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Lei Y, Matkovic LA, Roper J, Wang T, Zhou J, Ghavidel B, McDonald M, Patel P, Yang X. Diffeomorphic transformer-based abdomen MRI-CT deformable image registration. Med Phys 2024. [PMID: 38820286 DOI: 10.1002/mp.17235] [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: 06/28/2023] [Revised: 03/29/2024] [Accepted: 05/17/2024] [Indexed: 06/02/2024] Open
Abstract
BACKGROUND Stereotactic body radiotherapy (SBRT) is a well-established treatment modality for liver metastases in patients unsuitable for surgery. Both CT and MRI are useful during treatment planning for accurate target delineation and to reduce potential organs-at-risk (OAR) toxicity from radiation. MRI-CT deformable image registration (DIR) is required to propagate the contours defined on high-contrast MRI to CT images. An accurate DIR method could lead to more precisely defined treatment volumes and superior OAR sparing on the treatment plan. Therefore, it is beneficial to develop an accurate MRI-CT DIR for liver SBRT. PURPOSE To create a new deep learning model that can estimate the deformation vector field (DVF) for directly registering abdominal MRI-CT images. METHODS The proposed method assumed a diffeomorphic deformation. By using topology-preserved deformation features extracted from the probabilistic diffeomorphic registration model, abdominal motion can be accurately obtained and utilized for DVF estimation. The model integrated Swin transformers, which have demonstrated superior performance in motion tracking, into the convolutional neural network (CNN) for deformation feature extraction. The model was optimized using a cross-modality image similarity loss and a surface matching loss. To compute the image loss, a modality-independent neighborhood descriptor (MIND) was used between the deformed MRI and CT images. The surface matching loss was determined by measuring the distance between the warped coordinates of the surfaces of contoured structures on the MRI and CT images. To evaluate the performance of the model, a retrospective study was carried out on a group of 50 liver cases that underwent rigid registration of MRI and CT scans. The deformed MRI image was assessed against the CT image using the target registration error (TRE), Dice similarity coefficient (DSC), and mean surface distance (MSD) between the deformed contours of the MRI image and manual contours of the CT image. RESULTS When compared to only rigid registration, DIR with the proposed method resulted in an increase of the mean DSC values of the liver and portal vein from 0.850 ± 0.102 and 0.628 ± 0.129 to 0.903 ± 0.044 and 0.763 ± 0.073, a decrease of the mean MSD of the liver from 7.216 ± 4.513 mm to 3.232 ± 1.483 mm, and a decrease of the TRE from 26.238 ± 2.769 mm to 8.492 ± 1.058 mm. CONCLUSION The proposed DIR method based on a diffeomorphic transformer provides an effective and efficient way to generate an accurate DVF from an MRI-CT image pair of the abdomen. It could be utilized in the current treatment planning workflow for liver SBRT.
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Affiliation(s)
- Yang Lei
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Luke A Matkovic
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Justin Roper
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Tonghe Wang
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Jun Zhou
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Beth Ghavidel
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Mark McDonald
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Pretesh Patel
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Xiaofeng Yang
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
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Meng K, Gong G, Liu R, Du S, Yin Y. Advances in gross tumor target volume determination in radiotherapy for patients with hepatocellular carcinoma. Front Oncol 2024; 14:1346407. [PMID: 38841160 PMCID: PMC11150548 DOI: 10.3389/fonc.2024.1346407] [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: 11/29/2023] [Accepted: 05/06/2024] [Indexed: 06/07/2024] Open
Abstract
Hepatocellular Carcinoma (HCC) is one of the most common malignant neoplasms. With the advancement of technology, the precision of radiotherapy (RT) for HCC has considerably increased, and it is an indispensable modality in the comprehensive management of HCC. Some RT techniques increase the radiation dose to HCC, which decreases the radiation dose delivered to the surrounding normal liver tissue. This approach significantly improves the efficacy of HCC treatment and reduces the incidence of Radiation-induced Liver Disease (RILD). Clear imaging and precise determination of the Gross Target Volume (GTV) are prerequisites of precise RT of HCC. The main hindrances in determining the HCC GTV include indistinct tumor boundaries on imaging and the impact on respiratory motion. The integration of multimodal imaging, four-dimensional imaging, and artificial intelligence (AI) techniques can help overcome challenges for HCC GTV. In this article, the advancements in medical imaging and precise determination for HCC GTV have been reviewed, providing a framework for the precise RT of HCC.
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Affiliation(s)
- Kangning Meng
- Department of Graduate, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, China
- Department of Radiation Physics, Shandong First Medical University Affiliated Cancer Hospital, Shandong Cancer Hospital and Institute (Shandong Cancer Hospital), Jinan, China
| | - Guanzhong Gong
- Department of Radiation Physics, Shandong First Medical University Affiliated Cancer Hospital, Shandong Cancer Hospital and Institute (Shandong Cancer Hospital), Jinan, China
| | - Rui Liu
- Department of Graduate, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, China
- Department of Radiation Physics, Shandong First Medical University Affiliated Cancer Hospital, Shandong Cancer Hospital and Institute (Shandong Cancer Hospital), Jinan, China
| | - Shanshan Du
- Department of Radiation Physics, Shandong First Medical University Affiliated Cancer Hospital, Shandong Cancer Hospital and Institute (Shandong Cancer Hospital), Jinan, China
| | - Yong Yin
- Department of Radiation Physics, Shandong First Medical University Affiliated Cancer Hospital, Shandong Cancer Hospital and Institute (Shandong Cancer Hospital), Jinan, China
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Lei Y, Matkovic LA, Roper J, Wang T, Zhou J, Ghavidel B, McDonald M, Patel P, Yang X. Diffeomorphic Transformer-based Abdomen MRI-CT Deformable Image Registration. ARXIV 2024:arXiv:2405.02692v1. [PMID: 38745706 PMCID: PMC11092682] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Background Stereotactic body radiotherapy (SBRT) is a well-established treatment modality for liver metastases in patients unsuitable for surgery. Both CT and MRI are useful during treatment planning for accurate target delineation and to reduce potential organs-at-risk (OAR) toxicity from radiation. MRI-CT deformable image registration (DIR) is required to propagate the contours defined on high-contrast MRI to CT images. An accurate DIR method could lead to more precisely defined treatment volumes and superior OAR sparing on the treatment plan. Therefore, it is beneficial to develop an accurate MRI-CT DIR for liver SBRT. Purpose To create a new deep learning model that can estimate the deformation vector field (DVF) for directly registering abdominal MRI-CT images. Methods The proposed method assumed a diffeomorphic deformation. By using topology-preserved deformation features extracted from the probabilistic diffeomorphic registration model, abdominal motion can be accurately obtained and utilized for DVF estimation. The model integrated Swin transformers, which have demonstrated superior performance in motion tracking, into the convolutional neural network (CNN) for deformation feature extraction. The model was optimized using a cross-modality image similarity loss and a surface matching loss. To compute the image loss, a modality-independent neighborhood descriptor (MIND) was used between the deformed MRI and CT images. The surface matching loss was determined by measuring the distance between the warped coordinates of the surfaces of contoured structures on the MRI and CT images. To evaluate the performance of the model, a retrospective study was carried out on a group of 50 liver cases that underwent rigid registration of MRI and CT scans. The deformed MRI image was assessed against the CT image using the target registration error (TRE), Dice similarity coefficient (DSC), and mean surface distance (MSD) between the deformed contours of the MRI image and manual contours of the CT image. Results When compared to only rigid registration, DIR with the proposed method resulted in an increase of the mean DSC values of the liver and portal vein from 0.850±0.102 and 0.628±0.129 to 0.903±0.044 and 0.763±0.073, a decrease of the mean MSD of the liver from 7.216±4.513 mm to 3.232±1.483 mm, and a decrease of the TRE from 26.238±2.769 mm to 8.492±1.058 mm. Conclusion The proposed DIR method based on a diffeomorphic transformer provides an effective and efficient way to generate an accurate DVF from an MRI-CT image pair of the abdomen. It could be utilized in the current treatment planning workflow for liver SBRT.
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Affiliation(s)
- Yang Lei
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Luke A. Matkovic
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Justin Roper
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Tonghe Wang
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, 10065
| | - Jun Zhou
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Beth Ghavidel
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Mark McDonald
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Pretesh Patel
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
| | - Xiaofeng Yang
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30322
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Lynch C, Korpics MC, Katipally RR, Wu T, Bestvina CM, Pitroda S, Chmura SJ, Juloori A. Combined Stereotactic Body Radiation Therapy and Immune Checkpoint Inhibition for Liver Metastases: Safety and Outcomes in a Pooled Analysis of 3 Phase 1 Trials. Int J Radiat Oncol Biol Phys 2024; 118:1519-1530. [PMID: 38199382 DOI: 10.1016/j.ijrobp.2024.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 01/02/2024] [Accepted: 01/02/2024] [Indexed: 01/12/2024]
Abstract
PURPOSE Stereotactic body radiation therapy (SBRT) safely and effectively controls liver metastases (LMs), but its safety and efficacy when combined with immune checkpoint inhibitors (ICIs) are not well characterized. This analysis of 3 phase 1 trials of combination SBRT and ICI evaluates whether LM-SBRT increases the risk for hepatotoxicity when combined with ICI and explores efficacy endpoints. METHODS AND MATERIALS Data were analyzed from 3 phase 1 trials of combination SBRT and ICI for patients with metastatic solid tumors conducted between 2016 and 2020. ICI was administered per trial protocol with LM-SBRT delivered to 45 Gy in 3 fractions with mean liver dose <16 Gy and ≥700 cc of normal liver spared 17.1 Gy. Hepatic adverse events (HAEs) were defined as hepatic failure, autoimmune hepatitis, or elevation of aspartate transaminase, alanine transaminase, bilirubin, or alkaline phosphatase using Common Terminology Criteria for Adverse Events version 4.0. Cumulative incidence of HAEs and local failure were modeled with death as a competing risk. Competing risk regression was performed using Fine-Gray modeling. Survival was estimated via the Kaplan-Meier method. RESULTS Two hundred patients were analyzed, including 81 patients with LM, 57 of whom received LM-SBRT. The 12-month rate of any grade ≥2 HAE was 11% and 10% in LM-SBRT and non-LM-SBRT patients, respectively non-significant (NS). Radiographic evidence for liver disease and dual-agent ICI was significantly associated with HAEs on univariable and multivariable analysis, but liver dose metrics were not. Patients with LM had significantly worse progression-free and overall survival compared with those without, and local failure of treated LM was significantly higher than for treated extrahepatic metastases (28% vs 4% at 12 months, P < .001). CONCLUSIONS Combination LM-SBRT and ICI did not significantly increase the risk for HAEs compared with ICI without LM-SBRT, suggesting hepatotoxicity is largely driven by factors other than liver radiation therapy, such as choice of ICI. LM is associated with worse overall survival and local control outcomes.
