Cell cycle and apoptosis alteration of human hepatocarcinoma cells by subclinical-dose C-12(6+)-beam irradiation

Objective The purpose of this study is to investigate the effect of subdinical-dose C-12(6+)-beam irradiation on cell cycle and cell apoptosis in hepatocarcinoma cells. Materials and methods The HepG(2) cells were exposed to 0-2.0 Gy of either the C-12(6+) beam or a gamma-ray. Cell survival was detected by clonogenic assay. Cell cycle was determined by flow-cytometry analysis. The apoptosis was monitored by fluorescence microscope with DAPI staining. p53 and p21 expression were detected by Western blot. Results The G(0)/G(1) cells in the irradiated groups were significantly more than those in the control (P<0.05). The C-12(6+)-ion irradiation had a greater effect on the cell cycle of HepG(2) cells (including promoting G(1)-phase and G(2)-phase arrest) than gamma-ray irradiation. The apoptotic cells induced by C-12(6+) beam were significantly more numerous than those induced by gamma-ray (P<0.05). The carbon ions had a stronger effect on p53 and p21 expression than the gamma-ray irradiation. The survival fractions for cells irradiated by C-12(6+) beam were significantly smaller than those irradiated by gamma-ray (P<0.05).

Discovery of a SAR11 growth requirement for thiamin’s pyrimidine precursor and its distribution in the Sargasso Sea

Vitamin traffic, the production of organic growth factors by some microbial community members and their use by other taxa, is being scrutinized as a potential explanation for the variation and highly connected behavior observed in ocean plankton by community network analysis. Thiamin (vitamin B1), a cofactor in many essential biochemical reactions that modify carbon-carbon bonds of organic compounds, is distributed in complex patterns at subpicomolar concentrations in the marine surface layer (0-300 m). Sequenced genomes from organisms belonging to the abundant and ubiquitous SAR11 clade of marine chemoheterotrophic bacteria contain genes coding for a complete thiamin biosynthetic pathway, except for thiC, encoding the 4-amino-5-hydroxymethyl-2-methylpyrimidine (HMP) synthase, which is required for de novo synthesis of thiamin's pyrimidine moiety. Here we demonstrate that the SAR11 isolate 'Candidatus Pelagibacter ubique', strain HTCC1062, is auxotrophic for the thiamin precursor HMP, and cannot use exogenous thiamin for growth. In culture, strain HTCC1062 required 0.7 zeptomoles per cell (ca. 400 HMP molecules per cell). Measurements of dissolved HMP in the Sargasso Sea surface layer showed that HMP ranged from undetectable (detection limit: 2.4 pM) to 35.7 pM, with maximum concentrations coincident with the deep chlorophyll maximum. In culture, some marine cyanobacteria, microalgae and bacteria exuded HMP, and in the Western Sargasso Sea, HMP profiles changed between the morning and evening, suggesting a dynamic biological flux from producers to consumers.

The effect of pressure on leucine and thymidine incorporation by free-living bacteria and by bacteria attached to sinking oceanic particles

The effect of pressure on upper ocean free-living bacteria and bacteria attached to rapidly sinking particles was investigated through studying their ability to synthesize DNA and protein by measuring their rate of 3H-thymidine and 3H-leucine incorporation. Studies were carried out on samples from the NE Atlantic under the range of pressures (1–430 atm) encountered by sinking aggregates during their journey to the deep-sea bed. Thymidine and leucine incorporation rates per bacterium attached to sinking particles from 200 m were about six and ten times higher, respectively, than the free-living bacterial assemblage. The ratio of leucine incorporation rate per cell to thymidine incorporation rate per cell was significantly different between the larger attached (18.9:1) and smaller free-living (10.4:1) assemblages. The rates of leucine and thymidine incorporation decreased exponentially with increasing pressure for the free-living and linearly for attached bacteria, while there was no significant influence of pressure on cell numbers. At 100 atm leucine and thymidine incorporation rate per free-living bacterium was reduced to 73 and 20%, respectively, relative to that measured at 1 atm. Pressure of 100 atm reduced leucine and thymidine incorporation per attached bacterium to 94 and 70%, and at 200 atm these rates were reduced to 34 and 51%, respectively, relative to those measured at 1 atm. There was no significant uncoupling of thymidine and leucine incorporation for either the free-living or attached bacterial assemblages with increasing pressure, indicating that the processess of DNA and protein synthesis may be equally affected by increasing pressure. It is therefore unlikely that bacteria, originating from surface waters, attached to rapidly sinking particles play a role in particle remineralization below approximately 1000–2000 m. These results may help to explain the occurrence of relatively fresh aggregates on the deep-sea bed that still contain sufficient organic carbon to fuel the rapid growth of benthic micro-organisms; they also indicate that the effect of pressure on microbial processes may be important in oceanic biogeochemical cycles.

