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1.
PLoS Comput Biol ; 12(8): e1005049, 2016 08.
Artículo en Inglés | MEDLINE | ID: mdl-27494133

RESUMEN

Lung cancer, with its most prevalent form non-small-cell lung carcinoma (NSCLC), is one of the leading causes of cancer-related deaths worldwide, and is commonly treated with chemotherapeutic drugs such as cisplatin. Lung cancer patients frequently suffer from chemotherapy-induced anemia, which can be treated with erythropoietin (EPO). However, studies have indicated that EPO not only promotes erythropoiesis in hematopoietic cells, but may also enhance survival of NSCLC cells. Here, we verified that the NSCLC cell line H838 expresses functional erythropoietin receptors (EPOR) and that treatment with EPO reduces cisplatin-induced apoptosis. To pinpoint differences in EPO-induced survival signaling in erythroid progenitor cells (CFU-E, colony forming unit-erythroid) and H838 cells, we combined mathematical modeling with a method for feature selection, the L1 regularization. Utilizing an example model and simulated data, we demonstrated that this approach enables the accurate identification and quantification of cell type-specific parameters. We applied our strategy to quantitative time-resolved data of EPO-induced JAK/STAT signaling generated by quantitative immunoblotting, mass spectrometry and quantitative real-time PCR (qRT-PCR) in CFU-E and H838 cells as well as H838 cells overexpressing human EPOR (H838-HA-hEPOR). The established parsimonious mathematical model was able to simultaneously describe the data sets of CFU-E, H838 and H838-HA-hEPOR cells. Seven cell type-specific parameters were identified that included for example parameters for nuclear translocation of STAT5 and target gene induction. Cell type-specific differences in target gene induction were experimentally validated by qRT-PCR experiments. The systematic identification of pathway differences and sensitivities of EPOR signaling in CFU-E and H838 cells revealed potential targets for intervention to selectively inhibit EPO-induced signaling in the tumor cells but leave the responses in erythroid progenitor cells unaffected. Thus, the proposed modeling strategy can be employed as a general procedure to identify cell type-specific parameters and to recommend treatment strategies for the selective targeting of specific cell types.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/metabolismo , Células Eritroides/metabolismo , Neoplasias Pulmonares/metabolismo , Receptores de Eritropoyetina , Transducción de Señal/fisiología , Carcinoma de Pulmón de Células no Pequeñas/genética , Línea Celular Tumoral , Biología Computacional , Células Eritroides/citología , Humanos , Neoplasias Pulmonares/genética , Receptores de Eritropoyetina/análisis , Receptores de Eritropoyetina/clasificación , Receptores de Eritropoyetina/genética , Receptores de Eritropoyetina/metabolismo
2.
Sci STKE ; 2007(395): pe38, 2007 Jul 17.
Artículo en Inglés | MEDLINE | ID: mdl-17636183

RESUMEN

Erythropoietin (Epo) stimulates red blood cell production by docking with its cognate receptor on the erythroid progenitor cell and triggering an array of signaling pathways that inhibit apoptosis and promote cell proliferation and differentiation. In its pharmaceutical forms, epoetin and darbepoetin, Epo is widely used to treat various anemias, including those associated with cancer. The Epo receptor is also expressed by nonhematopoietic cells, including cancer cells, and Epo exhibits a "tissue-protective" effect on nonhematopoietic tissues, possibly mediated through a novel heteroreceptor, blocking apoptosis induced by a variety of insults. The unexpected results of several clinical studies in which Epo was used to treat cancer patients have now raised the question of a potential direct growth-promoting action of Epo on cancer cells.


Asunto(s)
Eritropoyetina/fisiología , Células Madre Neoplásicas/efectos de los fármacos , Anemia/tratamiento farmacológico , Apoptosis/efectos de los fármacos , Diferenciación Celular/efectos de los fármacos , División Celular/efectos de los fármacos , Ensayos Clínicos como Asunto , Subunidad beta Común de los Receptores de Citocinas/efectos de los fármacos , Subunidad beta Común de los Receptores de Citocinas/fisiología , Progresión de la Enfermedad , Eritropoyesis/efectos de los fármacos , Eritropoyetina/efectos adversos , Eritropoyetina/farmacología , Eritropoyetina/uso terapéutico , Humanos , Janus Quinasa 2/fisiología , Sistema de Señalización de MAP Quinasas , Fosfatidilinositol 3-Quinasas/fisiología , Proteínas Proto-Oncogénicas c-akt/fisiología , Receptores de Eritropoyetina/clasificación , Receptores de Eritropoyetina/efectos de los fármacos , Receptores de Eritropoyetina/fisiología , Proteínas Recombinantes/efectos adversos , Proteínas Recombinantes/farmacología , Proteínas Recombinantes/uso terapéutico , Factor de Transcripción STAT5/fisiología , Transducción de Señal/fisiología , Relación Estructura-Actividad , Resultado del Tratamiento
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