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Affiliation(s)
- Connor Lynch
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | - Mark C Korpics
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | - Rohan R Katipally
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | - Tianming Wu
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | | | - Sean Pitroda
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | - Steven J Chmura
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois
| | - Aditya Juloori
- Departments of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois.
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Tsai YL, Yu PC, Nien HH, Lu TP. Time variation of high-risk groups for liver function deteriorations within fluctuating long-term liver function after hepatic radiotherapy in patients with hepatocellular carcinoma. Eur J Med Res 2024; 29:104. [PMID: 38326881 PMCID: PMC10848403 DOI: 10.1186/s40001-024-01692-z] [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: 05/02/2023] [Accepted: 01/20/2024] [Indexed: 02/09/2024] Open
Abstract
PURPOSE The purpose of this study is to find essential risk factors associated with liver function (LF) deteriorations within fluctuating long-term LF and their time-varying effects in patients with hepatocellular carcinoma (HCC) receiving hepatic radiotherapy and to identify high-risk groups for adverse LF deteriorations and their changes over time in facilitating the prevention of hepatic decompensation and the improvement of survival. MATERIALS AND METHODS A total of 133 HCC patients treated by hepatic radiotherapy were enrolled. A study design was conducted to convert posttreatment long-term LF with fluctuating levels over time to recurrent LF events using defined upgrades in a grading scale. The hazard ratios (HR) of pretreatment biochemical, demographic, clinical, and dosimetric factors in developing posttreatment LF events were estimated using the Cox model. Methodologies of the counting process approach, robust variance estimation, goodness-of-fit testing based on the Schoenfeld residuals, and time-dependent covariates in survival analysis were employed to handle the correlation within subjects and evaluate the time-varying effects during long-term follow-up. RESULTS Baseline LF score before radiotherapy and gender were significant factors. Initial HR in developing LF events was 1.17 (95% CI 1.11-1.23; P < 0.001) for each increase of baseline LF score and kept almost constant over time (HR, 1.00; 95% CI 1.00-1.01; P = 0.065). However, no difference was observed regarding initial hazards for gender (HR, 1.00; 95% CI 0.64-1.56; P = 0.994), but the hazard for women got higher monthly over time compared with men (HR, 1.04; 95% CI 1.01-1.07; P = 0.006). CONCLUSIONS High-risk groups for adverse LF deteriorations after hepatic radiotherapy may change over time. Patients with poor baseline LF are vulnerable from the beginning. Women require prevention strategies and careful monitoring for deteriorations at a later stage.
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Affiliation(s)
- Yu-Lun Tsai
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
- Department of Radiation Oncology, Cathay General Hospital, Taipei, Taiwan
| | - Pei-Chieh Yu
- Department of Radiation Oncology, Cathay General Hospital, Taipei, Taiwan
- School of Medicine, China Medical University, Taichung, Taiwan
| | - Hsin-Hua Nien
- Department of Radiation Oncology, Cathay General Hospital, Taipei, Taiwan
- School of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan
- Institute of Biomedical Engineering, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Tzu-Pin Lu
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan.
- Bioinformatics and Biostatistics Core, Center of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan.
- Institute of Health Data Analytics and Statistics, College of Public Health, National Taiwan University, Taipei, Taiwan.
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Damm R, Wybranska J, Hass P, Walke M, Omari J, Pech M, Seidensticker R, Ricke J, Seidensticker M. Prevention of radiation-induced liver toxicity after interstitial HDR brachytherapy by pentoxifylline and ursodeoxycholic acid: patient compliance and outcome in a randomized trial. J Cancer Res Clin Oncol 2023:10.1007/s00432-023-04832-w. [PMID: 37166579 PMCID: PMC10374685 DOI: 10.1007/s00432-023-04832-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 05/02/2023] [Indexed: 05/12/2023]
Abstract
AIM To investigate the impact of pentoxifylline (PTX, 3 × 400 mg per day) and ursodeoxycholic acid (UDCA, 3 × 250 mg per day) administered for 12 weeks on radiation-induced liver toxicity. MATERIALS AND METHODS Inclusion criteria were liver metastases of extrahepatic malignancies undergoing HDR-BT. 36 patients were prospectively randomized to the medication (N = 18) or control arm (N = 18) and follow-up by hepatobiliary magnetic resonance imaging (MRI) was scheduled 6 and 12 weeks after local ablation by HDR-BT. We determined the threshold doses of fRILI by image fusion of MRI with the dosimetry data. RESULTS 32 patients completed the study schedule. Per-protocol treatment was limited to 8 patients in the medication group and 16 patients in the control group. 22 adverse events of any grade likely or certainly related to PTX were recorded in 12 patients leading to the discontinuation of the study medication in 7 patients and to a dose reduction of PTX in 2 patients. In the per-protocol population, statistical analysis failed to prove a reduction of fRILI 6 and 12 weeks after HDR-BT. The incidence of adverse effects attributed to PTX (70.6%) was well above the data found in the literature for its approved indication. CONCLUSION The study endpoint was not met mainly attributed to the low statistical power of the small per-protocol cohort. Independently, PTX cannot be recommended for the reduction of radiation-induced liver toxicity in oncologic patients undergoing HDR-BT of liver metastases. Further studies might focus on a combination of UDCA with other potential drugs to help establish a preventive and tolerable regimen.
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Affiliation(s)
- Robert Damm
- Department of Radiology and Nuclear Medicine, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Joanna Wybranska
- Department of Radiology and Nuclear Medicine, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Peter Hass
- Department of Radiation Oncology, Helios Klinikum, Erfurt, Germany
| | - Mathias Walke
- Department of Radiation Oncology, Otto-Von-Guericke-University, Magdeburg, Germany
| | - Jazan Omari
- Department of Radiology and Nuclear Medicine, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Maciej Pech
- Department of Radiology and Nuclear Medicine, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | | | - Jens Ricke
- Department of Radiology, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Max Seidensticker
- Department of Radiology, Ludwig-Maximilians-University Munich, Munich, Germany.
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Zhou YJ, Tang Y, Liu SJ, Zeng PH, Qu L, Jing QC, Yin WJ. Radiation-induced liver disease: beyond DNA damage. Cell Cycle 2023; 22:506-526. [PMID: 36214587 PMCID: PMC9928481 DOI: 10.1080/15384101.2022.2131163] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 09/05/2022] [Accepted: 09/08/2022] [Indexed: 11/03/2022] Open
Abstract
Radiation-induced liver disease (RILD), also known as radiation hepatitis, is a serious side effect of radiotherapy (RT) for hepatocellular carcinoma. The therapeutic dose of RT can damage normal liver tissue, and the toxicity that accumulates around the irradiated liver tissue is related to numerous physiological and pathological processes. RILD may restrict treatment use or eventually deteriorate into liver fibrosis. However, the research on the mechanism of radiation-induced liver injury has seen little progress compared with that on radiation injury in other tissues, and no targeted clinical pharmacological treatment for RILD exists. The DNA damage response caused by ionizing radiation plays an important role in the pathogenesis and development of RILD. Therefore, in this review, we systematically summarize the molecular and cellular mechanisms involved in RILD. Such an analysis is essential for preventing the occurrence and development of RILD and further exploring the potential treatment of this disease.
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Affiliation(s)
- Ying Jie Zhou
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Yun Tang
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Si Jian Liu
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Peng Hui Zeng
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Li Qu
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Qian Cheng Jing
- The Affiliated Changsha Central Hospital, Department of Otolaryngology Head and Neck Surgery,Hengyang Medical School, University of South China, Changsha, Hunan, China
- Institute of Otolaryngology Head and Neck Surgery, Hengyang Medical School, University of South China, Changsha, Hunan, China
| | - Wen Jun Yin
- Department of Clinical Laboratory Medicine, Institution of microbiology and infectious diseases, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
- Department of Clinical Laboratory, Changsha Central Hospital, University of South China, Changsha, Hunan, China
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Burraco P, Salla RF, Orizaola G. Exposure to ionizing radiation and liver histopathology in the tree frogs of Chornobyl (Ukraine). CHEMOSPHERE 2023; 315:137753. [PMID: 36608893 DOI: 10.1016/j.chemosphere.2023.137753] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/30/2022] [Accepted: 01/02/2023] [Indexed: 06/17/2023]
Abstract
Ionizing radiation has the potential to damage organic molecules and decrease the health and survival of wildlife. The accident at the Chornobyl Nuclear Plant (Ukraine, 1986) led to the largest release of radioactive material to the environment. Among the different organs of a vertebrate, the liver plays a crucial role in detoxification processes, and has been used as a biomarker to investigate cellular damage in ecotoxicological research. Here, we examined the impact of the exposure to the current levels of ionizing radiation present in the Chornobyl Exclusion Zone on the liver of Eastern tree frogs (Hyla orientalis). We quantified the area of melanomacrophage cells and morphological variables of hepatocytes, two cell types often used to estimate damage caused by pollutants in vertebrates. First, we investigated whether these hepatic parameters were indicative of frog (individual) condition. Then, we analyzed the effect of individual absorbed dose rates and ambient radiation levels on frog livers. Most of the studied parameters were correlated with individual body condition (a good predictor of amphibian fitness and survival). We did not detect marked morphological lesions in the liver of frogs captured in medium-high radiation environments. The area occupied by melanomacrophages and the morphology of hepatocytes did not change across a gradient of radiocontamination covering two orders of magnitude. Once accounting for body condition and sampling locality, the area of melanomacrophages was lower in areas with high radiation levels. Finally, the area occupied by melanomacrophages was not linked to dorsal skin coloration. Our results indicate that current levels of radiation experienced by tree frogs in Chornobyl do not cause histopathological damage in their liver. These results agree with previous physiological work in the species in the Chornobyl area, and encourage further molecular and physiological research to fully disentangle the current impact of the Chornobyl accident on wildlife.
