Missing value imputation for epistatic MAPs

Background  

Epistatic miniarray profiling (E-MAPs) is a high-throughput approach capable of quantifying aggravating or alleviating genetic interactions between gene pairs. The datasets resulting from E-MAP experiments typically take the form of a symmetric pairwise matrix of interaction scores. These datasets have a significant number of missing values - up to 35% - that can reduce the effectiveness of some data analysis techniques and prevent the use of others. An effective method for imputing interactions would therefore increase the types of possible analysis, as well as increase the potential to identify novel functional interactions between gene pairs. Several methods have been developed to handle missing values in microarray data, but it is unclear how applicable these methods are to E-MAP data because of their pairwise nature and the significantly larger number of missing values. Here we evaluate four alternative imputation strategies, three local (Nearest neighbor-based) and one global (PCA-based), that have been modified to work with symmetric pairwise data.     

Hierarchical modularity and the evolution of genetic interactomes across species

To date, cross-species comparisons of genetic interactomes have been restricted to small or functionally related gene sets, limiting our ability to infer evolutionary trends. To facilitate a more comprehensive analysis, we constructed a genome-scale epistasis map (E-MAP) for the fission yeast Schizosaccharomyces pombe, providing phenotypic signatures for ~60% of the nonessential genome. Using these signatures, we generated a catalog of 297 functional modules, and we assigned function to 144 previously uncharacterized genes, including mRNA splicing and DNA damage checkpoint factors. Comparison with an integrated genetic interactome from the budding yeast Saccharomyces cerevisiae revealed a hierarchical model for the evolution of genetic interactions, with conservation highest within protein complexes, lower within biological processes, and lowest between distinct biological processes. Despite the large evolutionary distance and extensive rewiring of individual interactions, both networks retain conserved features and display similar levels of functional crosstalk between biological processes, suggesting general design principles of genetic interactomes.     

An E-MAP of the ER

Genome-wide phenotype mapping has the potential to provide insights into gene function on an unprecedented scale. In this issue of Cell, Schuldiner et al.(2005) show that saturation epistasis analysis of genes implicated in the early secretory pathway in yeast provides a new strategy for uncovering functional relationships using high-throughput genomic data.     

Disruption of YHC8, a member of the TSR1 gene family, reveals its direct involvement in yeast protein translocation

Genetic studies of Saccharomyces cerevisiae have identified many components acting to deliver specific proteins to their cellular locations. Genome analysis, however, has indicated that additional genes may also participate in such protein trafficking. The product of the yeast Yarrowia lipolytica TSR1 gene promotes the signal recognition particle-dependent translocation of secretory proteins through the endoplasmic reticulum. Here we describe the identification of a new gene family of proteins that is well conserved among different yeast species. The TSR1 genes encode polypeptides that share the same protein domain distribution and, like Tsr1p, may play an important role in the early steps of the signal recognition particle-dependent translocation pathway. We have identified five homologues of the TSR1 gene, four of them from the yeast Saccharomyces cerevisiae and the other from Hansenula polymorpha. We generated a null mutation in the S. cerevisiae YHC8 gene, the closest homologue to Y. lipolytica TSR1, and used different soluble (carboxypeptidase Y, alpha-factor, invertase) and membrane (dipeptidyl-aminopeptidase) secretory proteins to study its phenotype. A large accumulation of soluble protein precursors was detected in the mutant strain. Immunofluorescence experiments show that Yhc8p is localized in the endoplasmic reticulum. We propose that the YHC8 gene is a new and important component of the S. cerevisiae endoplasmic reticulum membrane and that it functions in protein translocation/insertion of secretory proteins through or into this compartment.     

Quantitative genetic analysis in Saccharomyces cerevisiae using epistatic miniarray profiles (E-MAPs) and its application to chromatin functions

The use of the budding yeast Saccharomyces cerevisiae as a simple eukaryotic model system for the study of chromatin assembly and regulation has allowed rapid discovery of genes that influence this complex process. The functions of many of the proteins encoded by these genes have not yet been fully characterized. Here, we describe a high-throughput methodology that can be used to illuminate gene function and discuss its application to a set of genes involved in the creation, maintenance and remodeling of chromatin structure. Our technique, termed E-MAPs, involves the generation of quantitative genetic interaction maps that reveal the function and organization of cellular proteins and networks.     

