Parametric Response Mapping of Apparent Diffusion Coefficient as an Imaging Biomarker to Distinguish Pseudoprogression from True Tumor Progression in Peptide-Based Vaccine Therapy for Pediatric Diffuse Intrinsic Pontine Glioma

被引:33
作者
Ceschin, R. [1 ,6 ,7 ]
Kurland, B. F. [10 ,11 ]
Abberbock, S. R. [10 ]
Ellingson, B. M. [12 ]
Okada, H. [3 ,4 ,5 ,10 ]
Jakacki, R. I. [2 ,8 ,10 ]
Pollack, I. F. [4 ,9 ,10 ]
Panigrahy, A. [1 ,6 ,7 ,10 ]
机构
[1] Univ Pittsburgh, Sch Med, Dept Radiol, Pittsburgh, PA USA
[2] Univ Pittsburgh, Sch Med, Dept Pediat, Pittsburgh, PA 15261 USA
[3] Univ Pittsburgh, Sch Med, Dept Surg, Pittsburgh, PA USA
[4] Univ Pittsburgh, Sch Med, Dept Neurosurg, Pittsburgh, PA 15261 USA
[5] Univ Pittsburgh, Sch Med, Dept Immunol, Pittsburgh, PA USA
[6] Univ Pittsburgh, Sch Med, Dept Biomed Informat, Pittsburgh, PA USA
[7] Univ Pittsburgh, Childrens Hosp Pittsburgh, Dept Radiol, Pittsburgh, PA 15260 USA
[8] Univ Pittsburgh, Childrens Hosp Pittsburgh, Dept Pediat, Pittsburgh, PA 15260 USA
[9] Univ Pittsburgh, Childrens Hosp Pittsburgh, Dept Neurosurg, Pittsburgh, PA 15260 USA
[10] Univ Pittsburgh, Inst Canc, Pittsburgh, PA USA
[11] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Biostat, Pittsburgh, PA 15261 USA
[12] Univ Calif Los Angeles, Dept Radiol Sci, Los Angeles, CA 90024 USA
基金
美国国家卫生研究院;
关键词
CELL-DENSITY; BRAIN-TUMORS; MAPS FDMS; RADIOCHEMOTHERAPY; VISUALIZATION; CELLULARITY; VALIDATION; SOFTWARE; SURVIVAL; VIVO;
D O I
10.3174/ajnr.A4428
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BACKGROUND AND PURPOSE: Immune response to cancer therapy may result in pseudoprogression, which can only be identified retrospectively and may disrupt an effective therapy. This study assesses whether serial parametric response mapping (a voxel-by-voxel method of image analysis also known as functional diffusion mapping) analysis of ADC measurements following peptide-based vaccination may help prospectively distinguish progression from pseudoprogression in pediatric patients with diffuse intrinsic pontine gliomas. MATERIALS AND METHODS: From 2009 to 2012, 21 children, 4-18 years of age, with diffuse intrinsic pontine gliomas were enrolled in a serial peptide-based vaccination protocol following radiation therapy. DWI was acquired before immunotherapy and at 6-week intervals during vaccine treatment. Pseudoprogression was identified retrospectively on the basis of clinical and radiographic findings, excluding DWI. Parametric response mapping was used to analyze 96 scans, comparing ADC measures at multiple time points (from the first vaccine to up to 12 weeks after the vaccine was halted) with prevaccine baseline values: Log-transformed fractional increased ADC, fractional decreased ADC, and parametric response mapping ratio (fractional increased ADC/fractional decreased ADC) were compared between patients with and without pseudoprogression, by using generalized estimating equations with inverse weighting by cluster size. RESULTS: Median survival was 13.1 months from diagnosis (range, 6.4-24.9 months). Four of 21 children (19%) were assessed as experiencing pseudoprogression. Patients with pseudoprogression had higher fitted average log-transformed parametric response mapping ratios (P =.01) and fractional decreased ADCs (P =.0004), compared with patients without pseudoprogression. CONCLUSIONS: Serial parametric response mapping of ADC, performed at multiple time points of therapy, may distinguish pseudoprogression from true progression in patients with diffuse intrinsic pontine gliomas treated with peptide-based vaccination.
