Jennifer I. Semple

Intrinsic Protein Disorder and Interaction Promiscuity Are Widely Associated with Dosage Sensitivity

Why are genes harmful when they are overexpressed? By testing possible causes of overexpression phenotypes in yeast, we identify intrinsic protein disorder as an important determinant of dosage sensitivity. Disordered regions are prone to make promiscuous molecular interactions when their concentration is increased, and we demonstrate that this is the likely cause of pathology when genes are overexpressed. We validate our findings in two animals, Drosophila melanogaster and Caenorhabditis elegans. In mice and humans the same properties are strongly associated with dosage-sensitive oncogenes, such that mass-action-driven molecular interactions may be a frequent cause of cancer. Dosage-sensitive genes are tightly regulated at the transcriptional, RNA, and protein levels, which may serve to prevent harmful increases in protein concentration under physiological conditions. Mass-action-driven interaction promiscuity is a single theoretical framework that can be used to understand, predict, and possibly treat the effects of increased gene expression in evolution and disease.

Analysis of the human E2 ubiquitin conjugating enzyme protein interaction network

In eukaryotic cells the stability and function of many proteins are regulated by the addition of ubiquitin or ubiquitin-like peptides. This process is dependent upon the sequential action of an E1-activating enzyme, an E2-conjugating enzyme, and an E3 ligase. Different combinations of these proteins confer substrate specificity and the form of protein modification. However, combinatorial preferences within ubiquitination networks remain unclear. In this study, yeast two-hybrid (Y2H) screens were combined with true homology modeling methods to generate a high-density map of human E2/E3-RING interactions. These data include 535 experimentally defined novel E2/E3-RING interactions and >1300 E2/E3-RING pairs with more favorable predicted free-energy values than the canonical UBE2L3-CBL complex. The significance of Y2H predictions was assessed by both mutagenesis and functional assays. Significantly, 74/80 (>92%) of Y2H predicted complexes were disrupted by point mutations that inhibit verified E2/E3-RING interactions, and a approximately 93% correlation was observed between Y2H data and the functional activity of E2/E3-RING complexes in vitro. Analysis of the high-density human E2/E3-RING network reveals complex combinatorial interactions and a strong potential for functional redundancy, especially within E2 families that have undergone evolutionary expansion. Finally, a one-step extended human E2/E3-RING network, containing 2644 proteins and 5087 edges, was assembled to provide a resource for future functional investigations.

A simple principle concerning the robustness of protein complex activity to changes in gene expression

BackgroundThe functions of a eukaryotic cell are largely performed by multi-subunit protein complexes that act as molecular machines or information processing modules in cellular networks. An important problem in systems biology is to understand how, in general, these molecular machines respond to perturbations.ResultsIn yeast, genes that inhibit growth when their expression is reduced are strongly enriched amongst the subunits of multi-subunit protein complexes. This applies to both the core and peripheral subunits of protein complexes, and the subunits of each complex normally have the same loss-of-function phenotypes. In contrast, genes that inhibit growth when their expression is increased are not enriched amongst the core or peripheral subunits of protein complexes, and the behaviour of one subunit of a complex is not predictive for the other subunits with respect to over-expression phenotypes.ConclusionWe propose the principle that the overall activity of a protein complex is in general robust to an increase, but not to a decrease in the expression of its subunits. This means that whereas phenotypes resulting from a decrease in gene expression can be predicted because they cluster on networks of protein complexes, over-expression phenotypes cannot be predicted in this way. We discuss the implications of these findings for understanding how cells are regulated, how they evolve, and how genetic perturbations connect to disease in humans.

Analysis of a high-throughput yeast two-hybrid system and its use to predict the function of intracellular proteins encoded within the human MHC class III region

High-throughput (HTP) protein-interaction assays, such as the yeast two-hybrid (Y2H) system, are enormously useful in predicting the functions of novel gene-products. HTP-Y2H screens typically do not include all of the reconfirmation and specificity tests used in small-scale studies, but the effects of omitting these steps have not been assessed. We performed HTP-Y2H screens that included all standard controls, using the predicted intracellular proteins expressed from the human MHC class III region, a region of the genome associated with many autoimmune diseases. The 91 novel interactions identified provide insight into the potential functions of many MHC genes, including C6orf47, LSM2, NELF-E (RDBP), DOM3Z, STK19, PBX2, RNF5, UAP56 (BAT1), ATP6G2, LST1/f, BAT2, Scythe (BAT3), CSNK2B, BAT5, and CLIC1. Surprisingly, our results predict that 1/3 of the proteins may have a role in mRNA processing, which suggests clustering of functionally related genes within the human genome. Most importantly, our analysis shows that omitting standard controls in HTP-Y2H screens could significantly compromise data quality.

Predicting phenotypic variation in yeast from individual genome sequences

A central challenge in genetics is to predict phenotypic variation from individual genome sequences. Here we construct and evaluate phenotypic predictions for 19 strains of Saccharomyces cerevisiae. We use conservation-based methods to predict the impact of protein-coding variation within genes on protein function. We then rank strains using a prediction score that measures the total sum of function-altering changes in different sets of genes reported to influence over 100 phenotypes in genome-wide loss-of-function screens. We evaluate our predictions by comparing them with the observed growth rate and efficiency of 15 strains tested across 20 conditions in quantitative experiments. The median predictive performance, as measured by ROC AUC, was 0.76, and predictions were more accurate when the genes reported to influence a trait were highly connected in a functional gene network.

Rapid selection of transgenic C. elegans using antibiotic resistance

Caenorhabditis elegans is an important model organism in biology, but until now no antibiotic selection markers have been successfully demonstrated for this species. We have developed a selection system using puromycin that allows the rapid and easy isolation of large populations of transgenic worms. This approach is sufficiently powerful to select single-copy transgenes, does not require any particular genetic background and also works in C. briggsae.

