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Wei L, Aryal MP, Rice J, Evans J, Cuneo K, Chang D, Ten Haken RK, Balter J, Cao Y, Lawrence TS. Assessing the Relationship Between MR-Based Functional Dose Metrics and Post-Stereotactic Body Radiation Therapy Albumin-Bilirubin Change. Int J Radiat Oncol Biol Phys 2025:S0360-3016(25)00314-1. [PMID: 40202481 DOI: 10.1016/j.ijrobp.2025.03.054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2024] [Revised: 03/23/2025] [Accepted: 03/27/2025] [Indexed: 04/10/2025]
Abstract
PURPOSE This study aimed to identify predictors of global liver function change measured by albumin-bilirubin (ALBI) score following stereotactic body radiation therapy (SBRT) in patients with hepatocellular carcinoma (HCC). By integrating gadoxetic acid-enhanced magnetic resonance imaging (MRI) uptake and dosimetric data, the goal was to develop functional-based treatment-planning strategies that preserve hepatic function. METHODS AND MATERIALS Twenty-five patients with HCC enrolled on an institutional review board-approved adaptive SBRT trial had liver dynamic gadoxetic acid-enhanced MRI and blood sample collections before and 1 month after SBRT. Gadoxetic acid uptake rate (k1) maps were quantified for regional hepatic function and coregistered to both 2-Gy equivalent dose and physical dose distributions. Mean or integral-based metrics, dose-volume or function-volume histogram metrics, and function-dose-volume histogram metrics were calculated. These metrics were correlated with percentage ALBI score changes by Spearman rank correlation with Bonferroni correction. RESULTS We found that the greater the sparing of liver with high-hepatic function (k1 intensity), the less the decline of ALBI score post-RT. The threshold for preserving global hepatic function was 10 % of the maximum k1 intensity and 5 Gy EQD2. The integration of regional function (k1) and dosimetric data improved the ability to predict ALBI score changes compared with dosimetric or functional data alone. CONCLUSIONS Combining regional liver function metrics from gadoxetic acid-enhanced MRI with radiation dose provides a robust model for predicting ALBI score changes following SBRT. These findings suggest that there is a potential for functional-based treatment planning to better preserve liver function in patients with HCC undergoing SBRT. Future studies are needed to externally validate these findings.
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Affiliation(s)
- Lise Wei
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.
| | - Madhava P Aryal
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - John Rice
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Joseph Evans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Kyle Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Daniel Chang
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Randall K Ten Haken
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - James Balter
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Yue Cao
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
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Nakanuma S, Ogi T, Sugita H, Gabata R, Tokoro T, Takei R, Kato K, Takada S, Okazaki M, Makino I, Yagi S. Impact of aging on hepatic reserve after preoperative portal vein embolization in hepatectomy for perihilar cholangiocarcinoma. Asian J Surg 2024:S1015-9584(24)02485-0. [PMID: 39681505 DOI: 10.1016/j.asjsur.2024.10.152] [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: 04/04/2024] [Revised: 09/26/2024] [Accepted: 10/10/2024] [Indexed: 12/18/2024] Open
Abstract
PURPOSE In the current situation of an increasing older adult population with perihilar cholangiocarcinoma (PHCC), the benefits and risks of surgical treatment of PHCC in older people remain controversial. Portal vein embolization (PVE) is a useful preoperative procedure to improve hepatic reserve in the future remnant liver (FRL) and avoid postoperative liver failure after extended hepatectomy for PHCC. This study aimed to evaluate the influence of aging on PVE. METHODS We enrolled 25 patients who underwent right hepatectomy with percutaneous transhepatic PVE. Participants aged <70 years (n = 13) and ≥70 years (n = 12) were compared; correlation coefficients were evaluated using all cases. The FRL volume/total liver volume (FRLV/TLV) ratio and the indocyanine green (ICG) clearance rate (ICG-K) fraction of FRL to total liver (ICG-Krem) were analyzed as FRL hepatic reserves. RESULTS FRLV/TLV ratio increased after PVE in <70 years and ≥70 years groups (p = 0.002 and p = 0.013, respectively). The change in ICG-K values from before to after PVE varied between both groups (p = 0.040). The ICG-Krem value after PVE increased only in the <70 years group (p = 0.009). A review of all cases showed a negative correlation between the change (after - before PVE) in the ICG-K and ICG-Krem values and age (r = -0.4827, p = 0.0145 and r = -0.4328, p = 0.0306, respectively). CONCLUSIONS This study showed aging suppresses hepatic reserve improvement in the FRL, particularly in ICG clearance after PVE in PHCC cases.
