommending intensified research into multifunctional, regenerable, and environmentally benign adsorbents, supported by mechanistic modelling and real-world validation to enable sustainable water treatment solutions globally.

水污染仍然是一个重要的全球性问题,工业化、农业和人口增长加剧了这一问题。在各种处理策略中,吸附因其简单、可扩展性和通用性而成为最实用和可持续的方法。最近的进展包括纳米结构吸附剂、杂化复合材料和生物衍生材料,实现了80-99%的染料、重金属和药物的去除。据报道,非洲地区也取得了重大进展,特别是尼日利亚,在那里,低成本的前体,如椰子壳、稻壳和木薯皮,显示出Pb2 +、Cd2 +和Cr6 +的去除效率为78-98%。在动力学和等温线模型的支持下,物理吸附和化学吸附的机理见解进一步改善了吸附过程的优化。尽管取得了这些成就,但主要的挑战仍然存在,包括有限的可再生性、多污染物系统中的选择性降低、污染和浸出风险、生物衍生原料的可变性以及大规模应用时的能源或成本限制。该综述最后建议加强对多功能、可再生和无害环境的吸附剂的研究,并通过机理建模和实际验证来支持,以实现全球可持续的水处理解决方案。
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引用次数: 0
Exploring Tamarindus indica seed's extract with Mg-doped nanoparticles for its effectiveness in fluoride detoxification and microbial control: optimization, characterization and antibacterial activity 研究含镁纳米颗粒柽柳籽提取物对氟解毒和微生物控制的有效性:优化、表征和抗菌活性
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-06 DOI: 10.1007/s11696-025-04283-2
D. V. Surya Prakash, Thanusha Punugoti, Boggala Reddemma, Pichika Satya Kedarnath, Tamirat Lamaro Bate, Shimeles Nigussie Abate, Meena Vangalapati

Groundwater fluoride contamination is a serious global issue that impacts many areas, particularly in developing countries. While excessive quantities of fluoride in drinking water can have major negative health effects, lower dosages are beneficial for teeth. This study examines the adsorption of fluoride ions from water by tamarind seeds derived from household trash that have been doped with magnesium metal in the form of TAM SE-Mg NPs.The findings demonstrated that we investigated several elements that influenced the manner in which adsorption took place when employing tamarind seeds to extract fluoride from water. The defluoridation capability increases with temperature. Since the kinetic data consistently fit the Freundlich adsorption isotherm and pseudo second order kinetics, these models can be trusted to predict the behavior of the reaction and adsorption processes. The Tamarind-Mg extract was thoroughly characterized using SEM-EDX, TGA, DTA, and FTIR analysis, ensuring an acceptable identification and investigation of its characteristics. A well-diffusion method was used to test the antibacterial effectiveness of TAM SE-Mg NPs extract.The extract was evaluated against Bacillus megaterium and Streptococcus. At a dose of 5g/mL, TAM SE-Mg NPs extract showed zones of inhibition (ZOIs) of 1.05 ± 0.064 cm against B. megaterium and 1.19 ± 0.027 cm against Streptococcus. Ampicillin was used as a positive control in our experiment, yielding a ZOI of 2.01 ± 0.038 cm. The results of the variance analysis showed that the Response Surface Methodology (RSM) was successful in eliminating sodium fluoride and that the model suited the data well. Studies show that tamarind seed extract (TAM SE-Mg NPs) is more successful in stopping bacterial development. Overall, Tamarindus indica Seed’s extract with Mg doped nanoparticles successfully applied for fluoride detoxification and hindered microbial activities

地下水氟化物污染是一个严重的全球性问题,影响到许多地区,特别是发展中国家。虽然饮用水中过量的氟化物会对健康产生重大负面影响,但低剂量对牙齿有益。本研究考察了从家庭垃圾中提取的罗望子籽对水中氟离子的吸附,这些罗望子籽中掺杂了以TAM SE-Mg NPs形式存在的金属镁。研究结果表明,我们研究了几个影响吸附方式的因素,当使用罗望子籽从水中提取氟化物时。除氟能力随温度升高而提高。由于动力学数据符合Freundlich吸附等温线和准二级动力学,因此这些模型可以可靠地预测反应和吸附过程的行为。通过SEM-EDX, TGA, DTA和FTIR分析对罗望子- mg提取物进行了全面的表征,确保了对其特征的可接受的鉴定和研究。采用孔扩散法测定TAM SE-Mg NPs提取物的抑菌效果。提取液对巨芽孢杆菌和链球菌进行了抑菌试验。在5g/mL剂量下,TAM SE-Mg NPs提取物对巨型芽孢杆菌的抑制区(ZOIs)为1.05±0.064 cm,对链球菌的抑制区为1.19±0.027 cm。实验以氨苄西林为阳性对照,其ZOI为2.01±0.038 cm。方差分析结果表明,响应面法(RSM)能很好地消除氟化钠,模型与数据拟合良好。研究表明,罗望子提取物(TAM SE-Mg NPs)在阻止细菌生长方面更成功。综上所述,纳米颗粒掺杂的柽柳籽提取物成功地应用于氟解毒和抑制微生物活性
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引用次数: 0
Blue–red emissive π-conjugated push–pull derivatives: investigation of photophysical including AIE activity, electrochemical and theoretical properties 蓝红发射π共轭推挽衍生物:光物理性质包括AIE活性、电化学和理论性质的研究
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-04 DOI: 10.1007/s11696-025-04407-8
Sandeep E. Jadhav, Pooja S. Singh, Balaji R. Madje, Sajeev Chacko, Rajesh M. Kamble

