Classification of drugs based on mechanism of action using machine learning techniques
Abstract The mechanism of action is an important aspect of drug development. It can help scientists in the process of drug discovery. This paper provides a machine learning model to predict the mechanism of action of a drug. The machine learning models used in this paper are Binary Relevance K Neare...
Main Authors: | H. L. Gururaj, Francesco Flammini, H. A. Chaya Kumari, G. R. Puneeth, B. R. Sunil Kumar |
---|---|
Format: | Article |
Language: | English |
Published: |
Springer
2021-11-01
|
Series: | Discover Artificial Intelligence |
Subjects: | |
Online Access: | https://doi.org/10.1007/s44163-021-00012-2 |
Similar Items
-
Insights into the Mode of Action of the Sactibiotic Thuricin CD
by: Colin Hill, et al.
Published: (2017-04-01) -
Phytochemical Profiling and Assessment of Anticancer Activity of <i>Leptocarpha rivularis</i> Extracts Obtained from In Vitro Cultures
by: Julia Rubio, et al.
Published: (2022-02-01) -
The impact of cadmium exposure on cell parameters, expression of specific genes and mineralization in cultivated human osteoblasts
by: Radoslav Omelka, et al.
Published: (2022-04-01) -
Application of perturbation gene expression profiles in drug discovery—From mechanism of action to quantitative modelling
by: Bence Szalai, et al.
Published: (2023-02-01) -
Crosstalk between Receptor and Non-receptor Mediated Chemical Modes of Action in Rat Livers Converges through a Dysregulated Gene Expression Network at Tumor Suppressor Tp53
by: Karen M. Funderburk, et al.
Published: (2017-10-01)