Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
363-05-008 ISMRM Abstract

Deep Learning with MRI and Clinical Data for Differentiation of Radiation Injury from Tumor Recurrence in Brain Metastases

Primary: Neuro - Tumors
Secondary: Analysis Methods - Classification and Prediction
363-05-008 · Classification and Analysis in the Brain · Monday, 11 May, 4:10 PM–5:05 PM · Digital Posters Row D
Keywords: Deep learning Differential Diagnosis Brain metastases Radiation Necrosis
Accepted
Yuhan Liang1, Zelong Chen2, Menglin Ge 2, Yulin Wang2
1Chinese PLA Medical School, Chinese PLA General Hospital, Beijing, China
2Chinese PLA General Hospital, Beijing, China
Presenting Author: Menglin Ge

Synopsis

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References

1. [1]Johnson JD, Young B. Demographics of brain metastasis. Neurosurg Clin N Am. 1996 Jul;7(3):337-44. PMID: 8823767. [pmid]
2. [2]Altan M, Wang Y, Song J, Welsh J, Tang C, Guha-Thakurta N, Blumenschein GR, Carter BW, Wefel JS, Ghia AJ, Yeboa DN, McAleer MF, Chung C, Woodhouse KD, McGovern SL, Wang C, Kim BYS, Weinberg JS, Briere TM, Elamin YY, Le X, Cascone T, Negrao MV, Skoulidis F, Ferrarotto R, Heymach JV, Li J. Nivolumab and ipilimumab with concurrent [2]stereotactic radiosurgery for intracranial metastases from non-small cell lung cancer: analysis of the safety cohort for non-randomized, open-label, phase I/II trial. J Immunother Cancer. 2023 Jul;11(7):e006871. doi: 10.1136/jitc-2023-006871. [doi]
3. [3]Sneed PK, Mendez J, Vemer-van den Hoek JG, Seymour ZA, Ma L, Molinaro AM, Fogh SE, Nakamura JL, McDermott MW. Adverse radiation effect after stereotactic radiosurgery for brain metastases: incidence, time course, and risk factors. J Neurosurg. 2015 Aug;123(2):373-86. doi: 10.3171/2014.10.JNS141610. Epub 2015 May 15. PMID: 25978710. [doi] [pmid]
4. [4]Kohutek ZA, Yamada Y, Chan TA, Brennan CW, Tabar V, Gutin PH, Yang TJ, Rosenblum MK, Ballangrud Å, Young RJ, [4]Zhang Z, Beal K. Long-term risk of radionecrosis and imaging changes after stereotactic radiosurgery for brain metastases. J Neurooncol. 2015 Oct;125(1):149-56. doi: 10.1007/s11060-015-1881-3. Epub 2015 Aug 26. PMID: 26307446; PMCID: PMC4726630. [doi] [pmid]
5. [5]Sneed PK, Mendez J, Vemer-van den Hoek JG, Seymour ZA, Ma L, Molinaro AM, Fogh SE, Nakamura JL, McDermott MW. Adverse radiation effect after stereotactic radiosurgery for brain metastases: incidence, time course, and risk factors. J Neurosurg. 2015 Aug;123(2):373-86. doi: 10.3171/2014.10.JNS141610. Epub 2015 May 15. PMID: 25978710. [doi] [pmid]

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http://echo.ismrm.org/p/ISMRM2026/363-05-008