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Affiliation(s)
- Shinichi Nakanuma
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan.
| | - Takahiro Ogi
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Hiroaki Sugita
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Ryosuke Gabata
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Tomokazu Tokoro
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Ryohei Takei
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Kaichiro Kato
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Satoshi Takada
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Mitsuyoshi Okazaki
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Isamu Makino
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
| | - Shintaro Yagi
- Department of Hepato-Biliary-Pancreatic Surgery and Transplantation, Kanazawa University, 13-1 Takara-machi, Kanazawa, Ishikawa, 920-8641, Japan
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Brewster F, Middleton Z, McWilliam A, Brocklehurst A, Radhakrishna G, Chuter R. Feasibility of using contrast-free quantitative magnetic resonance imaging for liver sparing stereotactic ablative body radiotherapy. Clin Transl Radiat Oncol 2024; 49:100859. [PMID: 39376618 PMCID: PMC11456905 DOI: 10.1016/j.ctro.2024.100859] [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: 07/15/2024] [Revised: 09/06/2024] [Accepted: 09/10/2024] [Indexed: 10/09/2024] Open
Abstract
Background and purpose Tumours in the liver often develop on a background of liver cirrhosis and impaired liver function. As a result, radiotherapy treatments are limited by radiation-induced liver disease, parameterised by the liver mean dose (LMD). Liver function is highly heterogeneous, especially in liver cancer, but the use of LMD does not take this into account. One possible way to improve liver treatments is to use quantitative imaging techniques to assess liver health and prioritise the sparing of healthy liver tissue. Materials and methods Anatomical T2 and quantitative iron-corrected T1 (cT1) images were made available for 10 patients with liver metastases. Functional liver volumes were automatically segmented on the quantitative images using a threshold. Liver stereotactic ablative body radiotherapy (SABR) plans were made using a departmental protocol. Liver-sparing plans were then made by reducing the dose to the functional sub-volume. Results The sparing plans achieved a statistically significant ( p = 0.002 ) reduction in the functional liver mean dose, with a mean reduction of 1.4 Gy. The LMD was also significantly different ( p = 0.002 ) but had a smaller magnitude with a mean reduction of 0.7 Gy. There were some differences in the planning target volume D99% ( p = 0.04 ) but the sparing plans remained within the optimal tolerance and the D95% was not significantly different ( p = 0.2 ). Conclusions This study has, for the first time, demonstrated the use of cT1 maps in radiotherapy showing significant reductions in dose to the healthy liver. Further work is needed to validate this in liver cancer patients, who would likely benefit most.
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Affiliation(s)
- Frank Brewster
- Christie Medical Physics and Engineering, The Christie NHS Foundation Trust, Manchester, UK
| | | | - Alan McWilliam
- Department of Radiotherapy Related Research, Division of Clinical Cancer Science, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, UK
| | - Andrew Brocklehurst
- Department of Clinical Oncology, The Christie NHS Foundation Trust, Manchester, UK
| | - Ganesh Radhakrishna
- Department of Clinical Oncology, The Christie NHS Foundation Trust, Manchester, UK
| | - Robert Chuter
- Christie Medical Physics and Engineering, The Christie NHS Foundation Trust, Manchester, UK
- Department of Radiotherapy Related Research, Division of Clinical Cancer Science, School of Medical Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, UK
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Elaimy AL, Cao Y, Lawrence TS. Evolution of Response-Based Radiotherapy for Hepatocellular Cancer. Cancer J 2023; 29:266-271. [PMID: 37796644 PMCID: PMC10558084 DOI: 10.1097/ppo.0000000000000679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/07/2023]
Abstract
ABSTRACT Stereotactic body radiation therapy has emerged as a safe and effective treatment modality for properly selected hepatocellular cancer (HCC) patients with normal liver function. However, many HCC patients have reduced baseline liver function due to underlying cirrhosis or prior liver-directed therapies. Therefore, because of the increased risk of hepatotoxicity, the use of stereotactic body radiation therapy for patients with reduced liver function has been approached with caution. Individualized, response-based radiotherapy incorporates models, imaging tools, and biomarkers that determine the dose-response relationship of the liver before, during, and after treatment and has been useful in reducing the likelihood of liver damage without sacrificing tumor control. This review discusses the evolution of response-based radiotherapy for HCC and highlights areas for further investigation.
