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McCullum LB, Karagoz A, Dede C, Garcia R, Nosrat F, Hemmati M, Hosseinian S, Schaefer AJ, Fuller CD. Markov models for clinical decision-making in radiation oncology: A systematic review. J Med Imaging Radiat Oncol 2024; 68:610-623. [PMID: 38766899 PMCID: PMC11576491 DOI: 10.1111/1754-9485.13656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 04/03/2024] [Indexed: 05/22/2024]
Abstract
The intrinsic stochasticity of patients' response to treatment is a major consideration for clinical decision-making in radiation therapy. Markov models are powerful tools to capture this stochasticity and render effective treatment decisions. This paper provides an overview of the Markov models for clinical decision analysis in radiation oncology. A comprehensive literature search was conducted within MEDLINE using PubMed, following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Only studies published from 2000 to 2023 were considered. Selected publications were summarized in two categories: (i) studies that compare two (or more) fixed treatment policies using Monte Carlo simulation and (ii) studies that seek an optimal treatment policy through Markov Decision Processes (MDPs). Relevant to the scope of this study, 61 publications were selected for detailed review. The majority of these publications (n = 56) focused on comparative analysis of two or more fixed treatment policies using Monte Carlo simulation. Classifications based on cancer site, utility measures and the type of sensitivity analysis are presented. Five publications considered MDPs with the aim of computing an optimal treatment policy; a detailed statement of the analysis and results is provided for each work. As an extension of Markov model-based simulation analysis, MDP offers a flexible framework to identify an optimal treatment policy among a possibly large set of treatment policies. However, the applications of MDPs to oncological decision-making have been understudied, and the full capacity of this framework to render complex optimal treatment decisions warrants further consideration.
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Affiliation(s)
- Lucas B McCullum
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Aysenur Karagoz
- Department of Computational Applied Mathematics & Operations Research, Rice University, Houston, Texas, USA
| | - Cem Dede
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Raul Garcia
- Department of Computational Applied Mathematics & Operations Research, Rice University, Houston, Texas, USA
| | - Fatemeh Nosrat
- Department of Computational Applied Mathematics & Operations Research, Rice University, Houston, Texas, USA
| | - Mehdi Hemmati
- School of Industrial and Systems Engineering, The University of Oklahoma, Norman, Oklahoma, USA
| | | | - Andrew J Schaefer
- Department of Computational Applied Mathematics & Operations Research, Rice University, Houston, Texas, USA
| | - Clifton D Fuller
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
- Department of Computational Applied Mathematics & Operations Research, Rice University, Houston, Texas, USA
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Lillo S, Mirandola A, Vai A, Camarda AM, Ronchi S, Bonora M, Ingargiola R, Vischioni B, Orlandi E. Current Status and Future Directions of Proton Therapy for Head and Neck Carcinoma. Cancers (Basel) 2024; 16:2085. [PMID: 38893203 PMCID: PMC11171191 DOI: 10.3390/cancers16112085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 05/28/2024] [Accepted: 05/29/2024] [Indexed: 06/21/2024] Open
Abstract
The growing interest in proton therapy (PT) in recent decades is justified by the evidence that protons dose distribution allows maximal dose release at the tumor depth followed by sharp distal dose fall-off. But, in the holistic management of head and neck cancer (HNC), limiting the potential of PT to a mere dosimetric advantage appears reductive. Indeed, the precise targeting of PT may help evaluate the effectiveness of de-escalation strategies, especially for patients with human papillomavirus associated-oropharyngeal cancer (OPC) and nasopharyngeal cancer (NPC). Furthermore, PT could have potentially greater immunogenic effects than conventional photon therapy, possibly enhancing both the radiotherapy (RT) capability to activate anti-tumor immune response and the effectiveness of immunotherapy drugs. Based on these premises, the aim of the present paper is to conduct a narrative review reporting the safety and efficacy of PT compared to photon RT focusing on NPC and OPC. We also provide a snapshot of ongoing clinical trials comparing PT with photon RT for these two clinical scenarios. Finally, we discuss new insights that may further develop clinical research on PT for HNC.
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Affiliation(s)
- Sara Lillo
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Alfredo Mirandola
- Medical Physics Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.); (A.V.)
| | - Alessandro Vai
- Medical Physics Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.); (A.V.)
| | - Anna Maria Camarda
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Sara Ronchi
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Maria Bonora
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Rossana Ingargiola
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Barbara Vischioni
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
| | - Ester Orlandi
- Radiation Oncology Unit, Clinical Department, National Center for Oncological Hadrontherapy (CNAO), 27100 Pavia, Italy; (A.M.C.); (S.R.); (M.B.); (R.I.); (B.V.); (E.O.)
