Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
665-03-013 ISMRM Abstract

Data-Efficient Individualized Eloquent Cortex Localization Using Convolutional Neural Networks in Brain Tumor Patients

Accepted
Yu Shang 1, rui deng2, yuxia liang1, Qinqin Xie1, Jin wang1, Ming Zhang3, chen niu4
1The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
2Beijing Hospital; Peking University School of Medicine, Beijing, China
3Department of Medical Imaging, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
4Department of PET/CT, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
Presenting Author: Yu Shang

Synopsis

Motivation:
Goals:
Approach:
Results:
Full abstract & presentation

The full text, figures, and any recorded presentation for this abstract are not shown here. Log in if you are a member or registered attendee with access.

Full abstracts, figures, and presentations for Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition are available to registered attendees. This content becomes freely available to the public roughly two years after the meeting.

To request or purchase access, contact the ISMRM Central Office at info@ismrm.org.

Log in

References

1. Schaff L.R.,I.K. Mellinghoff, Glioblastoma and Other Primary Brain Malignancies in Adults: A Review[J]. JAMA, 2023. 329(7): p. 574-587.DOI: 10.1001/jama.2023.0023. [doi]
2. Sanai N.,M.S. Berger, Surgical oncology for gliomas: the state of the art[J]. Nat. Rev. Clin. Oncol., 2018. 15(2): p. 112-125.DOI: 10.1038/nrclinonc.2017.171. [doi]
3. Krishna S.,A. Choudhury,M.B. Keough, et al., Glioblastoma remodelling of human neural circuits decreases survival[J]. Nature, 2023. 617(7961): p. 599-607.DOI: 10.1038/s41586-023-06036-1. [doi]
4. Lakhani D.A.,D.S. Sabsevitz,K.L. Chaichana, et al., Current State of Functional MRI in the Presurgical Planning of Brain Tumors[J]. Radiol Imaging Cancer, 2023. 5(6): p. e230078.DOI: 10.1148/rycan.230078. [doi]
5. Pasquini L.,K.K. Peck,M. Jenabi, et al., Functional MRI in Neuro-Oncology: State of the Art and Future Directions[J]. Radiology, 2023. 308(3): p. e222028.DOI: 10.1148/radiol.222028. [doi]
6. Lin Q.H.,Y.W. Niu,J. Sui, et al., SSPNet: An interpretable 3D-CNN for classification of schizophrenia using phase maps of resting-state complex-valued fMRI data[J]. Med. Image Anal., 2022. 79: p. 102430.DOI: 10.1016/j.media.2022.102430. [doi]
7. Voigtlaender S.,T.A. Nelson,P. Karschnia, et al., Value of artificial intelligence in neuro-oncology[J]. Lancet Digit Health, 2025: p. 100876.DOI: 10.1016/j.landig.2025.100876. [doi]
8. Luna L.P.,F.G. Sherbaf,H.I. Sair, et al., Can Preoperative Mapping with Functional MRI Reduce Morbidity in Brain Tumor Resection? A Systematic Review and Meta-Analysis of 68 Observational Studies[J]. Radiology, 2021. 300(2): p. 338-349.DOI: 10.1148/radiol.2021204723. [doi]
9. Nandakumar N.,K. Manzoor,S. Agarwal, et al., Automated eloquent cortex localization in brain tumor patients using multi-task graph neural networks[J]. Med. Image Anal., 2021. 74: p. 102203.DOI: 10.1016/j.media.2021.102203. [doi]
10. Moretto M.,B.F. Luciani,L. Zigiotto, et al., Resting State Functional Networks in Gliomas: Validation With Direct Electric Stimulation Using a New Tool for Planning Brain Resections[J]. Neurosurgery, 2024. 95(6): p. 1358-1368.DOI: 10.1227/neu.0000000000003012. [doi]
11. Tripathi V.,L. Rigolo,B.K. Bracken, et al., Utilizing connectome fingerprinting functional MRI models for motor activity prediction in presurgical planning: A feasibility study[J]. Hum. Brain Mapp., 2024. 45(10): p. e26764.DOI: 10.1002/hbm.26764. [doi]
12. Baig Mirza A.,A. Vastani,R. Suvarna, et al., Preoperative and intraoperative neuromonitoring and mapping techniques impact oncological and functional outcomes in supratentorial function-eloquent brain tumours: a systematic review and meta-analysis[J]. EClinicalMedicine, 2025. 80: p. 103055.DOI: 10.1016/j.eclinm.2024.103055. [doi]
13. Shireman J.M.,S.G. Ammanuel,M. Dey, Advancing Glioma Management: The Pivotal Role of Surgical Neuro-Oncology in Driving Innovation and Translational Research[J]. Curr. Oncol. Rep., 2025. 27(4): p. 446-457.DOI: 10.1007/s11912-025-01662-6. [doi]
14. Meilă M.,H. Zhang, Manifold learning: What, how, and why[J]. Annual Review of Statistics and Its Application, 2024. 11(1): p. 393-417.DOI: .
15. Spinner G.R.,C. Federau,S. Kozerke, Bayesian inference using hierarchical and spatial priors for intravoxel incoherent motion MR imaging in the brain: Analysis of cancer and acute stroke[J]. Med. Image Anal., 2021. 73: p. 102144.DOI: 10.1016/j.media.2021.102144. [doi]

Cite this abstract