Literature DB >> 24151536

Diffusion-Weighted MRI as a Biomarker of Tumor Radiation Treatment Response Heterogeneity: A Comparative Study of Whole-Volume Histogram Analysis versus Voxel-Based Functional Diffusion Map Analysis.

Benjamin Lemasson1, Craig J Galbán, Jennifer L Boes, Yinghua Li, Yuan Zhu, Kevin A Heist, Timothy D Johnson, Thomas L Chenevert, Stefanie Galbán, Alnawaz Rehemtulla, Brian D Ross.   

Abstract

RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. EXPERIMENTAL
DESIGN: Twenty-four genetically engineered murine GBM models [Ink4a-Arf(-/-)/Pten(loxp/loxp)/Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups (n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC) and that of the increase in fDM values (AUCfDM+) were determined within the first 5 days following therapy initiation.
RESULTS: Animal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric (R (2) = 0.88).
CONCLUSION: This study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor.

Entities:  

Year:  2013        PMID: 24151536      PMCID: PMC3799198          DOI: 10.1593/tlo.13532

Source DB:  PubMed          Journal:  Transl Oncol        ISSN: 1936-5233            Impact factor:   4.243


  31 in total

Review 1.  Brain tumor epidemiology: consensus from the Brain Tumor Epidemiology Consortium.

Authors:  Melissa L Bondy; Michael E Scheurer; Beatrice Malmer; Jill S Barnholtz-Sloan; Faith G Davis; Dora Il'yasova; Carol Kruchko; Bridget J McCarthy; Preetha Rajaraman; Judith A Schwartzbaum; Siegal Sadetzki; Brigitte Schlehofer; Tarik Tihan; Joseph L Wiemels; Margaret Wrensch; Patricia A Buffler
Journal:  Cancer       Date:  2008-10-01       Impact factor: 6.860

Review 2.  Neuroimaging in neuro-oncology.

Authors:  Soonmee Cha
Journal:  Neurotherapeutics       Date:  2009-07       Impact factor: 7.620

3.  Demonstration of accuracy and clinical versatility of mutual information for automatic multimodality image fusion using affine and thin-plate spline warped geometric deformations.

Authors:  C R Meyer; J L Boes; B Kim; P H Bland; K R Zasadny; P V Kison; K Koral; K A Frey; R L Wahl
Journal:  Med Image Anal       Date:  1997-04       Impact factor: 8.545

4.  Evaluation of the functional diffusion map as an early biomarker of time-to-progression and overall survival in high-grade glioma.

Authors:  Daniel A Hamstra; Thomas L Chenevert; Bradford A Moffat; Timothy D Johnson; Charles R Meyer; Suresh K Mukherji; Douglas J Quint; Stephen S Gebarski; Xiaoying Fan; Christina I Tsien; Theodore S Lawrence; Larry Junck; Alnawaz Rehemtulla; Brian D Ross
Journal:  Proc Natl Acad Sci U S A       Date:  2005-11-02       Impact factor: 11.205

5.  Effects of radiotherapy with concomitant and adjuvant temozolomide versus radiotherapy alone on survival in glioblastoma in a randomised phase III study: 5-year analysis of the EORTC-NCIC trial.

Authors:  Roger Stupp; Monika E Hegi; Warren P Mason; Martin J van den Bent; Martin J B Taphoorn; Robert C Janzer; Samuel K Ludwin; Anouk Allgeier; Barbara Fisher; Karl Belanger; Peter Hau; Alba A Brandes; Johanna Gijtenbeek; Christine Marosi; Charles J Vecht; Karima Mokhtari; Pieter Wesseling; Salvador Villa; Elizabeth Eisenhauer; Thierry Gorlia; Michael Weller; Denis Lacombe; J Gregory Cairncross; René-Olivier Mirimanoff
Journal:  Lancet Oncol       Date:  2009-03-09       Impact factor: 41.316

6.  Imaging biomarker dynamics in an intracranial murine glioma study of radiation and antiangiogenic therapy.

Authors:  Caroline Chung; Shahrzad Jalali; Warren Foltz; Kelly Burrell; Petra Wildgoose; Patricia Lindsay; Christian Graves; Kevin Camphausen; Michael Milosevic; David Jaffray; Gelareh Zadeh; Cynthia Ménard
Journal:  Int J Radiat Oncol Biol Phys       Date:  2012-08-26       Impact factor: 7.038

7.  A feasibility study evaluating the functional diffusion map as a predictive imaging biomarker for detection of treatment response in a patient with metastatic prostate cancer to the bone.

Authors:  Kuei C Lee; Deborah A Bradley; Maha Hussain; Charles R Meyer; Thomas L Chenevert; Jon A Jacobson; Timothy D Johnson; Craig J Galban; Alnawaz Rehemtulla; Kenneth J Pienta; Brian D Ross
Journal:  Neoplasia       Date:  2007-12       Impact factor: 5.715

8.  Perifosine and CCI 779 co-operate to induce cell death and decrease proliferation in PTEN-intact and PTEN-deficient PDGF-driven murine glioblastoma.