Generating transgenic nematodes by bombardment and antibiotic selection

1. Robert, V. & Bessereau, J.L. EMBO J. 26, 170–183 (2007). 2. Frøkjær-Jensen, C. et al. Nat. Genet. 40, 1375–1383 (2008). 3. Frøkjær-Jensen, C. et al. Nat. Methods 7, 451–453 (2010). 4. Seidel, H.S. et al. PLoS Biol. 9, e1001115 (2011). 5. Giordano-Santini, R. et al. Nat. Methods 7, 721–723 (2010). 6. Semple, J.I., Garcia-Verdugo, R. & Lehner, B. Nat. Methods 7, 725–727 (2010). Methods and Supplementary Fig. 1). On the next day, worms are washed off the plates, and adults are removed by gravity sedimentation, a key step for high selection efficiency. Selection is then performed for 4 d in small volumes of liquid nematode growth medium supplemented with 0.1% (vol/vol) Triton X-100, 0.5 mg ml–1 puromycin and 0.5 mg ml–1 G418, surviving worms are plated on nematode growth medium, and transgenic worms expressing a fluorescent marker are picked after 2–3 d of growth and checked for integration by selfing. Using this protocol and the standard laboratory (Bristol N2) strain of C. elegans, we obtained transgenic worms from >70% of bombardments, and integrated transgenes with stable expression resulted from >50% of bombardments (Table 1, Supplementary Fig. 5 and Supplementary Table 1). We recovered both highcopy-number and single-copy transgenes, with just over half of the strains that we tested carrying fewer than ten copies of the transgene (Supplementary Fig. 6). Selection was also efficient in other species, with transgenic worms obtained from 83% of bombardments in C. briggsae, and integrated lines from 58% of bombardments (Table 1, Supplementary Fig. 7 and Supplementary Table 1). We also obtained transgenic worms from 60% of bombardments in the gonochoristic Caenorhabditis species C. remanei and C. brenneri, with 30% of bombardments in these species resulting in an integrated line (Table 1 and Supplementary Table 1). Compared to other approaches for generating integrated transgenes3,5,6, the combination of bombardment and antibiotic selection is rapid and straightforward. The protocol can be used in diverse genetic backgrounds, which should facilitate research on non-model nematode species. Details of primers, strain genotypes and vectors are available in Supplementary Tables 2–4 and Supplementary Figures 8 and 9. Vectors are available from Addgene (Supplementary Table 4).

Two-hybrid reporter vectors for gap repair cloning

Yeast two-hybrid analysis is a valuable approach to the discovery and characterization of protein interactions. We have developed vectors that can indicate the presence of an insert when used in two-hybrid bait and prey construction by gap repair cloning. The strategy uses a recombination cloning site flanked by sequences encoding the GAL4 activation and binding domains. After gap repair cloning in standard hosts carrying an ADE2 reporter gene, disruption of GAL4 by an insert can be identified by the development of red colony color, while empty vector plasmids produce white colonies. Function in yeast two-hybrid applications was initially validated using known interacting proteins in pair-wise analyses, and subsequently, the bait vectors were used in library screens with the mouse Mad212 and human Mccd1 proteins, identifying a number of putative new interactions for these proteins. These vectors should facilitate high-throughput yeast two-hybrid screens in which large numbers of bait and prey constructs may be required.

A novel gene encoding a coiled-coil mitochondrial protein located at the telomeric end of the human MHC Class III region.

The human Major Histocompatibility Complex (MHC) Class III region, which lies in between the MHC Class I and Class II regions on chromosome 6p21.3, contains approximately 60 genes with diverse functions. Using bioinformatics analyses, we identified a novel open reading frame (ORF) in this region, telomeric of BAT1, which we called Mitochondrial Coiled-Coil Domain 1 (MCCD1). The expression of the predicted ORF in a number of human tissues was confirmed by RT-PCR analysis. An orthologue of the MCCD1 gene was identified in the swine MHC in an analogous position, adjacent to pig BAT1. The overall sequence identity between the human and pig MCCD1 proteins is only 65.9%, but their C-terminal domains are highly conserved, showing 92% identity over 53 residues. The MCCD1 gene encodes a short polypeptide (119 amino acids) which contains a putative coiled-coil domain at its highly conserved C terminus and a predicted mitochondrial localisation signal at its N terminus. Transient expression in mammalian cells of MCCD1 fused at its C terminus to either EGFP or the T7-epitope tag showed that this protein is indeed targeted to mitochondria. Finally, we characterised the polymorphism in this gene using denaturing high-performance liquid chromatography (DHPLC) analysis and found that the MCCD1 gene is highly polymorphic containing an average of 1 single nucleotide polymorphism (SNP) every 99 bp. Interestingly, MCCD1 contains four SNPs within the coding region, three of which cause nonsynonymous and nonconservative changes in the amino acid sequence.

Single and dual drug selection for transgenes following bombardment of Caenorhabditis species

The use of drugs and drug resistance genes is a powerful method to select for the presence of a transgene. Unlike methods that require the complementation of a genetic mutation, this system can be used on any genetic background. Drug selection does not require extensive manipulation or costly equipment, yet it is very rapid and can achieve extremely high efficiency, selecting a small number of transgenic worms from among millions of non-transgenic worms. Introducing integrated transgenes into Caenorhabditis elegans by microparticle bombardment represents just such a challenge. Here we describe in detail the protocol we have developed for dual-drug selection in liquid with puromycin and G418 which works well in a variety of Caenorhabditis species. We also show that single drug selection with only puromycin or only G418 is effective in C. elegans. The growing number of drug selection markers that have been adapted to C. elegans are an important addition to the genetic toolkit at our disposal.