TY - JOUR
T1 - Distinguishing benign and malignant breast tumors
T2 - Preliminary comparison of kinetic modeling approaches using multi-institutional dynamic contrast-enhanced MRI data from the International Breast MR Consortium 6883 trial
AU - Sorace, Anna G.
AU - Partridge, Savannah C.
AU - Li, Xia
AU - Virostko, Jack
AU - Barnes, Stephanie L.
AU - Hippe, Daniel S.
AU - Huang, Wei
AU - Yankeelov, Thomas E.
N1 - Funding Information:
We thank the National Institutes of Health for funding through National Cancer Institute under Grant Nos. U01CA142565, R01CA151326, P50CA138293, U01CA154602, R44CA180425, P30CA069533, and U01CA174706. We thank the Cancer Prevention and Research Institute of Texas for funding through Grant No. RR160005.
Publisher Copyright:
© 2018 Society of Photo-Optical Instrumentation Engineers (SPIE).
PY - 2018/1/1
Y1 - 2018/1/1
N2 - Comparative preliminary analysis of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) data collected in the International Breast MR Consortium 6883 multicenter trial was performed to distinguish benign and malignant breast tumors. Prebiopsy DCE-MRI data from 45 patients with suspicious breast lesions were obtained. Semiquantitative mean signal-enhancement ratio (SERmean) was calculated for all lesions, and quantitative pharmacokinetic, parameters Ktrans, kep, and ve, were calculated for the subset with available T1 maps (n=35). Diagnostic performance was estimated for DCE-MRI parameters and compared to standard clinical MRI assessment. Quantitative and semiquantitative metrics discriminated benign and malignant lesions, with receiver operating characteristic area under the curve (AUC) values of 0.71, 0.70, and 0.82 for Ktrans, kep, and SERmean, respectively (p<0.05). At equal 94% sensitivity, the specificity and positive predictive value of SERmean (53% and 63%, respectively) and K trans (42% and 58%) were higher than clinical MRI assessment (32% and 54%). A multivariable model combining SERmean and clinical MRI assessment had an AUC value of 0.87. Quantitative pharmacokinetic and semiquantitative analyses of DCE-MRI improves discrimination of benign and malignant breast tumors, with our findings suggesting higher diagnostic accuracy using SERmean. SERmean has potential to help reduce unnecessary biopsies resulting from routine breast imaging.
AB - Comparative preliminary analysis of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) data collected in the International Breast MR Consortium 6883 multicenter trial was performed to distinguish benign and malignant breast tumors. Prebiopsy DCE-MRI data from 45 patients with suspicious breast lesions were obtained. Semiquantitative mean signal-enhancement ratio (SERmean) was calculated for all lesions, and quantitative pharmacokinetic, parameters Ktrans, kep, and ve, were calculated for the subset with available T1 maps (n=35). Diagnostic performance was estimated for DCE-MRI parameters and compared to standard clinical MRI assessment. Quantitative and semiquantitative metrics discriminated benign and malignant lesions, with receiver operating characteristic area under the curve (AUC) values of 0.71, 0.70, and 0.82 for Ktrans, kep, and SERmean, respectively (p<0.05). At equal 94% sensitivity, the specificity and positive predictive value of SERmean (53% and 63%, respectively) and K trans (42% and 58%) were higher than clinical MRI assessment (32% and 54%). A multivariable model combining SERmean and clinical MRI assessment had an AUC value of 0.87. Quantitative pharmacokinetic and semiquantitative analyses of DCE-MRI improves discrimination of benign and malignant breast tumors, with our findings suggesting higher diagnostic accuracy using SERmean. SERmean has potential to help reduce unnecessary biopsies resulting from routine breast imaging.
KW - K trans
KW - Kinetic analysis
KW - breast cancer
KW - dynamic contrast-enhanced MRI
KW - k ep
KW - signal-enhancement ratio
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U2 - 10.1117/1.JMI.5.1.011019
DO - 10.1117/1.JMI.5.1.011019
M3 - Article
AN - SCOPUS:85041169613
SN - 2329-4302
VL - 5
JO - Journal of Medical Imaging
JF - Journal of Medical Imaging
IS - 1
M1 - 011019
ER -