Quantitative genetic analysis in Saccharomyces cerevisiae using epistatic miniarray profiles (E-MAPs) and its application to chromatin functions

The use of the budding yeast Saccharomyces cerevisiae as a simple eukaryotic model system for the study of chromatin assembly and regulation has allowed rapid discovery of genes that influence this complex process. The functions of many of the proteins encoded by these genes have not yet been fully characterized. Here, we describe a high-throughput methodology that can be used to illuminate gene function and discuss its application to a set of genes involved in the creation, maintenance and remodeling of chromatin structure. Our technique, termed E-MAPs, involves the generation of quantitative genetic interaction maps that reveal the function and organization of cellular proteins and networks.     

The p24 family and selective transport processes at the ER—Golgi interface

The secretory pathway is of vital importance for eukaryotic cells and has a pivotal role in the synthesis, sorting, processing and secretion of a large variety of bioactive molecules involved in intercellular communication. One of the key processes in the secretory pathway concerns the transport of cargo proteins from the ER (endoplasmic reticulum) to the Golgi. Type‐I transmembrane proteins of ～24 kDa are abundantly present in the membranes of the early secretory pathway, and bind the COPI and COPII coat complexes that cover vesicles travelling between the membranes. These p24 proteins are thought to play an important role in the selective transport processes at the ER—Golgi interface, although their exact functioning is still obscure. One model proposes that p24 proteins couple cargo selection in the lumen with vesicle coat recruitment in the cytosol. Alternatively, p24 proteins may furnish subcompartments of the secretory pathway with the correct subsets of machinery proteins. Here we review the current knowledge of the p24 proteins and the various roles proposed for the p24 family members.     

Analysis of protein localization and secretory pathway function using the yeast Saccharomyces cerevisiae

The isolation and characterization of mutants has been crucial in understanding a number of processes in the field of cell biology. In this exercise, students examine the effects of mutations in the secretory pathway on protein localization. Yeast strains deficient for synthesis of histidinol dehydrogenase are transformed with a plasmid encoding a chimeric protein. The chimera contains a signal sequence fused to histidinol dehydrogenase. A strain with a defect in the translocation of secretory proteins into the endoplasmic reticulum (ER) accumulates sufficient histidinol dehydrogenase in the cytoplasm to grow on media lacking histidine. In contrast, yeast proficient for secretion, or yeast with secretion defects later in the pathway, are unable to grow on media lacking histidine. Student analysis of the experimental yeast transformants and appropriate controls allows investigation into the effects of conditional defects in the secretory pathway on both cell viability and protein localization. The exercise is usually performed in a manner that allows students to execute a number of techniques common in molecular biology laboratories, including plasmid minipreps, restriction digestions, and Southern blots. Student understanding and enjoyment of the exercise was assessed by laboratory reports, oral and written examinations, and questionnaires. After completion of these experiments, students can describe the utility of protein fusions, the roles of mutant analysis in cell biology, and the steps taken by proteins transiting the secretory pathway.     

Human ARF4 expression rescues sec7 mutant yeast cells.

Vesicle-mediated traffic between compartments of the yeast secretory pathway involves recruitment of multiple cytosolic proteins for budding, targeting, and membrane fusion events. The SEC7 gene product (Sec7p) is a constituent of coat structures on transport vesicles en route to the Golgi complex in the yeast Saccharomyces cerevisiae. To identify mammalian homologs of Sec7p and its interacting proteins, we used a genetic selection strategy in which a human HepG2 cDNA library was transformed into conditional-lethal yeast sec7 mutants. We isolated several clones capable of rescuing sec7 mutant growth at the restrictive temperature. The cDNA encoding the most effective suppressor was identified as human ADP ribosylation factor 4 (hARF4), a member of the GTPase family proposed to regulate recruitment of vesicle coat proteins in mammalian cells. Having identified a Sec7p-interacting protein rather than the mammalian Sec7p homolog, we provide evidence that hARF4 suppressed the sec7 mutation by restoring secretory pathway function. Shifting sec7 strains to the restrictive temperature results in the disappearance of the mutant Sec7p cytosolic pool without apparent changes in the membrane-associated fraction. The introduction of hARF4 to the cells maintained the balance between cytosolic and membrane-associated Sec7p pools. These results suggest a requirement for Sec7p cycling on and off of the membranes for cell growth and vesicular traffic. In addition, overexpression of the yeast GTPase-encoding genes ARF1 and ARF2, but not that of YPT1, suppressed the sec7 mutant growth phenotype in an allele-specific manner. This allele specificity indicates that individual ARFs are recruited to perform two different Sec7p-related functions in vesicle coat dynamics.     

