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1.
Cancer Epidemiol Biomarkers Prev ; 16(11): 2396-405, 2007 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-18006929

RESUMEN

Currently, no effective tool exists for screening or early diagnosis of head and neck squamous cell carcinoma (HNSCC). Here, we describe an approach for cancer detection based on analysis of patterns of serum immunoreactivity against a panel of biomarkers selected using microarray-based serologic profiling and specialized bioinformatics. We biopanned phage display libraries derived from three different HNSCC tissues to generate 5,133 selectively cloned tumor antigens. Based on their differential immunoreactivity on protein microarrays against serum immunoglobulins from 39 cancer and 41 control patients, we reduced the number of clones to 1,021. The performance of a neural network model (Multilayer Perceptron) for cancer classification on a data set of 80 HNSCC and 78 control samples was assessed using 10-fold cross-validation repeated 100 times. A panel of 130 clones was found to be adequate for building a classifier with sufficient sensitivity and specificity. Using these 130 markers on a completely new and independent set of 80 samples, an accuracy of 84.9% with sensitivity of 79.8% and specificity of 90.1% was achieved. Similar performance was achieved by reshuffling of the data set and by using other classification models. The performance of this classification approach represents a significant improvement over current diagnostic accuracy (sensitivity of 37% to 46% and specificity of 24%) in the primary care setting. The results shown here are promising and show the potential use of this approach toward eventual development of diagnostic assay with sufficient sensitivity and specificity suitable for detection of early-stage HNSCC in high-risk populations.


Asunto(s)
Autoanticuerpos/sangre , Biomarcadores de Tumor/sangre , Carcinoma de Células Escamosas/diagnóstico , Neoplasias de Cabeza y Cuello/diagnóstico , Autoanticuerpos/inmunología , Bacteriófago T7/genética , Biomarcadores de Tumor/inmunología , Carcinoma de Células Escamosas/sangre , Carcinoma de Células Escamosas/inmunología , Epítopos/inmunología , Femenino , Biblioteca de Genes , Neoplasias de Cabeza y Cuello/sangre , Neoplasias de Cabeza y Cuello/inmunología , Humanos , Inmunoglobulina G/inmunología , Masculino , Redes Neurales de la Computación , Análisis por Matrices de Proteínas/métodos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
2.
Head Neck ; 33(11): 1600-5, 2011 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-21484922

RESUMEN

BACKGROUND: An analysis of risk factors predictive of severe mandibular osteoradionecrosis (ORN) is needed to aid prophylaxis and management of this condition. METHODS: We retrospectively analyzed 46 patients diagnosed between June 2002 and March 2009: 93% had mandibular ORN, which was staged 0 to III (Store and Boysen). Patient, tumor, treatment-related, and other variables were analyzed for association with mandibular ORN severity. RESULTS: Oral or oropharyngeal tumors comprised 85% of our primary tumors, 80% were stage IV, and 91% were squamous cell carcinomas. Most patients (87%) received 3-dimensional (3D) conformal radiation therapy (RT), with 60 Gray (Gy) median dose; 28% and 72% received primary and adjuvant RT, respectively; 78% received chemotherapy, mostly concurrent (97%) and platinum-based (96%). Median time to development of ORN was 7.5 months. White ethnicity and secondary infection correlated significantly with stage III mandibular ORN (p = .038, p = .0007, respectively). Advanced age, stage IV, RT dose, post-RT, and lack of pre-RT dental extractions appeared predictive of severe mandibular ORN. CONCLUSIONS: The above-cited factors are predictive of severity and can potentially guide prophylaxis and management.


Asunto(s)
Neoplasias de Cabeza y Cuello/radioterapia , Enfermedades Mandibulares/patología , Osteorradionecrosis/patología , Radioterapia Conformacional/efectos adversos , Radioterapia de Intensidad Modulada/efectos adversos , Adulto , Anciano , Anciano de 80 o más Años , Biopsia con Aguja , Estudios de Cohortes , Relación Dosis-Respuesta en la Radiación , Femenino , Estudios de Seguimiento , Neoplasias de Cabeza y Cuello/patología , Humanos , Inmunohistoquímica , Incidencia , Masculino , Enfermedades Mandibulares/epidemiología , Enfermedades Mandibulares/etiología , Persona de Mediana Edad , Estadificación de Neoplasias , Osteorradionecrosis/epidemiología , Valor Predictivo de las Pruebas , Dosificación Radioterapéutica , Radioterapia Conformacional/métodos , Radioterapia de Intensidad Modulada/métodos , Estudios Retrospectivos , Factores de Riesgo , Índice de Severidad de la Enfermedad , Adulto Joven
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