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1.
PLoS Comput Biol ; 17(6): e1009072, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-34153032

RESUMO

Epstein-Barr virus (EBV) is transmitted by saliva and is a major cause of cancer, particularly in people living with HIV/AIDS. Here, we describe the frequency and quantity of EBV detection in the saliva of Ugandan adults with and without HIV-1 infection and use these data to develop a novel mathematical model of EBV infection in the tonsils. Eligible cohort participants were not taking antiviral medications, and those with HIV-1 infection had a CD4 count >200 cells/mm3. Over a 4-week period, participants provided daily oral swabs that we analysed for the presence and quantity of EBV. Compared with HIV-1 uninfected participants, HIV-1 coinfected participants had an increased risk of EBV detection in their saliva (IRR = 1.27, 95% CI = 1.10-1.47) and higher viral loads in positive samples. We used these data to develop a stochastic, mechanistic mathematical model that describes the dynamics of EBV, infected cells, and immune response within the tonsillar epithelium to analyse potential factors that may cause EBV infection to be more severe in HIV-1 coinfected participants. The model, fit using Approximate Bayesian Computation, showed high fidelity to daily oral shedding data and matched key summary statistics. When evaluating how model parameters differed among participants with and without HIV-1 coinfection, results suggest HIV-1 coinfected individuals have higher rates of B cell reactivation, which can seed new infection in the tonsils and lower rates of an EBV-specific immune response. Subsequently, both these traits may explain higher and more frequent EBV detection in the saliva of HIV-1 coinfected individuals.


Assuntos
Coinfecção/virologia , Infecções por Vírus Epstein-Barr/complicações , Infecções por Vírus Epstein-Barr/virologia , Infecções por HIV/complicações , HIV-1 , Tonsila Palatina/virologia , Adolescente , Adulto , Linfócitos B/imunologia , Estudos de Coortes , Coinfecção/imunologia , Biologia Computacional , Infecções por Vírus Epstein-Barr/imunologia , Feminino , Infecções por HIV/imunologia , Herpesvirus Humano 4/imunologia , Herpesvirus Humano 4/isolamento & purificação , Herpesvirus Humano 4/fisiologia , Humanos , Imunidade Celular , Masculino , Pessoa de Meia-Idade , Modelos Biológicos , Tonsila Palatina/imunologia , Saliva/virologia , Processos Estocásticos , Uganda , Carga Viral , Eliminação de Partículas Virais , Adulto Jovem
2.
Bull Math Biol ; 81(1): 131-154, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30298198

RESUMO

The presence of cells latently infected with HIV is currently considered to be a major barrier to viral eradication within a patient. Here, we consider birth-death-immigration models for the latent cell population in a single patient, and present analytical results for the size of this population in the absence of treatment. We provide results both at steady state (viral set point), and during the non-equilibrium setting of early infection. We obtain semi-analytic results showing how latency-reversing drugs might be expected to affect the size of the latent pool over time. We also analyze the probability of rare mutant viral strains joining the latent cell population, allowing for steady-state and dynamic viral populations within the host.


Assuntos
Infecções por HIV/virologia , Modelos Biológicos , Latência Viral , Fármacos Anti-HIV/uso terapêutico , Linfócitos T CD4-Positivos/efeitos dos fármacos , Linfócitos T CD4-Positivos/virologia , Reservatórios de Doenças/virologia , Genes Virais , HIV/efeitos dos fármacos , HIV/genética , HIV/fisiologia , Infecções por HIV/tratamento farmacológico , Humanos , Funções Verossimilhança , Conceitos Matemáticos , Mutação , Probabilidade , Processos Estocásticos , Carga Viral/efeitos dos fármacos , Latência Viral/efeitos dos fármacos
3.
J Cell Sci ; 130(1): 152-163, 2017 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-27199371

