To inhibit ALDH1A3, we developed a hybrid in silico and high-throughput screening approach followed by medicinal optimization to identify first-in-class, oral and safe antagonists of ALDH1A3 with potent anti-tumor immunotherapeutic activity and an optimized drug development profile. Here, ALDH1A3 is linked to neoplasm.