π-extended push–pull derivatives are synthesized in three steps and characterized using various spectroscopic techniques. The study investigated includes photophysical, aggregation-induced emission (AIE), electrochemical and theoretical properties concerning slight changes in the structure of dyes. The push–pull framework in dyes reflected by 355–378 nm absorption is often called intramolecular charge transfer (ICT) transition. Dyes show a broad-range, i.e. blue (λemi = 431–462 nm) to red (λemi = 530–605 nm), emission obtained from locally excited (LE), twisted intramolecular charge transfer (TICT) and excimer state. With the increasing solvent polarity, the stabilization of the TICT state offers a change in the state of emission from excimer to TICT. Dyes show aggregation-induced emission (AIE) activity, good Stokes shift (3380–5020 cm−1 and 7980–11200 cm−1) and thermal stability (309–348 (324–400) °C for 5(10) % weight loss). The comparable LUMO (− 2.95 to − 3.30 eV) energies with electron-transporting reported materials signify various roles of dyes in organic electronics. Dynamic light scattering (DLS) study is used to validate the formation of nanoaggregate in THF–H2O mixture of dye 3. Theoretical optoelectrochemical results obtained via density functional theory (DFT) are in correlation with the experimental data.

π扩展推挽衍生物分三步合成,并用各种光谱技术对其进行了表征。研究包括光物理性质、聚集致发射性质、电化学性质和染料结构微小变化的理论性质。染料在355 ~ 378nm吸收反射的推挽框架通常被称为分子内电荷转移(ICT)跃迁。染料表现出较宽的光谱范围,即蓝色(λemi = 431-462 nm)到红色(λemi = 530-605 nm),发射来自于局部激发(LE)、扭曲分子内电荷转移(TICT)和准分子态。随着溶剂极性的增加,TICT状态的稳定提供了从准分子到TICT的发射状态的变化。染料表现出聚集诱导发射(AIE)活性,良好的斯托克斯位移(3380-5020 cm - 1和7980-11200 cm - 1)和热稳定性(失重5(10)%时,温度为309-348(324-400)°C)。LUMO能量(−2.95 ~−3.30 eV)与电子传递材料的能量相当,表明染料在有机电子学中的不同作用。采用动态光散射(DLS)研究了染料3的THF-H2O混合物中纳米聚集体的形成。利用密度泛函理论(DFT)得到的光电化学理论结果与实验数据相吻合。
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引用次数: 0
On the predictive power of Sombor indices: from diamond lattices to polychlorinated biphenyls Sombor指数的预测能力:从金刚石晶格到多氯联苯
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-04 DOI: 10.1007/s11696-025-04406-9
Song Tingting, Sadia Noureen, Amna Maryam, Adnan Aslam

Topological indices, particularly the Sombor index, have emerged as powerful tools for quantifying molecular structure–property relationships. This study investigates the predictive capacity of Sombor indices across two distinct systems: a tetrahedral diamond lattice (TDL) and twenty-eight polychlorobiphenyl (PCB) compounds. For the diamond lattice, we derived exact closed-form polynomial expressions for the Sombor index (SO) and its variants ((SO_3)(SO_6)) as functions of the lattice dimension r, revealing their sensitivity to geometric regularity. For PCBs, Sombor indices were calculated and correlated with key physicochemical properties (melting point, relative retention time, log P, heat of formation, Henry’s constant). Remarkably strong linear relationships were observed, with correlation coefficients ((R^2)) exceeding 0.95 for relative retention time (RTT). Remarkably strong linear relationships were observed for relative retention time (RTT), with (SO, SO_3), and (SO_4) achieving (R^2>0.93) ((p<0.001)) exceeding 93% variance explanation while (SO_6) yielded (R^2=0.873). In contrast, correlations with melting point, log P, and Henry’s constant were significant for (SO, SO_3), (SO_4), and (SO_6) ((R^2=0.875-1.000)) but weaker for (SO_5) ((R^2 =0.319)). These results underscore the versatility of Sombor-type descriptors in bridging molecular topology with experimental behavior, offering a computationally efficient strategy for property prediction in materials design and environmental risk assessment.