Three SAC1-like genes show overlapping patterns of expression in Arabidopsis but are remarkably silent during embryo development

In Saccharomyces cerevisiae, the SAC1 gene encodes a polyphosphoinositide phosphatase (PPIPase) that modulates the levels of phosphoinositides, which are key regulators of a number of signal transduction processes. SAC1p has been implicated in multiple cellular functions: actin cytoskeleton organization, secretory functions, inositol metabolism, ATP transport, and multiple-drug sensitivity. Here, we describe the characterization of three genes in Arabidopsis thaliana, AtSAC1a, AtSAC1b, and AtSAC1c, encoding proteins similar to those of yeast SAC1p. We demonstrated that the three AtSAC1 proteins are functional homologs of the yeast SAC1p because they can rescue the cold-sensitive and inositol auxotroph yeast sac1-null mutant strain. The fact that Arabidopsis and yeast SAC1 genes derived from a common ancestor suggests that this plant multigenic family is involved in the phosphoinositide pathway and in a range of cellular functions similar to those in yeast. Using GFP fusion experiments, we demonstrate that the three AtSAC1 proteins are targeted to the endoplasmic reticulum. Their expression patterns are overlapping, with at least two members expressed in each organ. Remarkably, AtSAC1 genes are not expressed during seed development, and therefore additional phosphatases are required to control phosphoinositide levels in seeds.     

Distinct sets of SEC genes govern transport vesicle formation and fusion early in the secretory pathway

A vesicular intermediate in protein transport from the endoplasmic reticulum is detected in a subset of temperature-sensitive mutants blocked early in the yeast secretory pathway. By electron microscopy three of the mutants, sec18, sec17, and sec22, accumulate 50 nm vesicles at the nonpermissive temperature. Vesicle accumulation is blocked by the mutations sec12, sec13, sec16, and sec23 as shown by analysis of double-mutant strains. Thus the early SEC genes can be divided into vesicle forming and vesicle fusion functions. Synthetic lethal interactions between sec mutations define two groups of SEC genes, corresponding to the groups involved in vesicle formation or fusion. Mutations in two of the genes involved in vesicle fusion, SEC17 and SEC18, are lethal in combination, and five of six possible pairwise combinations of mutations in genes required for vesicle formation, SEC12, SEC13, SEC16, and SEC23, are lethal. These interactions suggest cooperation between different SEC gene products in vesicle budding and vesicle fusion processes.     

A new pathway for protein export in Saccharomyces cerevisiae

Several physiologically important proteins lack a classical secretory signal sequence, yet they are secreted from cells. To investigate the secretion mechanism of such proteins, a representative mammalian protein that is exported by a nonclassical mechanism, galectin-1, has been expressed in yeast. Galectin-1 is exported across the yeast plasma membrane, and this export does not require the classical secretory pathway nor the yeast multidrug resistance-like protein Ste6p, the transporter for the peptide a factor. A screen for components of the export machinery has identified genes that are involved in nonclassical export. These findings demonstrate a new pathway for protein export that is distinct from the classical secretory pathway in yeast.     

Genetic analysis of clathrin function in yeast

The use of yeast mutants to study the function and dynamics of clathrin-coated membranes has offered new insights into clathrin's role in the secretory pathway and has raised additional questions. Most strains of yeast can incur a disruption of clathrin heavy or light chain genes and remain viable. However, in rare cases, alleles of genes other than clathrin affect the viability of clathrin-deficient cells. The relationship of the products of these genes to clathrin awaits clarification. Phenotypic characterization of clathrin-deficient yeast mutants suggests that clathrin is not essential for the generation of secretory pathway transport vesicles at the ER or the Golgi complex but is required for the intracellular retention of a Golgi membrane protein, Kex2p. With this genetic evidence for clathrin's function in vivo, biochemical and genetic experiments can be designed to address the mechanism by which clathrin effects retention of Kex2p. Clathrin-deficient yeast carry out protein secretion, receptor-mediated endocytosis of mating pheromone, and efficient targeting of newly synthesized vacuolar proteins. These observations challenge aspects of clathrin's proposed involvement in protein transport through the secretory pathway and to lysosomes in mammalian cells. However, the differences are beginning to recede in the face of additional experiments; the formation of clathrin coated vesicles is no longer commonly thought to be obligately coupled to transport through the secretory pathway in mammalian cells (Rothman 1986; Brodsky, 1988), and the role of clathrin in retaining a Golgi membrane protein in yeast may have its precedents in receptor-mediated endocytosis by mammalian cells or in secretory granule formation in endocrine cells. A unified theory of clathrin function is emerging (Brodsky, 1988) which suggests that the clathrin coat assemblage (clathrin heavy and light chains and the associated proteins) acts as a facilitator of intracellular protein transport by sorting and concentrating cargo molecules. The results from studies of clathrin-deficient yeast support this theory. Future experiments will determine whether clathrin provides its functions at different transport stages in different organisms or whether all eukaryotic cells employ clathrin at the same stages of intracellular protein transport.     

