Pretreatment Identification of Head and Neck Cancer Nodal Metastasis and Extranodal Extension Using Deep Learning Neural Networks

Benjamin H. Kann; Sanjay Aneja; Gokoulakrichenane V. Loganadane; Jacqueline R. Kelly; Stephen M. Smith; Roy H. Decker; James B. Yu; Henry S. Park; Wendell G. Yarbrough; Ajay Malhotra; Barbara A. Burtness; Zain A. Husain

doi:10.1038/s41598-018-32441-y

Pretreatment Identification of Head and Neck Cancer Nodal Metastasis and Extranodal Extension Using Deep Learning Neural Networks

Scientific Reports ◽

10.1038/s41598-018-32441-y ◽

2018 ◽

Vol 8 (1) ◽

Cited By ~ 40

Author(s):

Benjamin H. Kann ◽

Sanjay Aneja ◽

Gokoulakrichenane V. Loganadane ◽

Jacqueline R. Kelly ◽

Stephen M. Smith ◽

...

Keyword(s):

Neural Networks ◽

Head And Neck Cancer ◽

Deep Learning ◽

Head And Neck ◽

Neck Cancer ◽

Nodal Metastasis ◽

Extranodal Extension

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Successful Identification of Head and Neck Cancer (HNC) Nodal Metastasis (NM) and Extranodal Extension (ENE) Using Deep Learning Neural Networks

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2018.06.169 ◽

2018 ◽

Vol 102 (3) ◽

pp. S60 ◽

Cited By ~ 1

Author(s):

B.H. Kann ◽

S. Aneja ◽

G. Loganadane V ◽

J.R. Kelly ◽

S.M. Smith ◽

...

Keyword(s):

Neural Networks ◽

Head And Neck Cancer ◽

Deep Learning ◽

Head And Neck ◽

Neck Cancer ◽

Nodal Metastasis ◽

Extranodal Extension

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Deep learning auto-segmentation and automated treatment planning for trismus risk reduction in head and neck cancer radiotherapy

Physics and Imaging in Radiation Oncology ◽

10.1016/j.phro.2021.07.009 ◽

2021 ◽

Vol 19 ◽

pp. 96-101

Author(s):

Maria Thor ◽

Aditi Iyer ◽

Jue Jiang ◽

Aditya Apte ◽

Harini Veeraraghavan ◽

...

Keyword(s):

Head And Neck Cancer ◽

Deep Learning ◽

Head And Neck ◽

Risk Reduction ◽

Treatment Planning ◽

Neck Cancer ◽

Cancer Radiotherapy

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De-escalation of aggressive adjuvant therapy for limited extranodal extension in head and neck cancer

Oral Oncology ◽

10.1016/j.oraloncology.2020.105161 ◽

2021 ◽

pp. 105161

Author(s):

K Devaraja

Keyword(s):

Head And Neck Cancer ◽

Adjuvant Therapy ◽

Head And Neck ◽

Neck Cancer ◽

Extranodal Extension

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Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging

Journal of Biomedical Optics ◽

10.1117/1.jbo.22.6.060503 ◽

2017 ◽

Vol 22 (6) ◽

pp. 060503 ◽

Cited By ~ 72

Author(s):

Martin Halicek ◽

Guolan Lu ◽

James V. Little ◽

Xu Wang ◽

Mihir Patel ◽

...

Keyword(s):

Neural Networks ◽

Head And Neck Cancer ◽

Head And Neck ◽

Hyperspectral Imaging ◽

Convolutional Neural Networks ◽

Neck Cancer ◽

Deep Convolutional Neural Networks

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Dynamic stochastic deep learning approaches for predicting geometric changes in head and neck cancer

Physics in Medicine and Biology ◽

10.1088/1361-6560/ac2b80 ◽

2021 ◽

Author(s):

Julia M Pakela ◽

Martha M Matuszak ◽

Randall K Ten Haken ◽

Daniel L McShan ◽

Issam El Naqa

Keyword(s):

Head And Neck Cancer ◽

Deep Learning ◽

Head And Neck ◽

Neck Cancer ◽

Learning Approaches ◽

Dynamic Stochastic ◽

Geometric Changes

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Head and Neck Cancer Metastasis Prediction via Artificial Neural Networks

2005 IEEE Computational Systems Bioinformatics Conference - Workshops (CSBW'05) ◽

10.1109/csbw.2005.70 ◽

2006 ◽

Author(s):

E. Darby ◽

T. Nettimi ◽

S. Kodali ◽

Liwen Shih

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Head And Neck Cancer ◽

Head And Neck ◽

Neck Cancer ◽

Cancer Metastasis ◽

Artificial Neural

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18FDG-PET/CT for the detection of regional nodal metastasis in patients with head and neck cancer: A meta-analysis

Oral Oncology ◽

10.1016/j.oraloncology.2015.01.004 ◽

2015 ◽

Vol 51 (4) ◽

pp. 314-320 ◽

Cited By ~ 39

Author(s):

Rong Sun ◽

Xinye Tang ◽

Yang Yang ◽

Cheng Zhang

Keyword(s):

Head And Neck Cancer ◽

Head And Neck ◽

Neck Cancer ◽

Meta Analysis ◽

Nodal Metastasis ◽

18Fdg Pet ◽

Pet Ct ◽

Regional Nodal Metastasis

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A Review on Application of Machine Learning and Deep Learning Algorithms in Head and Neck Cancer Prediction and Prognosis

Data Management, Analytics and Innovation - Lecture Notes on Data Engineering and Communications Technologies ◽

10.1007/978-981-16-2934-1_4 ◽

2021 ◽

pp. 59-73

Author(s):

Deepti ◽

Susmita Ray

Keyword(s):

Machine Learning ◽

Head And Neck Cancer ◽

Deep Learning ◽

Head And Neck ◽

Neck Cancer ◽

Learning Algorithms ◽

Cancer Prediction

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Tumor margin classification of head and neck cancer using hyperspectral imaging and convolutional neural networks

Medical Imaging 2018: Image-Guided Procedures, Robotic Interventions, and Modeling ◽

10.1117/12.2293167 ◽

2018 ◽

Cited By ~ 5

Author(s):

Martin Halicek ◽

James V. Little ◽

Xu Wang ◽

Mihir R. Patel ◽

Christopher C. Griffith ◽

...

Keyword(s):

Neural Networks ◽

Head And Neck Cancer ◽

Head And Neck ◽

Hyperspectral Imaging ◽

Convolutional Neural Networks ◽

Neck Cancer ◽

Tumor Margin ◽

Margin Classification

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Predictive value of computed tomography in identifying extranodal extension in human papillomavirus‐positive versus human papillomavirus‐negative head and neck cancer

Head & Neck ◽

10.1002/hed.26281 ◽

2020 ◽

Vol 42 (9) ◽

pp. 2687-2695 ◽

Cited By ~ 1

Author(s):

Flora Yan ◽

Young J. Byun ◽

Shaun A. Nguyen ◽

Seth T. Stalcup ◽

Terry A. Day

Keyword(s):

Computed Tomography ◽

Head And Neck Cancer ◽

Human Papillomavirus ◽

Head And Neck ◽

Neck Cancer ◽

Predictive Value ◽

Extranodal Extension

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