Robustness analysis of cellular systems using the genetic tug-of-war method

Robustness is one of the principles of design inherent to biological systems. Cellular robustness can be measured as limits of intracellular parameters such as gene expression levels. We have recently developed an experimental approach coined as genetic Tug-Of-War (gTOW), which we used to perform robustness analysis in yeast. Using gTOW, we were able to measure the upper limit of expression of gene targets. In this review, we first elaborate on how the gTOW method compares to current mathematical simulation models prevalently used in the determination of robustness. We then explain the experimental principles underlying gTOW and its associated tools, and we provide concrete examples of robustness analysis using gTOW, i.e. cell cycle and HOG pathway gene expression analysis. Finally, we list a series of Q&As related to the experimental utilization of gTOW and we describe the potential impact of gTOW and its relevance to the understanding of biological systems.     

In vivo robustness analysis of cell division cycle genes in Saccharomyces cerevisiae

Intracellular biochemical parameters, such as the expression level of gene products, are considered to be optimized so that a biological system, including the parameters, works effectively. Those parameters should have some permissible range so that the systems have robustness against perturbations, such as noise in gene expression. However, little is known about the permissible range in real cells because there has been no experimental technique to test it. In this study, we developed a genetic screening method, named “genetic tug-of-war” (gTOW) that evaluates upper limit copy numbers of genes in a model eukaryote Saccharomyces cerevisiae, and we applied it for 30 cell-cycle related genes (CDC genes). The experiment provided unique quantitative data that could be used to argue the system-level properties of the cell cycle such as robustness and fragility. The data were used to evaluate the current computational model, and refinements to the model were suggested.     

The RCK1 and RCK2 protein kinase genes from Saccharomyces cerevisiae suppress cell cycle checkpoint mutations in Schizosaccharomyces pombe

The protein kinase-encoding genes RCK1 and RCK2 from Saccharomyces cerevisiae have been identified as suppressors of Schizosaccharomyces pombe cell cycle checkpoint mutations. Upon expression of these genes, radiation resistance is partially restored in S. pombe mutants with checkpoint deficiencies, but not in mutants with DNA repair defects. Some checkpoint mutants are sensitive to the DNA synthesis inhibitor hydroxyurea, and this sensitivity is also suppressed by RCK1 and RCK2. The degree of suppression can be modulated by varying expression levels. Expression of RCK1 or RCK2 in S. pombe causes cell elongation and decelerated growth. Cells expressing these genes have a single nucleus and a 2n DNA content. We conclude that these genes act in S. pombe to prolong the G2 phase of the cell cycle.     

Cyclin B (p56cdc13) localization in the yeast Schizosaccharomyces pombe: An ultrastructural and immunocytochemical study

Summary— The eucaryote cell cycle is driven by a set of cyclin dependent kinases (CDKs) associated to cyclins, which confer not only the activity but also the substrate specificity and the proper localization of the kinase activity. In the fission yeast Schizosaccharomyces pombe, only one cyclin, the product of the cdc13 gene (p56^cdc13), is required to be associated with p34^cdc2, to control the complete cell cycle. Earlier studies have localized this complex mainly in the nucleus and its periphery. Using new improved electron microscopy (EM) technologies, based on high pressure freezing fixation, we refined previous studies, evidencing cytoplasmic localization of p56^cdc13, in addition to the nuclear localization previously observed. Further immunofluorescence studies, performed on aldehydically fixed cells, confirmed our EM results, emphasizing the major cytoplasmic localization of p56^cdc13 in interphase cells and the relocalization towards the nucleus in mitotic cells, suggesting that the S pombe cyclin B localization is cell cycle-regulated.     

Evaluation of the lower protein limit in the budding yeast Saccharomyces cerevisiae using TIPI-gTOW

Background

Identifying permissible limits of intracellular parameters such as protein expression provides important information for examining robustness. In this study, we used the TEV protease-mediated induction of protein instability (TIPI) in combination with the genetic Tug-of-War (gTOW) to develop a method to measure the lower limit of protein level. We first tested the feasibility of this method using ADE2 as a marker and then analyzed some cell cycle regulators to reveal genetic interactions.

Results

Using TIPI-gTOW, we successfully constructed a strain in which GFP-^TDegFAde2 was expressed at the lower limit, just sufficient to support cellular growth under the -Ade condition by accelerating degradation by TEV protease. We also succeeded in constructing a strain in which the minimal level of GFP-^TDegFCdc20 was expressed by TIPI-gTOW. Using this strain, we studied genetic interactions between cell cycle regulators and CDC20, and the result was highly consistent with the previously identified interactions. Comparison of the experimental data with predictions of a mathematical model revealed some interactions that were not implemented into the current model.

Conclusions

TIPI-gTOW is useful for estimating changes in the lower limit of a protein under different conditions, such as different genetic backgrounds and environments. TIPI-gTOW is also useful for analyzing genetic interactions of essential genes whose deletion mutants cannot be obtained.     