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Affiliation(s)
- Pablo Burraco
- Animal Ecology, Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, 75236, Uppsala, Sweden; Doñana Biological Station, Spanish Research Council (EBD-CSIC), 41092, Sevilla, Spain
| | - Raquel Fernanda Salla
- Postgraduate Program of Biotechnology and Environmental Monitoring, Federal University of São Carlos, 18052-780, Sorocaba, São Paulo, Brazil; Institute of Tropical Pathology and Public Health, Federal University of Goiás, 74605-050, Goiania, Goias, Brazil
| | - Germán Orizaola
- IMIB-Biodiversity Research Institute (Univ. Oviedo-CSIC-Princip. Asturias), University of Oviedo, 33600, Mieres, Asturias, Spain; Zoology Unit, Department of Biology of Organisms and Systems, University of Oviedo, 33071, Oviedo, Asturias, Spain.
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9
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Abo-Zaid OA, Moawed FS, Ismail ES, Ahmed ESA. β-Sitosterol mitigates hepatocyte apoptosis by inhibiting endoplasmic reticulum stress in thioacetamide-induced hepatic injury in γ-irradiated rats. Food Chem Toxicol 2023; 172:113602. [PMID: 36610474 DOI: 10.1016/j.fct.2023.113602] [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: 11/07/2022] [Revised: 01/01/2023] [Accepted: 01/03/2023] [Indexed: 01/06/2023]
Abstract
The endoplasmic reticulum (ER) controls many biological functions besides maintaining the function of liver cells. Various studies reported the role of the ER stress and UPR signaling pathway in various liver diseases via triggering hepatocytes apoptosis. This study aims to investigate the suppressive effect of β-sitosterol (βS) on apoptosis associated with liver injury and ER stress. METHODS Liver damage in rats was induced by TAA (150 mg/kg I.P twice a week/3 weeks) and γ-irradiation (single dose 3.5 Gy) and treated with βS (20 mg/kg daily for 30 days). Serum aminotransferase activity, lipid profile and lipid metabolic factors were measured beside liver oxidative stress and inflammatory markers. Moreover, the hepatic expression of ER stress markers (inositol-requiring enzyme 1 alpha (IRE1α), X-box-binding protein 1 (XBP1) and CCAAT/enhancer binding protein homologous protein (CHOP) and apoptotic markers were detected together with histopathological examination. RESULTS βS diminished the aminotransferase activity, the oxidative stress markers as well as the inflammatory mediators. Furthermore, βS lowered the circulating TG and TC and the hepatic lipotoxicity via the suppression of lipogenesis (Srebp-1c) and improved the β-oxidation (Pparα and Cpt1a) together with the mitochondrial biogenesis (Pgc-1 α). Moreover, the upregulated levels of ER stress markers were reduced upon treatment with βS, which consequently attenuated hepatic apoptosis. CONCLUSION βS relieves hepatic injury, ameliorates mitochondrial biogenesis, and reduces lipotoxicity and apoptosis via inhibition of CHOP and ER stress response.
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Affiliation(s)
- Omayma Ar Abo-Zaid
- Biochemistry and Molecular Biology Department, Faculty of Vet. Med. Benha University, Egypt.
| | - Fatma Sm Moawed
- Health Radiation Research, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt.
| | - Effat Soliman Ismail
- Biochemistry and Molecular Biology Department, Faculty of Vet. Med. Benha University, Egypt.
| | - Esraa S A Ahmed
- Radiation Biology Research, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt.
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Yao Mattisson I, Bäckström S, Ekengard E, Lekmeechai S, Liu YC, Paris J, Petoral R, Sydoff M, Hansen M, Axelsson O. Characterization and Efficacy of a Nanomedical Radiopharmaceutical for Cancer Treatment. ACS OMEGA 2023; 8:2357-2366. [PMID: 36687034 PMCID: PMC9850477 DOI: 10.1021/acsomega.2c06755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 12/14/2022] [Indexed: 06/17/2023]
Abstract
Although much progress has been made over the last decades, there is still a significant clinical need for novel therapies to manage cancer. Typical problems are that solid tumors are frequently inaccessible, aggressive, and metastatic. To contribute to solving some of these issues, we have developed a novel radioisotope-labeled 27 nm nanoparticle, 177Lu-SN201, to selectively target solid tumors via the enhanced permeability and retention effect, allowing irradiation intratumorally. We show that 177Lu-SN201 has robust stealth properties in vitro and anti-tumor efficacy in mouse mammary gland and colon carcinoma models. The possible clinical application is also addressed with single photon emission computed tomography imaging, which confirms uptake in the tumor, with an average activity of 19.4% injected dose per gram (ID/g). The properties of 177Lu-SN201 make it a promising new agent for radionuclide therapy with the potential to target several solid tumor types.
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Affiliation(s)
| | | | - Erik Ekengard
- Spago
Nanomedical, Scheelevägen
22, 223 63 Lund, Sweden
| | | | - Yi-Chi Liu
- Spago
Nanomedical, Scheelevägen
22, 223 63 Lund, Sweden
| | - Juraj Paris
- Spago
Nanomedical, Scheelevägen
22, 223 63 Lund, Sweden
| | | | - Marie Sydoff
- Lund
University Bioimaging Centre, Klinikgatan 32, 221
84 Lund, Sweden
| | - Mats Hansen
- Spago
Nanomedical, Scheelevägen
22, 223 63 Lund, Sweden
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11
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Aryankalayil MJ, Bylicky MA, Martello S, Chopra S, Sproull M, May JM, Shankardass A, MacMillan L, Vanpouille-Box C, Dalo J, Scott KMK, Norman Coleman C. Microarray analysis identifies coding and non-coding RNA markers of liver injury in whole body irradiated mice. Sci Rep 2023; 13:200. [PMID: 36604457 PMCID: PMC9814510 DOI: 10.1038/s41598-022-26784-w] [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: 05/02/2022] [Accepted: 12/20/2022] [Indexed: 01/06/2023] Open
Abstract
Radiation injury from medical, accidental, or intentional sources can induce acute and long-term hepatic dysregulation, fibrosis, and cancer. This long-term hepatic dysregulation decreases quality of life and may lead to death. Our goal in this study is to determine acute changes in biological pathways and discover potential RNA biomarkers predictive of radiation injury. We performed whole transcriptome microarray analysis of mouse liver tissue (C57BL/6 J) 48 h after whole-body irradiation with 1, 2, 4, 8, and 12 Gray to identify significant expression changes in mRNAs, lncRNAs, and miRNAs, We also validated changes in specific RNAs through qRT-PCR. We used Ingenuity Pathway Analysis (IPA) to identify pathways associated with gene expression changes. We observed significant dysregulation of multiple mRNAs across all doses. In contrast, miRNA dysregulation was observed upwards of 2 Gray. The most significantly upregulated mRNAs function as tumor suppressors: Cdkn1a, Phlda3, and Eda2r. The most significantly downregulated mRNAs were involved in hemoglobin synthesis, inflammation, and mitochondrial function including multiple members of Hbb and Hba. The most significantly upregulated miRNA included: miR-34a-5p, miR-3102-5p, and miR-3960, while miR-342-3p, miR-142a-3p, and miR-223-3p were most significantly downregulated. IPA predicted activation of cell cycle checkpoint control pathways and inhibition of pathways relevant to inflammation and erythropoietin. Clarifying expression of mRNA, miRNA and lncRNA at a short time point (48 h) offers insight into potential biomarkers, including radiation markers shared across organs and animal models. This information, once validated in human models, can aid in development of bio-dosimetry biomarkers, and furthers our understanding of acute pathway dysregulation.