引用
收藏
页码:2170 / 2176
页数:7
相关论文
共 33 条
[1]   Potential of diffusion imaging in brain tumors: A review [J].
Bode, M. K. ;
Ruohonen, J. ;
Nieminen, M. T. ;
Pyhtinen, J. .
ACTA RADIOLOGICA, 2006, 47 (06) :585-594
[2]   sfDM: Open-Source Software for Temporal Analysis and Visualization of Brain Tumor Diffusion MR Using Serial Functional Diffusion Mapping [J].
Ceschin, Rafael ;
Panigrahy, Ashok ;
Gopalakrishnan, Vanathi .
CANCER INFORMATICS, 2015, 14 :1-9
[3]   Diffusion magnetic resonance imaging: an early surrogate marker of therapeutic efficacy in brain tumors [J].
Chenevert, TL ;
Stegman, LD ;
Taylor, JMG ;
Robertson, PL ;
Greenberg, HS ;
Rehemtulla, A ;
Ross, BD .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2000, 92 (24) :2029-2036
[4]   AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages [J].
Cox, RW .
COMPUTERS AND BIOMEDICAL RESEARCH, 1996, 29 (03) :162-173
[5]   Functional diffusion maps (fDMs) evaluated before and after radiochemotherapy predict progression-free and overall survival in newly diagnosed glioblastoma [J].
Ellingson, Benjamin M. ;
Cloughesy, Timothy F. ;
Zaw, Taryar ;
Lai, Albert ;
Nghiemphu, Phioanh L. ;
Harris, Robert ;
Lalezari, Shadi ;
Wagle, Naveed ;
Naeini, Kourosh M. ;
Carrillo, Jose ;
Liau, Linda M. ;
Pope, Whitney B. .
NEURO-ONCOLOGY, 2012, 14 (03) :333-343
[6]   Volumetric analysis of functional diffusion maps is a predictive imaging biomarker for cytotoxic and anti-angiogenic treatments in malignant gliomas [J].
Ellingson, Benjamin M. ;
Malkin, Mark G. ;
Rand, Scott D. ;
LaViolette, Pete S. ;
Connelly, Jennifer M. ;
Mueller, Wade M. ;
Schmainda, Kathleen M. .
JOURNAL OF NEURO-ONCOLOGY, 2011, 102 (01) :95-103
[7]   Validation of Functional Diffusion Maps (fDMs) as a Biomarker for Human Glioma Cellularity [J].
Ellingson, Benjamin M. ;
Malkin, Mark G. ;
Rand, Scott D. ;
Connelly, Jennifer M. ;
Quinsey, Carolyn ;
LaViolette, Pete S. ;
Bedekar, Devyani P. ;
Schmainda, Kathleen M. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2010, 31 (03) :538-548
[8]  
Gorgolewski Krzysztof, 2011, Front Neuroinform, V5, P13, DOI 10.3389/fninf.2011.00013
[9]   Challenges for the functional diffusion map in pediatric brain tumors [J].
Grech-Sollars, Matthew ;
Saunders, Dawn E. ;
Phipps, Kim P. ;
Kaur, Ramneek ;
Paine, Simon M. L. ;
Jacques, Thomas S. ;
Clayden, Jonathan D. ;
Clark, Chris A. .
NEURO-ONCOLOGY, 2014, 16 (03) :449-456
[10]   Lymphomas and high-grade astrocytomas: Comparison of water diffusibility and histologic characteristics [J].
Guo, AC ;
Cummings, TJ ;
Dash, RC ;
Provenzale, JM .
RADIOLOGY, 2002, 224 (01) :177-183