Overcoming barriers to machine learning applications in toxicity prediction

被引:5
|
作者
Abou Hajal, Abdallah [1 ,2 ]
Al Meslamani, Ahmad Z. [1 ,2 ]
机构
[1] Al Ain Univ, Coll Pharm, Abu Dhabi, U Arab Emirates
[2] Al Ain Univ, AAU Hlth & Biomed Res Ctr, Abu Dhabi, U Arab Emirates
关键词
Advanced toxicity prediction; AI; machine learning; deep learning; drug toxicity;
D O I
10.1080/17425255.2023.2294939
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
引用
收藏
页码:549 / 553
页数:5
相关论文
共 50 条
  • [41] Machine Learning-Enabled Drug-Induced Toxicity Prediction
    Bai, Changsen
    Wu, Lianlian
    Li, Ruijiang
    Cao, Yang
    He, Song
    Bo, Xiaochen
    ADVANCED SCIENCE, 2025,
  • [42] A New Hybrid Machine Learning Approach for Prediction of Phenanthrene Toxicity on Mice
    Xu, Yueting
    Yu, Keting
    Wang, Pengjun
    Chen, Huiling
    Zhao, Xuehua
    Zhu, Jiayin
    IEEE ACCESS, 2019, 7 : 138461 - 138472
  • [43] Using Machine Learning Methods and Structural Alerts for Prediction of Mitochondrial Toxicity
    Hemmerich, Jennifer
    Troger, Florentina
    Fuezi, Barbara
    Ecker, Gerhard F.
    MOLECULAR INFORMATICS, 2020, 39 (05)
  • [44] Leveraging ChemBERTa and machine learning for accurate toxicity prediction of ionic liquids
    Sadaghiyanfam, Safa
    Kamberaj, Hiqmet
    Isler, Yalcin
    JOURNAL OF THE TAIWAN INSTITUTE OF CHEMICAL ENGINEERS, 2025, 171
  • [45] In silico prediction of chemical aquatic toxicity by multiple machine learning and deep learning approaches
    Xu, Minjie
    Yang, Hongbin
    Liu, Guixia
    Tang, Yun
    Li, Weihua
    JOURNAL OF APPLIED TOXICOLOGY, 2022, 42 (11) : 1766 - 1776
  • [46] Machine learning prediction of financial toxicity in patients with resected lung cancer
    Deboever, Nathaniel
    Al-Tashi, Qasem
    Eisenberg, Michael
    Hofstetter, Wayne
    Mehran, Reza
    Rice, David
    Roth, Jack
    Sepesi, Boris
    Swisher, Stephen
    Vaporciyan, Ara
    Walsh, Garrett
    Antonoff, Mara
    Wu, Jia
    Rajaram, Ravi
    CANCER RESEARCH, 2023, 83 (07)
  • [47] PREDICTION OF RESPIRATORY TOXICITY USING CHEMICAL INFORMATION AND MACHINE LEARNING TECHNIQUES
    Ghosh, Dipayan
    Koneti, Geervani
    Ramamurthi, Narayanan
    DRUG METABOLISM AND PHARMACOKINETICS, 2019, 34 (01) : S34 - S34
  • [48] MolToxPred: small molecule toxicity prediction using machine learning approach
    Setiya, Anjali
    Jani, Vinod
    Sonavane, Uddhavesh
    Joshi, Rajendra
    RSC ADVANCES, 2024, 14 (06) : 4201 - 4220
  • [49] Machine learning model for random forest acute oral toxicity prediction
    Elsayad, A. M.
    Elsayad, K. A.
    Zeghid, M.
    Khan, A. N.
    Baareh, A. K. M.
    Sadiq, A.
    Mukhtar, S. A.
    Ali, H. F.
    Abd El-kade, S.
    GLOBAL JOURNAL OF ENVIRONMENTAL SCIENCE AND MANAGEMENT-GJESM, 2025, 11 (01): : 21 - 38
  • [50] Based on TEST toxicity prediction and machine learning to forecast toxicity dynamics in the photocatalytic degradation of tetracycline
    Liu, Kaihang
    Ni, Wenhui
    Zhang, Qiaoyu
    Huang, Xu
    Luo, Tao
    Huang, Jian
    Zhang, Hua
    Zhang, Yong
    Peng, Fumin
    PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 2024, 26 (44) : 28266 - 28273