RESUMO

Although it is known that a stiffening of the stroma and the rearrangement of collagen fibers within the extracellular matrix facilitate the movement of tumor cells away from the primary lesion, the underlying mechanisms responsible are not fully understood. We now show that this invasion, which can be initiated by applying tensional loads to a three-dimensional collagen gel matrix in culture, is dependent on the Rap1 GTPases (Rap1a and Rap1b, referred to collectively as Rap1). Under these conditions Rap1 activity stimulates the formation of focal adhesion structures that align with the tensional axis as single tumor cells move into the matrix. These effects are mediated by the ability of Rap1 to induce the polarized polymerization and retrograde flow of actin, which stabilizes integrins and recruits vinculin to preformed adhesions, particularly those near the leading edge of invasive cells. Rap1 activity also contributes to the tension-induced collective invasive elongation of tumor cell clusters and it enhances tumor cell growth in vivo Thus, Rap1 mediates the effects of increased extracellular tension in multiple ways that are capable of contributing to tumor progression when dysregulated.


Assuntos
Estresse Mecânico , Proteínas rap1 de Ligação ao GTP/metabolismo , Actinas/metabolismo , Animais , Fenômenos Biomecânicos , Agregação Celular , Linhagem Celular Tumoral , Proliferação de Células , Colágeno/metabolismo , Proteína Substrato Associada a Crk/metabolismo , Matriz Extracelular/metabolismo , Adesões Focais/metabolismo , Géis , Guanosina Trifosfato/metabolismo , Humanos , Integrinas/metabolismo , Junções Intercelulares/metabolismo , Camundongos , Invasividade Neoplásica , Fosfatidilinositol 3-Quinases/metabolismo , Fosfatos de Fosfatidilinositol/metabolismo , Fosforilação , Polimerização , Estabilidade Proteica , Pseudópodes/metabolismo , Transdução de Sinais , Vinculina/metabolismo , Proteínas rac1 de Ligação ao GTP/metabolismo
4.
Biophys J ; 109(3): 477-88, 2015 Aug 04.
Artigo em Inglês | MEDLINE | ID: mdl-26244730

RESUMO

Cytotoxic lymphocytes are key elements of the immune system that are primarily responsible for targeting cells infected with intracellular pathogens, or cells that have become malignantly transformed. Target cells are killed mainly via lymphocyte exocytosis of specialized lysosomes containing perforin, a pore-forming protein, and granzymes, which are proteases that induce apoptosis. Due to its central role in lymphocyte biology, as well as its implication in a host of pathologies from cancer to autoimmunity, the granzyme-perforin pathway has been the subject of extensive investigation. Nevertheless, the details of exactly how granzyme and perforin cooperate to induce target-cell death remain controversial. To further investigate this system, we developed a biophysical model of the immunological synapse between a cytotoxic lymphocyte and a target cell using a spatial stochastic simulation algorithm. We used this model to calculate the spatiotemporal evolution of granzyme B and perforin from the time of their exocytosis to granzyme internalization by the target cell. We used a metric of granzyme internalization to delineate which biological processes were critical for successful target-cell lysis. We found that the high aspect ratio of the immunological synapse was insufficient in this regard, and that molecular crowding within the synapse is critical to preserve sufficient concentrations of perforin and granzyme for consistent pore formation and granzyme transfer to target cells. However, even when pore formation occurs in our model, a large amount of both granzyme and perforin still escape from the synapse. We argue that a tight seal between the cytotoxic lymphocyte and its target cell is not required to avoid bystander killing. Instead, we propose that the requirement for spatiotemporal colocalization of granzyme and perforin acts as an effective bimolecular filter to ensure target specificity.


