Growth Competition Experiments Research Articles

Interaction of Reverse Transcriptase (RT) Mutations Conferring Resistance to Lamivudine and Etravirine: Effects on Fitness and RT Activity of Human Immunodeficiency Virus Type 1

Resistance to the nonnucleoside reverse transcriptase inhibitors etravirine and rilpivirine (RPV) is conferred by the E138K mutation in human immunodeficiency virus type 1 (HIV-1) reverse transcriptase (RT). Clinical trials of RPV administered with lamivudine or emtricitabine showed the emergence of E138K together with M184I, which confers lamivudine and emtricitabine resistance in most patients with virologic failure. To understand why M184I was favored over M184V, we determined the drug susceptibility, infectivity, relative fitness, and reverse transcriptase activity of HIV-1 carrying E138K/M184I or E138K/M184V mutations. Whereas the replication capacity (RC) of the single mutants was reduced compared to that of the wild type (WT), the RC of the two double mutants was comparable to that of the WT in the absence of drug. The RC of the E138K/M184I mutant in the presence of etravirine was significantly greater than that of the E138K and E138K/M184V mutants; the RC of the double mutants was greater than that of the M184I or M184V mutant. Fitness profiles and growth competition experiments showed that the E138K/M184I mutant had a significant replicative advantage over the E138K/M184V mutant in the presence of etravirine and lamivudine. The virion-associated RT activity of the E138K, M184I, or M184V virus was significantly reduced compared to that of the WT, whereas the RT activity of the E138K/M184I virus was significantly greater than that of the WT or E138K/M184V virus. These results suggest that the E138K and M184I/V mutations are mutually compensatory and may explain the frequent occurrence of E138K/M184I after the virologic failure of rilpivirine-, lamivudine-, and emtricitabine-containing regimens.

Investigation of the electron transport chain to and the catalytic activity of the diheme cytochrome c peroxidase CcpA of Shewanella oneidensis.

Bacterial diheme c-type cytochrome peroxidases (BCCPs) catalyze the periplasmic reduction of hydrogen peroxide to water. The gammaproteobacterium Shewanella oneidensis produces the peroxidase CcpA under a number of anaerobic conditions, including dissimilatory iron-reducing conditions. We wanted to understand the function of this protein in the organism and its putative connection to the electron transport chain to ferric iron. CcpA was isolated and tested for peroxidase activity, and its structural conformation was analyzed by X-ray crystallography. CcpA exhibited in vitro peroxidase activity and had a structure typical of diheme peroxidases. It was produced in almost equal amounts under anaerobic and microaerophilic conditions. With 50 mM ferric citrate and 50 μM oxygen in the growth medium, CcpA expression results in a strong selective advantage for the cell, which was detected in competitive growth experiments with wild-type and ΔccpA mutant cells that lack the entire ccpA gene due to a markerless deletion. We were unable to reduce CcpA directly with CymA, MtrA, or FccA, which are known key players in the chain of electron transport to ferric iron and fumarate but identified the small monoheme ScyA as a mediator of electron transport between CymA and BCCP. To our knowledge, this is the first detailed description of a complete chain of electron transport to a periplasmic c-type cytochrome peroxidase. This study furthermore reports the possibility of establishing a specific electron transport chain using c-type cytochromes.

Experimental evidence for competitive growth advantage of genotype VII over VI: Implications for foot-and-mouth disease virus serotype A genotype turnover in nature

In India, systematic genotype replacement has been observed for serotype A foot-and-mouth disease virus. After a decade of co-circulation of genotypes VI and VII, genotype VII emerged as the single dominant genotype since 2001. To derive possible explanations for such epochal evolution dynamics, in vitro intergenotype growth competition experiments involving both co- and superinfection regimes were conducted. Coinfection of BHK-21 cells demonstrated abrupt loss in the genotype VI viral load with commensurate increase in the load of genotype VII as measured by the genotype differentiating ELISA, RT-PCR and real-time RT-PCR. The superinfection dynamics was shaped by temporal spacing of infection, where the invading genotype VII took more number of passages than coinfection to eventually overtake the resident genotype VI. It was speculated that such superior replicative fitness of genotype VII could have been a possible factor for the ultimate dominance of genotype VII in nature.

