Diffusion MRI and Novel Texture Analysis in Osteosarcoma Xenotransplants Predicts Response to Anti-Checkpoint Therapy

被引:36
作者
Foroutan, Parastou [1 ]
Kreahling, Jenny M. [2 ]
Morse, David L. [1 ]
Grove, Olya [1 ]
Lloyd, Mark C. [3 ]
Reed, Damon [2 ,4 ]
Raghavan, Meera [5 ]
Altiok, Soner [2 ,4 ]
Martinez, Gary V. [1 ]
Gillies, Robert J. [1 ]
机构
[1] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Imaging & Metab, Tampa, FL 33612 USA
[2] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Expt Therapeut Program, Tampa, FL 33612 USA
[3] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Analyt Microscopy Core, Tampa, FL 33612 USA
[4] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Sarcoma Oncol, Tampa, FL 33612 USA
[5] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Dept Diagnost Imaging, Tampa, FL 33612 USA
来源
PLOS ONE | 2013年 / 8卷 / 12期
关键词
SOFT-TISSUE SARCOMAS; BREAST-CANCER; CHEMOTHERAPY; IDENTIFICATION; SPECTROSCOPY; XENOGRAFTS; KINASE; TUMORS; ADC;
D O I
10.1371/journal.pone.0082875
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Combinations of targeted drugs have been employed to treat sarcomas, however, response rates have not improved notably, therefore emphasizing the need for novel treatments. In addition, imaging approaches to assess therapeutic response is lacking, as currently measurable indices, such as volume and/or diameter, do not accurately correlate with changes in tumor biology. In this study, quantitative and profound analyses of magnetic resonance imaging (MRI) were developed to evaluate these as imaging biomarkers for MK1775 and Gem in an osteosarcoma xenotransplant model at early time-points following treatment. Notably, we showed that Gem and Gem+MK1775 groups had significantly inhibited tumor growth by day 4, which was presaged by elevations in mean ADC by 24 hours post treatment. Significant differences were also observed at later time points for the Gem+MK1775 combination and MK1775 therapy. ADC distribution and entropy (randomness of ADC values) were also elevated by 24 hours following therapy. Immunohistochemistry demonstrated that these treatment-related increases in ADC correlated with apoptosis and observed cell condensations (dense-and exploded bodies). These findings underline the role of ADC as a quantitative imaging biomarker for therapy-induced response and show promising clinical relevance in the sarcoma patient population.
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页数:10
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