AIMC Topic: Carcinoma, Lobular

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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...
Neural Networks, Computer Retrospective Studies Humans Area Under Curve Tumor Burden Lymphatic Metastasis Axilla Receptors, Estrogen Sentinel Lymph Node Biopsy Carcinoma, Lobular Neovascularization, Pathologic Linear Models Middle Aged Aged, 80 and over Lymph Nodes Young Adult Adult Breast Neoplasms Female Aged
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Predicting Post Neoadjuvant Axillary Response Using a Novel Convolutional Neural Network Algorithm.

Annals of surgical oncology Jul 5, 2018
OBJECTIVES: In the postneoadjuvant chemotherapy (NAC) setting, conventional radiographic complete response (rCR) is a poor predictor of pathologic complete response (pCR) of the axilla. We developed a convolutional neural network (CNN) algorithm to b...
Receptors, Estrogen Chemotherapy, Adjuvant Receptor, ErbB-2 Carcinoma, Ductal, Breast Carcinoma, Lobular Follow-Up Studies Magnetic Resonance Imaging Neoplasm Invasiveness Axilla Neural Networks, Computer Antineoplastic Combined Chemotherapy Protocols Algorithms Neoadjuvant Therapy Prognosis Middle Aged Adult Retrospective Studies ROC Curve Survival Rate Humans Breast Neoplasms Biomarkers, Tumor Female Aged Aged, 80 and over Young Adult
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Automated and real-time segmentation of suspicious breast masses using convolutional neural network.

PloS one May 16, 2018
In this work, a computer-aided tool for detection was developed to segment breast masses from clinical ultrasound (US) scans. The underlying Multi U-net algorithm is based on convolutional neural networks. Under the Mayo Clinic Institutional Review B...
Middle Aged Image Processing, Computer-Assisted Adult Breast Neoplasms Breast Carcinoma, Intraductal, Noninfiltrating Mammography Carcinoma, Lobular Ultrasonography, Mammary Female Pattern Recognition, Automated Aged Carcinoma, Ductal, Breast Aged, 80 and over Young Adult Algorithms Humans Prospective Studies Neural Networks, Computer
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