DocumentCode :
1849344
Title :
Characterization of Breast Tumors with NIR Methods using Optical Indices
Author :
Alacam, B. ; Yazici, B. ; Chance, B. ; Nioka, S.
Author_Institution :
Rensselaer Polytech. Inst., Troy
fYear :
2007
fDate :
22-26 Aug. 2007
Firstpage :
5186
Lastpage :
5189
Abstract :
This work describes the characterization efficiency of optical properties of breast tumors based on the features obtained using in vivo near-infrared (NIR) spectroscopy measurements. Three features, relative blood concentration, oxygen saturation and the size of the tumor, are used to diagnose benign and malignant tumors. The performance of the proposed set of features are evaluated by various classifiers using data acquired from 44 patients with malignant tumors, and 72 patients with benign tumors. The area under the receiver operating characteristics (ROC) curve of the scaled nearest mean classifier (NMSC) using the three features yields a value of 0.91 with a significance level of 0.05. Our results suggest that the features, relative blood concentration, and oxygen saturation can differentiate breast tumors with a relatively high precision.
Keywords :
bio-optics; biological organs; biomedical measurement; blood; cancer; chemical variables measurement; gynaecology; infrared spectroscopy; sensitivity analysis; spectrochemical analysis; tumours; NIR method; benign tumor; breast tumor characterization; malignant tumor; near-infrared spectroscopy measurement; optical index; oxygen saturation; receiver operating characteristics; relative blood concentration; scaled nearest mean classifier; tumor optical property; Absorption; Blood; Breast cancer; Breast tumors; Light emitting diodes; Malignant tumors; Optical receivers; Optical saturation; Optical scattering; Spectroscopy; Algorithms; Artificial Intelligence; Breast Neoplasms; Diagnosis, Computer-Assisted; Female; Humans; Optics and Photonics; Oxygen; Pattern Recognition, Automated; Refractometry; Reproducibility of Results; Sensitivity and Specificity; Spectroscopy, Near-Infrared;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
ISSN :
1557-170X
Print_ISBN :
978-1-4244-0787-3
Type :
conf
DOI :
10.1109/IEMBS.2007.4353510
Filename :
4353510
Link To Document :
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