1. Preoperative prediction of IDH genotypes and prognosis in adult-type diffuse gliomas: intratumor heterogeneity habitat analysis using dynamic contrast-enhanced MRI and diffusion-weighted imaging.
- Author
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Wang X, Xie Z, Wang X, Song Y, Suo S, Ren Y, Hu W, Zhu Y, Cao M, and Zhou Y
- Subjects
- Humans, Female, Middle Aged, Male, Adult, Prognosis, Genotype, Aged, Magnetic Resonance Imaging methods, Retrospective Studies, Isocitrate Dehydrogenase genetics, Diffusion Magnetic Resonance Imaging methods, Glioma genetics, Glioma diagnostic imaging, Glioma pathology, Glioma surgery, Brain Neoplasms genetics, Brain Neoplasms diagnostic imaging, Brain Neoplasms pathology, Brain Neoplasms surgery, Contrast Media
- Abstract
Background: Intratumor heterogeneity (ITH) is a key biological characteristic of gliomas. This study aimed to characterize ITH in adult-type diffuse gliomas and assess the feasibility of using habitat imaging based on dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) and diffusion-weighted imaging (DWI) to preoperatively predict isocitrate dehydrogenase (IDH) genotypes and prognosis., Methods: Sixty-three adult-type diffuse gliomas with known IDH genotypes were enrolled. Volume transfer constant (K
trans ) and apparent diffusion coefficient (ADC) maps were acquired from DCE-MRI and DWI, respectively. After tumor segmentation, the k-means algorithm clustered Ktrans and ADC image voxels to generate spatial habitats and extract quantitative image features. Receiver operating characteristic (ROC) curves and area under the curve (AUC) were used to evaluate IDH predictive performance. Multivariable logistic regression models were constructed and validated using leave-one-out cross-validation, and the contrast-enhanced subgroup was analyzed independently. Kaplan-Meier and Cox proportional hazards regression analyses were used to investigate the relationship between tumor habitats and progression-free survival (PFS) in the two IDH groups., Results: Three habitats were identified: Habitat 1 (hypo-vasopermeability and hyper-cellularity), Habitat 2 (hypo-vasopermeability and hypo-cellularity), and Habitat 3 (hyper-vasopermeability). Compared to the IDH wild-type group, the IDH mutant group exhibited lower mean Ktrans values in Habitats 1 and 2 (both P < 0.001), higher volume (P < 0.05) and volume percentage (pVol, P < 0.01) of Habitat 2, and lower volume and pVol of Habitat 3 (both P < 0.001). The optimal logistic regression model for IDH prediction yielded an AUC of 0.940 (95% confidence interval [CI]: 0.880-1.000), which improved to 0.948 (95% CI: 0.890-1.000) after cross-validation. Habitat 2 contributed the most to the model, consistent with the findings in the contrast-enhanced subgroup. In IDH wild-type group, pVol of Habitat 2 was identified as a significant risk factor for PFS (high- vs. low-pVol subgroup, hazard ratio = 2.204, 95% CI: 1.061-4.580, P = 0.034), with a value below 0.26 indicating a 5-month median survival benefit., Conclusions: Habitat imaging employing DCE-MRI and DWI may facilitate the characterization of ITH in adult-type diffuse gliomas and serve as a valuable adjunct in the preoperative prediction of IDH genotypes and prognosis., Clinical Trial Number: Not applicable., Competing Interests: Declarations. Ethics approval and consent to participate: This retrospective clinical study obtained approval from the Ethics Committee of Renji Hospital, Shanghai Jiao Tong University School of Medicine (approval number: LY2023-154-B). The requirement for informed consent from patients was waived due to the retrospective nature of the study. All methods were performed in accordance with relevant guidelines and regulations. Consent for publication: Not applicable. Competing interests: The authors declare no competing interests., (© 2025. The Author(s).)- Published
- 2025
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