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Cai JH, Peng X, Lu JY. Dosimetric and Radiobiological Impact of Patient Setup Errors in Intensity-modulated Radiotherapy for Esophageal Cancer. Technol Cancer Res Treat 2025; 24:15330338241311136. [PMID: 39840692 PMCID: PMC11755542 DOI: 10.1177/15330338241311136] [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: 07/25/2024] [Revised: 11/18/2024] [Accepted: 12/13/2024] [Indexed: 01/23/2025] Open
Abstract
PURPOSE To evaluate the impact of patient setup errors on the dosimetry and radiobiological models of intensity-modulated radiotherapy (IMRT) for esophageal cancer. METHODS AND MATERIALS This retrospective study with 56 patients in thermoplastic mask (TM) and vacuum bag (VB) groups utilized real setup-error (RSE) data from cone-beam CT scans to generate simulated setup-error (SSE) data following a normal distribution. The SSE data were applied to simulate all treatment fractions per patient by shifting the plan isocenter and recalculating the dose. A simulated plan sum (SPS) was created by accumulating all simulated fraction plans. Comparisons of target dose, improved homogeneity index (iHI), conformity index (CI), tumor control probability (TCP) and normal tissue complication probability (NTCP) were conducted between SPSs and original treatment plans (OTPs). Correlations between RSE and TCP/NTCP were analyzed. RESULTS Compared to OTPs in the TM group, the planning target volume (PTV) of SPSs showed reductions in D95%, D98%, iHI, CI and TCP by 1.2%, 2.2%, 2.3%, 7.3% and 1.2%, while D2% increased by 0.3%; D2% of clinical target volume (CTV) increased by 0.2% (P < .05). In the VB group, D95%, D98%, iHI, CI and TCP of PTV decreased by 2.5%, 4.5%, 4.2%, 15.6% and 2.0%, with D2% increasing by 0.5%; D2% of CTV increased by 0.5% while D98% decreased by 0.2% (P < .05). The dose of organs at risk (OARs) changed slightly in both groups. The mean and standard deviation of absolute RSE negatively correlated with the TCP of PTV, while the mean RSE positively correlated with the NTCP of lung and spinal cord. CONCLUSIONS Setup errors may reduce dose homogeneity and conformity, potentially reducing TCP of PTV and increasing NTCP, especially when mean RSE shifts the isocenter towards OARs. VB immobilization may result in relatively larger impacts of setup errors, but this needs future validation.
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Affiliation(s)
- Jia-Huan Cai
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, PR China
| | - Xun Peng
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, PR China
| | - Jia-Yang Lu
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, Guangdong, PR China
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Mishra R, Singh S, Patel G, Mandal A, Mishra H, Pandey A, Bahadur B, Singh PK, Sachan S, Tewari M. Comparative analysis of simultaneous integrated boost and sequential boost radiotherapy in node-positive cervical cancer: dosimetric and radiobiological considerations. RADIATION AND ENVIRONMENTAL BIOPHYSICS 2024; 63:297-306. [PMID: 38722389 DOI: 10.1007/s00411-024-01069-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 04/20/2024] [Indexed: 05/15/2024]
Abstract
For locally advanced cervical cancer, the standard therapeutic approach involves concomitant chemoradiation therapy, supplemented by a brachytherapy boost. Moreover, an external beam radiotherapy (RT) boost should be considered for treating gross lymph node (LN) volumes. Two boost approaches exist with Volumetric Intensity Modulated Arc Therapy (VMAT): Sequential (SEQ) and Simultaneous Integrated Boost (SIB). This study undertakes a comprehensive dosimetric and radiobiological comparison between these two boost strategies. The study encompassed ten patients who underwent RT for cervical cancer with node-positive disease. Two sets of treatment plans were generated for each patient: SIB-VMAT and SEQ-VMAT. Dosimetric as well as radiobiological parameters including tumour control probability (TCP) and normal tissue complication probability (NTCP) were compared. Both techniques were analyzed for two different levels of LN involvement - only pelvic LNs and pelvic with para-aortic LNs. Statistical analysis was performed using SPSS software version 25.0. SIB-VMAT exhibited superior target coverage, yielding improved doses to the planning target volume (PTV) and gross tumour volume (GTV). Notably, SIB-VMAT plans displayed markedly superior dose conformity. While SEQ-VMAT displayed favorable organ sparing for femoral heads, SIB-VMAT appeared as the more efficient approach for mitigating bladder and bowel doses. TCP was significantly higher with SIB-VMAT, suggesting a higher likelihood of successful tumour control. Conversely, no statistically significant difference in NTCP was observed between the two techniques. This study's findings underscore the advantages of SIB-VMAT over SEQ-VMAT in terms of improved target coverage, dose conformity, and tumour control probability. In particular, SIB-VMAT demonstrated potential benefits for cases involving para-aortic nodes. It is concluded that SIB-VMAT should be the preferred approach in all cases of locally advanced cervical cancer.