- Department of Clinical, Surgical, Diagnostic, and Pediatric Sciences, University of Pavia, 27100 Pavia, Italy
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Tan M, Chen Y, Du T, Wang Q, Wu X, Zhang Q, Luo H, Liu Z, Sun S, Yang K, Tian J, Wang X. Assessing the Impact of Charged Particle Radiation Therapy for Head and Neck Adenoid Cystic Carcinoma: A Systematic Review and Meta-Analysis. Technol Cancer Res Treat 2024; 23:15330338241246653. [PMID: 38773763 PMCID: PMC11113043 DOI: 10.1177/15330338241246653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 02/26/2024] [Accepted: 02/18/2024] [Indexed: 05/24/2024] Open
Abstract
Purpose: Head and neck adenoid cystic carcinoma (HNACC) is a radioresistant tumor. Particle therapy, primarily proton beam therapy and carbon-ion radiation, is a potential radiotherapy treatment for radioresistant malignancies. This study aims to conduct a meta-analysis to evaluate the impact of charged particle radiation therapy on HNACC. Methods: A comprehensive search was conducted in Pubmed, Cochrane Library, Web of Science, Embase, and Medline until December 31, 2022. The primary endpoints were overall survival (OS), local control (LC), and progression-free survival (PFS), while secondary outcomes included treatment-related toxicity. Version 17.0 of STATA was used for all analyses. Results: A total of 14 studies, involving 1297 patients, were included in the analysis. The pooled 5-year OS and PFS rates for primary HNACC were 78% (95% confidence interval [CI] = 66-91%) and 62% (95% CI = 47-77%), respectively. For all patients included, the pooled 2-year and 5-year OS, LC, and PFS rates were as follows: 86.1% (95% CI = 95-100%) and 77% (95% CI = 73-82%), 92% (95% CI = 84-100%) and 73% (95% CI = 61-85%), and 76% (95% CI = 68-84%) and 55% (95% CI = 48-62%), respectively. The rates of grade 3 and above acute toxicity were 22% (95% CI = 13-32%), while late toxicity rates were 8% (95% CI = 3-13%). Conclusions: Particle therapy has the potential to improve treatment outcomes and raise the quality of life for HNACC patients. However, further research and optimization are needed due to the limited availability and cost considerations associated with this treatment modality.
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Affiliation(s)
- Mingyu Tan
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
| | - Yanliang Chen
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
| | - Tianqi Du
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
| | - Qian Wang
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
| | - Xun Wu
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
| | - Qiuning Zhang
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
- Graduate School, University of Chinese Academy of Sciences, Beijing, China
| | - Hongtao Luo
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
- Graduate School, University of Chinese Academy of Sciences, Beijing, China
| | - Zhiqiang Liu
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
- Graduate School, University of Chinese Academy of Sciences, Beijing, China
| | - Shilong Sun
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
- Graduate School, University of Chinese Academy of Sciences, Beijing, China
| | - Kehu Yang
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Jinhui Tian
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Xiaohu Wang
- The First School of Clinical Medicine, Lanzhou University, Lanzhou, China
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China
- Graduate School, University of Chinese Academy of Sciences, Beijing, China
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Cantù G. Nasopharyngeal carcinoma. A "different" head and neck tumour. Part B: treatment, prognostic factors, and outcomes. ACTA OTORHINOLARYNGOLOGICA ITALICA : ORGANO UFFICIALE DELLA SOCIETA ITALIANA DI OTORINOLARINGOLOGIA E CHIRURGIA CERVICO-FACCIALE 2023; 43:155-169. [PMID: 37204840 DOI: 10.14639/0392-100x-n2223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 01/08/2023] [Indexed: 05/20/2023]
Affiliation(s)
- Giulio Cantù
- Former Director of Otorhinolaryngology and Cranio-Maxillo-Facial Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
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Ng WT, But B, Wong CH, Choi CW, Chua ML, Blanchard P, Lee AW. Particle beam therapy for nasopharyngeal cancer: A systematic review and meta-analysis. Clin Transl Radiat Oncol 2022; 37:41-56. [PMID: 36065359 PMCID: PMC9440257 DOI: 10.1016/j.ctro.2022.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 08/10/2022] [Accepted: 08/19/2022] [Indexed: 11/21/2022] Open
Abstract
Particle beam therapy yields excellent short-term treatment outcomes among NPC patients. Particle beam therapy is generally safe in primary and recurrent NPC patients, with ≥G3 late toxicity rates of 20 % or less. An approximately 5% mortality rate was reported among recurrent NPC patients.
