The following sections of the paper are organized as follows: the “Background and literature review” section will describe background of drug discovery and related works of side effect prediction and gene-drug discovery. The “Research design and methodology” section will outline the approach taken by the proposed research of side effect prediction and drug discovery. The performance of the proposed system will be demonstrated in the “Results and discussion” section. Finally, the “Conclusion” section will describe a direction for future.