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Affiliation(s)
- Ritusha Mishra
- Department of Radiotherapy and Radiation Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Shreya Singh
- Department of Radiotherapy and Radiation Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Ganesh Patel
- Department of Radiotherapy and Radiation Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Abhijit Mandal
- Department of Radiotherapy and Radiation Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Himanshu Mishra
- Department of Radiotherapy and Radiation Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India.
| | - Ankita Pandey
- Department of Radiotherapy and Oncology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Bajarang Bahadur
- Centre of Biostatistics, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Pramod Kumar Singh
- Department of Radiology, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Shikha Sachan
- Department of Obstetrics and Gynaecology, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
| | - Mallika Tewari
- Department of Surgical Oncology, Institute of Medical Sciences, Banaras Hindu University, Varanasi, U.P, 221005, India
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Ahmed SBS, Naeem S, Khan AMH, Qureshi BM, Hussain A, Aydogan B, Muhammad W. Artificial neural network-assisted prediction of radiobiological indices in head and neck cancer. Front Artif Intell 2024; 7:1329737. [PMID: 38646416 PMCID: PMC11026659 DOI: 10.3389/frai.2024.1329737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 03/25/2024] [Indexed: 04/23/2024] Open
Abstract
Background and purpose We proposed an artificial neural network model to predict radiobiological parameters for the head and neck squamous cell carcinoma patients treated with radiation therapy. The model uses the tumor specification, demographics, and radiation dose distribution to predict the tumor control probability and the normal tissue complications probability. These indices are crucial for the assessment and clinical management of cancer patients during treatment planning. Methods Two publicly available datasets of 31 and 215 head and neck squamous cell carcinoma patients treated with conformal radiation therapy were selected. The demographics, tumor specifications, and radiation therapy treatment parameters were extracted from the datasets used as inputs for the training of perceptron. Radiobiological indices are calculated by open-source software using dosevolume histograms from radiation therapy treatment plans. Those indices were used as output in the training of a single-layer neural network. The distribution of data used for training, validation, and testing purposes was 70, 15, and 15%, respectively. Results The best performance of the neural network was noted at epoch number 32 with the mean squared error of 0.0465. The accuracy of the prediction of radiobiological indices by the artificial neural network in training, validation, and test phases were determined to be 0.89, 0.87, and 0.82, respectively. We also found that the percentage volume of parotid inside the planning target volume is the significant parameter for the prediction of normal tissue complications probability. Conclusion We believe that the model has significant potential to predict radiobiological indices and help clinicians in treatment plan evaluation and treatment management of head and neck squamous cell carcinoma patients.
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Affiliation(s)
- Saad Bin Saeed Ahmed
- Department of Physics, Florida Atlantic University, Boca Raton, FL, United States
| | - Shahzaib Naeem
- Gamma Knife Radiosurgery Center, Dow University of Health Sciences, Karachi, Pakistan
| | | | | | | | - Bulent Aydogan
- Radiation and Cellular Oncology, University of Chicago, Chicago, IL, United States
| | - Wazir Muhammad
- Department of Physics, Florida Atlantic University, Boca Raton, FL, United States
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Habermann FNOJ, Schmitt D, Failing T, Ziegler DA, Fischer J, Fischer LA, Guhlich M, Bendrich S, Knaus O, Overbeck TR, Treiber H, von Hammerstein-Equord A, Koch R, El Shafie R, Rieken S, Leu M, Dröge LH. And Yet It Moves: Clinical Outcomes and Motion Management in Stereotactic Body Radiation Therapy (SBRT) of Centrally Located Non-Small Cell Lung Cancer (NSCLC): Shedding Light on the Internal Organ at Risk Volume (IRV) Concept. Cancers (Basel) 2024; 16:231. [PMID: 38201658 PMCID: PMC10778176 DOI: 10.3390/cancers16010231] [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: 12/04/2023] [Revised: 12/27/2023] [Accepted: 12/28/2023] [Indexed: 01/12/2024] Open
Abstract
The internal organ at risk volume (IRV) concept might improve toxicity profiles in stereotactic body radiation therapy (SBRT) for non-small cell lung cancer (NSCLC). We studied (1) clinical aspects in central vs. peripheral tumors, (2) the IRV concept in central tumors, (3) organ motion, and (4) associated normal tissue complication probabilities (NTCPs). We analyzed patients who received SBRT for NSCLC (clinical aspects, n = 78; motion management, n = 35). We found lower biologically effective doses, larger planning target volume sizes, higher lung doses, and worse locoregional control for central vs. peripheral tumors. Organ motion was greater in males and tall patients (bronchial tree), whereas volume changes were lower in patients with a high body mass index (BMI) (esophagus). Applying the IRV concept (retrospectively, without new optimization), we found an absolute increase of >10% in NTCPs for the bronchial tree in three patients. This study emphasizes the need to optimize methods to balance dose escalation with toxicities in central tumors. There is evidence that organ motion/volume changes could be more pronounced in males and tall patients, and less pronounced in patients with higher BMI. Since recent studies have made efforts to further subclassify central tumors to refine treatment, the IRV concept should be considered for optimal risk assessment.
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Affiliation(s)
- Felix-Nikolai Oschinka Jegor Habermann
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Daniela Schmitt
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Thomas Failing
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
- Institute of Medical Physics and Radiation Protection (IMPS), University of Applied Sciences, Wiesenstr. 14, 35390 Gießen, Germany
| | - David Alexander Ziegler
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Jann Fischer
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Laura Anna Fischer
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Manuel Guhlich
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Stephanie Bendrich
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Olga Knaus
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Tobias Raphael Overbeck
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
- Department of Hematology and Medical Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany
| | - Hannes Treiber
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
- Department of Hematology and Medical Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany
| | - Alexander von Hammerstein-Equord
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
- Department of Cardio-Thoracic and Vascular Surgery, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany
| | - Raphael Koch
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
- Department of Hematology and Medical Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany
| | - Rami El Shafie
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Stefan Rieken
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Martin Leu
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
| | - Leif Hendrik Dröge
- Department of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Robert-Koch-Str. 40, 37075 Göttingen, Germany; (F.-N.O.J.H.); (D.S.); (D.A.Z.); (J.F.); (L.A.F.); (M.G.); (S.B.); (R.E.S.); (S.R.); (M.L.)
