Prediction of Occult Invasive Disease in Ductal Carcinoma in Situ Using Deep Learning Features

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Deep Learning Features

Abstract GS5-04: Prediction of occult invasive disease in ductal carcinoma in situ using deep learning features

10.1158/1538-7445.sabcs17-gs5-04 ◽

2018 ◽

Author(s):

JY Lo ◽

LJ Grimm ◽

MA Mazurowski ◽

JA Baker ◽

JR Marks ◽

...

Keyword(s):

Deep Learning ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Deep Learning Features

Deep learning-based features of breast MRI for prediction of occult invasive disease following a diagnosis of ductal carcinoma in situ: preliminary data

Medical Imaging 2018: Computer-Aided Diagnosis ◽

10.1117/12.2295470 ◽

2018 ◽

Cited By ~ 2

Author(s):

Zhe Zhu ◽

Michael R. Harowicz ◽

Jun Zhang ◽

Ashirbani Saha ◽

Lars J. Grimm ◽

...

Keyword(s):

Deep Learning ◽

Preliminary Data ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Breast Mri ◽

A multitask deep learning method in simultaneously predicting occult invasive disease in ductal carcinoma in-situ and segmenting microcalcifications in mammography

Medical Imaging 2020: Computer-Aided Diagnosis ◽

10.1117/12.2549669 ◽

2020 ◽

Author(s):

Rui Hou ◽

Lars J. Grimm ◽

Maciej A. Mazurowski ◽

Jeffrey R. Marks ◽

Lorraine M. King ◽

...

Keyword(s):

Deep Learning ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Learning Method

Deep learning analysis of breast MRIs for prediction of occult invasive disease in ductal carcinoma in situ

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2019.103498 ◽

2019 ◽

Vol 115 ◽

pp. 103498 ◽

Cited By ~ 7

Author(s):

Zhe Zhu ◽

Michael Harowicz ◽

Jun Zhang ◽

Ashirbani Saha ◽

Lars J. Grimm ◽

...

Keyword(s):

Deep Learning ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Learning Analysis

Sentinel node biopsy (SNB) in patients with a pre-operative diagnosis of ductal carcinoma in situ (DCIS) but high risk of missed invasive disease

European Journal of Surgical Oncology ◽

10.1016/j.ejso.2009.07.041 ◽

2009 ◽

Vol 35 (11) ◽

pp. 1214

Author(s):

Caroline Richardson ◽

F. Renny ◽

P. Stonelake

Keyword(s):

High Risk ◽

Sentinel Node ◽

Sentinel Node Biopsy ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Node Biopsy

Quantifying chromosomal copy number alterations in breast ductal carcinoma in situ: A deep learning based approach

2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) ◽

10.1109/isbi.2018.8363551 ◽

2018 ◽

Author(s):

K. Sirinukunwattana ◽

J. Lin ◽

P. Lu ◽

F. Beca ◽

J. Peng ◽

...

Keyword(s):

Deep Learning ◽

Copy Number ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Copy Number Alterations ◽

Chromosomal Copy Number ◽

Chromosomal Copy

Learning better deep features for the prediction of occult invasive disease in ductal carcinoma in situ through transfer learning

Medical Imaging 2018: Computer-Aided Diagnosis ◽

10.1117/12.2293594 ◽

2018 ◽

Author(s):

Yinhao Ren ◽

Bibo Shi ◽

Rui Hou ◽

Lars J. Grimm ◽

Maciej A. Mazurowski ◽

...

Keyword(s):

Transfer Learning ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Genomic Differences Between Pure Ductal Carcinoma In Situ of the Breast and that Associated with Invasive Disease: a Calibrated aCGH Study

Clinical Cancer Research ◽

10.1158/1078-0432.ccr-07-4960 ◽

2008 ◽

Vol 14 (14) ◽

pp. 4446-4454 ◽

Cited By ~ 41

Author(s):

Vladimir V. Iakovlev ◽

Nona C.R. Arneson ◽

Vietty Wong ◽

Chunjie Wang ◽

Stephanie Leung ◽

...

Keyword(s):

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Role of Preoperative Variables in Reducing the Rate of Occult Invasive Disease for Women Considering Active Surveillance for Ductal Carcinoma In Situ—Reply

JAMA Surgery ◽

10.1001/jamasurg.2017.5567 ◽

2018 ◽

Vol 153 (3) ◽

pp. 291

Author(s):

Sharon S. Lum ◽

Carlos Chavez de Paz Villanueva

Keyword(s):

Active Surveillance ◽

Carcinoma In Situ ◽

Ductal Carcinoma ◽

Upgrade of ductal carcinoma in situ on core biopsies to invasive disease at final surgery: a retrospective review across the Scottish Breast Screening Programme

Clinical Radiology ◽

10.1016/j.crad.2014.12.019 ◽

2015 ◽

Vol 70 (5) ◽

pp. 502-506 ◽

Cited By ~ 10

Author(s):

Y.T. Sim ◽

J. Litherland ◽

E. Lindsay ◽

P. Hendry ◽

K. Brauer ◽

...

Keyword(s):

Retrospective Review ◽

Carcinoma In Situ ◽

Breast Screening ◽

Screening Programme ◽

Ductal Carcinoma ◽

Invasive Disease ◽

Breast Screening Programme