Heme oxygenase-1 derived carbon monoxide permits maturation of myeloid cells

Critical functions of the immune system are maintained by the ability of myeloid progenitors to differentiate and mature into macrophages. We hypothesized that the cytoprotective gas molecule carbon monoxide (CO), generated endogenously by heme oxygenases (HO), promotes differentiation of progenitors into functional macrophages. Deletion of HO-1, specifically in the myeloid lineage (Lyz-Cre:Hmox1(flfl)), attenuated the ability of myeloid progenitors to differentiate toward macrophages and decreased the expression of macrophage markers, CD14 and macrophage colony-stimulating factor receptor (MCSFR). We showed that HO-1 and CO induced CD14 expression and efficiently increased expansion and differentiation of myeloid cells into macrophages. Further, CO sensitized myeloid cells to treatment with MCSF at low doses by increasing MCSFR expression, mediated partially through a PI3K-Akt-dependent mechanism. Exposure of mice to CO in a model of marginal bone marrow transplantation significantly improved donor myeloid cell engraftment efficiency, expansion and differentiation, which corresponded to increased serum levels of GM-CSF, IL-1α and MCP-1. Collectively, we conclude that HO-1 and CO in part are critical for myeloid cell differentiation. CO may prove to be a novel therapeutic agent to improve functional recovery of bone marrow cells in patients undergoing irradiation, chemotherapy and/or bone marrow transplantation.

Characterization of the toxic potential of nanomaterials using in vitro cell models

