Overcoming barriers to machine learning applications in toxicity prediction

被引:3
|
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
  • [1] Applications of Machine Learning Methods in Drug Toxicity Prediction
    Zhang, Li
    Zhang, Hui
    Ai, Haixin
    Hu, Huan
    Li, Shimeng
    Zhao, Jian
    Liu, Hongsheng
    [J]. CURRENT TOPICS IN MEDICINAL CHEMISTRY, 2018, 18 (12) : 987 - 997
  • [2] Overcoming "Big Data" Barriers in Machine Learning Techniques for the Real-Life Applications
    Czarnowski, Ireneusz
    Jedrzejowicz, Piotr
    Chao, Kuo-Ming
    Yildirim, Tulay
    [J]. COMPLEXITY, 2018,
  • [3] Identification of, and overcoming, the barriers to the regulatory use of in silico models for toxicity prediction
    Ellison, C.
    Madden, J.
    Cronin, M.
    Hewitt, M.
    [J]. TOXICOLOGY LETTERS, 2015, 238 (02) : S171 - S171
  • [4] Experience-Based UDL Applications: Overcoming Barriers to Learning
    Mackey, Megan
    Takemae, Natsuko
    Foshay, John
    Montesano, Allison
    [J]. INTERNATIONAL JOURNAL OF INSTRUCTION, 2023, 16 (03) : 1127 - 1146
  • [5] Drug Toxicity Prediction by Machine Learning Approaches
    Shen, Yucong
    Shih, Frank Y.
    Chen, Hao
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2023, 37 (10)
  • [6] Machine Learning for Ionic Liquid Toxicity Prediction
    Wang, Zihao
    Song, Zhen
    Zhou, Teng
    [J]. PROCESSES, 2021, 9 (01) : 1 - 10
  • [7] Review of machine learning and deep learning models for toxicity prediction
    Guo, Wenjing
    Liu, Jie
    Dong, Fan
    Song, Meng
    Li, Zoe
    Khan, Md Kamrul Hasan
    Patterson, Tucker A.
    Hong, Huixiao
    [J]. EXPERIMENTAL BIOLOGY AND MEDICINE, 2023, 248 (21) : 1952 - 1973
  • [8] Machine Learning Toxicity Prediction: Latest Advances by Toxicity End Point
    Cavasotto, Claudio N.
    Scardino, Valeria
    [J]. ACS OMEGA, 2022, 7 (51): : 47536 - 47546
  • [9] A review on machine learning methods for in silico toxicity prediction
    Idakwo, Gabriel
    Luttrell, Joseph
    Chen, Minjun
    Hong, Huixiao
    Zhou, Zhaoxian
    Gong, Ping
    Zhang, Chaoyang
    [J]. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH PART C-ENVIRONMENTAL CARCINOGENESIS & ECOTOXICOLOGY REVIEWS, 2018, 36 (04): : 169 - 191
  • [10] Toxicity prediction of nanoparticles using machine learning approaches
    Ahmadi, Mahnaz
    Ayyoubzadeh, Seyed Mohammad
    Ghorbani-Bidkorpeh, Fatemeh
    [J]. TOXICOLOGY, 2024, 501