- Göttingen Comprehensive Cancer Center (G-CCC), University Medical Center Göttingen, Von-Bar-Str. 2/4, 37075 Göttingen, Germany; (T.R.O.); (H.T.); (A.v.H.-E.); (R.K.)
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Ogata T, Aibe N, Kimoto T, Takenaka T, Suzuki G, Yamada K, Yamazaki H. Comparative dosimetric study of spot-scanning proton therapy versus volumetric-modulated radiation therapy for extrahepatic bile duct cancer. Med Dosim 2023; 49:46-49. [PMID: 37925300 DOI: 10.1016/j.meddos.2023.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 10/05/2023] [Accepted: 10/05/2023] [Indexed: 11/06/2023]
Abstract
This study aimed to compare the dose distributions and clarify the dosimetric characteristics of spot-scanning proton therapy (SSPT) and photon volumetric modulated arc therapy (VMAT) for extrahepatic bile duct cancer (EBDC). This retrospective study included 10 patients with EBDC treated with real-time image-gated SSPT. Using the simultaneous integrated boost technique, the 2 prescription dose levels for planning target volumes were 72.6 and 44 Gy, delivered in 22 fractions. Plan quality comparisons were conducted by analyzing various parameters, including homogeneity, conformity, dose to organs at risk, and normal tissue complication probability (NTCP) for radiation-induced liver damage (RILD). The target dose distributions using SSPT were almost equivalent to those achieved using photon VMAT. There was a significant reduction in all liver dose parameters, the NTCP value for RILD, and kidney dose (mean, V12 Gy, and V18 Gy) in SSPT than in photon VMAT. No significant differences were observed in the intestinal doses in the high-dose area. Thus, compared with photon VMAT, SSPT for EBDC significantly reduced radiation doses to the liver and kidneys and has shown potential clinical benefits of reduced radiation-induced toxicity.
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Affiliation(s)
- Toshiyuki Ogata
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan.
| | - Norihiro Aibe
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
| | - Takuya Kimoto
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
| | - Tadashi Takenaka
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
| | - Gen Suzuki
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
| | - Kei Yamada
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
| | - Hideya Yamazaki
- Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo-ku, Kyoto, 602-8566 Japan
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Wang Z, Li VR, Chu FI, Yu V, Lee A, Low D, Moghanaki D, Lee P, Qi XS. Predicting Overall Survival for Patients with Malignant Mesothelioma Following Radiotherapy via Interpretable Machine Learning. Cancers (Basel) 2023; 15:3916. [PMID: 37568732 PMCID: PMC10416916 DOI: 10.3390/cancers15153916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 07/20/2023] [Accepted: 07/27/2023] [Indexed: 08/13/2023] Open
Abstract
PURPOSE/OBJECTIVES Malignant pleural mesothelioma (MPM) is a rare but aggressive cancer arising from the cells of the thoracic pleura with a poor prognosis. We aimed to develop a model, via interpretable machine learning (ML) methods, predicting overall survival for MPM following radiotherapy based on dosimetric metrics as well as patient characteristics. MATERIALS/METHODS Sixty MPM (37 right, 23 left) patients treated on a Tomotherapy unit between 2013 and 2018 were retrospectively analyzed. All patients received 45 Gy (25 fractions). The multivariable Cox regression (Cox PH) model and Survival Support Vector Machine (sSVM) were applied to build predictive models of overall survival (OS) based on clinical, dosimetric, and combined variables. RESULTS Significant differences in dosimetric endpoints for critical structures, i.e., the lung, heart, liver, kidney, and stomach, were observed according to target laterality. The OS was found to be insignificantly different (p = 0.18) between MPM patients who tested left- and right-sided, with 1-year OS of 77.3% and 75.0%, respectively. With Cox PH regression, considering dosimetric variables for right-sided patients alone, an increase in PTV_Min, Total_Lung_PTV_Mean, Contra_Lung_Volume, Contra_Lung_V20, Esophagus_Mean, and Heart_Volume had a greater hazard to all-cause death, while an increase in Total_Lung_PTV_V20, Contra_Lung_V5, and Esophagus_Max had a lower hazard to all-cause death. Considering clinical variables alone, males and increases in N stage had greater hazard to all-cause death; considering both clinical and dosimetric variables, increases in N stage, PTV_Mean, PTV_Min, and esophagus_Mean had greater hazard to all-cause death, while increases in T stage and Heart_V30 had lower hazard to all-cause-death. In terms of C-index, the Cox PH model and sSVM performed similarly and fairly well when considering clinical and dosimetric variables independently or jointly. CONCLUSIONS Clinical and dosimetric variables may predict the overall survival of mesothelioma patients, which could guide personalized treatment planning towards a better treatment response. The identified predictors and their impact on survival offered additional value for translational application in clinical practice.