Os nanomateriais são estruturas com uma ou mais dimensões inferiores a 100 nanómetros. Devido à sua pequena dimensão, as nanopartículas apresentam atributos únicos, tais como a sua elevada área superficial relativamente à sua massa, reactividade ou força tênsil. Estas características influenciam grandemente algumas das propriedades dos nanomateriais, como a sua hidrofobicidade, carga ou toxicidade. As propriedades das nanopartículas tornam-nas também muito úteis para o Homem, sendo aplicadas em medicina, farmácia, electrónica, cosmética, vestuário e biotecnologia, entre outras. O aumento de produção e utilização de nanomateriais tem vindo a aumentar também a possibilidade de exposição humana a este tipo de partículas, levando a preocupações relativas ao risco de toxicidade aguda ou crónica. A exposição humana pode ocorrer por diversas vias, sendo as mais relevantes a via inalatória, ingestão ou contacto com a pele. Dependendo do material e do órgão-alvo, a exposição a nanomateriais pode conduzir a diferentes consequências biológicas: a nível dos órgãos, os nanomateriais podem levar a inflamação ou a supressão do sistema imunitário e, a nível celular e molecular, a perturbações na estrutura e integridade do genoma, assim como a interacções com moléculas biológicas e inibição da actividade proteica, entre outras consequências. Um dos nanomateriais mais utilizados são os nanotubos de carbono. Estes são constituídos por grafite cilíndrica disposta numa única camada (designados nanotubos de carbono de parede simples) ou em várias (nanotubos de carbono de parede múltipla). Os nanotubos de carbono apresentam propriedades como resistência e condutividade que os tornam muito úteis em aplicações como aparelhos electrónicos, vestuário ou biomedicina; cada vez mais, portanto, se torna provável a exposição ocupacional ou ambiental a este material. A semelhança estrutural destas partículas com fibras de amianto conduziu a questões relativas à sua segurança, pelo que já foram elaborados diversos estudos relativos aos seus efeitos biológicos. Alguns trabalhos sugerem que os nanotubos de carbono têm a capacidade de produzir toxicidade associada a lesões físicas, à produção de danos oxidativos por interacção com mecanismos celulares, ou a morte celular. Outros trabalhos defendem que estas partículas não causam toxicidade relevante. O projecto de dimensão europeia “NANoREG” surgiu da necessidade de ser desenvolvida legislação e regulamentação apoiadas em conhecimento científico e adequadas à produção e ao uso actual de nanomateriais. Este trabalho teve como objectivos principais a determinação do potencial cito- e genotóxico de um conjunto de nanotubos de carbono de parede múltipla (designados NM-400 a NM-403), e a consequente tentativa de associar este potencial às características físico-químicas dos nanomateriais. Com este objectivo, a exposição por via inalatória foi analisada, pelo uso de duas linhas celulares in vitro provenientes de tecidos do tracto respiratório: epitélio pulmonar (células A549) e epitélio brônquico (células BEAS-2B). A citotoxicidade dos nanotubos de carbono foi analisada com base em três parâmetros. Em primeiro lugar, as células foram contadas após a exposição aos nanomateriais utilizando o corante azul de tripanao para excluir as células inviáveis; a contagem foi realizada 3 e 24 horas após a exposição das células aos nanotubos. Os resultados deste ensaio apontam para a ausência de citotoxicidade após a exposição mais curta, e dados inconsistentes após a mais longa. Em segundo lugar, foi realizado o ensaio clonogénico, que se baseia na capacidade das células de se dividirem após a exposição ao agente em estudo. Este ensaio só foi realizado nas células A549 pois as BEAS-2B não permitem a formação de colónias. Os resultados apontam para uma citotoxicidade após a exposição a todos os nanomateriais, cuja intensidade se relaciona directamente com o tamanho das partículas, assim como ao seu diâmetro e área de superfície. Em terceiro lugar, foram calculados dois índices de viabilidade no ensaio dos Micronúcleos, cujo objectivo é avaliar se as células se dividiram durante a exposição aos nanomateriais em comparação com o controlo, e cujos resultados apresentam incoerências em relação aos outros já referidos. Estes dados podem ser justificados pelas diferenças existentes entre os ensaios, como o tempo de exposição ou a densidade celular. Os efeitos genotóxicos dos nanomateriais foram avaliados com recurso aos ensaios do cometa e dos micronúcleos. O primeiro detecta lesões pequenas e reversíveis nas cadeias de DNA, ao passo que o segundo detecta efeitos irreversíveis ao nível cromossómico, tais como quebras ou perdas de cromossomas. Os resultados do ensaio do cometa sugerem que nenhum dos nanomateriais testados é genotóxico, uma vez que em ambas as linhas celulares e em ambos os tempos de exposição, os resultados são negativos. O ensaio dos micronúcleos, por outro lado, aponta para existência de genotoxicidade de dois dos nanomateriais (NM-401 e NM-402) nas células A549, mas não em células BEAS-2B. Uma possível explicação para estes dados aparentemente contraditórios pode residir na hipótese de estes nanotubos de carbono serem compostos com efeitos aneugénicos, mas não clastogénicos: o ensaio dos micronúcleos permite a detecção de ambos os mecanismos de acção, ao passo que o ensaio do cometa só revela a quebra de cadeias de DNA. Outra justificação para os resultados é a possível influência da perda de viabilidade das células analisadas. Com base nos dados do ensaio clonogénico, estas partículas apresentam elevada citotoxicidade, pelo que os resultados dos ensaios de genotoxicidade, em particular do Ensaio do Cometa, poderão ser afectados por estes efeitos. O meio de cultura usado para expor as células aos nanomateriais também é um parâmetro muito relevante na sua toxicidade. Neste trabalho, foram usados meios de cultura com proteínas, que podem ser adsorvidas pelas partículas e formar uma “corona” em seu redor; este processo pode alterar propriedades importantes dos nanomateriais, entre os quais o seu potencial efeito biológico. Também o método usado para conseguir uma dispersão homogénea de nanomateriais pode conduzir a diferenças nos resultados dos ensaios de toxicidade. Neste estudo, foram observados alguns problemas relativos à perda de homogeneidade das dispersões de nanotubos de carbono, o que pode ter conduzido a que as células fossem expostas a massas de partículas de grandes dimensões conjuntamente com partículas individualizadas. O período durante o qual as células são expostas ao nanomaterial é também um aspecto essencial na produção de efeitos tóxicos. Resumindo, este projecto forneceu informações relativas à toxicidade dos nanotubos de carbono que, complementadas pelas conclusões dos restantes parceiros do projecto europeu, poderão contribuir significativamente para a avaliação de risco e criação de legislação relativamente à utilização de nanomateriais. Na linha celular BEAS-2B, nenhum destes nanomateriais parece produzir efeitos tóxicos, quer a nível de célula, quer a nível de genoma, nas condições experimentais utilizadas. Nas células A549, por outro lado, os três nanomateriais testados parecem ser acentuadamente citotóxicos, e dois deles (NM-401 e NM-402) são também genotóxicos. Em relação a perspectivas futuras, pode-se concluir que nem todos os ensaios de toxicidade existentes actualmente são adequados à análise de nanopartículas, pelo que novas metodologias devem ser desenvolvidas e complementadas por ensaios in vivo. Todos os estudos envolvendo nanomateriais deverão também descrever as características físico-químicas dos materiais usados, de forma a se poderem comparar os resultados com os de outros trabalhos.