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Affiliation(s)
- Molykutty J. Aryankalayil
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Michelle A. Bylicky
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Shannon Martello
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Sunita Chopra
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Mary Sproull
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Jared M. May
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Aman Shankardass
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Laurel MacMillan
- grid.420517.50000 0004 0490 0428Gryphon Scientific, Takoma Park, MD 20912 USA
| | - Claire Vanpouille-Box
- grid.5386.8000000041936877XDepartment of Radiation Oncology, Weill Cornell Medicine, New York, NY 10065 USA
| | - Juan Dalo
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - Kevin M. K. Scott
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA
| | - C. Norman Coleman
- grid.48336.3a0000 0004 1936 8075Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 10 Center Drive, Room B3B406, Bethesda, MD 20892 USA ,grid.48336.3a0000 0004 1936 8075Radiation Research Program, National Cancer Institute, National Institutes of Health, Rockville, MD 20850 USA
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12
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Pentadecapeptide BPC 157 efficiently reduces radiation-induced liver injury and lipid accumulation through Kruppel-like factor 4 upregulation both in vivo and in vitro. Life Sci 2022; 310:121072. [DOI: 10.1016/j.lfs.2022.121072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 10/05/2022] [Accepted: 10/07/2022] [Indexed: 11/06/2022]
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13
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Phonlakrai M, Ramadan S, Simpson J, Gholizadeh N, Arm J, Skehan K, Goodwin J, Trada Y, Martin J, Sridharan S, Lamichhane B, Bollipo S, Greer P. Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution
DCE‐MRI
‐based deconvolution analysis: validation with
ALBI
score and
Child‐Pugh
class. J Med Radiat Sci 2022; 70 Suppl 2:48-58. [PMID: 36088635 PMCID: PMC10122932 DOI: 10.1002/jmrs.617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 08/23/2022] [Indexed: 11/07/2022] Open
Abstract
INTRODUCTION In this study, we aimed to investigate the feasibility of gadoxetate low-temporal resolution (LTR) DCE-MRI for voxel-based hepatic extraction fraction (HEF) quantification for liver sparing radiotherapy using a deconvolution analysis (DA) method. METHODS The accuracy and consistency of the deconvolution implementation in estimating liver function was first assessed using simulation data. Then, the method was applied to DCE-MRI data collected retrospectively from 64 patients (25 normal liver function and 39 cirrhotic patients) to generate HEF maps. The normal liver function patient data were used to measure the variability of liver function quantification. Next, a correlation between HEF and ALBI score (a new model for assessing the severity of liver dysfunction) was assessed using Pearson's correlation. Differences in HEF between Child-Pugh score classifications were assessed for significance using the Kruskal-Wallis test for all patient groups and Mann-Whitney U-test for inter-groups. A statistical significance was considered at a P-value <0.05 in all tests. RESULTS The results showed that the implemented method accurately reproduced simulated liver function; root-mean-square error between estimated and simulated liver response functions was 0.003, and the coefficient-of-variance of HEF was <20%. HEF correlation with ALBI score was r = -0.517, P < 0.0001, and HEF was significantly decreased in the cirrhotic patients compared to normal patients (P < 0.0001). Also, HEF in Child-Pugh B/C was significantly lower than in Child-Pugh A (P = 0.024). CONCLUSION The study demonstrated the feasibility of gadoxetate LTR-DCE MRI for voxel-based liver function quantification using DA. HEF could distinguish between different grades of liver function impairment and could potentially be used for functional guidance in radiotherapy.
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Affiliation(s)
- Monchai Phonlakrai
- School of Health Sciences, College of Health, Medicine and WellbeingThe University of NewcastleNewcastleNew South WalesAustralia
- Faculty of Health Science Technology, HRH Princess Chulabhorn College of Medical ScienceChulabhorn Royal AcademyBangkokThailand
| | - Saadallah Ramadan
- HMRI Imaging CentreHunter Medical Research InstituteNewcastleNew South WalesAustralia
- College of Health, Medicine and WellbeingThe University of NewcastleNewcastleNew South WalesAustralia
| | - John Simpson
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- School of Information and Physical Sciences, Engineering, Science and EnvironmentThe University of NewcastleNewcastleNew South WalesAustralia
| | - Neda Gholizadeh
- Radiation Oncology DepartmentCentral Coast Local Health DistrictCentral CoastNew South WalesAustralia
| | - Jameen Arm
- Diagnostic Radiology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
| | - Kate Skehan
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
| | - Jonathan Goodwin
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- School of Information and Physical Sciences, Engineering, Science and EnvironmentThe University of NewcastleNewcastleNew South WalesAustralia
| | - Yuvnik Trada
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- Faculty of Medicine and Health, Sydney Medical SchoolThe University of SydneySydneyNew South WalesAustralia
| | - Jarad Martin
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- School of Medicine and Public Health, College of Health, Medicine and WellbeingThe University of NewcastleNewcastleNew South WalesAustralia
| | - Swetha Sridharan
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- School of Medicine and Public Health, College of Health, Medicine and WellbeingThe University of NewcastleNewcastleNew South WalesAustralia
| | - Bishnu Lamichhane
- School of Information and Physical Sciences, Engineering, Science and EnvironmentThe University of NewcastleNewcastleNew South WalesAustralia
| | - Steven Bollipo
- School of Medicine and Public Health, College of Health, Medicine and WellbeingThe University of NewcastleNewcastleNew South WalesAustralia
- Gastroenterology & Endoscopy DepartmentJohn Hunter HospitalNewcastleNew South WalesAustralia
| | - Peter Greer
- Radiation Oncology DepartmentCalvary Mater NewcastleNewcastleNew South WalesAustralia
- School of Information and Physical Sciences, Engineering, Science and EnvironmentThe University of NewcastleNewcastleNew South WalesAustralia
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14
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Niu H, Zhang L, Wang B, Zhang GC, Liu J, Wu ZF, Du SS, Zeng ZC. CircTUBD1 Regulates Radiation-induced Liver Fibrosis Response via a circTUBD1/micro-203a-3p/Smad3 Positive Feedback Loop. J Clin Transl Hepatol 2022; 10:680-691. [PMID: 36062271 PMCID: PMC9396324 DOI: 10.14218/jcth.2021.00511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 01/19/2022] [Accepted: 01/20/2022] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND AND AIMS Radiation-induced liver fibrosis (RILF), delayed damage to the liver (post-irradiation) remains a major challenge for the radiotherapy of liver malignancies. This study investigated the potential function and mechanism of circTUBD1 in the development of RILF. METHODS By using a dual luciferase assay, RNA pull-down assays, RNA sequencing, chromatin immunoprecipitation (known as ChIP) assays, and a series of gain- or loss-of-function experiments, it was found that circTUBD1 regulated the activation and fibrosis response of LX-2 cells induced by irradiation via a circTUBD1/micro-203a-3p/Smad3 positive feedback loop in a 3D system. RESULTS Knockdown of circTUBD1 not only reduced the expression of α-SMA, as a marker of LX-2 cell activation, but also significantly decreased the levels of hepatic fibrosis molecules, collagen type I alpha 1 (COL1A1), collagen type III alpha 1 (COL3A1), and connective tissue growth factor (CTGF) in a three-dimensional (3D) culture system and RILF model in vivo. Notably, knockdown of circTUBD1 alleviated early liver fibrosis induced by irradiation in mice models. CONCLUSIONS This study is the first to reveal the mechanism and role of circTUBD1 in RILF via a circTUBD1/micro-203a-3p/Smad3 feedback loop, which provides a novel therapeutic strategy for relieving the progression of RILF.
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Affiliation(s)
- Hao Niu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Li Zhang
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Biao Wang
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Guang-Cong Zhang
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Juan Liu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhi-Feng Wu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Shi-Suo Du
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
- Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhao-Chong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
- Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, China
- Correspondence to: Zhao-Chong Zeng, Department of Radiation Oncology, Zhongshan Hospital, Fudan University, 180 Feng Lin Road, Shanghai 200032, China. ORCID: https://orcid.org/0000-0003-4330-3688. Tel: +86-21-64041990, Fax: +86-21-6404-8472, E-mail:
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15
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Chen G, Jiao D, Peng S, Chen X, Zhang Y, Lin L, Zhong Z, Li Y, Xu K, Zhang F. Peritumoral abnormalities on dynamic-enhanced CT after brachytherapy for hepatic malignancies: local progression or benign changes? Eur Radiol 2022; 32:7307-7319. [PMID: 35980429 PMCID: PMC9474341 DOI: 10.1007/s00330-022-09074-x] [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: 04/30/2022] [Revised: 07/26/2022] [Accepted: 07/29/2022] [Indexed: 11/06/2022]
Abstract
Objectives To determine if dynamic CT can differentiate local progression from radioactive seed-induced peritumoral reaction (RSIPR) after brachytherapy with iodine-125 radioactive seeds (BIRS) for advanced hepatic malignancies. Methods Enhanced CT images of seed-implanted lesions between 2006 and 2018 were retrospectively evaluated. Hounsfield units of peritumoral parenchyma were measured and assessed quantitatively. The classification, conversion, consequences, and serological indicators during follow-up were recorded and quantified. Statistical differences were analyzed using a Pearson χ2 test. Results RSIPR was observed in 201 of 290 (69.3%) lesions (161 patients; median age, 55 years; range, 26–79 years), while local progression occurred in 53 lesions. The low density of local progression was much lower than that of RSIPR (p < 0.001), and the former did not exhibit iso-/high density in the portal or equilibrium phase. Ring-like enhancement in progressive lesions was also quite different from RSIPR. Local progression rate was lower for lesions with RSIPR than for those without RSIPR (14.9% vs 25.8%; p = 0.03), and their doses were different (397.2 Gy vs 120.3 Gy, p < 0.001). Conclusions Radioactive seed-induced peritumoral reaction has characteristic manifestations on CT images, which is associated with a higher dose of lesions and lower local progression rate. Notably, the enhancement pattern of local progression was distinct from RSIPR and was clearly distinguishable on dynamic-enhanced CT. Key Points • Radioactive seed-induced peritumoral reaction after brachytherapy with125I seeds for liver malignancies has characteristic manifestations on CT images, which is associated with a higher dose of lesions (397.2 Gy vs 120.3 Gy, p < 0.001), as a focal radiation injury. • Lesions with RSIPR were less likely to develop local progression, while those without RSIPR had a higher rate of local progression (14.9% vs 25.8%; p = 0.03). • The enhancement pattern of local progression after brachytherapy was distinct from radioactive seed-induced peritumoral reaction and was clearly distinguishable on dynamic-enhanced CT. Supplementary Information The online version contains supplementary material available at 10.1007/s00330-022-09074-x.