A genome‐wide RNA interference screen identifies two novel components of the metazoan secretory pathway

Genetic screens in the yeast Saccharomyces cerevisiae have identified many proteins involved in the secretory pathway, most of which have orthologues in higher eukaryotes. To investigate whether there are additional proteins that are required for secretion in metazoans but are absent from yeast, we used genome‐wide RNA interference (RNAi) to look for genes required for secretion of recombinant luciferase from Drosophila S2 cells. This identified two novel components of the secretory pathway that are conserved from humans to plants. Gryzun is distantly related to, but distinct from, the Trs130 subunit of the TRAPP complex but is absent from S. cerevisiae. RNAi of human Gryzun (C4orf41) blocks Golgi exit. Kish is a small membrane protein with a previously uncharacterised orthologue in yeast. The screen also identified Drosophila orthologues of almost 60% of the yeast genes essential for secretion. Given this coverage, the small number of novel components suggests that contrary to previous indications the number of essential core components of the secretory pathway is not much greater in metazoans than in yeasts.     

Towards characterization of the glycoproteome of tomato (Solanum lycopersicum) fruit using Concanavalin A lectin affinity chromatography and LC-MALDI-MS/MS analysis

The isolation and analysis of glycoproteins by coupling lectin affinity chromatography with MS has emerged as a powerful strategy to study the glycoproteome of mammalian cells. However, this approach has not been used extensively for the analysis of plant glycoproteins. As with all eukaryotes, N-glycosylation is a common post-translational modification for plant proteins traveling through the secretory pathway. Many such proteins are destined for the cell wall, or apoplast, where they play important roles in processes such as modifying cell wall structure, sugar metabolism, signaling, and defense against pathogens. Here, we describe a strategy to enrich for and identify secreted plant proteins based on affinity chromatography using the lectin Concanavalin A and two-dimensional liquid chromatography, together with matrix-assisted laser desorption/ionization MS analysis. The value of this approach is illustrated through the characterization of glycoproteins that are expressed in ripe tomato (Solanum lycopersicum) fruit, a developmental stage that is fundamentally linked with significant changes in cell wall structure and composition. This glycoprotein trap strategy allowed the isolation of a sub-proteome with an extremely high proportion of proteins that are predicted to be resident in the cell wall or secretory pathway, and the identification of new putative cell wall proteins.     

Protein sorting in yeast: mutants defective in vacuole biogenesis mislocalize vacuolar proteins into the late secretory pathway

We have devised a genetic selection for mutant yeast cells that fail to properly deliver the vacuolar glycoprotein CPY to the lysosome-like vacuole. This has allowed us to identify mutations in eight VPL complementation groups that result in aberrant secretion of up to approximately 90% of the immunoreactive CPY. Other soluble vacuolar proteins are also affected by each vpl mutation, demonstrating that a sorting system for multiple vacuolar proteins exists in yeast. Mislocalized CPY apparently traverses late stages of the secretory pathway, since a vesicle-accumulating sec1 mutation prevents secretion of this protein. Despite the presence of abnormal membrane-enclosed organelles in some of the vpl mutants, maturation and secretion of invertase are not substantially perturbed. Thus vpl mutations define a new class of genes that encode products required for sorting of newly synthesized vacuolar proteins from secretory proteins during their transit through the yeast secretory pathway.     

The yeast secretory pathway is perturbed by mutations in PMR1, a member of a Ca2+ ATPase family

The genes for two new P-type ATPases, PMR1 and PMR2, have been identified in yeast. A comparison of the deduced sequences of the PMR proteins with other known ion pumps showed that both proteins are very similar to Ca2+ ATPases. PMR1 is identical to SSC1, a gene previously identified by its effect on secretion of some foreign proteins from yeast. Proteins secreted from pmr1 mutants lack the outer chain glycosylation that normally results from passage through the Golgi. Loss of PMR1 function suppresses the lethality of ypt1-1, a mutation that blocks the secretion pathway. These data suggest that PMR1 functions as a Ca2+ pump affecting transit through the secretory pathway.