拓扑指数,特别是Sombor指数,已经成为量化分子结构-性质关系的有力工具。本研究探讨了Sombor指数在两种不同体系中的预测能力:四面体金刚石晶格(TDL)和28种多氯联苯(PCB)化合物。对于菱形晶格,我们导出了Sombor指数(SO)及其变量((SO_3) - (SO_6))作为晶格维数r的函数的精确闭型多项式表达式,揭示了它们对几何规则的敏感性。对于多氯联苯,计算了Sombor指数,并将其与关键的物理化学性质(熔点、相对保留时间、对数P、生成热、亨利常数)相关联。相对滞留时间(RTT)的相关系数((R^2))均超过0.95。相对滞留时间(RTT)的线性关系非常明显,(SO, SO_3)和(SO_4)达到(R^2>0.93) ((p<0.001))超过93% variance explanation while (SO_6) yielded (R^2=0.873). In contrast, correlations with melting point, log P, and Henry’s constant were significant for (SO, SO_3), (SO_4), and (SO_6) ((R^2=0.875-1.000)) but weaker for (SO_5) ((R^2 =0.319)). These results underscore the versatility of Sombor-type descriptors in bridging molecular topology with experimental behavior, offering a computationally efficient strategy for property prediction in materials design and environmental risk assessment.
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引用次数: 0
Comparative evaluation of the anti-corrosion efficacy of ethanol extracts of Mangifera indica, Psidium guajava, and Carica papaya on mild steel in water-in-diesel emulsion 芒果、瓜石榴和番木瓜乙醇提取物在柴油包水乳化液中对低碳钢防腐效果的比较研究
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-03 DOI: 10.1007/s11696-025-04392-y
Chukwuemeka Fortunatus Nnadozie, Chiamaka Prisca Onuoha, Eze Christopher Akanazu

The mitigation effects of Mangifera indica, Psidium guajava, and Carica papaya on mild steel were studied in water-in-diesel emulsion (WiDE) with different concentrations (0.1–0.5 g/L) of the plant extracts for 1344 h. The stability tests indicated that WiDE with 10% water content and 5% surfactant dosage exhibited the highest stability, showing minimal phase separation after 33 h. The corrosion inhibition results demonstrated that Mangifera indica leaf extract exhibited the highest inhibition efficiency (IE) (91.28% at 0.5 g/L), followed by Psidium guajava (87.78%) and Carica papaya (85.71%). Additionally, the extracts reduced the average surface roughness by 72.48%, 49.61%, and 48.17%, respectively. FT-IR confirmed the interaction of the extract’s bioactive components with the mild steel surface, demonstrating the creation of a protective barrier. These findings highlight the potential of eco-friendly, plant-based inhibitors to mitigate corrosion in WiDE systems, enhancing the durability of engine components and supporting the broader adoption of WiDE as a low-emission fuel technology.

研究了芒果、番石榴和番木瓜在不同浓度(0.1 ~ 0.5 g/L)的柴油包水乳化液(WiDE)中对低碳钢的抑制作用。稳定性试验表明,当水含量为10%、表面活性剂用量为5%时,WiDE的稳定性最好;在0.5 g/L时,芒果叶提取物的缓蚀率最高(IE)为91.28%,其次是瓜石榴木(87.78%)和番木瓜(85.71%)。此外,提取物可使平均表面粗糙度分别降低72.48%、49.61%和48.17%。FT-IR证实了提取物的生物活性成分与低碳钢表面的相互作用,证明了保护屏障的产生。这些发现凸显了生态友好型植物抑制剂的潜力,可以减轻WiDE系统的腐蚀,提高发动机部件的耐用性,并支持WiDE作为低排放燃料技术的广泛应用。
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引用次数: 0
A Comprehensive computational framework for drug assessment in ear disease using graph-theoretical descriptors and decision-making models 使用图理论描述符和决策模型的耳部疾病药物评估的综合计算框架
IF 2.5 4区 化学 Q2 Engineering Pub Date : 2025-10-02 DOI: 10.1007/s11696-025-04394-w
Muhammad Waheed Rasheed, Rashad Ismail, Jahangeer Karamat, Saddam Hussain

This study presents a computational framework based on graph-theoretical descriptors and Multi-Criteria Decision-Making (MCDM) models to evaluate potential drug candidates for the treatment of ear disease. Molecular descriptors, particularly Banhatti indices, were computed to capture essential structural features of drug molecules. Statistical analysis using correlation and (R^{2}) values established strong links between these descriptors and physicochemical properties. To prioritize drugs, three MCDM methods, namely Entropy, Simple Additive Weighting (SAW), and Weighted Aggregated Sum Product Assessment (WASPAS), were applied. The integrated approach provides a reliable and comprehensive assessment, enabling more informed selection of effective treatments for ear disease.

本研究提出了一种基于图理论描述符和多标准决策(MCDM)模型的计算框架,用于评估治疗耳部疾病的潜在候选药物。计算分子描述符,特别是Banhatti指数,以捕获药物分子的基本结构特征。使用相关性和(R^{2})值进行统计分析,确定了这些描述符与物理化学性质之间的紧密联系。为了确定药物的优先级,采用了三种MCDM方法,即熵、简单加性加权(SAW)和加权累计和产品评价(WASPAS)。综合方法提供了一个可靠和全面的评估,使更明智的选择有效的治疗耳部疾病。
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引用次数: 0
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Chemical Papers
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