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Affiliation(s)
- Guanyu Chen
- Department of Minimally Invasive & Interventional Radiology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, Guangdong, 510060, People's Republic of China
| | - Dechao Jiao
- Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, People's Republic of China
| | - Sheng Peng
- Department of Ultrasound, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Xi Chen
- Department of Minimally Invasive & Interventional Radiology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, Guangdong, 510060, People's Republic of China
| | - Yanling Zhang
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou, 510000, People's Republic of China
| | - Letao Lin
- Department of Minimally Invasive & Interventional Radiology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, Guangdong, 510060, People's Republic of China
| | - Zhihui Zhong
- Department of Minimally Invasive & Interventional Radiology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, Guangdong, 510060, People's Republic of China
| | - Yong Li
- Department of Intervention, Zhuhai People's Hospital, Zhuhai, 519000, People's Republic of China
| | - Kaihao Xu
- Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, People's Republic of China
| | - Fujun Zhang
- Department of Minimally Invasive & Interventional Radiology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, Guangdong, 510060, People's Republic of China.
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16
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A new lightweight convolutional neural network for radiation-induced liver disease classification. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103463] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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17
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Páramo M, Santamaría E, Idoate MA, Rodríguez-Fraile M, Benito A, Collantes M, Quincoces G, Peñuelas I, Berasain C, Argemi J, Quiroga J, Sangro B, Bilbao JI, Iñarrairaegui M. A new animal model of atrophy-hypertrophy complex and liver damage following Yttrium-90 lobar selective internal radiation therapy in rabbits. Sci Rep 2022; 12:1777. [PMID: 35110610 PMCID: PMC8810801 DOI: 10.1038/s41598-022-05672-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 01/17/2022] [Indexed: 11/30/2022] Open
Abstract
Lobar selective internal radiation therapy (SIRT) is widely used to treat liver tumors inducing atrophy of the treated lobe and contralateral hypertrophy. The lack of animal model has precluded further investigations to improve this treatment. We developed an animal model of liver damage and atrophy–hypertrophy complex after SIRT. Three groups of 5–8 rabbits received transportal SIRT with Yttrium 90 resin microspheres of the cranial lobes with different activities (0.3, 0.6 and 1.2 GBq), corresponding to predicted absorbed radiation dose of 200, 400 and 800 Gy, respectively. Another group received non-loaded microspheres (sham group). Cranial and caudal lobes volumes were assessed using CT volumetry before, 15 and 30 days after SIRT. Liver biochemistry, histopathology and gene expression were evaluated. Four untreated rabbits were used as controls for gene expression studies. All animals receiving 1.2 GBq were euthanized due to clinical deterioration. Cranial SIRT with 0.6 GBq induced caudal lobe hypertrophy after 15 days (median increase 34% -ns-) but produced significant toxicity. Cranial SIRT with 0.3 GBq induced caudal lobe hypertrophy after 30 days (median increase 82%, p = 0.04). No volumetric changes were detected in sham group. Transient increase in serum transaminases was detected in all treated groups returning to normal values at 15 days. There was dose-dependent liver dysfunction with bilirubin elevation and albumin decrease. Histologically, 1.2 GBq group developed permanent severe liver damage with massive necrosis, 0.6 and 0.3 GBq groups developed moderate damage with inflammation and portal fibrosis at 15 days, partially recovering at 30 days. There was no difference in the expression of hepatocyte function and differentiation genes between 0.3 GBq and control groups. Cranial SIRT with 0.3 GBq of 90Y resin microspheres in rabbits is a reliable animal model to analyse the atrophy–hypertrophy complex and liver damage without toxicity.
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Affiliation(s)
- María Páramo
- Department of Radiology, Clínica Universidad de Navarra, Pamplona, Spain
| | - Eva Santamaría
- Hepatology Program, Center for Applied Medical Research (CIMA), Universidad de Navarra, Pamplona, Spain.,CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
| | - Miguel A Idoate
- Department of Pathology, Clínica Universidad de Navarra, Pamplona, Spain
| | - Macarena Rodríguez-Fraile
- Department of Nuclear Medicine, Clínica Universidad de Navarra, Pamplona, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain
| | - Alberto Benito
- Department of Radiology, Clínica Universidad de Navarra, Pamplona, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain
| | - Maria Collantes
- Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain.,Radiopharmacy, Radionanopharmacology and Translational Molecular Imaging Research Group, Clínica Universidad de Navarra, Pamplona, Spain
| | - Gemma Quincoces
- Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain.,Radiopharmacy, Radionanopharmacology and Translational Molecular Imaging Research Group, Clínica Universidad de Navarra, Pamplona, Spain.,Radiopharmacy Unit, Department of Nuclear Medicine, Clínica Universidad de Navarra, Pamplona, Spain
| | - Iván Peñuelas
- Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain.,Radiopharmacy, Radionanopharmacology and Translational Molecular Imaging Research Group, Clínica Universidad de Navarra, Pamplona, Spain.,Radiopharmacy Unit, Department of Nuclear Medicine, Clínica Universidad de Navarra, Pamplona, Spain
| | - Carmen Berasain
- Hepatology Program, Center for Applied Medical Research (CIMA), Universidad de Navarra, Pamplona, Spain.,CIBERehd, Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain
| | - Josepmaria Argemi
- Hepatology Program, Center for Applied Medical Research (CIMA), Universidad de Navarra, Pamplona, Spain.,CIBERehd, Instituto de Salud Carlos III, Madrid, Spain.,Liver Unit, Clínica Universidad de Navarra, Pamplona, Spain
| | - Jorge Quiroga
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain.,Liver Unit, Clínica Universidad de Navarra, Pamplona, Spain
| | - Bruno Sangro
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain.,Liver Unit, Clínica Universidad de Navarra, Pamplona, Spain
| | - José I Bilbao
- Department of Radiology, Clínica Universidad de Navarra, Pamplona, Spain.,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain
| | - Mercedes Iñarrairaegui
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain. .,Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain. .,Liver Unit, Clínica Universidad de Navarra, Pamplona, Spain.
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18
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Apisarnthanarax S, Barry A, Cao M, Czito B, DeMatteo R, Drinane M, Hallemeier CL, Koay EJ, Lasley F, Meyer J, Owen D, Pursley J, Schaub SK, Smith G, Venepalli NK, Zibari G, Cardenes H. External Beam Radiation Therapy for Primary Liver Cancers: An ASTRO Clinical Practice Guideline. Pract Radiat Oncol 2022; 12:28-51. [PMID: 34688956 DOI: 10.1016/j.prro.2021.09.004] [Citation(s) in RCA: 90] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 09/07/2021] [Indexed: 12/24/2022]
Abstract
PURPOSE This guideline provides evidence-based recommendations for the indications and technique-dose of external beam radiation therapy (EBRT) in hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (IHC). METHODS The American Society for Radiation Oncology convened a task force to address 5 key questions focused on the indications, techniques, and outcomes of EBRT in HCC and IHC. This guideline is intended to cover the definitive, consolidative, salvage, preoperative (including bridge to transplant), and adjuvant settings as well as palliative EBRT for symptomatic primary lesions. Recommendations were based on a systematic literature review and created using a predefined consensus-building methodology and system for grading evidence quality and recommendation strength. RESULTS Strong recommendations are made for using EBRT as a potential first-line treatment in patients with liver-confined HCC who are not candidates for curative therapy, as consolidative therapy after incomplete response to liver-directed therapies, and as a salvage option for local recurrences. The guideline conditionally recommends EBRT for patients with liver-confined multifocal or unresectable HCC or those with macrovascular invasion, sequenced with systemic or catheter-based therapies. Palliative EBRT is conditionally recommended for symptomatic primary HCC and/or macrovascular tumor thrombi. EBRT is conditionally recommended as a bridge to transplant or before surgery in carefully selected patients. For patients with unresectable IHC, consolidative EBRT with or without chemotherapy should be considered, typically after systemic therapy. Adjuvant EBRT is conditionally recommended for resected IHC with high-risk features. Selection of dose-fractionation regimen and technique should be based on disease extent, disease location, underlying liver function, and available technologies. CONCLUSIONS The task force has proposed recommendations to inform best clinical practices on the use of EBRT for HCC and IHC with strong emphasis on multidisciplinary care. Future studies should focus on further defining the role of EBRT in the context of liver-directed and systemic therapies and refining optimal regimens and techniques.
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Affiliation(s)
| | - Aisling Barry
- Department of Radiation Oncology, Princess Margaret Cancer Center, Toronto, Ontario, Canada
| | - Minsong Cao
- Department of Radiation Oncology, University of California, Los Angeles, California
| | - Brian Czito
- Department of Radiation Oncology, Duke University, Durham, North Carolina
| | - Ronald DeMatteo
- Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Mary Drinane
- Department of Gastroenterology and Hepatology, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire
| | | | - Eugene J Koay
- Department of Radiation Oncology, UT-MD Anderson Cancer Center, Houston, Texas
| | - Foster Lasley
- Department of Radiation Oncology, GenesisCare, Rogers, Arkansas
| | - Jeffrey Meyer
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Dawn Owen
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
| | - Jennifer Pursley
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts
| | - Stephanie K Schaub
- Department of Radiation Oncology, University of Washington, Seattle, Washington
| | - Grace Smith
- Department of Radiation Oncology, UT-MD Anderson Cancer Center, Houston, Texas
| | - Neeta K Venepalli
- Department of Medicine, University of North Carolina, Chapel Hill, North Carolina
| | - Gazi Zibari
- Department of Transplantation Services, Willis-Knighton Medical Center, Shreveport, Louisiana
| | - Higinia Cardenes
- Department of Radiation Oncology, Weill Cornell, New York, New York
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Kemp JA, Kwon YJ. Cancer nanotechnology: current status and perspectives. NANO CONVERGENCE 2021; 8:34. [PMID: 34727233 PMCID: PMC8560887 DOI: 10.1186/s40580-021-00282-7] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 10/05/2021] [Indexed: 05/09/2023]
Abstract
Modern medicine has been waging a war on cancer for nearly a century with no tangible end in sight. Cancer treatments have significantly progressed, but the need to increase specificity and decrease systemic toxicities remains. Early diagnosis holds a key to improving prognostic outlook and patient quality of life, and diagnostic tools are on the cusp of a technological revolution. Nanotechnology has steadily expanded into the reaches of cancer chemotherapy, radiotherapy, diagnostics, and imaging, demonstrating the capacity to augment each and advance patient care. Nanomaterials provide an abundance of versatility, functionality, and applications to engineer specifically targeted cancer medicine, accurate early-detection devices, robust imaging modalities, and enhanced radiotherapy adjuvants. This review provides insights into the current clinical and pre-clinical nanotechnological applications for cancer drug therapy, diagnostics, imaging, and radiation therapy.
