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2.
Stat Med ; 31(29): 4061-73, 2012 Dec 20.
Artigo em Inglês | MEDLINE | ID: mdl-22826185

RESUMO

Measurements in tumor growth experiments are stopped once the tumor volume exceeds a preset threshold: a mechanism we term volume endpoint censoring. We argue that this type of censoring is informative. Further, least squares (LS) parameter estimates are shown to suffer a bias in a general parametric model for tumor growth with an independent and identically distributed measurement error, both theoretically and in simulation experiments. In a linear growth model, the magnitude of bias in the LS growth rate estimate increases with the growth rate and the standard deviation of measurement error. We propose a conditional maximum likelihood estimation procedure, which is shown both theoretically and in simulation experiments to yield approximately unbiased parameter estimates in linear and quadratic growth models. Both LS and maximum likelihood estimators have similar variance characteristics. In simulation studies, these properties appear to extend to the case of moderately dependent measurement error. The methodology is illustrated by application to a tumor growth study for an ovarian cancer cell line.


Assuntos
Análise dos Mínimos Quadrados , Funções Verossimilhança , Neoplasias Ovarianas/patologia , Algoritmos , Animais , Simulação por Computador , Determinação de Ponto Final , Feminino , Camundongos , Camundongos Nus , Transplante Heterólogo
3.
Stat Med ; 29(23): 2399-409, 2010 Oct 15.
Artigo em Inglês | MEDLINE | ID: mdl-20564736

RESUMO

Xenograft trials allow tumor growth in human cell lines to be monitored over time in a mouse model. We consider the problem of inferring the effect of treatment combinations on tumor growth. A piecewise quadratic model with flexible phase change locations is proposed to model the effect of change in therapy over time. Each piece represents a growth phase, with phase changes in response to change in treatment. Piecewise slopes represent phase-specific (log) linear growth rates and curvature parameters represent departure from linear growth. Trial data are analyzed in two stages: (i) subject-specific curve fitting (ii) analysis of slope and curvature estimates across subjects. A least-squares approach with penalty for phase change point location is proposed for curve fitting. In simulation studies, the method is shown to give consistent estimates of slope and curvature parameters under independent and AR (1) measurement error. The piecewise quadratic model is shown to give excellent fit (median R(2)=0.98) to growth data from a six armed xenograft trial on a lung carcinoma cell line.


Assuntos
Antineoplásicos/uso terapêutico , Carcinoma/tratamento farmacológico , Desoxicitidina/análogos & derivados , Neoplasias Pulmonares/tratamento farmacológico , Taxoides/uso terapêutico , Ensaios Antitumorais Modelo de Xenoenxerto/estatística & dados numéricos , Animais , Anticorpos Monoclonais/administração & dosagem , Linhagem Celular Tumoral , Simulação por Computador/estatística & dados numéricos , Desoxicitidina/uso terapêutico , Docetaxel , Feminino , Humanos , Imunoglobulina G/análise , Camundongos , Camundongos Nus , Modelos Estatísticos , Fator A de Crescimento do Endotélio Vascular/imunologia , Gencitabina
4.
Clin Cancer Res ; 13(24): 7243-6, 2007 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-18094402

RESUMO

Intense research efforts have been focused toward the identification of regulators of angiogenesis and the development of antiangiogenesis-based cancer therapies. The approval of anti-vascular endothelial growth factor (VEGF) monoclonal antibody (bevacizumab) for use in colorectal and lung cancer provides clinical validation for targeting angiogenesis for the treatment of cancer. Delta-like 4 (Dll4)-mediated Notch signaling represents another key pathway essential for vascular development. Recent studies yield substantial insights into the role of Dll4 in angiogenesis. Dll4 is downstream of VEGF signaling and its activation triggers a negative feedback that restrains the effects of VEGF. Attenuation of Dll4/Notch signaling results in chaotic vascular network with excessive branching and sprouting. In preclinical studies, blocking of Dll4/Notch signaling is associated with a paradoxical increase in tumor vessel density, yet causes marked growth inhibition due to functionally defective vasculature. Dll4 blockade holds promise as an additional strategy for angiogenesis-based cancer therapy, especially when resistance to and/or escape from existing therapies evolve.