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Affiliation(s)
- Ameer L Elaimy
- From the Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
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Luo Y, Cuneo KC, Lawrence TS, Matuszak MM, Dawson LA, Niraula D, Ten Haken RK, El Naqa I. A human-in-the-loop based Bayesian network approach to improve imbalanced radiation outcomes prediction for hepatocellular cancer patients with stereotactic body radiotherapy. Front Oncol 2022; 12:1061024. [PMID: 36568208 PMCID: PMC9782976 DOI: 10.3389/fonc.2022.1061024] [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: 10/04/2022] [Accepted: 11/01/2022] [Indexed: 12/13/2022] Open
Abstract
Background Imbalanced outcome is one of common characteristics of oncology datasets. Current machine learning approaches have limitation in learning from such datasets. Here, we propose to resolve this problem by utilizing a human-in-the-loop (HITL) approach, which we hypothesize will also lead to more accurate and explainable outcome prediction models. Methods A total of 119 HCC patients with 163 tumors were used in the study. 81 patients with 104 tumors from the University of Michigan Hospital treated with SBRT were considered as a discovery dataset for radiation outcomes model building. The external testing dataset included 59 tumors from 38 patients with SBRT from Princess Margaret Hospital. In the discovery dataset, 100 tumors from 77 patients had local control (LC) (96% of 104 tumors) and 23 patients had at least one grade increment of ALBI (I-ALBI) during six-month follow up (28% of 81 patients). Each patient had a total of 110 features, where 15 or 20 features were identified by physicians as expert knowledge features (EKFs) for LC or I-ALBI prediction. We proposed a HITL based Bayesian network (HITL-BN) approach to enhance the capability of selecting important features from imbalanced data in terms of accuracy and explainability through humans' participation by integrating feature importance ranking and Markov blanket algorithms. A pure data-driven Bayesian network (PD-BN) method was applied to the same discovery dataset of HCC patients as a benchmark. Results In the training and testing phases, the areas under receiver operating characteristic curves of the HITL-BN models for LC or I-ALBI prediction during SBRT are 0.85 (95% confidence interval: 0.75-0.95) or 0.89 (0.81-0.95) and 0.77 or 0.78, respectively. They significantly outperformed the during-treatment PD-BN model in predicting LC or I-ALBI based on the discovery cross-validation and testing datasets from the Delong tests. Conclusion By allowing the human expert to be part of the model building process, the HITL-BN approach yielded significantly improved accuracy as well as better explainability when dealing with imbalanced outcomes in the prediction of post-SBRT treatment response of HCC patients when compared to the PD-BN method.
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Affiliation(s)
- Yi Luo
- Department of Machine Learning, Moffitt Cancer Center, Tampa, FL, United States,*Correspondence: Yi Luo,
| | - Kyle C. Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Theodore S. Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Martha M. Matuszak
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Laura A. Dawson
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
| | - Dipesh Niraula
- Department of Machine Learning, Moffitt Cancer Center, Tampa, FL, United States
| | - Randall K. Ten Haken
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Issam El Naqa
- Department of Machine Learning, Moffitt Cancer Center, Tampa, FL, United States
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Tadimalla S, Wang W, Haworth A. Role of Functional MRI in Liver SBRT: Current Use and Future Directions. Cancers (Basel) 2022; 14:cancers14235860. [PMID: 36497342 PMCID: PMC9739660 DOI: 10.3390/cancers14235860] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Revised: 11/23/2022] [Accepted: 11/24/2022] [Indexed: 11/30/2022] Open
Abstract
Stereotactic body radiation therapy (SBRT) is an emerging treatment for liver cancers whereby large doses of radiation can be delivered precisely to target lesions in 3-5 fractions. The target dose is limited by the dose that can be safely delivered to the non-tumour liver, which depends on the baseline liver functional reserve. Current liver SBRT guidelines assume uniform liver function in the non-tumour liver. However, the assumption of uniform liver function is false in liver disease due to the presence of cirrhosis, damage due to previous chemo- or ablative therapies or irradiation, and fatty liver disease. Anatomical information from magnetic resonance imaging (MRI) is increasingly being used for SBRT planning. While its current use is limited to the identification of target location and size, functional MRI techniques also offer the ability to quantify and spatially map liver tissue microstructure and function. This review summarises and discusses the advantages offered by functional MRI methods for SBRT treatment planning and the potential for adaptive SBRT workflows.
