Deep Learning for Inference of Hepatic Proton Density Fat Fraction From T1-Weighted In-Phase and Opposed-Phase MRI: Retrospective Analysis of Population-Based Trial Data.

Wang, Kang; Cunha, Guilherme Moura; Hasenstab, Kyle; Henderson, Walter C; Middleton, Michael S; Cole, Shelley A; Umans, Jason G; Ali, Tauqeer; Hsiao, Albert; Sirlin, Claude B

Wang, Kang; Cunha, Guilherme Moura; Hasenstab, Kyle; Henderson, Walter C; Middleton, Michael S; Cole, Shelley A; Umans, Jason G; Ali, Tauqeer; Hsiao, Albert; Sirlin, Claude B.

Afiliación

Wang K; Department of Radiology, Artificial Intelligence and Data Analytic Laboratory, University of California, San Diego, La Jolla, CA.
Cunha GM; Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, CA.
Hasenstab K; Department of Radiology, Stanford University, 500 Pasteur Dr, Palo Alto, CA 94304.
Henderson WC; Department of Radiology, University of Washington Medicine, Seattle, WA.
Middleton MS; Department of Radiology, Artificial Intelligence and Data Analytic Laboratory, University of California, San Diego, La Jolla, CA.
Cole SA; Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, CA.
Umans JG; Department of Mathematics and Statistics, San Diego State University, San Diego, CA.
Ali T; Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, CA.
Hsiao A; Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, CA.
Sirlin CB; Population Health, Texas Biomedical Research Institute, San Antonio, TX.

AJR Am J Roentgenol ; 221(5): 620-631, 2023 11.

Article en En | MEDLINE | ID: mdl-37466189

Asunto(s)

Aprendizaje Profundo; Enfermedad del Hígado Graso no Alcohólico; Masculino; Humanos; Femenino; Adulto; Persona de Mediana Edad; Anciano; Protones; Estudios Retrospectivos; Estudios Prospectivos; Hígado/diagnóstico por imagen; Enfermedad del Hígado Graso no Alcohólico/diagnóstico por imagen; Imagen por Resonancia Magnética/métodos

Palabras clave

PDFF; deep learning inference; liver fat quantification; proton density fat fraction; quantitative imaging biomarkers

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Enfermedad del Hígado Graso no Alcohólico / Aprendizaje Profundo Límite: Adult / Aged / Female / Humans / Male / Middle aged Idioma: En Revista: AJR Am J Roentgenol Año: 2023 Tipo del documento: Article País de afiliación: Canadá

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