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- Title
Quantitative Changes in Intratumoral Habitats on MRI Correlate With Pathologic Response in Early-stage ER/PR+ HER2- Breast Cancer Treated With Preoperative Stereotactic Ablative Body Radiotherapy.
- Authors
Weinfurtner, R. Jared; Abdalah, Mahmoud; Stringfield, Olya; Ataya, Dana; Williams, Angela; Mooney, Blaise; Rosa, Marilin; Lee, Marie C.; Khakpour, Nazanin; Laronga, Christine; Czerniecki, Brian; Diaz, Roberto; Ahmed, Kamran; Washington, Iman; Latifi, Kujtim; Niell, Bethany L.; Montejo, Michael; Raghunand, Natarajan
- Abstract
Objective: To quantitatively evaluate intratumoral habitats on dynamic contrast-enhanced (DCE) breast MRI to predict pathologic breast cancer response to stereotactic ablative body radiotherapy (SABR). Methods: Participants underwent SABR treatment (28.5 Gy x3), baseline and post-SABR MRI, and breast-conserving surgery for ER/PR+ HER2- breast cancer. MRI analysis was performed on DCE T1-weighted images. MRI voxels were assigned eight habitats based on high (H) or low (L) maximum enhancement and the sequentially numbered dynamic sequence of maximum enhancement (H1-4, L1-4). MRI response was analyzed by percent tumor volume remaining (%VR = volume post-SABR/volume pre-SABR), and percent habitat makeup (%HM of habitat X = habitat X voxels/total voxels in the segmented volume). These were correlated with percent tumor bed cellularity (%TC) for pathologic response. Results: Sixteen patients completed the trial. The %TC ranged 20%-80%. MRI %VR demonstrated strong correlations with %TC (Pearson R = 0.7-0.89). Pre-SABR tumor %HMs differed significantly from whole breasts (P = 0.005 to <0.00001). Post-SABR %HM of tumor habitat H4 demonstrated the largest change, increasing 13% (P = 0.039). Conversely, combined %HM for H1-3 decreased 17% (P = 0.006). This change correlated with %TC (P < 0.00001) and distinguished pathologic partial responders (≤70 %TC) from nonresponders with 94% accuracy, 93% sensitivity, 100% specificity, 100% positive predictive value, and 67% negative predictive value. Conclusion: In patients undergoing preoperative SABR treatment for ER/PR+ HER2- breast cancer, quantitative MRI habitat analysis of %VR and %HM change correlates with pathologic response.
- Subjects
PREOPERATIVE care; PILOT projects; PREDICTIVE tests; MAGNETIC resonance imaging; QUANTITATIVE research; TREATMENT effectiveness; PEARSON correlation (Statistics); SURVIVAL analysis (Biometry); DESCRIPTIVE statistics; RESEARCH funding; RADIOSURGERY; LUMPECTOMY; SENSITIVITY &; specificity (Statistics); COMBINED modality therapy; BREAST tumors
- Publication
Journal of Breast Imaging, 2022, Vol 4, Issue 3, p273
- ISSN
2631-6110
- Publication type
Article
- DOI
10.1093/jbi/wbac013