Fused deep learning paradigm for the prediction of o6-methylguanine-DNA methyltransferase genotype in glioblastoma patients: A neuro-oncological investigation.

Saxena, Sanjay; Jena, Biswajit; Mohapatra, Bibhabasu; Gupta, Neha; Kalra, Manudeep; Scartozzi, Mario; Saba, Luca; Suri, Jasjit S

Saxena, Sanjay; Jena, Biswajit; Mohapatra, Bibhabasu; Gupta, Neha; Kalra, Manudeep; Scartozzi, Mario; Saba, Luca; Suri, Jasjit S.

Afiliación

Saxena S; Department of Computer Science & Engineering, International Institute of Information Technology, Bhubaneswar, Odisha, India.
Jena B; Department of Computer Science & Engineering, Institute of Technical Education and Research, SOA Deemed to be University, Bhubaneswar, India.
Mohapatra B; Department of Computer Science & Engineering, International Institute of Information Technology, Bhubaneswar, Odisha, India.
Gupta N; Bharati Vidyapeeth's College of Engineering, Paschim Vihar, New Delhi, India.
Kalra M; Department of Radiology, Massachusetts General Hospital, Boston, MA, 02114, USA.
Scartozzi M; Department of Radiology, A.O.U, di Cagliari-Polo di Monserrato s.s, 09124, Cagliari, Italy.
Saba L; Department of Radiology, A.O.U, di Cagliari-Polo di Monserrato s.s, 09124, Cagliari, Italy.
Suri JS; Stroke Monitoring and Diagnostic Division, AtheroPoint™ LLC, Roseville, CA, USA; Knowledge Engineering Centre, Global Biomedical Technologies, Inc, Roseville, CA, USA. Electronic address: jasjit.suri@atheropoint.com.

Comput Biol Med ; 153: 106492, 2023 02.

Article en En | MEDLINE | ID: mdl-36621191

Asunto(s)

Neoplasias Encefálicas; Aprendizaje Profundo; Glioblastoma; Humanos; Glioblastoma/diagnóstico por imagen; Glioblastoma/genética; Glioblastoma/tratamiento farmacológico; Metiltransferasas/genética; Metiltransferasas/uso terapéutico; Metilación de ADN/genética; Metilasas de Modificación del ADN/genética; Metilasas de Modificación del ADN/metabolismo; Metilasas de Modificación del ADN/uso terapéutico; Imagen por Resonancia Magnética/métodos; Neoplasias Encefálicas/diagnóstico por imagen; Neoplasias Encefálicas/genética; ADN; Biomarcadores

Palabras clave

Brain tumor; Deep learning; Fused deep learning; Glioblastoma; MGMT; Machine learning; O6-methylguanine-DNA methyltransferase; Prognosis

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Neoplasias Encefálicas / Glioblastoma / Aprendizaje Profundo Tipo de estudio: Guideline / Prognostic_studies / Risk_factors_studies Límite: Humans Idioma: En Revista: Comput Biol Med Año: 2023 Tipo del documento: Article País de afiliación: India Pais de publicación: Estados Unidos

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