AnomalP: An approach for detecting anomalous protein conformations using deep autoencoders
作者:
Highlights:
• A new approach for detecting anomalous protein conformations is introduced.
• It uses deep autoencoders for encoding information about proteins from a superfamily.
• Experiments confirm a very good performance of the proposed approach.
摘要
•A new approach for detecting anomalous protein conformations is introduced.•It uses deep autoencoders for encoding information about proteins from a superfamily.•Experiments confirm a very good performance of the proposed approach.
论文关键词:Proteomics,Deep learning,Autoencoders,Anomaly detection
论文评审过程:Received 22 August 2019, Revised 29 August 2020, Accepted 28 September 2020, Available online 29 September 2020, Version of Record 6 October 2020.
论文官网地址:https://doi.org/10.1016/j.eswa.2020.114070