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1.
Eur J Med Chem ; 158: 593-619, 2018 Oct 05.
Artículo en Inglés | MEDLINE | ID: mdl-30243158

RESUMEN

Specifically blocking more than one oncogenic pathway simultaneously in a cancer cell with a combination of different drugs is the mainstay of the majority of cancer treatments. Being able to do this via two targeted pathways without inducing side effects through a general mechanism, such as chemotherapy, could bring benefit to patients. In this work we describe a new dual inhibitor of the JAK-STAT and HDAC pathways through designing and developing two types of molecule based on the JAK2 selective inhibitor XL019 and the pan-HDAC inhibitor, vorinostat. Both series of compounds had examples with low nanomolar JAK2 and HDAC1/6 inhibition. In some cases good HDAC1 selectivity was achieved while retaining HDAC6 activity. The observed potency is explained through molecular docking studies of all three enzymes. One example, 69c had 16-25 fold selectivity against the three other JAK-family proteins JAK1, JAK3 and TYK2. A number of compounds had sub-micromolar potencies against a panel of 4 solid tumor cell lines and 4 hematological cell lines with the most potent compound, 45h, having a cellular IC50 of 70 nM against the multiple myeloma cell line KMS-12-BM. Evidence of both JAK and HDAC pathway inhibition is presented in Hela cells showing that both pathways are modulated. Evidence of apoptosis with two compounds in 4 sold tumor cell lines is also presented.


Asunto(s)
Antineoplásicos/química , Diseño de Fármacos , Inhibidores de Histona Desacetilasas/química , Ácidos Hidroxámicos/química , Janus Quinasa 2/antagonistas & inhibidores , Prolina/análogos & derivados , Inhibidores de Proteínas Quinasas/química , Pirimidinas/química , Antineoplásicos/síntesis química , Antineoplásicos/farmacología , Apoptosis/efectos de los fármacos , Células HeLa , Inhibidores de Histona Desacetilasas/síntesis química , Inhibidores de Histona Desacetilasas/farmacología , Humanos , Ácidos Hidroxámicos/síntesis química , Ácidos Hidroxámicos/farmacología , Janus Quinasa 2/metabolismo , Simulación del Acoplamiento Molecular , Neoplasias/tratamiento farmacológico , Neoplasias/metabolismo , Prolina/síntesis química , Prolina/química , Prolina/farmacología , Inhibidores de Proteínas Quinasas/síntesis química , Inhibidores de Proteínas Quinasas/farmacología , Pirimidinas/síntesis química , Pirimidinas/farmacología , Relación Estructura-Actividad , Vorinostat
2.
J Med Chem ; 60(20): 8336-8357, 2017 10 26.
Artículo en Inglés | MEDLINE | ID: mdl-28953386

RESUMEN

Concomitant inhibition of multiple oncogenic pathways is a desirable goal in cancer therapy. To achieve such an outcome with a single molecule would simplify treatment regimes. Herein the core features of ruxolitinib (1), a marketed JAK1/2 inhibitor, have been merged with the HDAC inhibitor vorinostat (2), leading to new molecules that are bispecific targeted JAK/HDAC inhibitors. A preferred pyrazole substituted pyrrolopyrimidine, 24, inhibits JAK1 and HDACs 1, 2, 3, 6, and 10 with IC50 values of less than 20 nM, is <100 nM potent against JAK2 and HDAC11, and is selective for the JAK family against a panel of 97 kinases. Broad cellular antiproliferative potency of 24 is supported by demonstration of JAK-STAT and HDAC pathway blockade in hematological cell lines. Methyl analogue 45 has an even more selective profile. This study provides new leads for assessment of JAK and HDAC pathway dual inhibiton achieved with a single molecule.


