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Lymph Nodes

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A radiomics approach based on support vector machine using MR images for preoperative lymph node status evaluation in intrahepatic cholangiocarcinoma.

Theranostics Jul 9, 2019
: Accurate lymph node (LN) status evaluation for intrahepatic cholangiocarcinoma (ICC) patients is essential for surgical planning. This study aimed to develop and validate a prediction model for preoperative LN status evaluation in ICC patients. : A...
ROC Curve Aged, 80 and over Humans Lymph Nodes Adult Female Male Cholangiocarcinoma Nomograms Reproducibility of Results Middle Aged Preoperative Care Support Vector Machine Aged Magnetic Resonance Imaging Calibration
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Local Interpretable Model-Agnostic Explanations for Classification of Lymph Node Metastases.

Sensors (Basel, Switzerland) Jul 5, 2019
An application of explainable artificial intelligence on medical data is presented. There is an increasing demand in machine learning literature for such explainable models in health-related applications. This work aims to generate explanations on ho...
Deep Learning Humans Image Processing, Computer-Assisted Neural Networks, Computer Lymph Nodes Algorithms Lymphatic Metastasis Models, Biological
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Prediction of early colorectal cancer metastasis by machine learning using digital slide images.

Computer methods and programs in biomedicine Jun 22, 2019
BACKGROUND AND OBJECTIVES: Prediction of lymph node metastasis (LNM) for early colorectal cancer (CRC) is critical for determining treatment strategies after endoscopic resection. Some histologic parameters for predicting LNM have been established, b...
Aged Endoscopy Colorectal Neoplasms Male Algorithms Retrospective Studies Female Risk Factors Immunohistochemistry False Negative Reactions False Positive Reactions Keratins Middle Aged Lymph Nodes Lymphatic Metastasis Neoplasm Metastasis Humans Machine Learning
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Artificial neural network models to predict nodal status in clinically node-negative breast cancer.

BMC cancer Jun 21, 2019
BACKGROUND: Sentinel lymph node biopsy (SLNB) is standard staging procedure for nodal status in breast cancer, but lacks therapeutic benefit for patients with benign sentinel nodes. For patients with positive sentinel nodes, individualized surgical s...
Humans Sentinel Lymph Node Biopsy Carcinoma, Lobular Middle Aged Lymph Nodes Area Under Curve Neovascularization, Pathologic Aged, 80 and over Neural Networks, Computer Lymphatic Metastasis Linear Models Young Adult Tumor Burden Axilla Receptors, Estrogen Retrospective Studies Adult Female Breast Neoplasms Aged
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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.
Carcinoma, Squamous Cell Deep Learning Lymph Nodes Extranodal Extension Lymphatic Metastasis Humans Mouth Neoplasms Tomography, X-Ray Computed
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Comparison of robot-assisted modified radical neck dissection using a bilateral axillary breast approach with a conventional open procedure after propensity score matching.

Surgical endoscopy May 7, 2019
BACKGROUND: There is ongoing debate about whether or not robot-assisted thyroidectomy is appropriate for modified radical neck dissection (MRND). The purpose of this study was to compare the surgical outcomes of robot-assisted MRND with those of a co...
Axilla Operative Time Robotics Breast Neck Dissection Thyroidectomy Propensity Score Thyroid Neoplasms Carcinoma, Papillary Lymph Nodes Lymphatic Metastasis Male Republic of Korea Middle Aged Female Postoperative Complications Humans Adult Incidence Retrospective Studies
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Head and neck squamous cell carcinoma: prediction of cervical lymph node metastasis by dual-energy CT texture analysis with machine learning.

European radiology Apr 12, 2019
OBJECTIVES: This study was conducted in order to evaluate a novel risk stratification model using dual-energy CT (DECT) texture analysis of head and neck squamous cell carcinoma (HNSCC) with machine learning to (1) predict associated cervical lymphad...
Neck Humans Male Lymphatic Metastasis Lymph Nodes Neoplasm Staging Machine Learning Squamous Cell Carcinoma of Head and Neck Female Multidetector Computed Tomography Head and Neck Neoplasms
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Combining many-objective radiomics and 3D convolutional neural network through evidential reasoning to predict lymph node metastasis in head and neck cancer.

Physics in medicine and biology Mar 29, 2019
Lymph node metastasis (LNM) is a significant prognostic factor in patients with head and neck cancer, and the ability to predict it accurately is essential to optimizing treatment. Positron emission tomography (PET) and computed tomography (CT) imagi...
Humans Neural Networks, Computer Head and Neck Neoplasms Lymphatic Metastasis Predictive Value of Tests Imaging, Three-Dimensional Lymph Nodes Positron Emission Tomography Computed Tomography
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An Intelligent Clinical Decision Support System for Preoperative Prediction of Lymph Node Metastasis in Gastric Cancer.

Journal of the American College of Radiology : JACR Feb 4, 2019
PURPOSE: The aim of this study was to develop and validate a computational clinical decision support system (DSS) on the basis of CT radiomics features for the prediction of lymph node (LN) metastasis in gastric cancer (GC) using machine learning-bas...
Multidetector Computed Tomography Preoperative Care Neoplasm Invasiveness Humans Predictive Value of Tests Neoplasm Staging Machine Learning Gastrectomy ROC Curve Decision Support Systems, Clinical Female Lymph Nodes Databases, Factual Stomach Neoplasms Aged Lymphatic Metastasis Prognosis Male Retrospective Studies Middle Aged Clinical Decision-Making
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Fast ScanNet: Fast and Dense Analysis of Multi-Gigapixel Whole-Slide Images for Cancer Metastasis Detection.

IEEE transactions on medical imaging Jan 7, 2019
Lymph node metastasis is one of the most important indicators in breast cancer diagnosis, that is traditionally observed under the microscope by pathologists. In recent years, with the dramatic advance of high-throughput scanning and deep learning te...
Humans Image Interpretation, Computer-Assisted Algorithms Histocytochemistry Deep Learning Lymph Nodes Lymphatic Metastasis
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