DocumentCode
2081275
Title
Three-dimensional quantitative ultrasound to guide pathologists towards metastatic foci in lymph nodes
Author
Mamou, Jonathan ; Saegusa-Beecroft, Emi ; Coron, Alain ; Oelze, Michael L. ; Yamaguchi, Toru ; Machi, Junji ; Hata, Masaharu ; Yanagihara, Eugene ; Laugier, Pascal ; Feleppa, Ernest J.
Author_Institution
Riverside Res., Frederic L. Lizzi Center for Biomed. Eng., New York, NY, USA
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
1114
Lastpage
1117
Abstract
The detection of metastases in freshly-excised lymph nodes from cancer patients during lymphadenectomy is critically important for cancer staging, treatment, and optimal patient management. Currently, conventional histologic methods suffer a high rate of false-negative determinations because pathologists cannot evaluate each excised lymph nodes in its entirety. Therefore, lymph nodes are undersampled and and small but clinically relevant metastatic regions can be missed. In this study, quantitative ultrasound (QUS) methods using high-frequency transducers (i.e., >; 20 MHz) were developed and evaluated for their ability to detect and guide pathologists towards suspicious regions in lymph nodes. A custom laboratory scanning system was used to acquire radio-frequency (RF) data in 3D from excised lymph nodes using a 26-MHz center-frequency transducer. Overlapping 1-mm cylindrical regions-of-interest (ROIs) of the RF data were processed to yield 13 QUS estimates quantifying tissue microstructure and organization. These QUS methods were applied to more than 260 nodes from more than 160 colorectal-, gastric-, and breast-cancer patients. Cancer-detection performance was assessed for individual estimates and linear combinations of estimates. ROC results demonstrated excellent classification. For colorectal- and gastric-cancer nodes, the areas under the ROC curves (AUCs) were greater than 0.95. Slightly poorer results (AUC=0.85) were obtained for breast-cancer nodes. Images based on QUS parameters also permitted localization of cancer foci in some micrometastatic cases.
Keywords
biological organs; biological tissues; biomedical transducers; biomedical ultrasonics; cancer; data acquisition; image classification; medical image processing; sensitivity analysis; ultrasonic transducers; AUC; QUS methods; QUS parameters; RF data; ROC curves; breast-cancer nodes; breast-cancer patient; cancer foci; cancer patients; cancer staging; cancer treatment; cancer-detection performance; colorectal-cancer nodes; colorectal-cancer patient; custom laboratory scanning system; frequency 26 MHz; freshly-excised lymph nodes; gastric-cancer nodes; gastric-cancer patient; high-frequency transducers; lymphadenectomy; metastasis detection; metastatic foci; micrometastatic cases; optimal patient management; pathologists; radiofrequency data; three-dimensional quantitative ultrasound method; tissue microstructure; Breast cancer; Lymph nodes; Radio frequency; Sensitivity; Transducers; Ultrasonic imaging; Breast Neoplasms; Colorectal Neoplasms; Female; Humans; Lymph Nodes; Lymphatic Metastasis; Male; Stomach Neoplasms; Ultrasonography, Mammary;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6346130
Filename
6346130
Link To Document