A block of endocytosis of the yeast cell wall integrity sensors Wsc1 and Wsc2 results in reduced fitness in vivo

The response to cell surface stress in yeast is mediated by a set of five plasma membrane sensors. We here address the relation of intracellular localization of the sensors Wsc1, Wsc2, and Mid2 to their turnover and signaling function. Growth competition experiments indicate that Wsc2 plays an important role in addition to Wsc1 and Mid2. The two Wsc sensors appear at the bud neck during cytokinesis and employ different routes of endocytosis, which govern their turnover. Whereas Wsc1 uses a clathrin-dependent NPFDD signal, Wsc2 relies on a specific lysine residue (K495). In end3 and doa4 endocytosis mutants, both sensors accumulate at the plasma membrane, and a hypersensitivity to cell wall-specific drugs and to treatment with zymolyase is observed. A haploid strain in which endocytosis of the two sensors is specifically blocked displays a reduced fitness in growth competition experiments. If the Mid2 sensor is mobilized by the addition of an endocytosis signal, it mimics the dynamic distribution of the Wsc sensors, but is unable to complement the specific growth defects of a wsc1 deletion. These data suggest that sensor distribution is not the major determinant for its specificity.

Mutagenesis of the modified bases, m 5U1939 and ψ2504, in Escherichia coli 23S rRNA

Ribosomal RNAs (rRNAs) from all kingdoms contain a variety of post-transcriptional modifications and these are typically clustered in the functional centers of the ribosome. The functions of two bases in the 23S rRNA of Escherichia coli that are post-transcriptionally modified, m 5U1939 and ψ2504, were examined by mutagenesis of the rRNA bases and by inactivation of the RumA methylase that methylates U1939. Base substitutions at U1939 had little effect on growth or the fidelity of translation, but altered the sensitivity of the ribosomes to the antibiotics fusidic acid and capreomycin. Strains lacking the RumA methylase were gradually out-competed by wild type strains in growth competition experiments, suggesting that the m 5U methylation improves ribosome performance. Base changes at ψ2504 had dramatic effects on growth and resistance to several peptidyltransferase inhibitor antibiotics and increased the levels of translational errors. The results link these sites of post-transcriptional modification with the ribosome’s response to antibiotics and the control of translational fidelity.

Fully efficient chromosome dimer resolution in Escherichia coli cells lacking the integral membrane domain of FtsK

In bacteria, septum formation frequently initiates before the last steps of chromosome segregation. This is notably the case when chromosome dimers are formed by homologous recombination. Chromosome segregation then requires the activity of a double-stranded DNA transporter anchored at the septum by an integral membrane domain, FtsK. It was proposed that the transmembrane segments of proteins of the FtsK family form pores across lipid bilayers for the transport of DNA. Here, we show that truncated Escherichia coli FtsK proteins lacking all of the FtsK transmembrane segments allow for the efficient resolution of chromosome dimers if they are connected to a septal targeting peptide through a sufficiently long linker. These results indicate that FtsK does not need to transport DNA through a pore formed by its integral membrane domain. We propose therefore that FtsK transports DNA before membrane fusion, at a time when there is still an opening in the constricted septum.

Structural and functional studies of the Thermus thermophilus 16S rRNA methyltransferase RsmG

The RsmG methyltransferase is responsible for N(7) methylation of G527 of 16S rRNA in bacteria. Here, we report the identification of the Thermus thermophilus rsmG gene, the isolation of rsmG mutants, and the solution of RsmG X-ray crystal structures at up to 1.5 A resolution. Like their counterparts in other species, T. thermophilus rsmG mutants are weakly resistant to the aminoglycoside antibiotic streptomycin. Growth competition experiments indicate a physiological cost to loss of RsmG activity, consistent with the conservation of the modification site in the decoding region of the ribosome. In contrast to Escherichia coli RsmG, which has been reported to recognize only intact 30S subunits, T. thermophilus RsmG shows no in vitro methylation activity against native 30S subunits, only low activity with 30S subunits at low magnesium concentration, and maximum activity with deproteinized 16S rRNA. Cofactor-bound crystal structures of RsmG reveal a positively charged surface area remote from the active site that binds an adenosine monophosphate molecule. We conclude that an early assembly intermediate is the most likely candidate for the biological substrate of RsmG.

