Deep learning based automated epidermal growth factor receptor and anaplastic lymphoma kinase status prediction of brain metastasis in non-small cell lung cancer.

Non-small cell lung cancer anaplastic lymphoma kinase convolutional neural networks deep learning epidermal growth factor receptor machine learning radiomics semantics

Journal

Exploration of targeted anti-tumor therapy
ISSN: 2692-3114
Titre abrégé: Explor Target Antitumor Ther
Pays: United States
ID NLM: 101770662

Informations de publication

Date de publication:
2023
Historique:
received: 19 12 2022
accepted: 13 04 2023
medline: 25 9 2023
pubmed: 25 9 2023
entrez: 25 9 2023
Statut: ppublish

Résumé

The aim of this study was to investigate the feasibility of developing a deep learning (DL) algorithm for classifying brain metastases from non-small cell lung cancer (NSCLC) into epidermal growth factor receptor ( Data set of 117 patients was analysed from 2014 to 2018 out of which 33 patients were In this study of 117 patients, the analysis by semantic method showed 79.2% of the patients belonged to Both semantic features and DL model showed comparable accuracy in classifying

Identifiants

pubmed: 37745691
doi: 10.37349/etat.2023.00158
pmc: PMC10511818
doi:

Types de publication

Journal Article

Langues

eng

Pagination

657-668

Informations de copyright

© The Author(s) 2023.

Déclaration de conflit d'intérêts

The authors declare that they have no conflicts of interest.

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Auteurs

Abhishek Mahajan (A)

Clatterbridge Centre for Oncology NHS Foundation Trust, L7 8YA Liverpool, UK.
Department of Radiodiagnosis, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Gurukrishna B (G)

Department of Radiodiagnosis, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Shweta Wadhwa (S)

Department of Radiodiagnosis, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Ujjwal Agarwal (U)

Department of Radiodiagnosis, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Ujjwal Baid (U)

Department of Electronics and Telecommunication Engineering, SGGS Institute of Engineering and Technology, Nanded 431606, Maharashtra, India.

Sanjay Talbar (S)

Department of Electronics and Telecommunication Engineering, SGGS Institute of Engineering and Technology, Nanded 431606, Maharashtra, India.

Amit Kumar Janu (AK)

Department of Radiodiagnosis, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Vijay Patil (V)

Department of Medical Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Vanita Noronha (V)

Department of Medical Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Naveen Mummudi (N)

Department of Radiation Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Anil Tibdewal (A)

Department of Radiation Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

J P Agarwal (JP)

Department of Radiation Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Subash Yadav (S)

Department of Pathology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Rajiv Kumar Kaushal (R)

Department of Pathology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Ameya Puranik (A)

Department of Nuclear Medicine, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Nilendu Purandare (N)

Department of Nuclear Medicine, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Kumar Prabhash (K)

Department of Medical Oncology, Tata Memorial Hospital, Parel, Mumbai 400012, Maharashtra, India.

Classifications MeSH