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Affiliation(s)
- Sirisha Tadimalla
- Institute of Medical Physics, School of Physics, Faculty of Science, The University of Sydney, Camperdown, NSW 2006, Australia
- Correspondence:
| | - Wei Wang
- Crown Princess Mary Cancer Centre, Sydney West Radiation Oncology Network, Western Sydney Local Health District, Sydney, NSW 2145, Australia
| | - Annette Haworth
- Institute of Medical Physics, School of Physics, Faculty of Science, The University of Sydney, Camperdown, NSW 2006, Australia
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Huang Z, Zhang G, Liu J, Huang M, Zhong L, Shu J. LRFNet: A deep learning model for the assessment of liver reserve function based on Child-Pugh score and CT image. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 223:106993. [PMID: 35793571 DOI: 10.1016/j.cmpb.2022.106993] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 06/09/2022] [Accepted: 06/29/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND AND OBJECTIVE Liver reserve function should be accurately evaluated in patients with hepatic cellular cancer before surgery to evaluate the degree of liver tolerance to surgical methods. Meanwhile, liver reserve function is also an important indicator for disease analysis and prognosis of patients. Child-Pugh score is the most widely used liver reserve function evaluation and scoring system. However, this method also has many shortcomings such as poor accuracy and subjective factors. To achieve comprehensive evaluation of liver reserve function, we developed a deep learning model to fuse bimodal features of Child-Pugh score and computed tomography (CT) image. METHODS 1022 enhanced abdomen CT images of 121 patients with hepatocellular carcinoma and impaired liver reserve function were retrospectively collected. Firstly, CT images were pre-processed by de-noising, data amplification and normalization. Then, new branches were added between the dense blocks of the DenseNet structure, and the center clipping operation was introduced to obtain a lightweight deep learning model liver reserve function network (LRFNet) with rich liver scale features. LRFNet extracted depth features related to liver reserve function from CT images. Finally, the extracted features are input into a deep learning classifier composed of fully connected layers to classify CT images into Child-Pugh A, B and C. Precision, Specificity, Sensitivity, and Area Under Curve are used to evaluate the performance of the model. RESULTS The AUC by our LRFNet model based on CT image for Child-Pugh A, B and C classification of liver reserve function was 0.834, 0.649 and 0.876, respectively, and with an average AUC of 0.774, which was better than the traditional clinical subjective Child-Pugh classification method. CONCLUSION Deep learning model based on CT images can accurately classify Child-Pugh grade of liver reserve function in hepatocellular carcinoma patients, provide a comprehensive method for clinicians to assess liver reserve function before surgery.
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Affiliation(s)
- Zhiwei Huang
- School of Medical Information and Engineering, Southwest Medical University, Luzhou, China
| | - Guo Zhang
- School of Medical Information and Engineering, Southwest Medical University, Luzhou, China
| | - Jiong Liu
- Department of Radiology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Mengping Huang
- Department of Radiology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Lisha Zhong
- School of Medical Information and Engineering, Southwest Medical University, Luzhou, China.
| | - Jian Shu
- Department of Radiology, The Affiliated Hospital of Southwest Medical University, Luzhou, China; Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China.
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Beddok A, Calugaru V, de Marzi L, Graff P, Dumas JL, Goudjil F, Dendale R, Minsat M, Verrelle P, Buvat I, Créhange G. Clinical and technical challenges of cancer reirradiation: Words of wisdom. Crit Rev Oncol Hematol 2022; 174:103655. [PMID: 35398521 DOI: 10.1016/j.critrevonc.2022.103655] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 03/13/2022] [Accepted: 03/15/2022] [Indexed: 12/25/2022] Open
Abstract
Since the development of new radiotherapy techniques that have improved healthy tissue sparing, reirradiation (reRT) has become possible. The selection of patients eligible for reRT is complex given that it can induce severe or even fatal side effects. The first step should therefore be to assess, in the context of multidisciplinary staff meeting, the patient's physical status, the presence of sequelae resulting from the first irradiation and the best treatment option available. ReRT can be performed either curatively or palliatively to treat a cancer-related symptom that is detrimental to the patient's quality of life. The selected techniques for reRT should provide the best protection of healthy tissue. The construction of target volumes and the evaluation of constraints regarding the doses that can be used in this context have not yet been fully codified. These points raised in the literature suggest that randomized studies should be undertaken to answer pending questions.