A molecular bar-coded DNA repair resource for pooled toxicogenomic screens

DNA damage from exogenous and endogenous sources can promote mutations and cell death. Fortunately, cells contain DNA repair and damage signaling pathways to reduce the mutagenic and cytotoxic effects of DNA damage. The identification of specific DNA repair proteins and the coordination of DNA repair pathways after damage has been a central theme to the field of genetic toxicology and we have developed a tool for use in this area. We have produced 99 molecular bar-coded Escherichia coli gene-deletion mutants specific to DNA repair and damage signaling pathways, and each bar-coded mutant can be tracked in pooled format using bar-code specific microarrays. Our design adapted bar-codes developed for the Saccharomyces cerevisiae gene-deletion project, which allowed us to utilize an available microarray product for pooled gene-exposure studies. Microarray-based screens were used for en masse identification of individual mutants sensitive to methyl methanesulfonate (MMS). As expected, gene-deletion mutants specific to direct, base excision, and recombinational DNA repair pathways were identified as MMS-sensitive in our pooled assay, thus validating our resource. We have demonstrated that molecular bar-codes designed for S. cerevisiae are transferable to E. coli, and that they can be used with pre-existing microarrays to perform competitive growth experiments. Further, when comparing microarray to traditional plate-based screens both overlapping and distinct results were obtained, which is a novel technical finding, with discrepancies between the two approaches explained by differences in output measurements (DNA content versus cell mass). The microarray-based classification of Δtag and ΔdinG cells as depleted after MMS exposure, contrary to plate-based methods, led to the discovery that Δtag and ΔdinG cells show a filamentation phenotype after MMS exposure, thus accounting for the discrepancy. A novel biological finding is the observation that while ΔdinG cells filament in response to MMS they exhibit wild-type sulA expression after exposure. This decoupling of filamentation from SulA levels suggests that DinG is associated with the SulA-independent filamentation pathway.

Modeling and Estimation of Kinetic Parameters and Replicative Fitness of HIV-1 from Flow-Cytometry-Based Growth Competition Experiments

Growth competition assays have been developed to quantify the relative fitness of HIV-1 mutants. In this article, we develop mathematical models to describe viral/cellular dynamic interactions in the assay system from which the competitive fitness indices or parameters are defined. In our previous HIV-viral fitness experiments, the concentration of uninfected target cells was assumed to be constant (Wu et al. 2006). But this may not be true in some experiments. In addition, dual infection may frequently occur in viral fitness experiments and may not be ignorable. Here, we relax these two assumptions and extend our earlier viral fitness model (Wu et al. 2006). The resulting models then become nonlinear ODE systems for which closed-form solutions are not achievable. In the new model, the viral relative fitness is a function of time since it depends on the target cell concentration. First, we studied the structure identifiability of the nonlinear ODE models. The identifiability analysis showed that all parameters in the proposed models are identifiable from the flow-cytometry-based experimental data that we collected. We then employed a global optimization approach (the differential evolution algorithm) to directly estimate the kinetic parameters as well as the relative fitness index in the nonlinear ODE models using nonlinear least square regression based on the experimental data. Practical identifiability was investigated via Monte Carlo simulations.

Impact on Replicative Fitness of the G48E Substitution in the Protease of HIV-1

We observed an unusual glycine-to-glutamate substitution at protease (PR) residue position 48 (G48E) in an African patient infected with a subtype A1 HIV-1 strain failing a saquinavir-containing regimen. Phenotypic analysis of protease inhibitor (PI) susceptibility showed that the G48E site-directed mutant, when introduced into an NL4-3 HIV-1 PR backbone, was slightly resistant to SQV (2-fold when compared with the wild-type virus). In addition, the G48E and G48E/V82A site-directed mutants were associated with a decrease in fitness, whereas a reversion to the wild type at position 48 was observed in vitro. Growth competition experiments using a novel growth competition assay based on enhanced green fluorescent protein- or Discosoma spp. red fluorescent protein-expressing viruses showed that the replicative fitness of the G48E virus was reduced to 55% compared with the parental NL4-3 virus. Synthesizing all possible site-directed mutants found in the patient strain is too time-consuming; therefore, a molecular dynamics (MD) simulation approach was used to understand why this mutation survived despite its fitness cost. These simulations documented that the G48E mutant interacted with PI resistance mutations (M46I, I54V, Q58E, and L63P) and with natural polymorphisms specific to subtype A1 (E35D, M36I, and R57K) that were present in the patient's virus. We hypothesize that the polymorphisms contained in the PR flap regions of the patient's virus may compensate for the presence of G48E, possibly by restoring the flexibility of the PR flaps. In summary, our results demonstrate that the G48E substitution, when introduced in the context of an HIV-1 subtype B strain, is highly unstable and gives rise to viruses with a poor replicative fitness in vitro. We also showed that when confronted with too many mutations to evaluate in vitro, MD simulations are helpful to draft hypotheses on how polymorphisms can interact with resistance mutations to stabilize their potential fitness cost.

