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A Comprehensive Cancer Center Designated by the National Cancer Institute

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Project 1

Ë„Maryellen Giger, PhD

*Drukker K, Gruszauskas NP, Sennett CA, Giger ML. Breast US computer-aided diagnosis workstation: performance with a large clinical diagnostic population. Radiology 248:392-7, 2008. PMC2797650

*Gruszauskas NP, Drukker K, Giger ML, Sennett CA, Pesce LL. Performance of breast ultrasound computeraided diagnosis: dependence on image selection. Acad Radiol 15:1234-45, 2008. PMC2567418

*Drukker K, Sennett CA, Giger ML. Automated method for improving system performance of computer-aided diagnosis in breast ultrasound. IEEE Trans Med Imaging 28:122-8, 2009.

*Li H, Giger ML, Yuan Y, Chen W, Lan L, Jamieson AR, Sennett CA, Janson SA. Evaluation of computer-aided diagnosis on a large clinical full-field digital mammographic dataset. Acad Radiol 15:1437-45, 2008. PMC2597106

Yuan Y, Giger ML, Li H, Sennett C. Correlative feature analysis on FFDM. Med Phys 35:5490-500, 2008. PMC2736721

*Li H, Giger ML, Olopade OI, Chinander MR. Power spectral analysis of mammographic parenchymal patterns for breast cancer risk assessment. J Digit Imaging 21:145-52, 2008. PMC3043857

Li H, Giger ML, Yuan Y, Jansen SA, Lan L, Bhooshan N, Newstead GM. Computerized breast parenchymal analysis on DCE-MRI. Proc SPIE 7260, Medical Imaging 2009: Computer-Aided Diagnosis 72600N, 2009.

*Bhooshan N, Giger ML, Jansen S, Li H, Lan L, Newstead G. Cancerous breast lesions on dynamic contrastenhanced MR images: computerized characterization for image-based prognostic markers. Radiology 254:680-90, 2010. PMC2826695

Jamieson AR, Giger ML, Drukker K, Li H, Yuan Y, Bhooshan N. Exploring non-linear feature space dimension reduction and data representation in breast CADx with Laplacian eigenmaps and t-SNE. Med Phys 37:339-51, 2010. PMC2807447

Chen W, Metz CE, Giger ML, Drukker K. A novel hybrid linear/nonlinear classifier for two-class classification: theory, algorithm, and applications. IEEE Trans Med Imag 29:428-41, 2010.

Chen W, Giger ML, Newstead GM, Bick U, Sanaz SA, Li H, Lan L. Computerized assessment of breast lesion malignancy using DCE-MRI robustness study on two independent clinical datasets from two manufacturers. Acad Radiol 17:822-9, 2010. PMC2907891

*Drukker K, Pesce L, Giger M. Repeatability in computer-aided diagnosis: application to breast cancer diagnosis on sonography. Med Phys 37:659-69, 2010. PMC2885941

Yuan Y, Giger ML, Li H, Bhooshan N, Sennett CA. Multimodality computer-aided breast cancer diagnosis with FFDM and DCE-MRI. Acad Radiol 17:1158-67, 2010.

Jamieson AR, Giger ML, Drukker K, Pesce LL. Enhancement of breast CADx with unlabeled data. Med Phys 37:4155-72, 2010. PMC2921421

*Jansen SA, Lin VC, Giger ML, Li H, Karczmar GS, Newstead GM. Normal parenchymal enhancement patterns in women undergoing MR screening of the breast. Eur Radiol 21:1374-82, 2011.

Bhooshan N, Giger M, Lan L, Li H, Marquez A, Shimauchi A, Newstead GM. Combined use of T2-weighted MRI and T1-weighted dynamic contrast-enhanced MRI in the automated analysis of breast lesions. Magn Reson Med 66:555-64, 2011.

Bhooshan N, Giger M, Edwards D, Yuan Y, Jansen S, Li H, Lan L, Sattar H, Newstead G. Computerized threeclass classification of MRI-based prognostic markers for breast cancer. Phys Med Biol 56:5995-6008, 2011.

Li H, Giger ML, Lan L, Bancroft Brown J, MacMahon A, Mussman M, Olopade OI, Sennett C. Computerized analysis of mammographic parenchymal patterns on a large clinical dataset of full-field digital mammograms: robustness study with two high-risk datasets. J Digit Imaging 25:591-8, 2012

Yuan Y, Giger ML, Li H, Bhooshan N, Sennett CA. Correlative analysis of FFDM and DCE-MRI for improved breast CADx. J Med Biol Eng 32:42-50, 2012.

Drukker K, Horsch KJ, Pesce LL, Giger ML. Interreader scoring variability in an observer study using dual modality imaging for breast cancer detection in women with dense breasts. Acad Radiol S1076-6332:00114-1, 2013.