Early postoperative delineation of residual tumor after low-grade glioma resection by probabilistic quantification of diffusion-weighted imaging

被引:9
作者
Scherer, Moritz [1 ]
Jungk, Christine [1 ]
Goetz, Michael [4 ]
Kickingereder, Philipp [2 ]
Reuss, David [3 ]
Bendszus, Martin [2 ]
Maier-Hein, Klaus [4 ]
Unterberg, Andreas [1 ]
机构
[1] Heidelberg Univ Hosp, Dept Neurosurg, Heidelberg, Germany
[2] Heidelberg Univ Hosp, Dept Neuroradiol, Heidelberg, Germany
[3] Heidelberg Univ Hosp, Dept Neuropathol, Heidelberg, Germany
[4] German Canc Res Ctr, Div Med Image Comp, Heidelberg, Germany
关键词
low-grade glioma; extent of resection; postoperative imaging; diffusion-weighted imaging; medical image computing; oncology; BRAIN-TUMORS; QUANTITATIVE-ANALYSIS; COEFFICIENT; OLIGODENDROGLIOMA; EXTENT; SUPRATENTORIAL; GLIOBLASTOMA; REGISTRATION; ASTROCYTOMA; STANDARD;
D O I
10.3171/2018.2.JNS172951
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
OBJECTIVE In WHO grade II low-grade gliomas (LGGs), early postoperative MRI (epMRI) may overestimate residual tumor on FLAIR sequences. Consequently, MRI at 3-6 months follow-up (fuMRI) is used for delineation of residual tumor. This study sought to evaluate if integration of apparent diffusion coefficient (ADC) maps permits an accurate estimation of residual tumor early on epMRI. METHODS From a consecutive cohort, 43 cases with an initial surgery for an LGG, and complete epMRI (< 72 hours after resection) and fuMRI including ADC maps, were retrospectively identified. Residual FLAIR hyperintense tumor was manually segmented on epMRI and corresponding ADC maps were coregistered. Using an expectation maximization algorithm, residual tumor segments were probabilistically clustered into areas of residual tumor, ischemia, or normal white matter (NWM) by fitting a mixture model of superimposed Gaussian curves to the ADC histogram. Tumor volumes from epMRI, clustering, and fuMRI were statistically compared and agreement analysis was performed. RESULTS Mean FLAIR hyperintensity suggesting residual tumor was significantly larger on epMRI compared to fuMRI (19.4 +/- 16.5 ml vs 8.4 +/- 10.2 ml, p < 0.0001). Probabilistic clustering of corresponding ADC histograms on epMRI identified subsegments that were interpreted as mean residual tumor (7.6 +/- 10.2 ml), ischemia (8.1 +/- 5.9 ml), and NWM (3.7 +/- 4.9 ml). Therefore, mean tumor quantification error between epMRI and fuMRI was significantly reduced (11.0 +/- 10.6 ml vs-0.8 +/- 3.7 ml, p < 0.0001). Mean clustered tumor volumes on epMRI were no longer significantly different from the fuMRI reference (7.6 +/- 10.2 ml vs 8.4 +/- 10.2 ml, p = 0.16). Correlation (Pearson r = 0.96, p < 0.0001), concordance correlation coefficient (0.89, 95% confidence interval 0.83), and Bland-Altman analysis suggested strong agreement between both measures after clustering. CONCLUSIONS Probabilistic segmentation of ADC maps facilitates accurate assessment of residual tumor within 72 hours after LGG resection. Multiparametric image analysis detected FLAIR signal alterations attributable to surgical trauma, which led to overestimation of residual LGG on epMRI compared to fuMRI. The prognostic value and clinical impact of this method has to be evaluated in larger case series in the future.
引用
收藏
页码:2016 / 2024
页数:9
相关论文
共 50 条
  • [1] Stereotactic brachytherapy of low-grade cerebral glioma after tumor resection
    Suchorska, Bogdana
    Ruge, Maximilian
    Treuer, Harald
    Sturm, Volker
    Voges, Juergen
    NEURO-ONCOLOGY, 2011, 13 (10) : 1133 - 1142
  • [2] Diagnostic Value/Accuracy of Diffusion-weighted Magnetic Resonance Imaging in Low-grade Glioma: Systematic Review
    Pavanan, Asish
    Kashikar, Shivali
    Parihar, Pratapsingh Hanumansingh
    JOURNAL OF THE SCIENTIFIC SOCIETY, 2024, 51 (02) : 137 - +
  • [3] Postoperative diffusion-weighted imaging and neurological outcome after convexity meningioma resection
    Magill, Stephen T.
