Research graph
References from Integrating Multimodal MRI Habitat and Transformer‐Based Pathomics to Predict High‐Risk Molecular Subtypes and Explore Biological Mechanisms in Adult Diffuse Gliomas. Local targets link to admitted publications; unresolved targets remain external evidence.
CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2016‐2020
10.1093/neuonc/noad149 · 2023 · External reference
Glioma
10.1038/s41572-024-00516-y · 2024 · External reference
The 2021 WHO Classification of Tumors of the Central Nervous System: A Summary
10.1093/neuonc/noab106 · 2021 · External reference
Homozygous CDKN2A/B Deletions in Low‐ and High‐Grade Glioma: A Meta‐Analysis of Individual Patient Data and Predictive Values of p16 Immunohistochemistry Testing
10.1186/s40478-024-01889-7 · 2024 · External reference
TERT Promoter Mutation Confers Favorable Prognosis Regardless of 1p/19q Status in Adult Diffuse Gliomas With IDH1/2 Mutations
10.1186/s40478-020-01078-2 · 2020 · External reference
MRI Transformer Deep Learning and Radiomics for Predicting IDH Wild Type TERT Promoter Mutant Gliomas
10.1038/s41698-025-00884-y · 2025 · External reference
Macrophage‐Mediated Myelin Recycling Fuels Brain Cancer Malignancy
10.1016/j.cell.2024.07.030 · 2024 · External reference
Decoding the Heterogeneous Subpopulations of Glioblastoma for Prognostic Stratification and Uncovering the Promalignant Role of PSMC2
10.1038/s41598-024-83571-5 · 2025 · External reference
Pan‐Cancer Analysis of the Extent and Consequences of Intratumor Heterogeneity
10.1038/nm.3984 · 2016 · External reference
Predictive Machine Learning Models Based on VASARI Features for WHO Grading, Isocitrate Dehydrogenase Mutation, and 1p19q Co‐Deletion Status: A Multicenter Study
10.62347/mzlf2460 · 2024 · External reference
Construction of Enhanced MRI‐Based Radiomics Models Using Machine Learning Algorithms for Non‐Invasive Prediction of IL7R Expression in High‐Grade Gliomas and Its Prognostic Value in Clinical Practice
10.1186/s12967-025-06402-9 · 2025 · External reference
Comparison of MRI Sequences to Predict IDH Mutation Status in Gliomas Using Radiomics‐Based Machine Learning
2024 · External reference
Diffusion Kurtosis Imaging‐Based Habitat Analysis Identifies High‐Risk Molecular Subtypes and Heterogeneity Matching in Diffuse Gliomas
10.1002/acn3.52128 · 2024 · External reference
Radiogenomic‐Based Survival Risk Stratification of Tumor Habitat on Gd‐T1w MRI Is Associated With Biological Processes in Glioblastoma
10.1158/1078-0432.ccr-19-2556 · 2020 · External reference
Mapping Tumor Habitats in Isocitrate Dehydrogenase ‐Wild Type Glioblastoma: Integrating MRI, Pathologic, and RNA Data From the Ivy Glioblastoma Atlas Project
10.1093/neuonc/noae161 · 2025 · External reference
Efficient Diagnosis of IDH‐Mutant Gliomas: 1p/19qNET Assesses 1p/19q Codeletion Status Using Weakly‐Supervised Learning
10.1038/s41698-023-00450-4 · 2023 · External reference
Computational Pathology‐Based Weakly Supervised Prediction Model for MGMT Promoter Methylation Status in Glioblastoma
10.3389/fneur.2024.1345687 · 2024 · External reference
Predicting the Recurrence and Overall Survival of Patients With Glioma Based on Histopathological Images Using Deep Learning
10.3389/fneur.2023.1100933 · 2023 · External reference
Breast Cancer Homologous Recombination Deficiency Prediction From Pathological Images With a Sufficient and Representative Transformer
10.1038/s41698-025-00950-5 · 2025 · External reference
Positional Encoding‐Guided Transformer‐Based Multiple Instance Learning for Histopathology Whole Slide Images Classification
10.1016/j.cmpb.2024.108491 · 2025 · External reference
Predicting Prostate Cancer Molecular Subtype With Deep Learning on Histopathologic Images
10.1016/j.modpat.2023.100247 · 2023 · External reference