Asunto(s)
Inhibidores de Histona Desacetilasas/farmacología , Ácidos Hidroxámicos/farmacología , Janus Quinasa 1/antagonistas & inhibidores , Janus Quinasa 2/antagonistas & inhibidores , Inhibidores de Proteínas Quinasas/farmacología , Pirazoles/farmacología , Animales , Línea Celular Tumoral , Cromatografía Liquida , Inhibidores de Histona Desacetilasas/farmacocinética , Humanos , Ácidos Hidroxámicos/química , Janus Quinasa 1/química , Janus Quinasa 2/química , Ratones , Ratones Endogámicos BALB C , Modelos Moleculares , Nitrilos , Inhibidores de Proteínas Quinasas/farmacocinética , Pirazoles/química , Pirimidinas , Análisis Espectral , Vorinostat
3.
J Med Chem ; 59(18): 8233-62, 2016 Sep 22.
Artículo en Inglés | MEDLINE | ID: mdl-27541357

RESUMEN

Blockage of more than one oncoprotein or pathway is now a standard approach in modern cancer therapy. Multiple inhibition is typically achieved with two or more drugs. Herein, we describe a pharmacophore merging strategy combining the JAK2/FLT3 inhibitor pacritnib with the pan-HDAC inhibitor, vorinostat, to create bispecific single molecules with both JAK and HDAC targeted inhibition. A preferred ether hydroxamate, 51, inhibits JAK2 and HDAC6 with low nanomolar potency, is <100 nM potent against HDACs 2 and 10, submicromolar potent against HDACs 1, 8, and 11, and >50-fold selective for JAK2 in a panel of 97 kinases. Broad cellular antiproliferative potency is supported by demonstration of JAK-STAT and HDAC pathway blockade in several hematological cell lines, inhibition of colony formation in HEL cells, and analysis of apoptosis. This study provides new tool compounds for further exploration of dual JAK-HDAC pathway inhibiton achieved with a single molecule.


Asunto(s)
Antineoplásicos/química , Antineoplásicos/farmacología , Hidrocarburos Aromáticos con Puentes/química , Hidrocarburos Aromáticos con Puentes/farmacología , Inhibidores de Histona Desacetilasas/química , Inhibidores de Histona Desacetilasas/farmacología , Janus Quinasa 2/antagonistas & inhibidores , Pirimidinas/química , Pirimidinas/farmacología , Apoptosis/efectos de los fármacos , Línea Celular Tumoral , Proliferación Celular/efectos de los fármacos , Neoplasias Hematológicas/tratamiento farmacológico , Neoplasias Hematológicas/metabolismo , Humanos , Modelos Moleculares , Inhibidores de Proteínas Quinasas/química , Inhibidores de Proteínas Quinasas/farmacología , Transducción de Señal/efectos de los fármacos
4.
Comput Biol Chem ; 30(1): 63-71, 2006 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-16321568

RESUMEN

Multiclass cancer classification based on microarray data is presented. The binary classifiers used combine support vector machines with a generalized output-coding scheme. Different coding strategies, decoding functions and feature selection methods are incorporated and validated on two cancer datasets: GCM and ALL. Using random coding strategy and recursive feature elimination, the testing accuracy achieved is as high as 83% on GCM data with 14 classes. Comparing with other classification methods, our method is superior in classificatory performance.


Asunto(s)
Inteligencia Artificial , Toma de Decisiones Asistida por Computador , Regulación Neoplásica de la Expresión Génica , Neoplasias/clasificación , Bases de Datos como Asunto , Humanos , Neoplasias/genética , Redes Neurales de la Computación , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos
5.
Artículo en Inglés | MEDLINE | ID: mdl-17044181

RESUMEN

The use of penalized logistic regression for cancer classification using microarray expression data is presented. Two dimension reduction methods are respectively combined with the penalized logistic regression so that both the classification accuracy and computational speed are enhanced. Two other machine-learning methods, support vector machines and least-squares regression, have been chosen for comparison. It is shown that our methods have achieved at least equal or better results. They also have the advantage that the output probability can be explicitly given and the regression coefficients are easier to interpret. Several other aspects, such as the selection of penalty parameters and components, pertinent to the application of our methods for cancer classification are also discussed.


Asunto(s)
Biomarcadores de Tumor/análisis , Diagnóstico por Computador/métodos , Perfilación de la Expresión Génica/métodos , Proteínas de Neoplasias/análisis , Neoplasias/diagnóstico , Neoplasias/metabolismo , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Algoritmos , Humanos , Modelos Logísticos , Modelos Genéticos , Neoplasias/clasificación , Análisis de Regresión , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
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