    Nguyen, Minh P.
    Aghi, Manish K.
    Theodosopoulos, Philip, V
    Villanueva-Meyer, Javier E.
    McDermott, Michael W.
    JOURNAL OF NEUROSURGERY, 2021, 135 (04) : 1008 - 1015
  • [4] Postoperative ischemic changes after glioma resection identified by diffusion-weighted magnetic resonance imaging and their association with intraoperative motor evoked potentials Clinical article
    Gempt, Jens
    Krieg, Sandro M.
    Huettinger, Stefanie
    Buchmann, Niels
    Ryang, Yu-Mi
    Shiban, Ehab
    Meyer, Bernhard
    Zimmer, Claus
    Foerschler, Annette
    Ringel, Florian
    JOURNAL OF NEUROSURGERY, 2013, 119 (04) : 829 - 836
  • [5] Updated Therapeutic Strategy for Adult Low-Grade Glioma Stratified by Resection and Tumor Subtype
    Nitta, Masayuki
    Muragaki, Yoshihiro
    Maruyama, Takashi
    Iseki, Hiroshi
    Ikuta, Soko
    Konishi, Yoshiyuki
    Satito, Taichi
    Tamura, Manabu
    Chernov, Michael
    Watanabe, Atsushi
    Okamoto, Saori
    Maebayashi, Katsuya
    Mitsuhashi, Norio
    Okada, Yoshikazu
    NEUROLOGIA MEDICO-CHIRURGICA, 2013, 53 (07) : 447 - 454
  • [6] Proposed therapeutic strategy for adult low-grade glioma based on aggressive tumor resection
    Nitta, Masayuki
    Muragaki, Yoshihiro
    Maruyama, Takashi
    Ikuta, Soko
    Komori, Takashi
    Maebayashi, Katsuya
    Iseki, Hiroshi
    Tamura, Manabu
    Saito, Taiichi
    Okamoto, Saori
    Chernov, Mikhail
    Hayashi, Motohiro
    Okada, Yoshikazu
    NEUROSURGICAL FOCUS, 2015, 38 (01)
  • [7] Diffusion-weighted imaging for predicting tumor consistency and extent of resection in patients with pituitary adenoma
    Ding, Wei
    Huang, Zheng
    Zhou, Gaofeng
    Li, Lang
    Zhang, Mingyu
    Li, Zhenyan
    NEUROSURGICAL REVIEW, 2021, 44 (05) : 2933 - 2941
  • [8] Intraoperative magnetic resonance spectroscopy for identification of residual tumor during low-grade glioma surgery Clinical article
    Pamir, M. Necmettin
    Ozduman, Koray
    Yildiz, Erdem
    Sav, Aydin
    Dincer, Alp
    JOURNAL OF NEUROSURGERY, 2013, 118 (06) : 1191 - 1198
  • [9] The persistence of seizures after tumor resection negatively affects survival in low-grade glioma patients: a clinical retrospective study
    Mazzucchi, Edoardo
    Vollono, Catello
    Pauletto, Giada
    Lettieri, Christian
    Budai, Riccardo
    Gigli, Gian Luigi
    Sabatino, Giovanni
    La Rocca, Giuseppe
    Skrap, Miran
    Ius, Tamara
    JOURNAL OF NEUROLOGY, 2022, 269 (05) : 2627 - 2633
  • [10] The Value of Intraoperative and Early Postoperative Magnetic Resonance Imaging in Low-Grade Glioma Surgery: A Retrospective Study
    Pala, Andrej
    Brand, Christine
    Kapapa, Thomas
    Hlavac, Michal
    Koenig, Ralph
    Schmitz, Bernd
    Wirtz, Christian Rainer
    Coburger, Jan
    WORLD NEUROSURGERY, 2016, 93 : 191 - 197