A Novel MRI‐Based Deep Learning Networks Combined With Attention Mechanism for Predicting CDKN2A/B Homozygous Deletion Status in IDH‐Mutant Astrocytoma
10.1007/s00330-023-09944-y · 2024 · External reference
Identification of IDH and TERTp Mutations Using Dynamic Susceptibility Contrast MRI With Deep Learning in 162 Gliomas
10.1016/j.ejrad.2023.111257 · 2024 · External reference
Diffusion Histogram Profiles Predict Molecular Features of Grade 4 in Histologically Lower‐Grade Adult Diffuse Gliomas Following WHO Classification 2021
10.1007/s00330-023-10071-x · 2024 · External reference
MRI‐Based Habitat Imaging Predicts High‐Risk Molecular Subtypes and Early Risk Assessment of Lower‐Grade Gliomas
10.1186/s40644-025-00838-4 · 2025 · External reference
Neuropathologist‐Level Integrated Classification of Adult‐Type Diffuse Gliomas Using Deep Learning From Whole‐Slide Pathological Images
10.1038/s41467-023-41195-9 · 2023 · External reference
A Deep‐Learning‐Based Prognostic Nomogram Integrating Microscopic Digital Pathology and Macroscopic Magnetic Resonance Images in Nasopharyngeal Carcinoma: A Multi‐Cohort Study
10.1177/1758835920971416 · 2020 · External reference
Radiomics and Machine Learning in Brain Tumors and Their Habitat: A Systematic Review
10.3390/cancers15153845 · 2023 · External reference
Prospective Longitudinal Analysis of Physiologic MRI‐Based Tumor Habitat Predicts Short‐Term Patient Outcomes in IDH‐Wildtype Glioblastoma
10.1093/neuonc/noae227 · 2025 · External reference
Development and Validation of a Dynamic Contrast‐Enhanced Magnetic Resonance Imaging‐Based Habitat and Peritumoral Radiomic Model to Predict Axillary Lymph Node Metastasis in Patients With Breast Cancer: A Retrospective Study
10.21037/qims-24-558 · 2024 · External reference
Dual‐Path Neural Network Extracts Tumor Microenvironment Information From Whole Slide Images to Predict Molecular Typing and Prognosis of Glioma
10.1016/j.cmpb.2024.108580 · 2025 · External reference
Distinguishing Molecular and Histologic Glioblastomas Using Multiparametric MRI‐Based Habitat Analysis
10.3348/kjr.2025.1969 · 2026 · External reference
Tumor Habitat Analysis Using Multiparametric MRI as a Noninvasive Correlate of Longitudinal Changes in Telomerase Activity in Recurrent IDH‐Wildtype Glioblastoma
10.1038/s41598-026-47185-3 · 2026 · External reference
Nomogram for Predicting Neoadjuvant Chemotherapy Response in Breast Cancer Using MRI‐Based Intratumoral Heterogeneity Quantification
10.1148/radiol.241805 · 2025 · External reference
A Transformer‐Based Deep Learning Model for Early Prediction of Lymph Node Metastasis in Locally Advanced Gastric Cancer After Neoadjuvant Chemotherapy Using Pretreatment CT Images
10.1016/j.eclinm.2024.102805 · 2024 · External reference
Multimodal Integration Using a Machine Learning Approach Facilitates Risk Stratification in HR+/HER2‐ Breast Cancer
10.1016/j.xcrm.2024.101924 · 2025 · External reference
Integrated Analysis of Radiomics, RNA, and Clinicopathologic Phenotype Reveals Biological Basis of Prognostic Risk Stratification in Colorectal Cancer
10.1016/j.scib.2024.10.005 · 2024 · External reference
Longitudinal MRI‐Driven Multi‐Modality Approach for Predicting Pathological Complete Response and B Cell Infiltration in Breast Cancer
2025 · External reference
Noninvasive Prognostic Classification of ITH in HCC With Multi‐Omics Insights and Therapeutic Implications
10.1126/sciadv.ads8323 · 2025 · External reference
Radiogenomic‐Based Multiomic Analysis Reveals Imaging Intratumor Heterogeneity Phenotypes and Therapeutic Targets
10.1126/sciadv.adf0837 · 2023 · External reference
Radiogenomic Analysis Reveals Tumor Heterogeneity of Triple‐Negative Breast Cancer
10.1016/j.xcrm.2022.100694 · 2022 · External reference
Machine Learning‐Based Radiomics in Malignancy Prediction of Pancreatic Cystic Lesions: Evidence From Cyst Fluid Multi‐Omics
2025 · External reference
