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Assessment of treatment response to dendritic cell vaccine in patients with glioblastoma using a multiparametric MRI-based prediction model
- Source :
- Journal of Neuro-Oncology. 163:173-183
- Publication Year :
- 2023
- Publisher :
- Springer Science and Business Media LLC, 2023.
-
Abstract
- Purpose Autologous tumor lysate-loaded dendritic cell vaccine (DCVax-L) is a promising treatment modality for glioblastomas. The purpose of this study was to investigate the potential utility of multiparametric MRI-based prediction model in evaluating treatment response in glioblastoma patients treated with DCVax-L. Methods Seventeen glioblastoma patients treated with standard-of-care therapy + DCVax-L were included. When tumor progression was suspected and repeat surgery was being contemplated, we sought to ascertain the number of cases correctly classified as true progression (TP) + mixed response or pseudoprogression (PsP) from multiparametric MRI-based prediction model using histopathology/mRANO criteria as ground truth. Multiparametric MRI model consisted of predictive probabilities (PP) of tumor progression computed from diffusion and perfusion MRI-derived parameters. A comparison of overall survival (OS) was performed between patients treated with standard-of-care therapy + DCVax-L and standard-of-care therapy alone (external controls). Additionally, Kaplan-Meier analyses were performed to compare OS between two groups of patients using PsP, Ki-67, and MGMT methylation status as stratification variables. Results Multiparametric MRI model correctly predicted TP + mixed response in 72.7% of cases (8/11) and PsP in 83.3% (5/6) with an overall concordance rate of 76.5% with final diagnosis as determined by histopathology/mRANO criteria. There was a significant concordant correlation coefficient between PP values and histopathology/mRANO criteria (r = 0.54; p = 0.026). DCVax-L-treated patients had significantly prolonged OS than those treated with standard-of-care therapy (22.38 ± 12.8 vs. 13.8 ± 9.5months, p = 0.040). Additionally, glioblastomas with PsP, MGMT methylation status, and Ki-67 values below median had longer OS than their counterparts. Conclusion Multiparametric MRI-based prediction model can assess treatment response to DCVax-L in patients with glioblastoma.
- Subjects :
- Cancer Research
Neurology
Oncology
Neurology (clinical)
Subjects
Details
- ISSN :
- 15737373 and 0167594X
- Volume :
- 163
- Database :
- OpenAIRE
- Journal :
- Journal of Neuro-Oncology
- Accession number :
- edsair.doi.dedup.....26f9560e2f6bdacee2dd2eccd036f946
- Full Text :
- https://doi.org/10.1007/s11060-023-04324-4