AIMC Topic: Lymphatic Metastasis

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Convolutional Neural Network Detection of Axillary Lymph Node Metastasis Using Standard Clinical Breast MRI.

Clinical breast cancer Dec 5, 2019
BACKGROUND: Axillary lymph node status is important for breast cancer staging and treatment planning as the majority of breast cancer metastasis spreads through the axillary lymph nodes. There is currently no reliable noninvasive imaging method to de...
Magnetic Resonance Imaging Datasets as Topic Axilla Fluorodeoxyglucose F18 Anatomic Landmarks Breast Neoplasms Sentinel Lymph Node Feasibility Studies Radiopharmaceuticals Humans Positron-Emission Tomography Neural Networks, Computer Female ROC Curve Reproducibility of Results Image Processing, Computer-Assisted Lymphatic Metastasis
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Lymph Node Metastasis Prediction from Primary Breast Cancer US Images Using Deep Learning.

Radiology Nov 19, 2019
Background Deep learning (DL) algorithms are gaining extensive attention for their excellent performance in image recognition tasks. DL models can automatically make a quantitative assessment of complex medical image characteristics and achieve incre...
Humans Aged Aged, 80 and over Young Adult Adult Sensitivity and Specificity Neural Networks, Computer Algorithms Retrospective Studies Female Feasibility Studies Image Interpretation, Computer-Assisted Lymph Nodes Lymphatic Metastasis Predictive Value of Tests Breast Neoplasms Ultrasonography, Mammary Middle Aged Deep Learning Cohort Studies
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Pelvic lymph node dissection at robot-assisted radical prostatectomy: Assessing utilization and nodal metastases within a statewide quality improvement consortium.

Urologic oncology Nov 15, 2019
PURPOSE: Several guidelines recommend pelvic lymph node dissection (PLND) at robot-assisted radical prostatectomy (RARP) only when lymph node involvement (LN+) is >2%. Individual surgeon use of PLND is not well-known. We sought to examine variability...
Prostatectomy Robotics Prostatic Neoplasms Robotic Surgical Procedures Humans Quality Improvement Prospective Studies Middle Aged Aged Lymphatic Metastasis Male Lymph Node Excision
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Deep-UV excitation fluorescence microscopy for detection of lymph node metastasis using deep neural network.

Scientific reports Nov 15, 2019
Deep-UV (DUV) excitation fluorescence microscopy has potential to provide rapid diagnosis with simple technique comparing to conventional histopathology based on hematoxylin and eosin (H&E) staining. We established a fluorescent staining protocol for...
Humans Neural Networks, Computer Machine Learning Software Microscopy, Fluorescence Biopsy Image Interpretation, Computer-Assisted Algorithms Immunohistochemistry Image Processing, Computer-Assisted Fluorescent Antibody Technique Lymph Nodes Lymphatic Metastasis
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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...
Image Processing, Computer-Assisted Lymph Nodes Lymphatic Metastasis Models, Biological Humans Neural Networks, Computer Algorithms Deep Learning
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Handcrafted versus deep learning radiomics for prediction of cancer therapy response.

The Lancet. Digital health Jun 27, 2019
Humans Lymphatic Metastasis Deep Learning
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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...
Risk Factors Aged Endoscopy Colorectal Neoplasms Lymph Nodes Lymphatic Metastasis Neoplasm Metastasis Male Machine Learning Middle Aged Immunohistochemistry Humans Algorithms False Negative Reactions Retrospective Studies False Positive Reactions Female Keratins
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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...
Carcinoma, Lobular Neovascularization, Pathologic Linear Models Receptors, Estrogen Sentinel Lymph Node Biopsy Lymphatic Metastasis Axilla Area Under Curve Tumor Burden Retrospective Studies Female Aged Humans Aged, 80 and over Neural Networks, Computer Breast Neoplasms Young Adult Middle Aged Adult Lymph Nodes
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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.
Humans Tomography, X-Ray Computed Carcinoma, Squamous Cell Lymphatic Metastasis Mouth Neoplasms Extranodal Extension Deep Learning Lymph Nodes
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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...
Propensity Score Carcinoma, Papillary Neck Dissection Adult Male Middle Aged Postoperative Complications Lymphatic Metastasis Humans Operative Time Incidence Axilla Robotics Retrospective Studies Thyroidectomy Breast Republic of Korea Thyroid Neoplasms Female Lymph Nodes
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