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Affiliation(s)
- Arnaud Beddok
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Laboratoire d'Imagerie Translationnelle en Oncologie (LITO), U1288 Université Paris Saclay/Inserm/Institut Curie. Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France.
| | - Valentin Calugaru
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France
| | - Ludovic de Marzi
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Laboratoire d'Imagerie Translationnelle en Oncologie (LITO), U1288 Université Paris Saclay/Inserm/Institut Curie. Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France
| | - Pierre Graff
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France
| | - Jean-Luc Dumas
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France
| | - Farid Goudjil
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France
| | - Rémi Dendale
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France
| | - Mathieu Minsat
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France
| | - Pierre Verrelle
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France
| | - Irène Buvat
- Laboratoire d'Imagerie Translationnelle en Oncologie (LITO), U1288 Université Paris Saclay/Inserm/Institut Curie. Orsay. France
| | - Gilles Créhange
- Department of Radiation Oncology. Institut Curie, PSL Research University, Paris - Saint Cloud-Orsay. France; Laboratoire d'Imagerie Translationnelle en Oncologie (LITO), U1288 Université Paris Saclay/Inserm/Institut Curie. Orsay. France; Proton Therapy Center. Institut Curie, PSL Research University, Orsay. France
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Simeth J, Aryal M, Owen D, Cuneo K, Lawrence TS, Cao Y. Gadoxetic Acid Uptake Rate as a Measure of Global and Regional Liver Function as Compared to Indocyanine Green Retention, Albumin-Bilirubin Score, and Portal Venous Perfusion. Adv Radiat Oncol 2022; 7:100942. [PMID: 35496263 PMCID: PMC9048078 DOI: 10.1016/j.adro.2022.100942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 02/26/2022] [Indexed: 11/27/2022] Open
Abstract
Purpose Global and regional liver function assessments are important for defining the magnitude and spatial distribution of dose to preserve functional liver parenchyma and reduce incidence of hepatotoxicity from radiation therapy for intrahepatic cancer treatment. This individualized liver function-guided radiation therapy strategy is critical for patients with heterogeneous and poor liver function, often observed in cirrhotic patients treated for hepatocellular carcinoma. This study aimed to validate k1 as a measure of global and regional function through comparison with 2 well-regarded global function measures: indocyanine green retention (ICGR) and albumin-bilirubin (ALBI). Methods and Materials Seventy-nine dynamic gadoxetic acid enhanced magnetic resonance imaging scans were acquired in 40 patients with hepatocellular carcinoma in institutional review board approved prospective protocols. Portal venous perfusion (kpv) was quantified from gadoxetic acid enhanced magnetic resonance imaging using a dual-input 2-compartment model, and gadoxetic acid uptake rate (k1) was fitted using a linearized single-input 2-compartment model chosen for robust k1 estimation. Four image-derived measures of global liver function were tested: (1) mean k1 multiplied by liver volume (k1VL) (functional volume), (2) mean k1 multiplied by blood distribution volume (k1Vdis), (3) mean kpv, and (4) liver volume (VL). The measure's correlation with corresponding ICGR and ALBI tests was assessed using linear regression. Voxel-wise similarity between k1 and kpv was compared using Spearman ranked correlation. Results Significant correlations (P < .05) with ICGR and ALBI were found for k1VL, k1Vdis, and VL (in order of strength), but not for mean kpv. The mean ranked correlation coefficient between k1 and kpv maps was 0.09. k1 and kpv maps were predominantly mismatched in patients with poor liver function. Conclusions The metric combining function and liver volume (k1VL) was a stronger measure of global liver function compared with perfusion or liver volume alone, especially in patients with poor liver function. Gadoxetic acid uptake rate is promising for both global and regional liver function.
