Lei Yang, PhD

2025

• Non‐convex IMRT treatment planning using deep inverse optimization

  Lei Y, Zhang J, Liu T. Non‐convex IMRT treatment planning using deep inverse optimization. Medical Physics 2025, 52: e70141. PMID: 41231654, DOI: 10.1002/mp.70141.

  Peer-Reviewed Original Research

  MeSH Keywords

• PlanAct: An eclipse scripting API‐based module embedding clinical optimization strategies for automated planning in locally advanced non‐small cell lung cancer

  Guo H, Kunkyab T, Lei Y, Rosenzweig K, Samstein R, Chao M, Liu T, Xia J, Zhang J. PlanAct: An eclipse scripting API‐based module embedding clinical optimization strategies for automated planning in locally advanced non‐small cell lung cancer. Journal Of Applied Clinical Medical Physics 2025, 26: e70304. PMID: 41065328, PMCID: PMC12509247, DOI: 10.1002/acm2.70304.

  Peer-Reviewed Original Research

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  MeSH Keywords

• Enhancing auto‐contouring with large language model in high‐dose rate brachytherapy for cervical cancers

  Wang J, Zhang J, Yang K, Ghavidel B, Khajetash B, Sarikhani A, Houshyari M, Liu T, Lei Y, Tavakoli M. Enhancing auto‐contouring with large language model in high‐dose rate brachytherapy for cervical cancers. Medical Physics 2025, 52: e70034. PMID: 40985602, DOI: 10.1002/mp.70034.

  Peer-Reviewed Original Research

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• Quantifying Treatment Plan Quality in Non-Small Cell Lung Cancer Radiotherapy Based on Pairwise Preferences

  Zhang J, Lei Y, Tam J, Yu A, Chen S, Samstein R, Rosenzweig K, Chao M, Liu T, Xia J. Quantifying Treatment Plan Quality in Non-Small Cell Lung Cancer Radiotherapy Based on Pairwise Preferences. International Journal Of Radiation Oncology • Biology • Physics 2025, 123: s147-s148. DOI: 10.1016/j.ijrobp.2025.06.1234.

  Peer-Reviewed Original Research

• Knowledge‐based trade‐off prediction for NSCLC treatment planning using multi‐output regression

  Kunkyab T, Lei Y, Guo H, Tam J, Samstein R, Rosenzweig K, Chao M, Xia J, Liu T, Zhang J. Knowledge‐based trade‐off prediction for NSCLC treatment planning using multi‐output regression. Medical Physics 2025, 52: e18068. PMID: 40849864, DOI: 10.1002/mp.18068.

  Peer-Reviewed Original Research

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• Beam orientation optimization in IMRT using sparse mixed integer programming and non-convex fluence map optimization

  Lei Y, Zhang J, Yang K, Wei S, Liu R, Fu Y, Lei Y, Lin H, Simone C, Rosenzweig K, Liu T. Beam orientation optimization in IMRT using sparse mixed integer programming and non-convex fluence map optimization. Physics In Medicine And Biology 2025, 70: 135014. PMID: 40570902, DOI: 10.1088/1361-6560/ade8ce.

  Peer-Reviewed Original Research

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• Impact of Normal Lung Volume Choices on Radiation Pneumonitis Risk Prediction in Locally Non-small Cell Lung Cancer Radiation Therapy

  Gadsby A, Liu T, Samstein R, Zhang J, Lei Y, Rosenzweig K, Chao M. Impact of Normal Lung Volume Choices on Radiation Pneumonitis Risk Prediction in Locally Non-small Cell Lung Cancer Radiation Therapy. Advances In Radiation Oncology 2025, 10: 101825. PMID: 40686740, PMCID: PMC12272110, DOI: 10.1016/j.adro.2025.101825.

  Peer-Reviewed Original Research

• A novel inverse treatment planning training method for inexperienced treatment planners

  Momin S, Luca K, Lei Y, Chang C, Xie H, Kei T, Adams J, Davis T, Yang X, Jani A, Roper J, Zhang J. A novel inverse treatment planning training method for inexperienced treatment planners. Physical And Engineering Sciences In Medicine 2025, 48: 965-970. PMID: 40549137, DOI: 10.1007/s13246-025-01547-9.

  Peer-Reviewed Original Research

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• A novel network architecture for post‐applicator placement CT auto‐contouring in cervical cancer HDR brachytherapy

  Lei Y, Chao M, Yang K, Gupta V, Yoshida E, Wang T, Yang X, Liu T. A novel network architecture for post‐applicator placement CT auto‐contouring in cervical cancer HDR brachytherapy. Medical Physics 2025, 52: e17908. PMID: 40414687, DOI: 10.1002/mp.17908.

  Peer-Reviewed Original Research

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• Impact of harmonization on predicting complications in head and neck cancer after radiotherapy using MRI radiomics and machine learning techniques

  Khajetash B, Hajianfar G, Talebi A, Mahdavi S, Ghavidel B, Kalati F, Molana S, Lei Y, Tavakoli M. Impact of harmonization on predicting complications in head and neck cancer after radiotherapy using MRI radiomics and machine learning techniques. Medical Physics 2025, 52: 5091-5103. PMID: 40162683, DOI: 10.1002/mp.17793.

  Peer-Reviewed Original Research

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