Single-cell proteomic analysis of glucosinolate-rich S-cells in Arabidopsis thaliana

Single-cell analysis is essential for understanding the processes of cell differentiation and metabolic specialisation in rare cell types. The amount of single proteins in single cells can be as low as one copy per cell and is for most proteins in the attomole range or below; usually considered as insufficient for proteomic analysis. The development of modern mass spectrometers possessing increased sensitivity and mass accuracy in combination with nano-LC-MS/MS now enables the analysis of single-cell contents. In Arabidopsis thaliana, we have successfully identified nine unique proteins in a single-cell sample and 56 proteins from a pool of 15 single-cell samples from glucosinolate-rich S-cells by nanoLC-MS/MS proteomic analysis, thus establishing the proof-of-concept for true single-cell proteomic analysis. Dehydrin (ERD14_ARATH), two myrosinases (BGL37_ARATH and BGL38_ARATH), annexin (ANXD1_ARATH), vegetative storage proteins (VSP1_ARATH and VSP2_ARATH) and four proteins belonging to the S-adenosyl-l-methionine cycle (METE_ARATH, SAHH1_ARATH, METK4_ARATH and METK1/3_ARATH) with associated adenosine kinase (ADK1_ARATH), were amongst the proteins identified in these single-S-cell samples. Comparison of the functional groups of proteins identified in S-cells with epidermal/cortical cells and whole tissue provided a unique insight into the metabolism of S-cells. We conclude that S-cells are metabolically active and contain the machinery for de novo biosynthesis of methionine, a precursor for the most abundant glucosinolate glucoraphanine in these cells. Moreover, since abundant TGG2 and TGG1 peptides were consistently found in single-S-cell samples, previously shown to have high amounts of glucosinolates, we suggest that both myrosinases and glucosinolates can be localised in the same cells, but in separate subcellular compartments. The complex membrane structure of S-cells was reflected by the presence of a number of proteins involved in membrane maintenance and cellular organisation.

A low-voltage low-power analog memory cell with built-in 4-quadrant multiplication

An accurate switched-current (SI) memory cell and suitable for low-voltage low-power (LVLP) applications is proposed. Information is memorized as the gate-voltage of the input transistor, in a tunable gain-boosting triode-transconductor. Additionally, four-quadrant multiplication between the input voltage to the transconductor regulation-amplifier (X-operand) and the stored voltage (Y-operand) is provided. A simplified 2 x 2-memory array was prototyped according to a standard 0.8 mum n-well CMOS process and 1.8-V supply. Measured current-reproduction error is less than 0.26% for 0.25 muA less than or equal to I-SAMPLE less than or equal to 0.75 muA. Standby consumption is 6.75 muW per cell @I-SAMPLE = 0.75 muA. At room temperature, leakage-rate is 1.56 nA/ms. Four-quadrant multiplier (4QM) full-scale operands are 2x(max) = 320 mV(pp) and 2y(max). = 448 mV(pp), yielding a maximum output swing of 0.9 muA(pp). 4QM worst-case nonlinearity is 7.9%.

Effects of mutations in acetate metabolism on high-cell-density growth of Escherichia coli

To study the role played by acetate metabolism during high-cell-density growth of Escherichia coli cells, we constructed isogenic null mutants of strain W3100 deficient for several genes involved either in acetate metabolism or the transition to stationary phase. We grew these strains under identical fed-batch conditions to the highest cell densities achievable in 8 h using a predictive-plus-feedback-controlled computer algorithm that maintained glucose at a set-point of 0.5 g/l, as previously described. Wild-type strains, as well as mutants lacking the sigma(s) subunit of RNA polymerase (rpoS), grew reproducibly to high cell densities (44-50 g/l dry cell weights, DCWs). In contrast, a strain lacking acetate kinase (ackA) failed to reach densities greater than 8 g/l. Strains lacking other acetate metabolism genes (pta, acs, poxB, iciR, and fadR) achieved only medium cell densities (15-21 g/l DCWs). Complementation of either the acs or the ackA mutant restored wild-type high-cell-density growth, on a dry weight basis, poxB and fadR strains produced approximately threefold more acetate than did the wild-type strain. In contrast, the pta, acs, or rpoS strains produced significantly less acetate per cell dry weight than did the wild-type strain. Our results show that acetate metabolism plays a critical role during growth of E. coli cultures to high cell densities. They also demonstrate that cells do not require the sigma(s) regulon to grow to high cell densities, at least not under the conditions tested.