Background/purpose A systematic review and meta-analysis were performed to better understand the benefits of particle beam therapy for nasopharyngeal cancer (NPC) treatment. The survival outcomes and toxicity of primary and recurrent NPC patients treated with proton or carbon ion beam therapy were investigated. Method PubMed, Scopus, and Embase were searched between 1 January 2007 to 3 November 2021. The inclusion and exclusion criteria included studies with either primary or recurrent NPC patients, sample size of ≥10 patients, and proton or carbon ion beam therapy as interventions. Twenty-six eligible studies with a total of 1502 patients were included. We used a random-effect meta-analysis to examine the impact of particle beam therapy on primary NPC patients and qualitatively described the results among recurrent patients. The primary outcome was overall survival (OS), while secondary outcomes included progression-free survival (PFS), local control (LC) and toxicity. Results The pooled OS at 1-year, 2-year and 3-year and 5-year for primary NPC patients who received particle beam therapy were 96 % (95 % confidence interval (CI) = 92 %-98 %), 93 % (95 % CI = 83 %-97 %), 90 % (95 % CI = 73 %-97 %) and 73 % (95 % CI = 52 %-87 %) respectively. The pooled 1-year and 2-year PFS, and LC for these patients were above 90 %. For locally recurrent NPC patients, the 1-year OS rate ranged from 65 % to 92 %, while the 1-year LC rate ranged from 80 % to 88 %. Both proton and carbon ion beam therapy were generally safe among primary and recurrent patients, with ≥G3 late toxicity rates of 20 % or less. Approximately a 5 % mortality rate was reported among recurrent patients. Conclusions This systematic review and meta-analysis demonstrated particle beam therapy has great potential in treating NPC, yielding excellent survival outcomes with low toxicity. However, further investigations are needed to assess the long-term outcomes and cost-effectiveness of this newer form of radiotherapy.
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Li G, Xia YF, Huang YX, Okat D, Qiu B, Doyen J, Bondiau PY, Benezery K, Gao J, Qian CN. Cost-effectiveness of using protons for breast irradiation aiming at minimizing cardiotoxicity: A risk-stratification analysis. Front Med (Lausanne) 2022; 9:938927. [PMID: 36091675 PMCID: PMC9452743 DOI: 10.3389/fmed.2022.938927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Accepted: 08/02/2022] [Indexed: 11/23/2022] Open
Abstract
Background Incidental exposure of the heart to ionizing irradiation is associated with an increased risk of ischemic heart disease and subsequent fatality in patients with breast cancer after radiotherapy. Proton beam therapy can limit the heart dose in breast irradiation to a negligible level. However, compared with conventional photon modality, proton breast irradiation is more expensive. In this study, we performed cost-effectiveness analyses to identify the type of patients who would be more suitable for protons. Methods A Markov decision model was designed to evaluate the cost-effectiveness of protons vs. photons in reducing the risk of irradiation-related ischemic heart disease. A baseline evaluation was performed on a 50-year-old woman patient without the preexisting cardiac risk factor. Furthermore, risk-stratification analyses for photon mean heart dose and preexisting cardiac risk were conducted on 40-, 50-, and 60-year-old women patients under different proton cost and willingness-to-pay (WTP) settings. Results Using the baseline settings, the incremental effectiveness (protons vs. photons) increased from 0.043 quality-adjusted life-year (QALY) to 0.964 QALY when preexisting cardiac risk increased to 10 times its baseline level. At a proton cost of 50,000 US dollars ($), protons could be cost-effective for ≤ 60-year-old patients with diabetes and ≤50-year-old patients with grade II–III hypertension at the WTP of China ($37,653/QALY); for ≤ 60-year-old patients with diabetes and ≤ 50-year-old patients with grade II–III hypertension or ≥ 2 major cardiac risk factors at a WTP of $50,000/QALY; and for ≤ 60-year-old patients with diabetes, grade II–III hypertension or ≥ 2 major cardiac risk factors and ≤ 50-year-old patients with total cholesterol ≥ 240 mg/dL at a WTP of $100,000/QALY. Conclusion Patients' preexisting cardiac risk status was a key factor affecting the cardiac benefits gained from protons and should therefore be a major consideration for the clinical decision of using protons; cost-effective scenarios of protons exist in those patients with high risk of developing cardiac diseases.
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Affiliation(s)
- Guo Li
- Department of Radiation Oncology, Affiliated Cancer Hospital and Institute of Guangzhou Medical University, Guangzhou, China
- Department of Radiation Oncology, Guangzhou Concord Cancer Center, Guangzhou, China
| | - Yun-Fei Xia
- State Key Laboratory of Oncology in South China and Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yi-Xiang Huang
- Department of Health Management, Public Health Institute of Sun Yat-sen University, Guangzhou, China
| | - Deniz Okat
- Department of Finance, Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China
| | - Bo Qiu
- State Key Laboratory of Oncology in South China and Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Jerome Doyen
- Department of Radiation Oncology, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
- Mediterranean Institute of Proton Therapy, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
| | - Pierre-Yves Bondiau
- Department of Radiation Oncology, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
- Mediterranean Institute of Proton Therapy, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
| | - Karen Benezery
- Department of Radiation Oncology, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
- Mediterranean Institute of Proton Therapy, Antoine Lacassagne Cancer Center, University of Nice-Sophia, Nice, France
| | - Jin Gao
- Division of Life Sciences and Medicine, Department of Radiation Oncology, The First Affiliated Hospital of University of Science and Technology of China, University of Science and Technology of China, Hefei, China
| | - Chao-Nan Qian
- Department of Radiation Oncology, Guangzhou Concord Cancer Center, Guangzhou, China
- State Key Laboratory of Oncology in South China and Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
- *Correspondence: Chao-Nan Qian ;
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