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Affiliation(s)
- Zitian Wang
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Vincent R. Li
- Department of Biology, University of Southern California Dornsife School of Arts and Sciences, Los Angeles, CA 90089, USA
| | - Fang-I Chu
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Victoria Yu
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Alan Lee
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Daniel Low
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Drew Moghanaki
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Percy Lee
- Department of Radiation Oncology, City of Hope Orange County Lennar Foundation Cancer Center, Irvine, CA 92618, USA
| | - X. Sharon Qi
- Department of Radiation Oncology, University of California Los Angeles, Los Angeles, CA 90095, USA
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Bamneshin K, Rabi Mahdavi S, Bitarafan-Rajabi A, Geramifar P, Hejazi P, Koosha F, Jadidi M. Evaluation of Dose-Painting in the Dominant Intraprostatic Lesions by Radiobiological Parameters using 68Ga- PSMA PET/CT. J Biomed Phys Eng 2022; 12:369-376. [PMID: 36059285 PMCID: PMC9395631 DOI: 10.31661/jbpe.v0i0.1912-1006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Accepted: 02/03/2020] [Indexed: 06/15/2023]
Abstract
BACKGROUND Patients diagnosed with dominant intraprostatic lesions (DIL) may need radiation doses over than 80 Gy. Dose-painting by contours (DPC) is a useful technique which helps the patients. Dose-painting approach need to be evaluated. OBJECTIVE To evaluate the DCP technique in the case of boosting the DILs by radiobiological parameters, tumor control probability (TCP), and normal tissue complication probability (NTCP) via PET/CT images traced by 68Ga-PSMA. MATERIAL AND METHODS In this analytical study, 68Ga-PSMA PET/CT images were obtained from patients with DILs that were delineated using the Fuzzy c-mean (FCM) algorithm and thresholding methods. The protocol of therapy included two phases; at the first phase (ph1), a total dose of 72 Gy in 36 fractions were delivered to the planning target volume (PTV1); the seconds phase consisted of the application of variable doses to the PTV2. Moreover, two concepts were also considered to calculate the TCP using the Zaider-Minerbo model. RESULTS The lowest volume in DILs belonged to the DIL1 extracted by the FCM method. According to dose-volume parameters of the rectum and bladder, by the increase in the PTV dose higher than 92 Gy, the amounts of rectum and bladder doses are increased. There was no difference between the TCPs of DILs at doses higher than 86 Gy and 100 Gy for ordinary and high clone density, respectively. CONCLUSION Consequently, our dose-painting approach for DILs, extracted by the FCM method via PET/CT images, can reduce the total dose for prostate radiation with 100% tumor control and less normal tissue complications.
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Affiliation(s)
- Khadijeh Bamneshin
- PhD, Department of Medical Physics, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
- PhD, Student Research Committee, Iran University of Medical Sciences, Tehran, Iran
| | - Seied Rabi Mahdavi
- PhD, Radiation Biology Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Ahmad Bitarafan-Rajabi
- PhD, Echocardiography Research Center, Rajaie Cardiovascular Medical and Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Parham Geramifar
- PhD, Department of Nuclear Medicine, Shariati Hospital Tehran University of Medical Sciences, Tehran, Iran
| | - Payman Hejazi
- PhD, Department of Medical Physics, Faculty of Medicine, Semnan University of Medical Sciences, Semnan, Iran
| | - Fereshteh Koosha
- PhD, Department of Radiology Technology, Faculty of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Majid Jadidi
- PhD, Department of Medical Physics, Faculty of Medicine, Semnan University of Medical Sciences, Semnan, Iran
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8
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See AW, Bowden P, Wells G, Appu S, Lawrentschuk N, Liodakis P, Pandeli C, Aarons Y, Smyth LML, McKenzie DP. Dose-escalated radiotherapy to 82 Gy for prostate cancer following insertion of a peri-rectal hydrogel spacer: 3-year outcomes from a phase II trial. Radiat Oncol 2022; 17:131. [PMID: 35879722 PMCID: PMC9316359 DOI: 10.1186/s13014-022-02103-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 07/11/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND Dose-escalation to above 80 Gy during external beam radiotherapy for localised prostate cancer leads to improved oncological outcomes but also substantially increased rectal toxicity. The aim of this study was to demonstrate the safety and efficacy of escalating the dose to 82 Gy following insertion of a peri-rectal hydrogel spacer (HS) prior to radiotherapy. METHODS This was a single arm, open-label, prospective study of men with localised prostate cancer who were prescribed a course of intensity modulated radiotherapy escalated to 82 Gy in 2 Gy fractions following insertion of the SpaceOAR™ HS (Boston Scientific, Marlborough, MA). Patients were prescribed a standard course of 78 Gy in 2 Gy fractions where rectal dose constraints could not be met for the 82 Gy plan. The co-primary endpoints were the rate of grade 3 gastrointestinal (GI) and genitourinary (GU) adverse events (CTCAE, v4), and patient-reported quality of life (QoL) (EORTC QLQ-C30 and PR25 modules), up to 37.5 months post-treatment. RESULTS Seventy patients received treatment on the study, with 64 (91.4%) receiving an 82 Gy treatment course. The median follow-up time post-treatment was 37.4 months. The rate of radiotherapy-related grade 3 GI and GU adverse events was 0% and 2.9%, respectively. There were 2 (2.9%) grade 3 adverse events related to insertion of the HS. Only small and transient declines in QoL were observed; there was no clinically or statistically significant decline in QoL beyond 13.5 months and up to 37.5 months post-treatment, compared to baseline. No late RTOG-defined grade ≥ 2 GI toxicity was observed, with no GI toxicity observed in any patient at 37.5 months post-treatment. Nine (12.9%) patients met criteria for biochemical failure within the follow-up period. CONCLUSIONS Dose-escalation to 82 Gy, facilitated by use of a hydrogel spacer, is safe and feasible, with minimal toxicity up to 37.5 months post-treatment when compared to rates of rectal toxicity in previous dose-escalation trials up to 80 Gy. Trials with longer follow-up of oncological and functional outcomes are required to robustly demonstrate a sustained widening of the therapeutic window. Trial registration Australian New Zealand Clinical Trials Registry, ACTRN12621000056897 , 22/01/2021. Retrospectively registered.