Use of different carbon sources in cultivation of baker's yeast for production of glycerol-3-phosphate dehydrogenase

The physiological state of yeast cells changes during culture growth as a consequence of environmental changes (nutrient limitations, pH and metabolic products). Cultures that grow exponentially are heterogeneous cell populations made up of cells regulated by different metabolic and/or genetic control systems. The strain of baker's yeast selected by plating commercial compressed yeast was used for the production of glycerol-3- phosphate dehydrogenase. Glycerol-3-phosphate dehydrogenase (GPD) has been widely used in the enzyme assays with diverse compounds of industrial interest, such as glycerol or glycerol phosphate, as well as a number of important bioanalytical applications. Each cell state determines the level of key enzymes (genetic control), fluxes through metabolic pathways (metabolic control), cell morphology and size. The present study was carried out to determine the effects of environmental conditions and carbon source on GPD production from baker's yeast. Glucose, glycerol, galactose and ethanol were used as carbon sources. Glycerol and ethanol assimilations required agitation, which was dependent on the medium volume in the fermentation flask for the greatest accumulation of intracellular GPD. Enzyme synthesis was also affected by the initial pH of the medium and inoculum size. The fermentation time required for a high level of enzyme formation decreased with the inoculum size. The greatest amount of enzyme (0.45 U/ml) was obtained with an initial pH of 4.5 in the medium containing ethanol or glycerol. The final pH was maintained in YP-ethanol, but in the YP-glycerol the final pH increased to 6.9 during growth.

Shedding light on the role of the prokaryotic assemblage in the biogeochemical cycles of the dark ocean

Se han eliminado las páginas en blanco

Qualitative and absolute quantitative studies of the cell-nanoparticle interaction

This thesis focused on the polymer’s influence on the interaction of polymeric NPs with epithelial cells. Furthermore, the measurement of single submicron nanoparticles in a commercially available flow cytometer was established, to provide a new method in the toolbox for nanoparticle-cell studies. This gave way to develop a routine for the absolute quantification of intracellular NPs via flow cytometry. rnThe cellular uptake of poly(methyl methacrylate) (PMMA), polystyrene (PS) and poly(L-lactide) (PLLA) nanoparticles was investigated via flow cytometry. PLLA-NPs were internalized the most efficiently. But upon co-incubation of PS and PLLA particles with cells, the two particles mutually influenced their uptake, slightly shifting the relative uptake efficiencies. This phenomenon should be based on specific properties of the different polymer materials. The findings indicated a competition (which is strongly influenced by properties of the respective polymeric material) for the uptake into the cells, allegedly due to competition for specific coatings with serum components that enhances the NPs’ cellular uptake. The fluorescence of single 150 nm particles was determined with a benchtop cytometer, breaching the machine’s detection limit but yielding precise NP fluorescence standardization factors. Up to now, these standardization factors are mostly determined by spectroscopic analysis of the particles’ dye content. Finally a flow cytometric routine for absolute particle counting in cells was devised. This quantitation revealed a low uptake efficiency for un-functionalized PMMA NPs of less than 150 NPs (approx. 0,001 % of added) per cell.rn