Assuntos
Inibidores da Angiogênese/farmacologia , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Neoplasias/tratamento farmacológico , Neovascularização Patológica/tratamento farmacológico , Transdução de Sinais/efeitos dos fármacos , Proteínas Adaptadoras de Transdução de Sinal , Animais , Proteínas de Ligação ao Cálcio , Humanos , Neoplasias/irrigação sanguínea , Neovascularização Patológica/metabolismo , Transdução de Sinais/fisiologia
6.
Trends Mol Med ; 16(3): 122-32, 2010 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-20189876

RESUMO

Several ongoing clinical studies are designed to test the efficacy of antiangiogenic therapies in the adjuvant setting, where the goal is to increase the cure rate in patients who have just undergone surgical resection of all visible disease. Tumors depend on angiogenesis to support their growth and progression and blockade of this process has proven to be a valid strategy for treating multiple types of advanced metastatic cancer. However, results from the first of these clinical adjuvant studies were disappointing, stimulating extensive debate as to the potential of this approach. It will require additional clinical studies before we realize whether the effects of angiogenic blockade are durable, and if they are able to cure a subset of patients with early stage cancer.


Assuntos
Inibidores da Angiogênese/uso terapêutico , Anticorpos Monoclonais/uso terapêutico , Neoplasias/tratamento farmacológico , Animais , Anticorpos Monoclonais/imunologia , Anticorpos Monoclonais Humanizados , Bevacizumab , Quimioterapia Adjuvante , Ensaios de Seleção de Medicamentos Antitumorais , Humanos , Neoplasias/irrigação sanguínea , Fator A de Crescimento do Endotélio Vascular/imunologia
7.
Clin Cancer Res ; 16(15): 3887-900, 2010 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-20554752

RESUMO

PURPOSE: Inhibition of the vascular endothelial growth factor (VEGF) axis is the basis of all currently approved antiangiogenic therapies. In preclinical models, anti-VEGF blocking antibodies have shown broad efficacy that is dependent on both tumor context and treatment duration. We aimed to characterize this activity and to evaluate the effects of discontinuation of treatment on the dynamics of tumor regrowth. EXPERIMENTAL DESIGN: We evaluated the effects of anti-VEGF treatment on tumor growth and survival in 30 xenograft models and in genetic mouse models of cancer. Histologic analysis was used to evaluate the effects of treatment on tumor vasculature. We used a variety of treatment regimens to allow analysis of the effects of treatment duration and cessation on growth rate, survival, and vascular density. RESULTS: Preclinical tumor models were characterized for their varied dependence on VEGF, thereby defining models for testing other agents that may complement or augment anti-VEGF therapy. We also found that longer exposure to anti-VEGF monoclonal antibodies delayed tumor growth and extended survival in established tumors from both cell transplants and genetic tumor models and prevented regrowth of a subset of residual tumors following cytoablative therapy. Discontinuation of anti-VEGF in established tumors resulted in regrowth at a rate slower than that in control-treated animals, with no evidence of accelerated tumor growth or rebound. However, more rapid regrowth was observed following discontinuation of certain chemotherapies. Concurrent administration of anti-VEGF seemed to normalize these accelerated growth rates. CONCLUSIONS: In diverse preclinical models, continuous VEGF suppression provides maximal benefit as a single agent, combined with chemotherapy, or as maintenance therapy once chemotherapy has been stopped.


Assuntos
Inibidores da Angiogênese/uso terapêutico , Anticorpos Monoclonais/uso terapêutico , Neoplasias Experimentais/tratamento farmacológico , Fator A de Crescimento do Endotélio Vascular/antagonistas & inibidores , Inibidores da Angiogênese/farmacocinética , Animais , Anticorpos Monoclonais/farmacocinética , Protocolos de Quimioterapia Combinada Antineoplásica/farmacocinética , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Linhagem Celular Tumoral , Reações Cruzadas , Humanos , Camundongos , Neovascularização Patológica/tratamento farmacológico , Resultado do Tratamento , Ensaios Antitumorais Modelo de Xenoenxerto
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