Multiscale DCE-BOLD MRI reveals vascular uncoupling patterns for IDH genotyping in adult glioma: A prospective habitat-based study

Isocitrate dehydrogenase (IDH)-wildtype gliomas exhibit heterogeneous vascular dysfunction, but whole-tumor analyses may obscure regional variation in vascular permeability and functional reserve. We developed a multiscale habitat framework integrating dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI)-derived volume transfer constant ( K trans ) and resting-state blood oxygen level-dependent functional MRI (rs-BOLD-fMRI)-derived relative cerebrovascular reactivity ( r CVR), including a 10-mm peritumoral margin, for noninvasive IDH genotyping. This prospective single-center cohort included 132 patients (52 IDH-mutant and 80 IDH-wildtype), divided chronologically into training (n = 92) and internal test (n = 40) cohorts. Gaussian mixture modeling partitioned the continuous joint K trans - r CVR distribution into three overlapping imaging-defined intratumoral subregions; the anatomically defined peritumoral region was analyzed separately. The Habitat-Peri10mm model yielded the highest internal test area under the receiver operating characteristic curve (AUC) point estimate of 0.914 (95% confidence interval, 0.831–0.997), compared with 0.854 for the Habitat model and 0.753 for the Whole-tumor model. Pairwise DeLong tests were nonsignificant (p = 0.173 and 0.054, respectively). A Subregion 2 K trans first-order Entropy feature ranked highest in the SHapley Additive exPlanations (SHAP) analysis and correlated with Ki-67 (r = 0.57) and microvessel density (r = 0.27). The habitat-derived intratumoral heterogeneity score was higher in IDH-wildtype than IDH-mutant tumors (0.79 vs. 0.40, p < 0.001; AUC=0.824), although grade imbalance limited IDH-specific interpretation. This DCE-BOLD multiscale habitat framework characterizes IDH-associated patterns of vascular heterogeneity and shows potential for noninvasive IDH genotyping.

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Publication Details

Journal
Neurotherapeutics
Published
2026-10-30
DOI
https://doi.org/10.1016/j.neurot.2026.e01114
Primary Topic
Glioma Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
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article

Multiscale DCE-BOLD MRI reveals vascular uncoupling patterns for IDH genotyping in adult glioma: A prospective habitat-based study

Guoguang Fan, Miao Chang, Siru Nie, Peixu Guo et al.
5 links
Neurotherapeutics
Glioma Diagnosis and Treatment
article

Multiscale DCE-BOLD MRI reveals vascular uncoupling patterns for IDH genotyping in adult glioma: A prospective habitat-based study

Guoguang Fan, Miao Chang, Siru Nie, Peixu Guo, Yutian Wang, Yaqin Mi, Haiyuan Qu, Yueluan Jiang, Zixuan Lin, Yan Liu, Yang Song, Borui Li, Dandan Song
article en

Abstract

Isocitrate dehydrogenase (IDH)-wildtype gliomas exhibit heterogeneous vascular dysfunction, but whole-tumor analyses may obscure regional variation in vascular permeability and functional reserve. We developed a multiscale habitat framework integrating dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI)-derived volume transfer constant ( K trans ) and resting-state blood oxygen level-dependent functional MRI (rs-BOLD-fMRI)-derived relative cerebrovascular reactivity ( r CVR), including a 10-mm peritumoral margin, for noninvasive IDH genotyping. This prospective single-center cohort included 132 patients (52 IDH-mutant and 80 IDH-wildtype), divided chronologically into training (n = 92) and internal test (n = 40) cohorts. Gaussian mixture modeling partitioned the continuous joint K trans - r CVR distribution into three overlapping imaging-defined intratumoral subregions; the anatomically defined peritumoral region was analyzed separately. The Habitat-Peri10mm model yielded the highest internal test area under the receiver operating characteristic curve (AUC) point estimate of 0.914 (95% confidence interval, 0.831–0.997), compared with 0.854 for the Habitat model and 0.753 for the Whole-tumor model. Pairwise DeLong tests were nonsignificant (p = 0.173 and 0.054, respectively). A Subregion 2 K trans first-order Entropy feature ranked highest in the SHapley Additive exPlanations (SHAP) analysis and correlated with Ki-67 (r = 0.57) and microvessel density (r = 0.27). The habitat-derived intratumoral heterogeneity score was higher in IDH-wildtype than IDH-mutant tumors (0.79 vs. 0.40, p < 0.001; AUC=0.824), although grade imbalance limited IDH-specific interpretation. This DCE-BOLD multiscale habitat framework characterizes IDH-associated patterns of vascular heterogeneity and shows potential for noninvasive IDH genotyping.

NeurotherapeuticsVol. 24(1)
First Hospital of China Medical University (CN), Siemens (China) (CN), Zhejiang University (CN), China Medical University (CN)
National Natural Science Foundation of China, Natural Science Foundation of Liaoning Province
Good health and well-being
Openalex Percentile: Top 13%
Glioma Diagnosis and Treatment
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