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通过全邻域指数和回归模型探索乳腺癌药物中的定量构效关系。

Exploring QSPR in breast cancer drugs via entire neighborhood indices and regression models.

作者信息

Altassan Alaa, Saleh Anwar, Alashwali Hanaa, Hamed Marwa, Muthana Najat

机构信息

Department of Mathematics, Faculty of Science, King Abdulaziz University, 21589, Jeddah, Saudi Arabia.

Department of Mathematics and Statistics, College of Science, University of Jeddah, 23218, Jeddah, Saudi Arabia.

出版信息

Sci Rep. 2025 Jul 22;15(1):26683. doi: 10.1038/s41598-025-12179-0.

DOI:10.1038/s41598-025-12179-0
PMID:40696006
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12284210/
Abstract

Cancer is a life-threatening disease that can attack humans at any part of the body as a consequence of abnormal cell growth and proliferation, leading to tumors that can be fatal. Breast cancer is one of the deadliest ailments in the world after lung cancer. Through hormonal and genetic changes that occur in DNA, breast cancer can affect women. The quantitative structural-property relationship (QSPR) is used to provide a comprehensive study of 16 drugs involved in the treatment of breast cancer. According to their chemical structure, the drugs being studied are modeled as molecular graphs. The purpose of this study is to examine the utility of new entire neighborhood topological indices in characterizing the physicochemical properties of a range of breast cancer drugs. Cubic regression analysis was initially employed, followed by multiple linear regression modeling to enhance the correlation between the entire neighborhood topological indices and some properties of the aforementioned drugs. The analysis results are presented and discussed, leading to conclusions about the potential of these new indices for pharmaceutical and chemical research on breast cancer treatments.

摘要

癌症是一种危及生命的疾病,由于细胞异常生长和增殖,它可以侵袭人体的任何部位,导致可能致命的肿瘤。乳腺癌是继肺癌之后世界上最致命的疾病之一。通过DNA中发生的激素和基因变化,乳腺癌会影响女性。定量结构-性质关系(QSPR)用于对16种治疗乳腺癌的药物进行全面研究。根据其化学结构,所研究的药物被建模为分子图。本研究的目的是检验新的全邻域拓扑指数在表征一系列乳腺癌药物的物理化学性质方面的效用。最初采用三次回归分析,随后进行多元线性回归建模,以增强全邻域拓扑指数与上述药物某些性质之间的相关性。给出并讨论了分析结果,得出了关于这些新指数在乳腺癌治疗药物和化学研究中的潜力的结论。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/11ab9c7800ac/41598_2025_12179_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/4f629ad97ffa/41598_2025_12179_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/e24ca673ff75/41598_2025_12179_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/04e451f6cec2/41598_2025_12179_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/5753c2217faa/41598_2025_12179_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/4b4bc24002d0/41598_2025_12179_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/75139e9b295e/41598_2025_12179_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/11ab9c7800ac/41598_2025_12179_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/4f629ad97ffa/41598_2025_12179_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/e24ca673ff75/41598_2025_12179_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/04e451f6cec2/41598_2025_12179_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/5753c2217faa/41598_2025_12179_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/4b4bc24002d0/41598_2025_12179_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/75139e9b295e/41598_2025_12179_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d32/12284210/11ab9c7800ac/41598_2025_12179_Fig7_HTML.jpg

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Int J Anal Chem. 2025 Feb 15;2025:5512172. doi: 10.1155/ianc/5512172. eCollection 2025.
2
Chemical Application of Topological Indices in Infertility Treatment Drugs and QSPR Analysis.拓扑指数在不孕症治疗药物中的化学应用及定量构效关系分析
Int J Anal Chem. 2023 Nov 24;2023:6928167. doi: 10.1155/2023/6928167. eCollection 2023.
3
Computational analysis for eccentric neighborhood Zagreb indices and their significance.
偏心邻域 Zagreb 指标的计算分析及其意义。
Heliyon. 2023 Jul 11;9(7):e17998. doi: 10.1016/j.heliyon.2023.e17998. eCollection 2023 Jul.
4
Topological Indices of Novel Drugs Used in Autoimmune Disease Vitiligo Treatment and Its QSPR Modeling.用于治疗自身免疫性疾病白癜风的新型药物的拓扑指数及其 QSPR 建模。
Biomed Res Int. 2022 Nov 15;2022:6045066. doi: 10.1155/2022/6045066. eCollection 2022.
5
A unified drug-target interaction prediction framework based on knowledge graph and recommendation system.基于知识图谱和推荐系统的药物-靶标相互作用预测统一框架。
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Int J Quantum Chem. 2021 May 5;121(9):e26594. doi: 10.1002/qua.26594. Epub 2020 Dec 31.
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