Bottleneck genes and community structure in the cell cycle network of S. pombe

The identification of cell cycle–related genes is still a difficult task, even for organisms with relatively few genes such as the fission yeast. Several gene expression studies have been published on S. pombe showing similarities but also discrepancies in their results. We introduce a network in which the weight of each link is a function of the phase difference between the expression peaks of two genes. The analysis of the stability of the clustering through the computation of an entropy parameter reveals a structure made of four clusters, the first one corresponding to a robustly connected M–G1 component, the second to genes in the S phase, and the third and fourth to two G2 components. They are separated by bottleneck structures that appear to correspond to cell cycle checkpoints. We identify a number of genes that are located on these bottlenecks. They represent a novel group of cell cycle regulatory genes. They all show interesting functions, and they are supposed to be involved in the regulation of the transition from one phase to the next. We therefore present a comparison of the available studies on the fission yeast cell cycle and a general statistical bioinformatics methodology to find bottlenecks and gene community structures based on recent developments in network theory.     

Evolution and regulation of cellular periodic processes: a role for paralogues

Several cyclic processes take place within a single organism. For example, the cell cycle is coordinated with the 24 h diurnal rhythm in animals and plants, and with the 40 min ultradian rhythm in budding yeast. To examine the evolution of periodic gene expression during these processes, we performed the first systematic comparison in three organisms (Homo sapiens, Arabidopsis thaliana and Saccharomyces cerevisiae) by using public microarray data. We observed that although diurnal‐regulated and ultradian‐regulated genes are not generally cell‐cycle‐regulated, they tend to have cell‐cycle‐regulated paralogues. Thus, diverged temporal expression of paralogues seems to facilitate cellular orchestration under different periodic stimuli. Lineage‐specific functional repertoires of periodic‐associated paralogues imply that this mode of regulation might have evolved independently in several organisms.     

Hydrogen peroxide-induced oxidative damages in <Emphasis Type="Italic">Schizosaccharomyces pombe</Emphasis>

Oxidative stress causes damage to proteins, lipids and nucleic acids, and thereby compromises cell viability. Some of the oxidative stress markers in an eukaryotic model organism, fission yeast Schizosaccharomyces pombe, were evaluated in this study. Intracellular oxidation, protein carbonyls, lipid peroxidation and reduced glutathione (GSH) levels were investigated in H₂O₂-treated and non-treated control cells. It was observed that increased H₂O₂ concentration proportionally lowered the cell number and increased the intracellular oxidation, lipid peroxidation and protein carbonyl levels in S. pombe. A dose-dependent decrease in GSH level was also detected. The fission yeast S. pombe is best known for its contribution to understanding of eukaryotic cell cycle control. S. pombe displays a different physiology from Saccharomyces cerevisiae in several ways and is thus probably more closely related to higher eukaryotes. The purpose of this study was to provide some data about the effects of hydrogen peroxide on the proteins and lipids in the fission yeast. The data obtained here is expected to constitute a basis for the further studies on redox balance and related processes in yeast and mammalian cells.     

cDNA Cloning and Gene Mapping of Human Homologs forSchizosaccharomyces pombe rad17, rad1,andhus1and Cloning of Homologs from Mouse,Caenorhabditis elegans,andDrosophila melanogaster

Mutations in DNA repair/cell cycle checkpoint genes can lead to the development of cancer. The cloning of human homologs of yeast DNA repair/cell cycle checkpoint genes should yield candidates for human tumor suppressor genes as well as identifying potential targets for cancer therapy. TheSchizosaccharomyces pombegenesrad17, rad1,andhus1have been identified as playing roles in DNA repair and cell cycle checkpoint control pathways. We have cloned the cDNA for the human homolog ofS. pombe rad17,RAD17, which localizes to chromosomal location 5q13 by fluorescencein situhybridization and radiation hybrid mapping; the cDNA for the human homolog ofS. pombe rad1,RAD1, which maps to 5p14–p13.2; and the cDNA for the human homolog ofS. pombe hus1,HUS1, which maps to 7p13–p12. The human gene loci have previously been identified as regions containing tumor suppressor genes. In addition, we report the cloning of the cDNAs for genes related toS. pombe rad17, rad9, rad1,andhus1from mouse,Caenorhabditis elegans,andDrosophila melanogaster.These includeRad17andRad9fromD. melanogaster,hpr-17 and hpr-1 fromC. elegans,and RAD1 and HUS1 from mouse. The identification of homologs of theS. pomberad checkpoint genes from mammals, arthropods, and nematodes indicates that this cell cycle checkpoint pathway is conserved throughout eukaryotes.     

Hyphal growth in Candida albicans requires the phosphorylation of Sec2 by the Cdc28-Ccn1/Hgc1 kinase

Polarized growth is a fundamental property of cell growth and development. It requires the delivery of post‐Golgi secretory vesicles to the site of polarized growth. This process is mediated by Rab GTPases activated by their guanine exchange factors (GEFs). The human fungal pathogen, Candida albicans, can grow in a budded yeast form or in a highly polarized hyphal form, and thus provides a model to study this phenomenon. During hyphal, but not yeast growth, secretory vesicles accumulate in an apical body called a Spitzenkörper, which acts to focus delivery of the vesicles to the tip. Post‐Golgi transport of secretory vesicles is mediated by the Rab GTPase Sec4, activated by its GEF Sec2. Using a combination of deletion mapping, in vitro mutagenesis, an analogue‐sensitive allele of Cdc28 and an in vitro kinase assay, we show that localization of Sec2 to the Spitzenkörper and normal hyphal development requires phosphorylation of Serine 584 by the cyclin‐dependent kinase Cdc28. Thus, as well as controlling passage through the cell cycle, Cdc28 has an important function in controlling polarized secretion.