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Affiliation(s)
- Jessica A Kemp
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, University of California, Irvine, CA, 92697, USA
| | - Young Jik Kwon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, University of California, Irvine, CA, 92697, USA.
- Department of Chemical and Biomolecular Engineering, School of Engineering, University of California, Irvine, CA, 92697, USA.
- Department of Biomedical Engineering, School of Engineering, University of California, Irvine, CA, 92697, USA.
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California, Irvine, CA, 92697, USA.
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20
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Zhu W, Zhang X, Yu M, Lin B, Yu C. Radiation-induced liver injury and hepatocyte senescence. Cell Death Discov 2021; 7:244. [PMID: 34531376 PMCID: PMC8446062 DOI: 10.1038/s41420-021-00634-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 08/06/2021] [Accepted: 08/26/2021] [Indexed: 12/14/2022] Open
Abstract
Radiation-induced liver injury (RILI) is a major complication of radiotherapy during treatment for liver cancer and other upper abdominal malignant tumors that has poor pharmacological therapeutic options. A series of pathological changes can be induced by radiation. However, the underlying mechanism of RILI remains unclear. Radiation can induce cell damage via direct energy deposition or reactive free radical generation. Cellular senescence can be observed due to the DNA damage response (DDR) caused by radiation. The senescence-associated secretory phenotype (SASP) secreted from senescent cells can cause chronic inflammation and aggravate liver dysfunction for a long time. Oxidative stress further activates the signaling pathway of the inflammatory response and affects cellular metabolism. miRNAs clearly have differential expression after radiation treatment and take part in RILI development. This review aims to systematically profile the overall mechanism of RILI and the effects of radiation on hepatocyte senescence, laying foundations for the development of new therapies.
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Affiliation(s)
- Wei Zhu
- Department of Gastroenterology, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Xiaofen Zhang
- Department of Gastroenterology, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Mengli Yu
- Department of Gastroenterology, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Bingru Lin
- Department of Gastroenterology, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Chaohui Yu
- Department of Gastroenterology, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.
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21
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De la Pinta C. Toward Personalized Medicine in Radiotherapy of Hepatocellular Carcinoma: Emerging Radiomic Biomarker Candidates of Response and Toxicity. OMICS : A JOURNAL OF INTEGRATIVE BIOLOGY 2021; 25:537-544. [PMID: 34448625 DOI: 10.1089/omi.2021.0065] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Radiology and radiotherapy are currently undergoing radical transformation with use of biomarkers and digital technologies such as artificial intelligence. These current and upcoming changes in radiology speak of an overarching new vision for personalized medicine. This is particularly evident in the case of radiotherapy of cancers, and of liver cancer in particular. The development of modern radiotherapy with stereotactic body radiotherapy allows targeted treatments to be delivered to the tumor site, limiting the dose to surrounding healthy organs, thus becoming a new therapeutic alternative for hepatocellular carcinoma and other liver tumors. However, not all patients have the same response to radiotherapy or display the same side-effect profile. Biomarkers of response and toxicity in liver radiotherapy would facilitate the vision and practice of personalized medicine. This expert review examines the available molecular, radiomic, and radiogenomic biomarker candidates for acute liver toxicity with potential use for prediction of radiotherapy-induced liver toxicity. To this end, I highlight for oncologists and life scientists that radiomics allows diagnostic images to be analyzed using computer algorithms to extract information imperceptible to the human eye and of relevance to forecasting clinical outcomes. This article underscores particularly (1) the microRNA-based biomarker candidates as among the most promising predictors of radiation-induced liver toxicity and (2) the texture features in radiomic analyses for response prediction. Radiotherapy of hepatocellular carcinoma is edging toward personalized medicine with emerging radiomic biomarker candidates. Future large-scale biomarker studies are called for to enable personalized medicine in liver cancers.
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Affiliation(s)
- Carolina De la Pinta
- Radiation Oncology Department, Ramon y Cajal University Hospital, IRYCIS, Madrid, Spain
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22
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Romesser PB, Tyagi N, Crane CH. Magnetic Resonance Imaging-Guided Adaptive Radiotherapy for Colorectal Liver Metastases. Cancers (Basel) 2021; 13:cancers13071636. [PMID: 33915810 PMCID: PMC8036824 DOI: 10.3390/cancers13071636] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 03/22/2021] [Accepted: 03/28/2021] [Indexed: 12/16/2022] Open
Abstract
Technological advances have enabled well tolerated and effective radiation treatment for small liver metastases. Stereotactic ablative radiation therapy (SABR) refers to ablative dose delivery (>100 Gy BED) in five fractions or fewer. For larger tumors, the safe delivery of SABR can be challenging due to a more limited volume of healthy normal liver parenchyma and the proximity of the tumor to radiosensitive organs such as the stomach, duodenum, and large intestine. In addition to stereotactic treatment delivery, controlling respiratory motion, the use of image guidance, adaptive planning and increasing the number of radiation fractions are sometimes necessary for the safe delivery of SABR in these situations. Magnetic Resonance (MR) image-guided adaptive radiation therapy (MRgART) is a new and rapidly evolving treatment paradigm. MR imaging before, during and after treatment delivery facilitates direct visualization of both the tumor target and the adjacent normal healthy organs as well as potential intrafraction motion. Real time MR imaging facilitates non-invasive tumor tracking and treatment gating. While daily adaptive re-planning permits treatment plans to be adjusted based on the anatomy of the day. MRgART therapy is a promising radiation technology advance that can overcome many of the challenges of liver SABR and may facilitate the safe tumor dose escalation of colorectal liver metastases.
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Affiliation(s)
- Paul B. Romesser
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA;
- Early Drug Development Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Neelam Tyagi
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA;
| | - Christopher H. Crane
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA;
- Correspondence:
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23
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Cousins MM, Morris E, Maurino C, Devasia TP, Karnak D, Ray D, Parikh ND, Owen D, Ten Haken RK, Schipper MJ, Lawrence TS, Cuneo KC. TNFR1 and the TNFα axis as a targetable mediator of liver injury from stereotactic body radiation therapy. Transl Oncol 2020; 14:100950. [PMID: 33395747 PMCID: PMC7744766 DOI: 10.1016/j.tranon.2020.100950] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/30/2020] [Accepted: 11/05/2020] [Indexed: 02/08/2023] Open
Abstract
Elevated soluble TNFR1 levels are predictive of liver toxicity among patients receiving radiation. Soluble TNFR1 levels do not independently predict liver toxicity when included in models with ALBI and mean liver dose. Data suggest that liver inflammation mediates toxicity after liver irradiation and that the TNFα axis is associated with this inflammation. Future studies of should evaluate approaches that target pre-treatment inflammation to reduce the risk of toxicity.
Introduction Radiation therapy for the management of intrahepatic malignancies can adversely affect liver function. Liver damage has been associated with increased levels of inflammatory cytokines, including tumor necrosis factor alpha (TNFα). We hypothesized that an inflammatory state, characterized by increased soluble TNFα receptor (sTNFR1), mediates sensitivity of the liver to radiation. Materials/Methods Plasma samples collected during 3 trials of liver radiation for liver malignancies were assayed for sTNFR1 level via enzyme-linked immunosorbent assay (ELISA). Univariate and multivariate logistic regression and longitudinal models were used to characterize associations between liver toxicity (defined as a ≥2-point increase in Child-Pugh [CP] score within 6 months of radiation treatment) and sTNFR1 levels, ALBI score, biocorrected mean liver dose (MLD), age, and baseline laboratory values. Results Samples from 78 patients given liver stereotactic body radiation therapy [SBRT] (92%) or hypofractionated radiation were examined. There was a significant association between liver toxicity and sTNFR1 levels, and higher values were associated with increased toxicity over a range of mean liver doses. When ALBI score and biocorrected dose were included in the model with sTNFR1, baseline ALBI score and change in ALBI (ΔALBI) were significantly associated with toxicity, but sTNFR1 was not. Baseline aminotransferase levels also predicted toxicity but not independently of ALBI score. Conclusions Elevated plasma sTNFR1 levels are associated with liver injury after liver radiation, suggesting that elevated inflammatory cytokine activity is a predictor of radiation-induced liver dysfunction. Future studies should determine whether administration of agents that decrease inflammation prior to treatment is warranted.
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Affiliation(s)
- Matthew M Cousins
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Emily Morris
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Christopher Maurino
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Theresa P Devasia
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - David Karnak
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Dipankar Ray
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Neehar D Parikh
- Department of Internal Medicine, University of Michigan, 3110 Taubman Center, SPC 5368, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5368, USA
| | - Dawn Owen
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Randall K Ten Haken
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Matthew J Schipper
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA
| | - Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, UH B2C490, 1500 E Medical Center Dr, Ann Arbor, MI 48109-5010, USA.