A bilevel optimization algorithm to identify enzymatic capacity constraints in metabolic networks

Constraint-based models of metabolism seldom incorporate tight bounds, or capacity constraints, on intracellular fluxes due to the lack of experimental data. This can sometimes lead to inaccurate growth phenotype predictions. Meanwhile, other forms of data such as fitness profiling data from growth competition experiments have been demonstrated to contain valuable information for elucidating key aspects of the underlying metabolic network. Hence, the optimal capacity constraint identification (OCCI) algorithm is developed to reconcile constraint-based models of metabolism with fitness profiling data by identifying a set of flux capacity constraints that optimally fits a wide array of strains. OCCI is able to identify capacity constraints with considerable accuracy by matching 1155 in silico-generated growth rates using a simplified model of Escherichia coli central carbon metabolism. OCCI is expected to be a useful tool for integrating high-throughput fitness measurements with constraint-based models for elucidating metabolic network capacities.

The predominance of Human Immunodeficiency Virus type 1 (HIV-1) circulating recombinant form 02 (CRF02_AG) in West Central Africa may be related to its replicative fitness

BackgroundCRF02_AG is the predominant HIV strain circulating in West and West Central Africa. The aim of this study was to test whether this predominance is associated with a higher in vitro replicative fitness relative to parental subtype A and G viruses. Primary HIV-1 isolates (10 CRF02_AG, 5 subtype A and 5 subtype G) were obtained from a well-described Cameroonian cohort. Growth competition experiments were carried out at equal multiplicity of infection in activated T cells and monocyte-derived dendritic cells (MO-DC) in parallel.ResultsDual infection/competition experiments in activated T cells clearly indicated that CRF02_AG isolates had a significant replication advantage over the subtype A and subtype G viruses. The higher fitness of CRF02_AG was evident for isolates from patients with CD4+ T cell counts >200 cells/μL (non-AIDS) or CD4+ T cell counts <200 cells/μL (AIDS), and was independent of the co-receptor tropism. In MO-DC cultures, CRF02_AG isolates showed a slightly but not significantly higher replication advantage compared to subtype A or G isolates.ConclusionWe observed a higher ex vivo replicative fitness of CRF02_AG isolates compared to subtype A and G viruses from the same geographic region and showed that this was independent of the co-receptor tropism and irrespective of high or low CD4+ T cell count. This advantage in replicative fitness may contribute to the dominant spread of CRF02_AG over A and G subtypes in West and West Central Africa.

Use of a novel assay based on intact recombinant viruses expressing green (EGFP) or red (DsRed2) fluorescent proteins to examine the contribution of pol and env genes to overall HIV-1 replicative fitness

Multiple studies have described a reduction in the replicative fitness of HIV-1 isolates harboring mutations that confer resistance to antiretroviral drugs. Contradictory results, however, have been obtained depending on the methodology used in each study (Quinones-Mateu, M.E., Arts, E.J., 2002. Fitness of drug resistant HIV-I: methodology and clinical implications. Drug Resist. Update 5, 224–233), affecting our understanding of the potential relationship of viral replicative fitness with HIV-1 disease. It has been demonstrated previously that both pol and env genes play a major role in HIV-1 replicative fitness of clinical isolates. Therefore, measuring clinically relevant replicative fitness using recombinant viruses where a single mutation and/or viral gene have been introduced does not seem like a reasonable approach in this era of multi-target antiretroviral therapy. A novel method was developed to measure HIV-1 replicative fitness based on recombinant viruses expressing the enhanced green fluorescent (EGFP) or the Discosoma sp. red fluorescent (DsRed2) proteins in a HIV-1 NL4-3 backbone. Contrary to previous designs to analyze HIV-1 fitness, these replication competent viruses were created in an intact viral genetic background (without deleting or affecting the expression of any viral gene). This new system was used to evaluate the contribution of drug-resistance mutations in the pol and env genes to overall viral replicative fitness (in the presence and absence of drug pressure) using direct growth competition experiments. Mutations in pol showed a stronger effect on HIV-1 replicative fitness than mutations in the env gene associated with resistance to enfuvirtide, corroborating the plasticity of the later gene to accept mutations and the sensibility of the protease and reverse transcriptase enzymes to drug-associated primary mutations. In conclusion, a new protocol was used to measure HIV-1 replicative fitness in either the presence or absence of antiretroviral drugs, which may be used as a high-throughput assay to help us understand the clinical significance of viral fitness.