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Affiliation(s)
| | | | - Geoffrey Wells
- Urology Department, Eastern Health, Box Hill Hospital, Box Hill, Australia
| | - Sree Appu
- Department of Surgery, Monash University, Melbourne, Australia
- Cabrini Health, Malvern, Australia
- Department of Urology, Austin Health, Heidelberg, Australia
| | - Nathan Lawrentschuk
- Division of Cancer Surgery, Peter MacCallum Cancer Centre, Melbourne, Australia
- Department of Urology, Royal Melbourne Hospital, Melbourne, Australia
- Department of Surgery, University of Melbourne, Melbourne, Australia
- EJ Whitten Centre for Prostate Cancer Research, Epworth Healthcare, Melbourne, Australia
| | - Peter Liodakis
- Department of Urology, Austin Health, Heidelberg, Australia
- North Eastern Urology, Heidelberg, Australia
| | | | | | - Lloyd M L Smyth
- Icon Institute of Innovation and Research, South Brisbane, Australia
| | - Dean P McKenzie
- Research Development and Governance Unit, Epworth HealthCare, Richmond, Australia
- Department of Health Sciences and Biostatistics, Swinburne University of Technology, Hawthorn, Australia
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Osman SOS, Fairmichael C, Whitten G, Lundy GS, Wesselman R, Wilson ML, Hounsell AR, Prise KM, Irvine D, McGarry CK, Jain S. Simultaneous integrated boost (SIB) to dominant intra-prostatic lesions during extreme hypofractionation for prostate cancer: the impact of rectal spacers. Radiat Oncol 2022; 17:38. [PMID: 35193630 PMCID: PMC8862253 DOI: 10.1186/s13014-022-02003-8] [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: 06/16/2021] [Accepted: 02/02/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Purpose
Boosting dominant intra-prostatic lesions (DILs) has the potential to increase the therapeutic ratio in prostate cancer radiotherapy. In this study, employing 5-fraction stereotactic ablative radiotherapy (SABR) volumetric modulated arc therapy (VMAT) to deliver 40 Gy to the prostate clinical target volume (CTV) while boosting the DIL up to 50 Gy was evaluated for patients before and after rectal spacer insertion.
Materials and methods
24 Computed Tomography (CT) scans of 12 prostate cancer patients with unfavourable intermediate or high risk prostate cancer were employed in this study. At least two treatment plans were generated for each patient to compare pre- and post-spacer insertion plans. Plans were evaluated for target coverage, organs-at-risk doses, and the achievable boost dose level.
Results
The CTV coverage was significantly better in plans with a spacer, V40Gy 98.4% versus 97.0% (p = 0.012). Using spacers significantly reduced rectal dose in all 12 patients in this study. It was possible to boost DIL to 50 Gy to without violating dose constraints in 6 of 12 patients and to 47.5 Gy in 3 patients post-spacer insertion. For 3 patients (25%) it was not possible to boost DIL above 45 Gy even with a spacer in situ. Without a spacer, for 6 patient (50%) clinically acceptable plan were only achieved when the DIL dose was lowered to 45 Gy. In five of these 6 patients the dose limiting structure was the urethra (urethra planning risk volume V45Gy [cc] ≤ 0.1 cc constraint).
Conclusions
Clinically acceptable plans for 5 fraction SABR, 40 Gy to the prostate CTV, with a SIB to DIL (45–50 Gy) were achieved. The boost dose achieved was DIL location dependent and primarily affected by DIL’s proximity to the urethra. Compared to plans before spacer insertion, higher DIL dose were achieved with spacer in situ for 25% of the patients. Moreover, significant reduction in rectal dose and better target coverage were also achieved for all patients with spacers in situ.
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10
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Mandal A, Patel G, Bharati A, Choudhary S, Mishra R, Mourya A. Development and validation of an indigenous, radiobiological model-based tumor control probability and normal tissue complication probability estimation software for routine plan evaluation in clinics. J Cancer Res Ther 2022; 18:1697-1705. [DOI: 10.4103/jcrt.jcrt_330_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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11
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Raturi VP, Motegi A, Zenda S, Nakamura N, Hojo H, Kageyama SI, Okumura M, Rachi T, Ohyoshi H, Tachibana H, Motegi K, Ariji T, Nakamura M, Hirano Y, Hirata H, Akimoto T. Comparison of a Hybrid IMRT/VMAT technique with non-coplanar VMAT and non-coplanar IMRT for unresectable olfactory neuroblastoma using the RayStation treatment planning system-EUD, NTCP and planning study. JOURNAL OF RADIATION RESEARCH 2021; 62:540-548. [PMID: 33839761 PMCID: PMC8127663 DOI: 10.1093/jrr/rrab010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 01/20/2021] [Indexed: 06/12/2023]
Abstract
The purpose of this study was to compare hybrid intensity-modulated radiotherapy (IMRT) and volumetric-modulated arc therapy (Hybrid IMRT/VMAT), with non-coplanar (nc) IMRT and nc-VMAT treatment plans for unresectable olfactory neuroblastoma (ONB). Hybrid IMRT/VMAT, nc-IMRT and nc-VMAT plans were optimized for 12 patients with modified Kadish C stage ONB. Dose prescription was 65 Gy in 26 fractions. Dose-volume histogram parameters, conformation number (CN), homogeneity index (HI), integral dose and monitor units (MUs) delivered per fraction were assessed. Equivalent uniform dose (EUD) and normal tissue complication probability (NTCP) based on the EUD model (NTCPLogit) and the Lyman-Kutcher-Burman model (NTCPLKB) were also evaluated. We found that the Hybrid IMRT/VMAT plan significantly improved the CN for clinical target volume (CTV) and planning treatment volume (PTV) compared with the nc-VMAT plan. In general, sparing of organs at risk (OARs) is similar with the three techniques, although the Hybrid IMRT/VMAT plan resulted in a significantly reduced Dmax to contralateral (C/L) optic nerve compared with the nc-IMRT plan. The Hybrid IMRT/VMAT plan significantly reduce EUD to the ipsilateral (I/L) and C/L optic nerve in comparison with the nc-IMRT plan and nc-VMAT plan, but the difference in NTCP between the three technique was <1%. We concluded that the Hybrid IMRT/VMAT technique can offer improvement in terms of target conformity and EUD for optic nerves, while achieving equal or better OAR sparing compared with nc-IMRT and nc-VMAT, and can be a viable radiation technique for treating unresectable ONB. However, the clinical benefit of these small differences in dosimetric data, EUD and NTCP of optic nerves may be minimal.