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24
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Abstract
Stereotactic ablative radiotherapy (SABR) commonly is used for small liver metastases. Modern conformal radiotherapy techniques, including 3-dimensional conformal radiotherapy and intensity-modulated radiation therapy, enable the safe delivery of SABR to small liver volumes. For larger tumors, the safe delivery of SABR can be challenging due to a more limited volume of healthy normal liver parenchyma and the proximity of the tumor to radiosensitive organs, such as the stomach, duodenum, and large intestine. Controlling respiratory motion, the use of image guidance, and increasing the number of radiation fractions sometimes are necessary for the safe delivery of SABR in these situations.
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Affiliation(s)
- Paul B Romesser
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box #22, New York, NY 10065, USA; Early Drug Development Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box #22, New York, NY 10065, USA
| | - Brian P Neal
- Medical Physics, ProCure Proton Therapy Center, 103 Cedar Grove Lane, Somerset, NJ 08873, USA
| | - Christopher H Crane
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box #22, New York, NY 10065, USA.
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25
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Dreher C, Linde P, Boda-Heggemann J, Baessler B. Radiomics for liver tumours. Strahlenther Onkol 2020; 196:888-899. [PMID: 32296901 PMCID: PMC7498486 DOI: 10.1007/s00066-020-01615-x] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 03/20/2020] [Indexed: 12/15/2022]
Abstract
Current research, especially in oncology, increasingly focuses on the integration of quantitative, multiparametric and functional imaging data. In this fast-growing field of research, radiomics may allow for a more sophisticated analysis of imaging data, far beyond the qualitative evaluation of visible tissue changes. Through use of quantitative imaging data, more tailored and tumour-specific diagnostic work-up and individualized treatment concepts may be applied for oncologic patients in the future. This is of special importance in cross-sectional disciplines such as radiology and radiation oncology, with already high and still further increasing use of imaging data in daily clinical practice. Liver targets are generally treated with stereotactic body radiotherapy (SBRT), allowing for local dose escalation while preserving surrounding normal tissue. With the introduction of online target surveillance with implanted markers, 3D-ultrasound on conventional linacs and hybrid magnetic resonance imaging (MRI)-linear accelerators, individualized adaptive radiotherapy is heading towards realization. The use of big data such as radiomics and the integration of artificial intelligence techniques have the potential to further improve image-based treatment planning and structured follow-up, with outcome/toxicity prediction and immediate detection of (oligo)progression. The scope of current research in this innovative field is to identify and critically discuss possible application forms of radiomics, which is why this review tries to summarize current knowledge about interdisciplinary integration of radiomics in oncologic patients, with a focus on investigations of radiotherapy in patients with liver cancer or oligometastases including multiparametric, quantitative data into (radio)-oncologic workflow from disease diagnosis, treatment planning, delivery and patient follow-up.
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Affiliation(s)
- Constantin Dreher
- Department of Radiation Oncology, University Hospital Mannheim, Medical Faculty of Mannheim, University of Heidelberg, Theodor-Kutzer Ufer 1–3, 68167 Mannheim, Germany
| | - Philipp Linde
- Department of Radiation Oncology, Medical Faculty and University Hospital Cologne, University of Cologne, Kerpener Str. 62, 50937 Cologne, Germany
| | - Judit Boda-Heggemann
- Department of Radiation Oncology, University Hospital Mannheim, Medical Faculty of Mannheim, University of Heidelberg, Theodor-Kutzer Ufer 1–3, 68167 Mannheim, Germany
| | - Bettina Baessler
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, Raemistrasse 100, 8091 Zurich, Switzerland
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26
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Liu M, Cygler JE, Vandervoort E. Patient-specific PTV margins for liver stereotactic body radiation therapy determined using support vector classification with an early warning system for margin adaptation. Med Phys 2020; 47:5172-5182. [PMID: 32740935 DOI: 10.1002/mp.14419] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 04/02/2020] [Accepted: 07/22/2020] [Indexed: 01/02/2023] Open
Abstract
PURPOSE An adaptive planning target volume (PTV) margin strategy incorporating a volumetric tracking error assessment after each fraction is proposed for robotic stereotactic body radiation therapy (SBRT) liver treatments. METHODS AND MATERIALS A supervised machine learning algorithm employing retrospective data, which emulates a dry-run session prior to planning, is used to investigate if motion tracking errors are <2 mm, and consequently, planning target volume (PTV) margins can be reduced. A fraction of data collected during the beginning of a treatment course emulates a dry-run session (mock) before planning. Twenty features are calculated using mock data and used for support vector classification (SVC). A treatment course is labeled as Class 1 if the maximum root-mean-square radial tracking error for all remaining fractions is below 2 mm, or Class 2 otherwise. We evaluate the classification using fivefold cross-validation, leave-one-out cross-validation, 500 repeated random subsampling cross-validation, and the receiver operating characteristic (ROC) metric. The classification is independently cross-validated on a cohort of 48 treatment plans for other anatomical sites. A per fraction assessment of volumetric tracking errors is performed for the standard 5 mm PTV margin (PTVstd ) for courses predicted as Class 2; or for a margin reduced by 2 mm (PTVstd-2mm ) for those predicted as Class 1. We perturb the gross tumor volume (GTV) by the tracking errors for each x-ray image acquisition and calculate the fractional GTV voxel occupancy probability (Pi ) inside the PTV for each treatment fraction i. For treatment courses classified as Class 1, an early warning system flags treatment courses having any Pi < 0.99, and the subsequent treatments are proposed to be replanned using PTVstd . RESULTS The classification accuracies are 0.84 ± 0.06 using fivefold cross-validation, and 0.77 when validated using an independent testing set (other anatomical sites). Eighty percent of treatment courses are correctly classified using leave-one-out cross-validation. The sensitivity, precision, specificity, F1 score, and accuracy are 0.81 ± 0.09, 0.85 ± 0.08, 0.80 ± 0.11, 0.83 ± 0.06, and 0.80 ± 0.07, respectively, using 500 repeated random subsampling cross-validation. The area under the curve for the ROC metric is 0.87 ± 0.05. The four most important features for classification are related to standard deviations of motion tracking errors, the linearity between the target location and external LED marker positions, and marker radial motion amplitudes. Eleven of 64 cases predicted to be of Class 1 have 0.96 < Pi < 0.99 for each treatment fraction, and require replanning using PTVstd . In comparison, the PTVstd always covers the perturbed GTVs with Pi > 0.99 for all patients. CONCLUSIONS Support vector classification is proposed for the classification of different motion tracking errors for patient courses based on a mock session before planning for SBRT liver treatments. It is feasible to implement patient-specific PTV margins in the clinic, assisted with an early warning system to flag treatment courses that require replanning using larger PTV margins in an adaptive treatment strategy.
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Affiliation(s)
- Ming Liu
- Department of Physics, Carleton University, Ottawa, ON, K1S 5B6, Canada
| | - Joanna E Cygler
- Department of Physics, Carleton University, Ottawa, ON, K1S 5B6, Canada.,Department of Medical Physics, The Ottawa Hospital Cancer Centre, Ottawa, ON, K1H 8L6, Canada.,Department of Radiology, University of Ottawa, Ottawa, ON, K1H 8L6, Canada
| | - Eric Vandervoort
- Department of Physics, Carleton University, Ottawa, ON, K1S 5B6, Canada.,Department of Medical Physics, The Ottawa Hospital Cancer Centre, Ottawa, ON, K1H 8L6, Canada.,Department of Radiology, University of Ottawa, Ottawa, ON, K1H 8L6, Canada
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27
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Xiao L, Zhang H, Yang X, Mahati S, Wu G, Xiaheding Y, Bao YX, Xiao H. Role of phosphatidylinositol 3-kinase signaling pathway in radiation-induced liver injury. Kaohsiung J Med Sci 2020; 36:990-997. [PMID: 32729224 DOI: 10.1002/kjm2.12279] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Revised: 06/02/2020] [Accepted: 06/29/2020] [Indexed: 12/14/2022] Open
Abstract
Transforming growth factor-β1 (TGF-β1) is one of critical cytokines in radiation-induced liver injury. Hepatic stellate cells (HSC) are activated in the early stage of radiation-induced liver injury. However, it is currently unclear whether phosphatidylinositol 3-kinase (PI3K/Akt) signal pathway is activated in radiation-induced liver injury. Herein, male Sprague-Dawley rats were irradiated with 6 MV X-rays (30 Gy) on the right liver. Next, Hematoxylin and eosin staining, Masson staining, and electron microscopy were performed to examine pathological changes. Immunohistochemistry was performed to assess the expression of TGF-β1, α-SMA, and p-Akt (S473) in liver tissues. In vitro, rat HSC cell line HSC-T6 cells were given different doses of 6 MV X-ray irradiation (10 and 20 Gy) and treated with LY294002. The expression of α-SMA and p-Akt in mRNA and protein levels were measured by reverse transcription-polymerase chain reactioin (RT-PCR) and Western blot. TGF-β1 expression was detected by enzyme-linked immuno sorbent assay (ELISA). After irradiation, the liver tissues showed obvious pathological changes, indicating the establishment of the radiation-induced liver injury. Expression levels of TGF-β1, α-SMA, and p-Akt (S473) protein in liver tissues were significantly increased after irradiation, and this increase was in a time-dependent manner, suggesting the activation of HSC and PI3K/Akt signal pathway. in vitro experiments showed that the TGF-β1 secreted by HSCs, and the expression of Akt and α-SMA at mRNA and protein levels were significantly increased in irradiation groups. However, the expression of TGF-β1, Akt, and α-SMA were significantly decreased in PI3K/Akt signal pathway inhibitor LY294002-treated group. Our results suggest that during radiation-induced liver injury, HSCs are activated by TGF-β1-mediated PI3K/Akt signal pathway.