AN INVESTIGATION INTO THE MOLECULAR MECHANISMS OF ANDROGEN ACTION IN THE SERTOLI CELL

Steroid hormones regulate target cell function via quantitative and qualitative changes in RNA and protein synthesis. In the testis, androgens are known to play an important role in the regulation of spermatogenesis. The Sertoli cell (SC), whose function is thought to be supportive to the developing germ cell, has been implicated as an androgen target cell. Although cytoplasmic androgen receptors and chromatin acceptor sites for androgen-receptor complexes have been found in SC, effects on RNA synthesis have not previously been demonstrated. In this study, SC RNA synthetic activity was characterized and the effect of testosterone on SC nuclear transcriptional activity in vitro assessed. SC exhibited two fold increases in RNA and ribonucleotide pool concentrations during sexual maturation. These changes appeared to correlate with a previously observed increase in protein concentration per cell over an age span of 15-60 days. Following incubation with ('3)H-uridine, SC from older animals incorporated more label into RNA than SC from younger animals. Since the relative concentration of cytidine nucleotides was higher in SC from older rats, the age-related increase in tritium incorporation may reflect an associated increase in incorporation of ('3)H-CMP into RNA. Alternatively, the enhanced labeling may be the result of either a change in the base composition of the RNA resulting in a higher proportion of CMP and UMP in the RNA, or compartmentalization of the nucleotide pools. The physiologic consequences of these maturational alterations of nucleotide pools remains to be elucidated. RNA polymerase activities were characterized in intact nuclei obtained from cultured rat SC. (alpha)-Amanitin resistant RNA polymerase I+III activity was identical when measured in low or high ionic strength (0.05 M or 0.25 M ammonium sulfate (AS)) in the presence of MnCl(,2) or MgCl(,2), with a divalent cation optimum of 1.6 mM. RNA polymerase II was most active in 0.25 M AS and 1.6 mM MnCl(,2). The apparent Km of RNA polymerase II for UTP was 0.016 mM in 0.05 M AS and 0.037 mM in 0.25 M AS. The apparent Km values for total polymerase activity was 0.008 mM and 0.036 mM at low and high ionic strenghts, respectively. These data indicate that Sertoli cell RNA polymerase activities have catalytic properties characteristic of eukaryotic polymerase activities in general. In the presence of 21 (mu)M testosterone, RNA polymerase II activity increased two fold at 15 minutes, then declined but was still elevated over control values six hours after androgen addition. Polymerase I+III activity was not greatly affected by testosterone. The stimulation of polymerase II measured at 15 minutes was dose-dependent, with a maximum at 0.53 nM and no further stimulation up to 10('-5) M (ED(,50) = 0.25 nM testosterone), and was androgen specific. The results of preliminary RNA isolation and characterization experiments suggested that the synthesis of several species of RNA was enhanced by testosterone administration. These findings have great potential importance since they represent the first demonstration of a direct effect of androgens on the transcriptional process in the Sertoli cell. Furthermore, the results of these studies constitute further evidence that the Sertoli cell is a target for androgen action in the testis. ^

PREMATURE CONDENSATION OF SPERMATOGENIC CELL CHROMOSOMES

The technique of premature chromosome condensation (PCC) has been used primarily to study interphase chromosomes of somatic cells. In this study, mitotic cells were fused to cells from the mouse testes to examine the chromosomes of germ cells. The testes contain various types of cells, both germinal and nongerminal. In these initial studies, four types of PCC morphologies were observed. Chromosome morphology of the PCC and labeling experiments demonstrated the mouse cell origin of various PCC. Attempts were next made to determine the cell types producing the PCC. Spermatogonia, diplotene spermatocytes, secondary spermatocytes and round spermatids are proposed to be the origin of the PCC morphologies. Some PCC could be banded by G and C banding techniques and the mouse chromosomes identified.^ Studies were subsequently undertaken to evaluate this technique as a method of evaluating damage to germ cells. Testicular cells from irradiated mice were fused to mitotic cells and the PCC examined. Both round spermatids and secondary spermatocytes exhibited chromosome damage in the form of chromatid breaks. A linear correlation was found between the dose of irradiation and the number of breaks per cell. This technique may develop into a useful method for evaluating the clastogenic effect of agents on the germ cells. ^

Revealing Assembly of a Pore-Forming Complex Using Single-Cell Kinetic Analysis and Modeling

Many biological processes depend on the sequential assembly of protein complexes. However, studying the kinetics of such processes by direct methods is often not feasible. As an important class of such protein complexes, pore-forming toxins start their journey as soluble monomeric proteins, and oligomerize into transmembrane complexes to eventually form pores in the target cell membrane. Here, we monitored pore formation kinetics for the well-characterized bacterial pore-forming toxin aerolysin in single cells in real time to determine the lag times leading to the formation of the first functional pores per cell. Probabilistic modeling of these lag times revealed that one slow and seven equally fast rate-limiting reactions best explain the overall pore formation kinetics. The model predicted that monomer activation is the rate-limiting step for the entire pore formation process. We hypothesized that this could be through release of a propeptide and indeed found that peptide removal abolished these steps. This study illustrates how stochasticity in the kinetics of a complex process can be exploited to identify rate-limiting mechanisms underlying multistep biomolecular assembly pathways.