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Affiliation(s)
- Vijay P Raturi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
- Course of Advanced Clinical Research of Cancer, Graduate School of Medicine, Juntendo University, Tokyo, Japan
| | - Atsushi Motegi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Sadamoto Zenda
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Naoki Nakamura
- Department of Radiology, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Hidehiro Hojo
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Shin-Ichiro Kageyama
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Masayuki Okumura
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Toshiya Rachi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hajime Ohyoshi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hidenobu Tachibana
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Kana Motegi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Takaki Ariji
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Masaki Nakamura
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Yasuhiro Hirano
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hidenari Hirata
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Tetsuo Akimoto
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
- Course of Advanced Clinical Research of Cancer, Graduate School of Medicine, Juntendo University, Tokyo, Japan
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12
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Marcu LG. The Ever-Changing Role of Medical Physicists in the Era of Personalized Medicine. J Med Phys 2021; 45:197-198. [PMID: 33953493 PMCID: PMC8074720 DOI: 10.4103/jmp.jmp_113_20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Accepted: 11/24/2020] [Indexed: 12/03/2022] Open
Affiliation(s)
- Loredana G Marcu
- Department of Physics, Faculty of Informatics and Science, University of Oradea, Oradea, Romania.,Cancer Research Institute, University of South Australia, Adelaide, SA, Australia
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13
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Mesbahi A, Alizade-Harakiyan M, Jangjoo A, Jafari-Koshki T, Fatemi A. Radiobiological modeling of acute esophagitis after radiation therapy of head, neck, and thorax tumors: The influence of chemo-radiation. J Cancer Res Ther 2021; 18:1706-1715. [DOI: 10.4103/jcrt.jcrt_271_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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14
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Raturi VP, Hojo H, Hotta K, Baba H, Takahashi R, Rachi T, Nakamura N, Zenda S, Motegi A, Tachibana H, Ariji T, Motegi K, Nakamura M, Okumura M, Hirano Y, Akimoto T. Radiobiological model-based approach to determine the potential of dose-escalated robust intensity-modulated proton radiotherapy in reducing gastrointestinal toxicity in the treatment of locally advanced unresectable pancreatic cancer of the head. Radiat Oncol 2020; 15:157. [PMID: 32571379 PMCID: PMC7310413 DOI: 10.1186/s13014-020-01592-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 06/03/2020] [Indexed: 12/31/2022] Open
Abstract
Background The purpose of this study was to determine the potential of escalated dose radiation (EDR) robust intensity-modulated proton radiotherapy (ro-IMPT) in reducing GI toxicity risk in locally advanced unresectable pancreatic cancer (LAUPC) of the head in term of normal tissue complication probability (NTCP) predictive model. Methods For 9 patients, intensity-modulated radiotherapy (IMRT) was compared with ro-IMPT. For all plans, the prescription dose was 59.4GyE (Gray equivalent) in 33 fractions with an equivalent organ at risk (OAR) constraints. Physical dose distribution was evaluated. GI toxicity risk for different endpoints was estimated using published NTCP Lyman Kutcher Burman (LKB) models for stomach, duodenum, small bowel, and combine stomach and duodenum (Stoduo). A Wilcoxon signed-rank test was used for dosimetry parameters and NTCP values comparison. Result The dosimetric results have shown that, with similar target coverage, ro-IMPT achieves a significant dose-volume reduction in the stomach, small bowel, and stoduo in low to high dose range in comparison to IMRT. NTCP evaluation for the endpoint gastric bleeding of stomach (10.55% vs. 13.97%, P = 0.007), duodenum (1.87% vs. 5.02%, P = 0.004), and stoduo (5.67% vs. 7.81%, P = 0.008) suggest reduced toxicity by ro-IMPT compared to IMRT. ∆NTCP IMRT – ro-IMPT (using parameter from Pan et al. for gastric bleed) of ≥5 to < 10% was seen in 3 patients (33%) for stomach and 2 patients (22%) for stoduo. An overall GI toxicity relative risk (NTCPro-IMPT/NTCPIMRT) reduction was noted (0.16–0.81) for all GI-OARs except for duodenum (> 1) with endpoint grade ≥ 3 GI toxicity (using parameters from Holyoake et al.). Conclusion With similar target coverage and better conformity, ro-IMPT has the potential to substantially reduce the risk of GI toxicity compared to IMRT in EDR of LAUPC of the head. This result needs to be further evaluated in future clinical studies.
