In the present work, two already known compounds (DEAB and WIN 18,446) and novel thiazolidinedione and pyrimido quinoline acetic acid derivatives (compounds 5a and 64, formerly described as aldo-keto reductase inhibitors) were tested as inhibitors of the ALDH1A enzymes (namely, ALDH1A1, ALDH1A2 and ALDH1A3) as a first step to develop some potential drugs for cancer therapy.