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Affiliation(s)
- Lei Xiao
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China.,School of Public Health of Xinjiang Medical University, Urumqi, China
| | - Hua Zhang
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Xin Yang
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Shaya Mahati
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Ge Wu
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Yiliyaer Xiaheding
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Yong-Xing Bao
- Cancer Center of First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Hui Xiao
- School of Public Health of Xinjiang Medical University, Urumqi, China
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28
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Kivisaari K, Boratyński Z, Lavrinienko A, Kesäniemi J, Lehmann P, Mappes T. The effect of chronic low-dose environmental radiation on organ mass of bank voles in the Chernobyl exclusion zone. Int J Radiat Biol 2020; 96:1254-1262. [PMID: 32658635 DOI: 10.1080/09553002.2020.1793016] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
PURPOSE Animals are exposed to environmental ionizing radiation (IR) externally through proximity to contaminated soil and internally through ingestion and inhalation of radionuclides. Internal organs can respond to radioactive contamination through physiological stress. Chronic stress can compromise the size of physiologically active organs, but studies on wild mammal populations are scarce. The effects of environmental IR contamination on organ masses were studied by using a wild rodent inhabiting the Chernobyl exclusion zone (CEZ). MATERIAL AND METHODS The masses of brain, heart, kidney, spleen, liver and lung were assessed from bank voles (Myodes glareolus) captured from areas across radioactive contamination gradient within the CEZ. Relative organ masses were used to correct for the body mass of an individual. RESULTS Results showed a significant negative correlation between IR level in the environment and relative brain and kidney mass. A significant positive correlation between IR and relative heart mass was also found. Principal component analysis (PCA) also suggested positive relationship between IR and relative spleen mass; however, this relationship was not significant when spleen was analyzed separately. There was no apparent relationship between IR and relative liver or lung mass. CONCLUSIONS Results suggest that in the wild populations even low but chronic doses of IR can lead to changes in relative organ mass. The novelty of these result is showing that exposure to low doses can affect the organ masses in similar fashion as previously shown on high, acute, radiation doses. These data support the hypothesis that wildlife might be more sensitive to IR than animals used in laboratory studies. However, more research is needed to rule out the other indirect effects such as radiosensitivity of the food sources or possible combined stress effects from e.g. infections.
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Affiliation(s)
- Kati Kivisaari
- Department of Biological and Environmental Science, University of Jyvaskyla, Jyvaskyla, Finland
| | - Zbyszek Boratyński
- CIBIO/InBIO, Research Center in Biodiversity and Genetic Resources, University of Porto, Vairão, Portugal
| | - Anton Lavrinienko
- Department of Biological and Environmental Science, University of Jyvaskyla, Jyvaskyla, Finland
| | - Jenni Kesäniemi
- Department of Biological and Environmental Science, University of Jyvaskyla, Jyvaskyla, Finland
| | - Philipp Lehmann
- Department of Zoology, Stockholm University, Stockholm, Sweden
| | - Tapio Mappes
- Department of Biological and Environmental Science, University of Jyvaskyla, Jyvaskyla, Finland
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29
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Sheth N, Osborn V, Lee A, Schreiber D. Stereotactic Ablative Radiotherapy Fractionation for Hepatocellular Carcinoma in the United States. Cureus 2020; 12:e8675. [PMID: 32699675 PMCID: PMC7370686 DOI: 10.7759/cureus.8675] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 06/16/2020] [Indexed: 12/23/2022] Open
Abstract
Introduction This study aims to analyze the patterns of care, including fractionation and utilization, of hypofractionated stereotactic ablative radiotherapy (SABR) in the treatment of hepatocellular carcinoma (HCC). Methods The National Cancer Database was queried for patients diagnosed with HCC from 2004 to 2014 and treated with SABR in three, four, or five fractions in 15-20Gy, 10-13Gy, or 6-12Gy per fraction, respectively. Patients with stage IV and Charlson-Deyo Comorbidity Index > 0 were excluded in order to avoid bias resulting from the selection of poorer prognosis patients. The patients were then stratified based on several characteristics including biologically equivalent doses (BEDs) of =/> 100 Gy and <100 Gy to determine whether there was an association with overall survival (OS) and a multivariable analysis (MVA) was performed to assess for potential confounding factors. Results There were 462 patients identified in whom the most common SABR fractionation regimen was 10Gy x five fractions (25.3%), followed by 8Gy x five fractions (17.7%), and 15-16Gy x three fractions (26.4%). A total of 152 patients were treated to a BED < 100Gy, which was associated with a median OS of 20.8 months (95% CI 14.55-27.11). Three hundred and ten patients were treated to a BED =/> 100Gy, which was associated with a median OS of 30.8 months (95% CI 5.25-32.08). On MVA, BED =/> 100Gy was not significantly associated with improved OS (HR 0.85, 95% CI 0.64-1.14, p = 0.28). Factors that were associated with significantly worse survival were tumor size in the largest quartile (HR 2.197 CI 1.440-3.354, p < 0.0001) and T3a disease (HR 2.474 CI 1.472-4.158, p = 0.001 compared to T1). Conclusion SABR fractionation schemes vary widely, but are most commonly 10Gy x five fractions followed by 8Gy x five fractions and 15Gy x three fractions. BED of at least 100Gy is not associated with improved OS. Further studies are needed to best identify the optimal SABR dose and fractionation.
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Affiliation(s)
- Niki Sheth
- Radiation Oncology, State University of New York - Downstate Medical Center, New York, USA
| | - Virginia Osborn
- Radiation Oncology, NYC Health + Hospitals/Elmhurst, New York, USA
| | - Anna Lee
- Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - David Schreiber
- Radiation Oncology, Summit Medical Group, Berkeley Heights, USA
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Ibragimov B, Toesca DAS, Chang DT, Yuan Y, Koong AC, Xing L, Vogelius IR. Deep learning for identification of critical regions associated with toxicities after liver stereotactic body radiation therapy. Med Phys 2020; 47:3721-3731. [DOI: 10.1002/mp.14235] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 04/02/2020] [Accepted: 05/05/2020] [Indexed: 12/26/2022] Open
Affiliation(s)
- Bulat Ibragimov
- Department of Computer Science University of Copenhagen Copenhagen Denmark
| | - Diego A. S. Toesca
- Department of Radiation Oncology Stanford University School of Medicine Stanford CA USA
| | - Daniel T. Chang
- Department of Radiation Oncology Stanford University School of Medicine Stanford CA USA
| | - Yixuan Yuan
- Department of Electronic Engineering City University of Hong Kong Hong Kong
| | - Albert C. Koong
- Department of Radiation Oncology MD Anderson Cancer Center Houston Texas
| | - Lei Xing
- Department of Radiation Oncology Stanford University School of Medicine Stanford CA USA
| | - Ivan R. Vogelius
- Department of Oncology Faulty of Health & Medical Sciences Rigshospitalet University of Copenhagen Copenhagen Denmark
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The Role of Sirtuin 3 in Radiation-Induced Long-Term Persistent Liver Injury. Antioxidants (Basel) 2020; 9:antiox9050409. [PMID: 32403251 PMCID: PMC7278565 DOI: 10.3390/antiox9050409] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Revised: 04/29/2020] [Accepted: 04/30/2020] [Indexed: 12/13/2022] Open
Abstract
In patients with abdominal region cancers, ionizing radiation (IR)-induced long-term liver injury is a major limiting factor in the use of radiotherapy. Previously, the major mitochondrial deacetylase, sirtuin 3 (SIRT3), has been implicated to play an important role in the development of acute liver injury after total body irradiation but no studies to date have examined the role of SIRT3 in liver's chronic response to radiation. In the current study, ten-month-old Sirt3-/- and Sirt3+/+ male mice received 24 Gy radiation targeted to liver. Six months after exposure, irradiated Sirt3-/- mice livers demonstrated histopathological elevations in inflammatory infiltration, the loss of mature bile ducts and higher DNA damage (TUNEL) as well as protein oxidation (3-nitrotyrosine). In addition, increased expression of inflammatory chemokines (IL-6, IL-1β, TGF-β) and fibrotic factors (Procollagen 1, α-SMA) were also measured in Sirt3-/- mice following 24 Gy IR. The alterations measured in enzymatic activities of catalase, glutathione peroxidase, and glutathione reductase in the livers of irradiated Sirt3-/- mice also implied that hydrogen peroxide and hydroperoxide sensitive signaling cascades in the absence of SIRT3 might contribute to the IR-induced long-term liver injury.
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Singh VK, Seed TM. Pharmacological management of ionizing radiation injuries: current and prospective agents and targeted organ systems. Expert Opin Pharmacother 2020; 21:317-337. [PMID: 31928256 PMCID: PMC6982586 DOI: 10.1080/14656566.2019.1702968] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 12/06/2019] [Indexed: 12/20/2022]
Abstract
Introduction: There is a limited array of currently available medicinals that are useful for either the prevention, mitigation or treatment of bodily injuries arising from ionizing radiation exposure.Area covered: In this brief article, the authors review those pharmacologic agents that either are currently being used to counter the injurious effects of radiation exposure, or those that show promise and are currently under development.Expert opinion: Although significant, but limited progress has been made in the development and fielding of safe and effective pharmacotherapeutics for select types of acute radiation-associated injuries, additional effort is needed to broaden the scope of drug development so that overall health risks associated with both short- and long-term injuries in various organ systems can be reduced and effectively managed. There are several promising radiation countermeasures that may gain regulatory approval from the government in the near future for use in clinical settings and in the aftermath of nuclear/radiological exposure contingencies.
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Affiliation(s)
- Vijay K. Singh
- Division of Radioprotectants, Department of Pharmacology and Molecular Therapeutics, F. Edward Hébert School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Thomas M Seed
- Tech Micro Services, 4417 Maple Avenue, Bethesda, MD 20814, USA
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