Assuntos
Granzimas/imunologia , Sinapses Imunológicas , Modelos Biológicos , Linfócitos T Citotóxicos/imunologia , Animais , Humanos , Perforina/imunologia
5.
PLoS Comput Biol ; 7(4): e1002033, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21552334

RESUMO

Motivated by viral persistence in HIV+ patients on long-term anti-retroviral treatment (ART), we present a stochastic model of HIV viral dynamics in the blood stream. We consider the hypothesis that the residual viremia in patients on ART can be explained principally by the activation of cells latently infected by HIV before the initiation of ART and that viral blips (clinically-observed short periods of detectable viral load) represent large deviations from the mean. We model the system as a continuous-time, multi-type branching process. Deriving equations for the probability generating function we use a novel numerical approach to extract the probability distributions for latent reservoir sizes and viral loads. We find that latent reservoir extinction-time distributions underscore the importance of considering reservoir dynamics beyond simply the half-life. We calculate blip amplitudes and frequencies by computing complete viral load probability distributions, and study the duration of viral blips via direct numerical simulation. We find that our model qualitatively reproduces short small-amplitude blips detected in clinical studies of treated HIV infection. Stochastic models of this type provide insight into treatment-outcome variability that cannot be found from deterministic models.


Assuntos
Infecções por HIV/virologia , HIV/fisiologia , Modelos Biológicos , Ativação Viral/fisiologia , Simulação por Computador , HIV/patogenicidade , Infecções por HIV/imunologia , Humanos , Processos Estocásticos , Carga Viral
6.
Immunity ; 32(2): 163-74, 2010 Feb 26.
Artigo em Inglês | MEDLINE | ID: mdl-20137987

RESUMO

T cell receptor (TCR) binding to diverse peptide-major histocompatibility complex (pMHC) ligands results in various degrees of T cell activation. Here we analyze which binding properties of the TCR-pMHC interaction are responsible for this variation in pMHC activation potency. We have analyzed activation of the 1G4 cytotoxic T lymphocyte clone by cognate pMHC variants and performed thorough correlation analysis of T cell activation with 1G4 TCR-pMHC binding properties measured in solution. We found that both the on rate (k(on)) and off rate (k(off)) contribute to activation potency. Based on our results, we propose a model in which rapid TCR rebinding to the same pMHC after chemical dissociation increases the effective half-life or "confinement time" of a TCR-pMHC interaction. This confinement time model clarifies the role of k(on) in T cell activation and reconciles apparently contradictory reports on the role of TCR-pMHC binding kinetics and affinity in T cell activation.


Assuntos
Antígeno HLA-A2/metabolismo , Proteínas de Neoplasias/imunologia , Fragmentos de Peptídeos/imunologia , Receptores de Antígenos de Linfócitos T/metabolismo , Linfócitos T Citotóxicos/metabolismo , Células Clonais , Citotoxicidade Imunológica , Antígeno HLA-A2/genética , Antígeno HLA-A2/imunologia , Humanos , Interferon gama/metabolismo , Ativação Linfocitária , Modelos Imunológicos , Proteínas de Neoplasias/química , Fragmentos de Peptídeos/química , Ligação Proteica , Receptores de Antígenos de Linfócitos T/genética , Receptores de Antígenos de Linfócitos T/imunologia , Ressonância de Plasmônio de Superfície , Linfócitos T Citotóxicos/imunologia , Linfócitos T Citotóxicos/patologia , Fatores de Tempo , Transfecção
7.
Bull Math Biol ; 69(7): 2361-85, 2007 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-17554585

RESUMO

Virus evolution during infection of a single individual is a well-known feature of disease progression in chronic viral diseases. However, the simplest models of virus competition for host resources show the existence of a single dominant strain that grows most rapidly during the initial period of infection and competitively excludes all other virus strains. Here, we examine the dynamics of strain replacement in a simple model that includes a convex trade-off between rapid virus reproduction and long-term host cell survival. Strains are structured according to their within-cell replication rate. Over the course of infection, we find a progression in the dominant strain from fast- to moderately-replicating virus strains featuring distinct jumps in the replication rate of the dominant strain over time. We completely analyze the model and provide estimates for the replication rate of the initial dominant strain and its successors. Our model lays the groundwork for more detailed models of HIV selection and mutation. We outline future directions and application of related models to other biological situations.


