A structure-activity relationships based on an original molecular descriptors family method has been developed and applied on a sample of substituted 1,3,4-thiadiazole-and 1,3,4-thiadiazoline-disulfonamides. Forty compounds were studied for their inhibition activity on carbonic anhydrase I. The molecular descriptors family was generated based on complex information obtained from compounds structure. The structure-activity relationships models were built using the generated descriptors. Significant models with best performances in estimation were identified. The prediction abilities of two multivariate models were analyzed, and the correlation coefficients were compared with the correlation coefficients obtained by previously reported models. The results revealed that the molecular descriptors family on structure-activity relationships is a useful approach in characterization of inhibition activity on carbonic anhydrase I of studied substituted 1,3,4-thiadiazole-and 1,3,4-thiadiazolinedisulfonamides.