(
A) Flow chart describing the prioritization process of the E3 list.
Generation: First, we used the Gene Ontology (GO) search of Flybase (
Larkin et al., 2021) to identify genes annotated to encode for proteins with E3 ubiquitin ligase domains within the
Drosophila melanogaster genome. This yielded an initial list of 221 genes, including confirmed and putative E3 ligase-encoding genes, similar to previous estimates (
Du et al., 2011). Next, we added genes encoding domains contributing to the formation of the E3 complex, including the F-box domain, the Cullin domain, the N-recognin domain, the SKP1 domain, and the U-box domain. Subsequently, we searched human E3 ligase-encoding genes (
Li et al., 2008) for
D. melanogaster orthologs using the
Drosophila RNAi Screening Center Integrative Ortholog Prediction Tool (DIOPT; version 8.0;
http://www.flyrnai.org/diopt) (
Hu et al., 2011). In total, this approach identified 281 putative E3 ligase-encoding genes in the
D. melanogaster genome.
Prioritization: We used a combination of four different criteria to create a score (normalized to max.) to prioritize the E3 list for screening the most relevant candidates. First, we prioritized for evolutionary conservation according to the overall DIOPT score of each putative E3 ligase-encoding gene with regard to its human ortholog (
Hu et al., 2011) (score 1, ‘
ω1’). Second, we prioritized for genes with predicted central nervous system expression based on transcriptomics data from modENCODE (
modENCODE Consortium et al., 2009) and FlyAtlas (
Chintapalli et al., 2007) (
ω2). Third, we prioritized for genes encoding for proteins predicted to interact with synaptic proteins. In short, we created a literature-based list of known synaptic genes and calculated an interaction probability between each putative E3 ligase-encoding gene and all synaptic genes using STRING (
von Mering et al., 2005) (
ω3). Fourth, we considered the probability of synaptic function predicted by machine-learning based analysis of transcriptomics data (
Pazos Obregón et al., 2015;
Pazos Obregón et al., 2019) (
ω4). The list of putative E3 ligase-encoding genes was sorted according to the sum of the four scores for each gene. (
B) Distribution of the total score (summed weights) for all putative E3 ligase-encoding genes. The red bars indicate the lines selected for analysis (arbitrary threshold). In addition, genes encoding E3 ligases with known targets implicated in synaptic transmission or synaptic plasticity based on previously published data were added to our screen. Altogether, we tested 157 out of the 281 genes.