The tendency of pharmaceutical industry to produce so-called me-too drugs25. Figure 2b outlines the outcomes from our analysis when aggregating the previous neurochemical response profiles by ATC codes with 4 or more representative compounds and contrasting these distributions with the similarity of compounds working with chemical structural descriptors, namely extended connectivity fingerprints (ECFP_424). Eight ATC codes included adequate compounds, a subset of which comprises 58 distinct compounds supplying 452 similarity comparisons. You’ll find frequently substantial variations among neurochemical and chemical spaces across ATC classifications (the `Combined subset’ column), while this distribution differs drastically in between ATC classes. A single class where neurochemical responses are rather similar, though chemical structures differ widely, is ATC code A08A (antiobesity preparations). For this classification we identified the highest intra-class neurochemical response similarity (median Tanimoto coefficient of 0.82), when compounds were nevertheless exhibiting among the lowest similarity in structural fingerprint (bit array representation) space (median Tanimoto coefficient of 0.1). Therefore, equivalent neurochemical response does not generally imply equivalent chemical structure. This applies also to the class of antipsychotics drugs (N05A), which shows a neurochemical response similarity with a high median Tanimoto coefficient of 0.52, but low chemical structure similarity with a median Tanimoto coefficient of 0.18. This acquiring will not be surprising on a target level when thinking of that for the final half-century, almost all approved antipsychotic drugs have affinity for the dopamine D2 receptor as an apparently vital aspect of their mechanism of action, as well as because of the biased (me-too) nature of antipsychotic medicine discovery26. Even so, the apparent diversity of modes of action L-Thyroxine web around the neurochemical level Asperphenamate Purity & Documentation within this compound class (represented by the wide distribution and median Tanimoto coefficient of 0.52) is much more diverse than the simple requirement of activity around the D2 receptor would suggest, a obtaining that is not apparent from the protein-based activity definition. Other examples for substantial mismatches involving neurochemical response similarity and chemical structure similarity relate to the classes of hypnotics and sedatives (N05C), together with the second highest neurochemical response fingerprint of 0.75 vs. the lowest median chemical response fingerprint of 0.1. Antidepressants (N06A) also show significant differences in the ranking of neurochemical and chemical spaces (with median Tanimoto coefficient 0.five vs. 0.13) along with psychostimulants (N06B) (median Tanimoto coefficient of 0.five vs. 0.22) (Fig. 2b).NATURE COMMUNICATIONS | (2018)9:4699 | DOI: ten.1038s41467-018-07239-1 | www.nature.comnaturecommunicationsARTICLEALANINE ASPARTIC ACID CITRULLINE GABA GLUTAMINE GLUTAMATE GLYCINE SERINE TAURINE THREONINE TRYPTOPHAN TYROSINE ACETYLCHOLINE CHOLINE NITRIC OXIDES (NO) NITRIC OXIDES (NO2) NITRIC OXIDES (NO3) 3-HYDROXYANTHRANILIC ACID ANTHRANILIC ACID KYNURENIC ACID 3-METHOXYTRRAMINE 5-HYDROXYINDOLEACETIC ACID 3,4-DIHYDROXYPHENYLACETIC ACID DIHYDROXYPHENYLETHYLENE GLYCOL HOMOVANILLIC ACID 3-METHOXY-4-HYDROXYPHENYL GLYCOL 5-HYDROXYTRYPTAMINE DOPAMINE HISTAMINE NORADRENALINE DYNORPHIN ENDORPHIN ENKEPHALIN LEU-ENK MET-ENK AMMONIA ASCORBIC ACID GLUCOSE GLYCEROL LACTATE PLATINUM OXIDE URIC ACID CHOLECYSTOKININ (CCK-8) CHOLECYSTOKININ (CCKLM) CHO.