The HIV-1 clade C promoter is particularly well adapted to replication in the gut in primary infection

Coinfection of rhesus macaques with human/simian immunodeficiency virus chimeras harbouring the minimal core-promoter/enhancer elements from HIV-1 clade B, C and E viral prototypes (STR-B, STR-C and STR-E) revealed a remarkable dichotomy in terms of spatio-temporal viral replication. The clade C chimera (STR-C) predominated in primary infection. The present study was aimed at identifying the origin of STR-C plasma viraemia at this infection phase. By competing isogenic viruses differing only in their promoters, it was possible to identify subtle phenotypical differences in viral replication kinetics and compartmentalization in vivo. Two rhesus macaques were coinfected by the three STR chimeras and the relative colonization of different compartments, particularly blood and stool, was determined for each chimera. Moreover, growth competition experiments in thymic histocultures enriched in interleukin (IL)-7 were performed and relative percentages of chimeras were estimated in supernatants and thymocytes lysates at different time points. It is demonstrated here that at the peak of primary infection, preferential replication of STR-C was supported by the gut-associated lymphoid tissue (GALT), an IL-7 rich microenvironment. This was shown by the correlation of the RNA viral genotype in blood and stools, compartments directly draining virions from the GALT. Thymic histocultures confirmed that replication of STR-C is particularly susceptible to this cytokine, compared to its STR-B and STR-E counterparts. These data show that the GALT cytokine network may well favour HIV-1 clade C replication during primary infection. This could result in enhanced transmission.

Premature Salmonella Typhimurium growth inhibition in competition with other Gram-negative organisms is redox potential regulated via RpoS induction.

To identify the role of oxidation-reduction (redox) potential in the premature growth inhibition and RpoS induction in Salmonella serotype Typhimurium in competitive growth experiments. Oxidation-reduction potential was measured throughout the growth of a minority population of Salm. Typhimurium in mixed cultures with other Gram-negative and Gram-positive organisms. A lux-based reporter was also used to evaluate RpoS activity in Salm. Typhimurium in competitor studies. In a mixed culture, the multiplication of a minority population of Salm. Typhimurium was inhibited when competing Gram-negative organisms entered the stationary phase. This was not seen when the competing flora was Gram-positive. The change in redox potential during growth in mixed cultures was closely linked to the inhibition of Salm. Typhimurium growth by Gram-negative competitors. An artificially induced drop in redox potential earlier during growth in mixed cultures with Gram-negative organisms reduced the time to RpoS induction in Salm. Typhimurium and thus inhibited its multiplication prematurely. In contrast, RpoS induction and growth inhibition were prevented under high redox potential conditions. This work shows that the inhibitory activity of competitive organisms can be mediated through their effect on redox potential-regulated RpoS induction. Redox potential is shown to be an important determinant of Salm. Typhimurium growth, an observation with practical implications both for its control and detection.

Fitness variations and their impact on the evolution of antiretroviral drug resistance.

The human immunodeficiency virus (HIV) exhibits extensive heterogeneity due to its rapid turnover, high mutation rate, and high frequency of recombination. Its remarkable genetic diversity plays a key role in virus adaptation, including development of drug resistance. The increasing complexity of antiretroviral regimens has favored selection of HIV variants harboring multiple drug resistance mutations. Evolution of drug resistance is characterized by severe fitness losses, which can be partially overcome by compensatory mutations or other adaptive changes that restore virus replication capacity. Recent reports have addressed the impact of drug-resistance mutations on viral fitness. Methods include in vitro estimates based on the determination of viral replication kinetics, viral infectivity in single-cycle assays and growth competition experiments; as well as estimates of the relative fitness of viral populations in vivo calculated from standard population genetics theory. This review focuses on the effects in viral fitness of mutations arising during treatment with reverse transcriptase and protease inhibitors, and the molecular mechanisms (including compensatory mutations) that improve the viral fitness of drug-resistant variants.

Role of the human immunodeficiency virus type 1 envelope gene in viral fitness.