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Affiliation(s)
- Vijay P Raturi
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan.,Course of Advanced Clinical Research of Cancer, Graduate school of Medicine, Juntendo University, Tokyo, Japan
| | - Hidehiro Hojo
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Kenji Hotta
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Hiromi Baba
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Ryo Takahashi
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Toshiya Rachi
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Naoki Nakamura
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Sadamoto Zenda
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Atsushi Motegi
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Hidenobu Tachibana
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Takaki Ariji
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Kana Motegi
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Masaki Nakamura
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Masayuki Okumura
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Yasuhiro Hirano
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan
| | - Tetsuo Akimoto
- Division of Radiation Oncology and Particle therapy, National Cancer Center Hospital East, 6-5-1 chome, Kashiwanoha, Kashiwa-shi, Chiba-ken, 277-8577, Japan. .,Course of Advanced Clinical Research of Cancer, Graduate school of Medicine, Juntendo University, Tokyo, Japan.
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15
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Raturi VP, Tochinai T, Hojo H, Rachi T, Hotta K, Nakamura N, Zenda S, Motegi A, Ariji T, Hirano Y, Baba H, Ohyoshi H, Nakamura M, Okumura M, Bei Y, Akimoto T. Dose-Volume and Radiobiological Model-Based Comparative Evaluation of the Gastrointestinal Toxicity Risk of Photon and Proton Irradiation Plans in Localized Pancreatic Cancer Without Distant Metastasis. Front Oncol 2020; 10:517061. [PMID: 33194580 PMCID: PMC7645056 DOI: 10.3389/fonc.2020.517061] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Accepted: 09/01/2020] [Indexed: 12/25/2022] Open
Abstract
Background: Radiobiological model-based studies of photon-modulated radiotherapy for pancreatic cancer have reported reduced gastrointestinal (GI) toxicity, although the risk is still high. The purpose of this study was to investigate the potential of 3D-passive scattering proton beam therapy (3D-PSPBT) in limiting GI organ at risk (OAR) toxicity in localized pancreatic cancer based on dosimetric data and the normal tissue complication probability (NTCP) model. Methods: The data of 24 pancreatic cancer patients were retrospectively analyzed, and these patients were planned with intensity-modulated radiotherapy (IMRT), volume-modulated arc therapy (VMAT), and 3D-PSPBT. The tumor was targeted without elective nodal coverage. All generated plans consisted of a 50.4-GyE (Gray equivalent) dose in 28 fractions with equivalent OAR constraints, and they were normalized to cover 50% of the planning treatment volume (PTV) with 100% of the prescription dose. Physical dose distributions were evaluated. GI-OAR toxicity risk for different endpoints was estimated by using published NTCP Lyman-Kutcher-Burman (LKB) models. Analysis of variance (ANOVA) was performed to compare the dosimetric data, and ΔNTCPIMRT-PSPBT and ΔNTCPVMAT-PSPBT were also computed. Results: Similar homogeneity and conformity for the clinical target volume (CTV) and PTV were exhibited by all three planning techniques (P > 0.05). 3D-PSPBT resulted in a significant dose reduction for GI-OARs in both the low-intermediate dose range (below 30 GyE) and the highest dose region (D max and V 50 GyE) in comparison with IMRT and VMAT (P < 0.05). Based on the NTCP evaluation, the NTCP reduction for GI-OARs by 3D-PSPBT was minimal in comparison with IMRT and VMAT. Conclusion: 3D-PSPBT results in minimal NTCP reduction and has less potential to substantially reduce the toxicity risk of upper GI bleeding, ulceration, obstruction, and perforation endpoints compared to IMRT and VMAT. 3D-PSPBT may have the potential to reduce acute dose-limiting toxicity in the form of nausea, vomiting, and diarrhea by reducing the GI-OAR treated volume in the low-to-intermediate dose range. However, this result needs to be further evaluated in future clinical studies.
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Affiliation(s)
- Vijay P. Raturi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
- Course of Advanced Clinical Research of Cancer, Graduate School of Medicine, Juntendo University, Tokyo, Japan
- *Correspondence: Vijay P. Raturi
| | - Taku Tochinai
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Hidehiro Hojo
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Toshiya Rachi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Kenji Hotta
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Naoki Nakamura
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Sadamoto Zenda
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Atsushi Motegi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Takaki Ariji
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Yasuhiro Hirano
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Hiromi Baba
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Hajime Ohyoshi
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Masaki Nakamura
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Masayuki Okumura
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Yanping Bei
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
| | - Tetsuo Akimoto
- Division of Radiation Oncology and Particle Therapy, National Cancer Center Hospital, Chiba, Japan
- Course of Advanced Clinical Research of Cancer, Graduate School of Medicine, Juntendo University, Tokyo, Japan
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Nuraini R, Widita R. Tumor Control Probability (TCP) and Normal Tissue Complication Probability (NTCP) with Consideration of Cell Biological Effect. ACTA ACUST UNITED AC 2019. [DOI: 10.1088/1742-6596/1245/1/012092] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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17
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Lee KN, Jung WG. Dose response analysis program (DREAP): A user-friendly program for the analyses of radiation-induced biological responses utilizing established deterministic models at cell population and organ scales. Phys Med 2019; 64:132-144. [PMID: 31515012 DOI: 10.1016/j.ejmp.2019.06.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 06/18/2019] [Accepted: 06/25/2019] [Indexed: 11/25/2022] Open
Abstract
PURPOSE To develop a user-friendly program for biological modeling to analyze radiation-induced responses at the scales of the cell population and organ. METHODS The program offers five established cell population surviving fraction (SF) models to estimate the SF and the relative biological effectiveness (RBE) from clonogenic assay data, and two established models to calculate the normal tissue complication probability (NTCP) and tumor control probability (TCP) from radiation treatment plans. Users can also verify the results with multiple types of quantitative analyses and graphical representation tools. RESULTS Users can verify the estimated SF, model parameters, RBE, and the respective uncertainties in the calculations of the SF and RBE modes. The qualities of the treatment plans can also be compared with at most three rival plans in terms of the NTCP, TCP, uncomplicated TCP (UCP), and user-dependent weight-based UCP (UUCP), in the calculation of the NTCP and TCP modes. Based on the validation study on accuracy and speed, the averaged mean relative errors (MREs) of the estimated parameters for all tested cell lines were not higher than 0.3% in each of the studied SF models, and the averaged MREs of the calculated NTCP and TCP for all tested treatment plans were not higher than 0.1%. The computation times for SF, RBE, NTCP, and TCP were less than 1.5 s. CONCLUSIONS The dose response analysis program can provide a trustworthy and convenient environment for researchers to analyze radiation-induced biological effects.