Authors:  Kenneth L Pitter; Craig J Galbán; Stefanie Galbán; Omid Saeed Tehrani; Omid Saeed-Tehrani; Fei Li; Nikki Charles; Michelle S Bradbury; Oren J Becher; Thomas L Chenevert; Alnawaz Rehemtulla; Brian D Ross; Eric C Holland; Dolores Hambardzumyan
Journal:  PLoS One       Date:  2011-01-18       Impact factor: 3.240

9.  DW-MRI as a biomarker to compare therapeutic outcomes in radiotherapy regimens incorporating temozolomide or gemcitabine in glioblastoma.

Authors:  Stefanie Galbán; Benjamin Lemasson; Terence M Williams; Fei Li; Kevin A Heist; Timothy D Johnson; Judith S Leopold; Thomas L Chenevert; Theodore S Lawrence; Alnawaz Rehemtulla; Tom Mikkelsen; Eric C Holland; Craig J Galbán; Brian D Ross
Journal:  PLoS One       Date:  2012-04-20       Impact factor: 3.240

10.  Diffusion-weighted MR imaging derived apparent diffusion coefficient is predictive of clinical outcome in primary central nervous system lymphoma.

Authors:  R F Barajas; J L Rubenstein; J S Chang; J Hwang; S Cha
Journal:  AJNR Am J Neuroradiol       Date:  2009-09-03       Impact factor: 4.966

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  8 in total

Review 1.  Physiologic MRI for assessment of response to therapy and prognosis in glioblastoma.

Authors:  Mark S Shiroishi; Jerrold L Boxerman; Whitney B Pope
Journal:  Neuro Oncol       Date:  2015-09-12       Impact factor: 12.300

2.  Image registration for quantitative parametric response mapping of cancer treatment response.

Authors:  Jennifer L Boes; Benjamin A Hoff; Nola Hylton; Martin D Pickles; Lindsay W Turnbull; Anne F Schott; Alnawaz Rehemtulla; Ryan Chamberlain; Benjamin Lemasson; Thomas L Chenevert; Craig J Galbán; Charles R Meyer; Brian D Ross
Journal:  Transl Oncol       Date:  2014-02-01       Impact factor: 4.243

3.  Integrated multimodal imaging of dynamic bone-tumor alterations associated with metastatic prostate cancer.

Authors:  Jean-Christophe Brisset; Benjamin A Hoff; Thomas L Chenevert; Jon A Jacobson; Jennifer L Boes; Stefanie Galbán; Alnawaz Rehemtulla; Timothy D Johnson; Kenneth J Pienta; Craig J Galbán; Charles R Meyer; Timothy Schakel; Klaas Nicolay; Ajjai S Alva; Maha Hussain; Brian D Ross
Journal:  PLoS One       Date:  2015-04-10       Impact factor: 3.240

4.  Differentiation of pseudoprogression and real progression in glioblastoma using ADC parametric response maps.

Authors:  Caroline Reimer; Katerina Deike; Markus Graf; Peter Reimer; Benedikt Wiestler; Ralf Omar Floca; Philipp Kickingereder; Heinz-Peter Schlemmer; Wolfgang Wick; Martin Bendszus; Alexander Radbruch
Journal:  PLoS One       Date:  2017-04-06       Impact factor: 3.240

5.  ePAD: An Image Annotation and Analysis Platform for Quantitative Imaging.

Authors:  Daniel L Rubin; Mete Ugur Akdogan; Cavit Altindag; Emel Alkim
Journal:  Tomography       Date:  2019-03

6.  Development of a Multiparametric Voxel-Based Magnetic Resonance Imaging Biomarker for Early Cancer Therapeutic Response Assessment.

Authors:  Craig J Galbán; Benjamin Lemasson; Benjamin A Hoff; Timothy D Johnson; Pia C Sundgren; Christina Tsien; Thomas L Chenevert; Brian D Ross
Journal:  Tomography       Date:  2015-09

7.  A Pilot Study of Quantitative MRI Parametric Response Mapping of Bone Marrow Fat for Treatment Assessment in Myelofibrosis.

Authors:  Gary D Luker; Huong Marie Nguyen; Benjamin A Hoff; Craig J Galbán; Diego Hernando; Thomas L Chenevert; Moshe Talpaz; Brian D Ross
Journal:  Tomography       Date:  2016-03

Review 8.  Diffusion and perfusion weighted magnetic resonance imaging for tumor volume definition in radiotherapy of brain tumors.

Authors:  Lu Guo; Gang Wang; Yuanming Feng; Tonggang Yu; Yu Guo; Xu Bai; Zhaoxiang Ye
Journal:  Radiat Oncol       Date:  2016-09-21       Impact factor: 3.481

  8 in total

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