Introduction:SYK (Spleen Tyrosine Kinase) regulates immune response and is a promising
target for cancer, sepsis, and allergy therapies. This study aims to create novel compounds
that serve as alternative inhibitors for cancer treatments targeting SYK.Method:A thorough combination of machine learning (ML) and physics-based methods was employed
to achieve these goals, encompassing de novo design, multitier molecular docking, absolute
binding affinity computation, and molecular dynamics (MD) simulation.Results:A total of 5576 novel molecules with key pharmacophoric features were generated using
an ML-driven de novo approach against 21 diaminopyrimidine carboxamide analogs. Pharmacokinetic
and toxicity evaluation assisted by the ML approach revealed that 4353 chemical entities fulfilled
the acceptable pharmacokinetic and toxicity profiles. By screening through binding energy
threshold from the physics-based multitier molecular docking, and ML-assisted absolute binding
affinity identified the top four molecules such as RI809 (2-([1,1'-biphenyl]-3-ylmethyl)-4-((2-
aminocyclohexyl)oxy)benzamide), RI1393 (4-((2-aminocyclohexyl)amino)-2-(3-(1-methyl-1Hpyrazol-
5-yl)-4-(trifluoromethyl)benzyl)benzamide), RI2765 (2-([1,1'-biphenyl]-3-ylmethyl)-4-((4-
aminocyclohexyl)methyl)benzamide), and RI3543 (2-([1,1'-biphenyl]-2-ylmethyl)-4-(piperidin-3-
yloxy)benzamide). The final molecules identified exhibit a strong affinity for SYK, attributed to
their structural diversity and notable pharmacophoric characteristics. All-atom MD simulations
showed that each final molecule retained significant binding interactions with SYK and stability in
dynamic states, indicating their potential as anticancer agents. Calculated binding free energy for
selected molecules using molecular mechanics with generalized Born and surface area (MMGBSA)
ranged from -6 to -35 kcal/mol, indicating strong SYK affinity.Conclusion:In conclusion, the integration of AI and physics-based methods successfully developed
promising SYK inhibitors with significant potential. The molecules reported could be vital
anticancer agents subjected to experimental validation.