Assuntos
Evolução Molecular , Infecções por HIV/virologia , HIV/genética , Modelos Genéticos , Seleção Genética , Algoritmos , Morte Celular , Simulação por Computador , Genótipo , HIV/crescimento & desenvolvimento , Infecções por HIV/sangue , Humanos , Fenótipo , Mutação Puntual , Linfócitos T/patologia , Linfócitos T/virologia , Carga Viral , Replicação Viral/genética
8.
Proc Natl Acad Sci U S A ; 102(13): 4824-9, 2005 Mar 29.
Artigo em Inglês | MEDLINE | ID: mdl-15772168

RESUMO

CD8(+) T cells recognize peptides of eight to nine amino acid residues long in the context of MHC class I molecules on the surface of antigen-presenting cells (APCs). This recognition event is highly sensitive, as evidenced by the fact that T cells can be activated by cognate peptide/MHC complex (pMHC) at extremely low densities (1-50 molecules). High sensitivity is particularly valuable for detection of antigens at low density, such as those derived from tumor cells and intracellular pathogens, which can down-modulate cognate pMHCs from the surface of APCs to evade recognition by the adaptive immune system. T cell activation is only triggered in response to interactions between the T cell receptor (TCR) and the pMHC ligand that reach a specific half-life threshold. However, interactions with excessively long half-lives result in impaired T cell activation. Thus, efficient T cell activation by pMHC on the surface of APCs requires an optimal dwell time of TCR-pMHC interaction. Here, we show that, although this is a requirement at low cognate pMHC density on the APC surface, at high epitope density there is no impairment of T cell activation by extended TCR-pMHC dwell times. This observation was predicted by mathematical simulations for T cell activation by pMHC at different densities and supported by experiments performed on APCs selected for varied expression of cognate pMHC. According to these results, effective T cell activation depends on a complex interplay between inherent TCR-pMHC binding kinetics and the epitope density on the APC.


Assuntos
Células Apresentadoras de Antígenos/metabolismo , Epitopos de Linfócito T/metabolismo , Antígenos de Histocompatibilidade Classe I/metabolismo , Ativação Linfocitária/fisiologia , Modelos Imunológicos , Receptores de Antígenos de Linfócitos T/metabolismo , Células Cultivadas , Citometria de Fluxo , Antígenos H-2/metabolismo , Humanos , Hibridomas/imunologia , Cinética , Ligantes , Ligação Proteica
9.
Nat Immunol ; 3(10): 926-31, 2002 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-12244312

RESUMO

To assess the roles of serial engagement and kinetic proofreading in T cell receptor (TCR) internalization, we have developed a mathematical model of this process. Our determination of TCR down-regulation for an array of TCR mutants, interpreted in the context of the model, has provided new information about peptide-induced TCR internalization. The amount of TCR down-regulation increases to a maximum value and then declines as a function of the half-life of the bond between the TCR and peptide-major histocompatibility complex (pMHC). The model shows that this behavior, which reflects competition between serial engagement and kinetic proofreading, arises only if it is postulated that activated TCRs remain marked for internalization after dissociation from pMHC. The model also predicts that because of kinetic proofreading, the range of TCR-pMHC-binding half-lives required for T cell activation depends on the concentrations and localization of intracellular signaling molecules. We show here that kinetic proofreading provides an explanation for the different requirements for activation observed in naïve and memory T cells.


Assuntos
Apresentação de Antígeno/imunologia , Endocitose/imunologia , Complexo Principal de Histocompatibilidade/imunologia , Modelos Imunológicos , Receptores de Antígenos de Linfócitos T/imunologia , Linfócitos T/imunologia , Animais , Regulação para Baixo , Cinética , Computação Matemática , Camundongos , Peptídeos/imunologia , Transdução de Sinais
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