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Affiliation(s)
- Kyung-Nam Lee
- Division of Heavy Ion Clinical Research, Korean Institute of Radiological and Medical Sciences, 215-4 Gongneung-dong, Nowon-gu, Seoul 139-709, South Korea.
| | - Won-Gyun Jung
- Division of Heavy Ion Clinical Research, Korean Institute of Radiological and Medical Sciences, 215-4 Gongneung-dong, Nowon-gu, Seoul 139-709, South Korea.
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Rectal retractor application during image-guided dose-escalated prostate radiotherapy. Strahlenther Onkol 2019; 195:923-933. [PMID: 30824942 DOI: 10.1007/s00066-019-01445-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 02/08/2019] [Indexed: 10/27/2022]
Abstract
PURPOSE To investigate efficacy of a rectal retractor (RR) on rectal dose during image-guided dose-escalated prostate three-dimensional conformal radiotherapy (3DCRT). PATIENTS AND METHODS In all, 21 patients with localized prostate cancer were treated with a RR for 3DCRT in 40 × 2 Gy. Patient underwent two scans for radiotherapy planning, without and with RR. RR was used for the first half of the treatment sessions. Two plans were created for each patient to compare the effect of RR on rectal doses. PTW-31014 Pinpoint chamber embedded within RR was used for in vivo dosimetry in 6 of 21 patients. The patient tolerance and acute rectal toxicity were surveyed during radiotherapy using Common Terminology Criteria for Adverse Events (CTCAE) v.4.0. RESULTS Patients tolerated the RR well during 20 fractions with mild degree of anal irritation. Using a RR significantly reduced the rectal wall (RW), anterior RW and posterior RW dose-volume parameters. The average RW Dmean was 29.4 and 43.0 Gy for plans with and without RR, respectively. The mean discrepancy between the measured dose and planned dose was -3.8% (±4.9%). Grade 1 diarrhea, rectal urgency and proctitis occurred in 4, 2 and 3 cases, respectively. There were no grade ≥2 acute rectal toxicities during the treatment. CONCLUSION Rectal retraction resulted in a significant reduction of rectal doses with a safe toxicity profile, which may reduce rectal toxicity. Dosimeter inserted into the RR providing a practical method for in vivo dosimetric verification. Further prospective clinical studies will be necessary to demonstrate the clinical advantage of RR.
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Analysis of Influence of Errors in Angular Settings of Couch and Collimator on the Dosimetric and Radiobiological Parameters in VMAT Plans. J Med Imaging Radiat Sci 2017; 48:166-177. [DOI: 10.1016/j.jmir.2016.10.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2016] [Revised: 10/12/2016] [Accepted: 10/25/2016] [Indexed: 12/25/2022]
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Radiation-induced biological changes of neural structures in the base of the skull tumours. JOURNAL OF RADIOTHERAPY IN PRACTICE 2017. [DOI: 10.1017/s1460396916000601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
AbstractBackground and purposeThe aim of this paper is to compare neural induced changes in three-dimensional conformal radiotherapy (3D-CRT) versus intensity modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) for nasopharyngeal cancers.Materials and methodsRadiotherapy plans for 10 patients with nasopharyngeal cancer stages III and IV were prospectively developed for 3D-CRT, IMRT and VMAT using Varian Eclipse planning system. The same radiation therapist carried out all planning and the same clinical dosimetric constraints were used. Normal tissue complication probabilities were calculated.ResultsThe mean planning target volume’s (PTVs) conformity index (CI) for 3D-CRT was 1·424, for IMRT 1·1, and for VMAT 1·081. The PTV homogeneity (HI) index was 0·204 for 3D-CRT, 0·124 for IMRT and 0·153 for VMAT. Normal tissue complication probabilities gave complex results for 3D-CRT, IMRT and VMAT and are analysed in detail in this paper. The mean monitor units were 95 (range 9–180) for 3D-CRT; 165 (range 52–277) for IMRT; and 331 (range 167–494) for VMAT (p<0·05).ConclusionsVMAT is associated with similar dosimetric advantages as IMRT over 3D-CRT for nasopharyngeal cancer. VMAT is associated with faster delivery times and greater number of mean monitor units than IMRT. Brain radionecrosis severity and risk, in the past, have been underestimated. By improving the life expectancy of patients with nasopharyngeal cancer to ensure maintenance of the neural structures, recommended dose limits should be considered as a first degree priority (as the spinal cord, brainstem, etc.) when IMRT and VMAT plans are implemented.
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