AIMC Topic: Extranodal Extension

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Screening for extranodal extension in HPV-associated oropharyngeal carcinoma: evaluation of a CT-based deep learning algorithm in patient data from a multicentre, randomised de-escalation trial.

The Lancet. Digital health Apr 21, 2023
BACKGROUND: Pretreatment identification of pathological extranodal extension (ENE) would guide therapy de-escalation strategies for in human papillomavirus (HPV)-associated oropharyngeal carcinoma but is diagnostically challenging. ECOG-ACRIN Cancer ...
Retrospective Studies Tomography, X-Ray Computed Deep Learning Humans Algorithms Oropharyngeal Neoplasms Extranodal Extension Human Papillomavirus Viruses Papillomavirus Infections Carcinoma
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Machine Learning Prediction of Extracapsular Extension in Human Papillomavirus-Associated Oropharyngeal Squamous Cell Carcinoma.

Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery Jun 30, 2020
OBJECTIVE: To determine whether machine learning (ML) can predict the presence of extracapsular extension (ECE) prior to treatment, using common oncologic variables, in patients with human papillomavirus (HPV)-associated oropharyngeal squamous cell c...
Humans Prognosis Retrospective Studies Female Machine Learning Databases, Factual Logistic Models Squamous Cell Carcinoma of Head and Neck Alphapapillomavirus Extranodal Extension Oropharyngeal Neoplasms Aged ROC Curve Male Middle Aged Papillomavirus Infections
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Reply to A.B. Simon et al.

Journal of clinical oncology : official journal of the American Society of Clinical Oncology Apr 9, 2020
Head and Neck Neoplasms Extranodal Extension Deep Learning Squamous Cell Carcinoma of Head and Neck Humans
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Challenge of Directly Comparing Imaging-Based Diagnoses Made by Machine Learning Algorithms With Those Made by Human Clinicians.

Journal of clinical oncology : official journal of the American Society of Clinical Oncology Apr 9, 2020
Head and Neck Neoplasms Extranodal Extension Deep Learning Squamous Cell Carcinoma of Head and Neck Machine Learning Algorithms Humans
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Alpha Test of Intelligent Machine Learning in Staging Head and Neck Cancer.

Journal of clinical oncology : official journal of the American Society of Clinical Oncology Mar 2, 2020
Extranodal Extension Humans Squamous Cell Carcinoma of Head and Neck Deep Learning Machine Learning Head and Neck Neoplasms
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Preoperative prediction of tumour deposits in rectal cancer by an artificial neural network-based US radiomics model.

European radiology Dec 11, 2019
OBJECTIVE: To develop a machine learning-based ultrasound (US) radiomics model for predicting tumour deposits (TDs) preoperatively.
Extranodal Extension Rectal Neoplasms Prospective Studies Preoperative Period Female Humans Aged Middle Aged Adult Neural Networks, Computer Male Ultrasonography Machine Learning Magnetic Resonance Imaging
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Multi-Institutional Validation of Deep Learning for Pretreatment Identification of Extranodal Extension in Head and Neck Squamous Cell Carcinoma.

Journal of clinical oncology : official journal of the American Society of Clinical Oncology Dec 9, 2019
PURPOSE: Extranodal extension (ENE) is a well-established poor prognosticator and an indication for adjuvant treatment escalation in patients with head and neck squamous cell carcinoma (HNSCC). Identification of ENE on pretreatment imaging represents...
Tomography, X-Ray Computed Reproducibility of Results ROC Curve Lymph Nodes Humans Lymphatic Metastasis Deep Learning Squamous Cell Carcinoma of Head and Neck Neoplasm Staging Head and Neck Neoplasms Extranodal Extension
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CT evaluation of extranodal extension of cervical lymph node metastases in patients with oral squamous cell carcinoma using deep learning classification.

Oral radiology Jun 13, 2019
OBJECTIVE: To clarify CT diagnostic performance in extranodal extension of cervical lymph node metastases using deep learning classification.
Lymph Nodes Carcinoma, Squamous Cell Humans Lymphatic Metastasis Mouth Neoplasms Deep Learning Extranodal Extension Tomography, X-Ray Computed
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