The emergence and spread of drug resistance of the malaria parasite to the main treatment emphasize the need to develop new antimalarial drugs. In this context, the fatty acid biosynthesis (FAS_II) pathway of the malaria parasite is one of the ideal targets due to its crucial role in parasite survival. In this study, we report the expression and the affinity binding of Fab_I and Fab_Z after exposure to the parasite with different extracts of the Artemisia afra. The parasites were exposed for 2days to different extracts. Gene expression was done to determine the level of expression of the fab enzymes after treatments. A GCMS was run to determine the different compounds of the plant extracts, followed by a virtual screening between the fab enzymes and the active compounds using Pyrex. The results showed different expression patterns of the Fab enzymes. Fab_I expression was downregulated in the W2 and D6 strains by the ethanolic extract but was increased by Hexane and DCM extracts. A different expression pattern was observed for Fab_Z. It was all upregulated except in the D6 strain when exposed to the ethanolic and hexane extracts. Virtual screening showed an affinity with many compounds. Hits compounds with high binding energy were detected. 11alphaHydroxyprogesterone and Aspidospermidin-17-ol were found to have high binding energy with Fab_I respectively (-10.7kcal/mol; -10.2kcal/mol). Fab_Z shows also high affinity with 11alpha-Hydroxyprogesterone (-10kcal/mol) and Thiourea (-8.4kcal/mol). This study shows the potential of A. afra to be used as a new source of novel antimalarial compounds.