1500 E Medical Center Dr
Ann Arbor, MI 48109
Available to mentor
Dr. Lise Wei has clinical interests in:
• Stereotactic body radiotherapy (SBRT) and Stereotactic radiosurgery (SRS)
• Adaptive radiotherapy (MR-linac, Ethos)
• Clinical Total Skin Electron Therapy (TSET) physics service lead. Coordinate all TSET patient procedures, and perform radiation treatment commissioning, calculations, production of eye/nail/gonadal shields, and patient setup instructions. Lead resident training, foster communication among department TSET teams
• Primary faculty responsible a TrueBeam Edge radiation therapy accelerator, mainly used for brain SRS or SBRT. Perform or oversee daily, weekly, monthly, and annual quality assurance and ensure machine safety in accordance with national and international standards. Also responsible for national accreditation which permits linear accelerator use in national clinical trials
• Using machine learning for personalized treatment planning and decision making
RadOnc Bio
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Medical Physics ResidencyUniversity of Michigan–Ann Arbor, Radiation Oncology, 2022
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MSUniversity of Michigan–Ann Arbor, Ann Arbor, 2020
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Ph.D.University of Michigan–Ann Arbor, Ann Arbor, 2020
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MSUniversity of Michigan–Ann Arbor, Ann Arbor, 2017
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BSTianjin University, Tianjin, 2013
Precision medicine:
• Outcome modeling with multi-omics data (radiomics, genomics, etc) and identify robust biomarkers for radiotherapy treatment with machine/deep learning methods
• Multimodality image-guided treatment response prediction
• Biology and shape-based adaptive cancer treatment
• Interpretability AI in outcome modeling for health care
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Lu Z, Polan DF, Wei L, Aryal MP, Fitzpatrick K, Wang C, Cuneo KC, Evans JR, Roseland ME, Gemmete JJ, Christensen JA, Kapoor BS, Mikell JK, Cao Y, Mok GSP, Dewaraja YK. J Nucl Med, 2024 Aug 1; 65 (8): 1224 - 1230.Journal ArticlePET/CT-Based Absorbed Dose Maps in 90Y Selective Internal Radiation Therapy Correlate with Spatial Changes in Liver Function Derived from Dynamic MRI.
DOI:10.2967/jnumed.124.267421 PMID: 38960710 -
Wei L, Niraula D, Gates EDH, Fu J, Luo Y, Nyflot MJ, Bowen SR, El Naqa IM, Cui S. Br J Radiol, 2023 Oct; 96 (1150): 20230211Journal ArticleArtificial intelligence (AI) and machine learning (ML) in precision oncology: a review on enhancing discoverability through multiomics integration.
DOI:10.1259/bjr.20230211 PMID: 37660402 -
Cui S, Traverso A, Niraula D, Zou J, Luo Y, Owen D, El Naqa I, Wei L. Br J Radiol, 2023 Oct; 96 (1150): 20230142Journal ArticleInterpretable artificial intelligence in radiology and radiation oncology.
DOI:10.1259/bjr.20230142 PMID: 37493248 -
Wei L, Aryal MP, Cuneo K, Matuszak M, Lawrence TS, Ten Haken RK, Cao Y, Naqa IE. Med Phys, 2023 Sep; 50 (9): 5597 - 5608.Journal ArticleDeep learning prediction of post-SBRT liver function changes and NTCP modeling in hepatocellular carcinoma based on DGAE-MRI.
DOI:10.1002/mp.16386 PMID: 36988423 -
Ger RB, Wei L, Naqa IE, Wang J. Semin Radiat Oncol, 2023 Jul; 33 (3): 252 - 261.Journal ArticleThe Promise and Future of Radiomics for Personalized Radiotherapy Dosing and Adaptation.
DOI:10.1016/j.semradonc.2023.03.003 PMID: 37331780 -
Wei L, Simeth J, Aryal MP, Matuszak M, Haken RKT, Cuneo K, Lawrence TS, Cao Y. Int J Radiat Oncol Biol Phys, 2023 Mar 1; 115 (3): 794 - 802.Journal ArticleThe Effect of Stereotactic Body Radiation Therapy for Hepatocellular Cancer on Regional Hepatic Liver Function.
DOI:10.1016/j.ijrobp.2022.09.077 PMID: 36181992 -
Wei L. 2022 Jul 1;PresentationExplainable GRU-Survnet Using Longitudinal Quantitative Imaging Biomarkers from MRI and PET for Local Failure in Poor-Prognosis Head and Neck Cancer
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Wei L. 2022 Jul 1;PresentationIntegrating Omics in the Era of AI for Better Patient Specific Outcomes.