A human host offers a variety of microenvironments to the infecting human immunodeficiency virus type 1 (HIV-1), resulting in various selective pressures, most of them directed against the envelope (env) gene. Therefore, it seems evident that the replicative capacity of the virus is largely related to viral entry. In this study we have used growth competition experiments and TaqMan real-time PCR detection to measure the fitness of subtype B HIV-1 primary isolates and autologous env-recombinant viruses in order to analyze the contribution of wild-type env sequences to overall HIV-1 fitness. A significant correlation was observed between fitness values obtained for wild-type HIV-1 isolates and those for the corresponding env-recombinant viruses (r = 0.93; P = 0.002). Our results suggest that the env gene, which is linked to a myriad of viral characteristics (e.g., entry into the host cell, transmission, coreceptor usage, and tropism), plays a major role in fitness of wild-type HIV-1. In addition, this new recombinant assay may be useful for measuring the contribution of HIV-1 env to fitness in viruses resistant to novel antiretroviral entry inhibitors.

Procedures for reliable estimation of viral fitness from time-series data.

In order to develop a better understanding of the evolutionary dynamics of HIV drug resistance, it is necessary to quantify accurately the in vivo fitness costs of resistance mutations. However, the reliable estimation of such fitness costs is riddled with both theoretical and experimental difficulties. Experimental fitness assays typically suffer from the shortcoming that they are based on in vitro data. Fitness estimates based on the mathematical analysis of in vivo data, however, are often questionable because the underlying assumptions are not fulfilled. In particular, the assumption that the replication rate of the virus population is constant in time is frequently grossly violated. By extending recent work of Marée and colleagues, we present here a new approach that corrects for time-dependent viral replication in time-series data for growth competition of mutants. This approach allows a reliable estimation of the relative replicative capacity (with confidence intervals) of two competing virus variants growing within the same patient, using longitudinal data for the total plasma virus load, the relative frequency of the two variants and the death rate of infected cells. We assess the accuracy of our method using computer-generated data. An implementation of the developed method is freely accessible on the Web (http://www.eco.ethz.ch/fitness.html).

Duration and fitness dependence of quasispecies memory

The duration and fitness dependence of memory in viral quasispecies evolving in cell culture have been investigated using two genetic markers of foot-and-mouth disease virus (FMDV). In lineages of antigenic variant FMDV RED, which reverted to FMDV RGD, memory FMDV RED genomes were detected after 50 infectious cycles, and memory level was fitness dependent. In growth-competition experiments between a reference FMDV RGD and two different FMDV RED populations, a 7.6-fold higher fitness of the initial FMDV RED population resulted in 30 to 100-fold higher memory level. In lineages of low-fitness clones containing an elongated internal polyadenylate tract, revertants lacking excess adenylate residues became dominant by passage 20. However, genomes including a larger number of adenylate residues were detected as memory genomes after at least 150 infectious cycles. Thus, quasispecies memory can be durable and is fitness dependent, as predicted from the growth competition of two mutant forms of a genome. An understanding of factors influencing quasispecies memory levels and duration may have implications for the extended diagnosis of viruses based on the quantification of minority genomes.

A Generalized Model for Describing Particle Formation in the Synthesis of Monodisperse Oxide Particles Based on the Hydrolysis and Condensation of Tetraethyl Orthosilicate

A generalized model considering reaction and diffusion processes as rate determining steps is proposed for the formation of particles from hydrolysis and condensation of tetraethyl orthosilicate (TEOS). Reaction rate constant is assumed to be proportional to contact-surface area of two particles. Diffusion rate constant is given by Fuchs' stability theory with interparticle potential containing van der Waals attraction and electrostatic repulsion. To examine the validity of the model, ammonia-catalyzed reactions of TEOS were carried out in an ethanol–water solution at a water concentration of 11 mol/dm3, an ammonia concentration of 1.0 mol/dm3, and TEOS concentrations of 0.2 and 0.4 mol/dm3 in the presence and in the absence of electrolytes. The experiments included competitive particle growth and seeded and nonseeded reactions. The model quantitatively expressed the results of the competitive growth experiments in which particles with different sizes grew at the same rate. The model gave the expected trend for the effect of ionic strength on particle sizes in the nonseeded reaction and the suppression of secondary particles in the seeded reaction by the addition of an electrolyte KCl. Good estimation was also obtained for transient particle size distributions in the nonseeded reaction and the seeded reaction in which secondary particles were generated.