AI is a viable alternative to high throughput screening: a 318-target study

: High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery

Recognition of the 5′ leader of pre-tRNA substrates by the active site of ribonuclease P

The bacterial tRNA processing enzyme ribonuclease P (RNase P) is a ribonucleoprotein composed of a ∼400 nucleotide RNA and a smaller protein subunit. It has been established that RNase P RNA contacts the mature tRNA portion of pre-tRNA substrates, whereas RNase P protein interacts with the 5′ leader sequence. However, specific interactions with substrate nucleotides flanking the cleavage site have not previously been defined. Here we provide evidence for an interaction between a conserved adenosine, A248 in the Escherichia coli ribozyme, and N(-1), the substrate nucleotide immediately 5′ of the cleavage site. Specifically, mutations at A248 result in miscleavage of substrates containing a 2′ deoxy modification at N(-1). Compensatory mutations at N(-1) restore correct cleavage in both the RNA-alone and holoenzyme reactions, and also rescue defects in binding thermodynamics caused by A248 mutation. Analysis of pre-tRNA leader sequences in Bacteria and Archaea reveals a conserved preference for U at N(-1), suggesting that an interaction between A248 and N(-1) is common among RNase P enzymes. These results provide the first direct evidence for RNase P RNA interactions with the substrate cleavage site, and show that RNA and protein cooperate in leader sequence recognition

Probing the architecture of the B. subtilis RNase P holoenzyme active site by cross-linking and affinity cleavage

Bacterial ribonuclease P (RNase P) is a ribonucleoprotein complex composed of one catalytic RNA (PRNA) and one protein subunit (P protein) that together catalyze the 5′ maturation of precursor tRNA. High-resolution X-ray crystal structures of the individual P protein and PRNA components from several species have been determined, and structural models of the RNase P holoenzyme have been proposed. However, holoenzyme models have been limited by a lack of distance constraints between P protein and PRNA in the holoenzyme–substrate complex. Here, we report the results of extensive cross-linking and affinity cleavage experiments using single-cysteine P protein variants derivatized with either azidophenacyl bromide or 5-iodoacetamido-1,10-o-phenanthroline to determine distance constraints and to model the Bacillus subtilis holoenzyme–substrate complex. These data indicate that the evolutionarily conserved RNR motif of P protein is located near (<15 Å) the pre-tRNA cleavage site, the base of the pre-tRNA acceptor stem and helix P4 of PRNA, the putative active site of the enzyme. In addition, the metal binding loop and N-terminal region of the P protein are proximal to the P3 stem–loop of PRNA. Studies using heterologous holoenzymes composed of covalently modified B. subtilis P protein and Escherichia coli M1 RNA indicate that P protein binds similarly to both RNAs. Together, these data indicate that P protein is positioned close to the RNase P active site and may play a role in organizing the RNase P active site

Evidence that substrate-specific effects of C5 protein lead to uniformity in binding and catalysis by RNase P

The ribonucleoprotein enzyme RNase P processes all pre-tRNAs, yet some substrates apparently lack consensus elements for recognition. Here, we compare binding affinities and cleavage rates of Escherichia coli pre-tRNAs that exhibit the largest variation from consensus recognition sequences. These results reveal that the affinities of both consensus and nonconsensus substrates for the RNase P holoenzyme are essentially uniform. Comparative analyses of pre-tRNA and tRNA binding to the RNase P holoenzyme and P RNA alone reveal differential contributions of the protein subunit to 5′ leader and tRNA affinity. Additionally, these studies reveal that uniform binding results from variations in the energetic contribution of the 5′ leader, which serve to compensate for weaker tRNA interactions. Furthermore, kinetic analyses reveal uniformity in the rates of substrate cleavage that result from dramatic (>900-fold) contributions of the protein subunit to catalysis for some nonconsensus pre-tRNAs. Together, these data suggest that an important biological function of RNase P protein is to offset differences in pre-tRNA structure such that binding and catalysis are uniform