CASE REPORT article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
This article is part of the Research TopicArtificial Intelligence in Imaging, Pathology, and Genetic Analysis of Brain Tumor in the Era of Precision MedicineView all 5 articles
MRI features and preliminary diagnostic assessment using large language models of cystic tumor progression mimicking radiation necrosis in brain metastasis patients treated with immunotherapy: Case Report
Provisionally accepted- 1Advanced Neuroimaging Laboratory, Yuebei People's Hospital Affiliated to Shantou University Medical College, Shaoguan, Guangdong Province, China, Shaoguan, China
- 2Department of Radiology, Yuebei People's Hospital Affiliated to Shantou University Medical College, Shaoguan, Guangdong Province, China, Shaoguan, China
- 3Department of Medical Imaging, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China, Zhengzhou, China
- 4Nazareth University, Rochester, NY, United States, New York, United States
- 5The Radiotherapy Center of Neoplasm, Yuebei People's Hospital Affiliated to Shantou University Medical College, Shaoguan, Guangdong Province, China, Shaoguan, China
- 6Department of Neurosurgery, Yuebei People's Hospital Affiliated to Shantou University Medical College, Shaoguan, Guangdong Province, China, Shaoguan, China
- 7Department of Pathology, Yuebei People's Hospital Affiliated to Shantou University Medical College, Shaoguan, Guangdong Province, China, Shaoguan, China
- 8Department of Pathology, the Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China, Guangzhou, China
- 9Department of Neurosurgery. Peking University Third Hospital, Peking University, Beijing, China, Beijing, China
- 10Department of Imaging Sciences, University of Rochester Medical Center, Rochester, NY, United States, New York, China
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The application of immunotherapy in patients with brain metastasis (BM) has increased rapidly in recent years, which led to a diagnostic dilemma between pseudoprogression and true progression in the post-treatment evaluation. Here, we reported MRI characteristics of pathology-confirmed large cystic rim-enhancing lesions of tumor progression in two BM cases with immunotherapy treatment, which mimicked radiation necrosis on conventional MRI. In addition, our preliminary findings showed that the custom large language models (LLMs) using ChatGPT and DeepSeek yielded correct diagnoses in these cases, which may suggest the potential utility of LLMs for the decision-making in this field.
Keywords: brain metastasis, tumor progression, Radiation necrosis, Immunotherapy, Largelanguage model, arterial spin labeling (ASL), dynamic susceptibility contrast perfusion-weighted imaging (DSC-PWI), immunotherapy response assessment in neuro-oncology(iRANO)
Received: 08 Jul 2025; Accepted: 26 Nov 2025.
Copyright: © 2025 Tan, Cai, Lu, Liu, Li, Xiao, Zhong, Li, Hu, Liang, Jiang, Liu and Wang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Xiang Liu
Henry Wang
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