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Affiliation(s)
- Josiah Simeth
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
- Biomedical Engineering, University of Michigan, Ann Arbor, MI
- Department of Medical Physics, Memorial Sloan Kettering, New York, NY
- Corresponding author: Josiah Simeth, PhD
| | - Madhava Aryal
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | - Dawn Owen
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN
| | - Kyle Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | | | - Yue Cao
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
- Biomedical Engineering, University of Michigan, Ann Arbor, MI
- Department of Radiology, University of Michigan, Ann Arbor, MI
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10
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Mendiratta-Lala M, Aslam A, Maturen KE, Westerhoff M, Sun Y, Maurino C, Parikh ND, Sonnenday CJ, Stein EB, Shampain KL, Kaza RK, Cuneo K, Masch W, Do RKG, Lawrence TS, Owen D. LI-RADS Treatment Response Algorithm: Performance and Diagnostic Accuracy With Radiologic-Pathologic Explant Correlation in Patients With SBRT-Treated Hepatocellular Carcinoma. Int J Radiat Oncol Biol Phys 2022; 112:704-714. [PMID: 34644607 PMCID: PMC9400832 DOI: 10.1016/j.ijrobp.2021.10.006] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 09/30/2021] [Accepted: 10/05/2021] [Indexed: 12/24/2022]
Abstract
PURPOSE Our purpose was to evaluate the accuracy of LI-RADS Treatment Response Algorithm (LR-TRA) for assessing the viability of hepatocellular carcinoma (HCC) treated with stereotactic body radiation therapy (SBRT), using explant pathology as the gold standard. METHODS AND MATERIALS This retrospective study included patients who underwent SBRT for locoregional treatment of HCC between 2008 and 2019 with subsequent liver transplantation. Five radiologists independently assessed all treated lesions by using the LR-TRA. Imaging and posttransplant histopathology were compared. Lesions were categorized as either completely (100%) or incompletely (<100%) necrotic, and performance characteristics and predictive values for the LR-TR viable and nonviable categories were calculated for each reader. Interreader reliability was calculated using the Fleiss kappa test. RESULTS A total of 40 treated lesions in 26 patients (median age, 63 years [interquartile range, 59.4-65.5]; 23 men) were included. For lesions treated with SBRT, sensitivity for incomplete tumor necrosis across readers ranged between 71% and 86%, specificity between 85% and 96%, and positive predictive value between 86% and 92%, when the LR-TR equivocal category was treated as nonviable, accounting for subject clustering. When the LR-TR equivocal category was treated as viable, sensitivity of complete tumor necrosis for lesions treated with SBRT ranged from 88% to 96%, specificity from 71% to 93%, and negative predictive value from 85% to 96%. Interreader reliability was fair (k = 0.22; 95% confidence interval, 0.13-0.33). Although a loss of arterial phase hyperenhancement (APHE) was highly correlated with pathologically nonviable tumor on explant, almost half of the patients with APHE had pathologically nonviable tumor on explant. CONCLUSIONS LR-TRA v2018 performs well for predicting complete and incomplete necrosis in HCC treated with SBRT. In contrast to other locoregional therapies, the presence of APHE after SBRT does not always indicate viable tumor and suggests that observation may be an appropriate strategy for these patients.
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Affiliation(s)
| | | | | | - Maria Westerhoff
- Department of Pathology and clinical labs, University of Michigan Health System, NCRC building 35 2800 Plymouth Road Ann Arbor, MI 48109
| | | | | | - Neehar D. Parikh
- Division of Gastroenterology and Hepatology, University of Michigan School of Medicine
| | | | | | | | | | - Kyle Cuneo
- Department of Radiation Oncology, University of Michigan School of Medicine
| | | | | | | | - Dawn Owen
- Department of Radiation Oncology, Mayo Clinic Rochester, 200 First St SW, Rochester, MN 55905
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11
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Leveraging Blood-Based Diagnostics to Predict Tumor Biology and Extend the Application and Personalization of Radiotherapy in Liver Cancers. Int J Mol Sci 2022; 23:ijms23041926. [PMID: 35216045 PMCID: PMC8879105 DOI: 10.3390/ijms23041926] [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: 01/14/2022] [Revised: 02/01/2022] [Accepted: 02/03/2022] [Indexed: 01/27/2023] Open
Abstract
While the incidence of primary liver cancers has been increasing worldwide over the last few decades, the mortality has remained consistently high. Most patients present with underlying liver disease and have limited treatment options. In recent years, radiotherapy has emerged as a promising approach for some patients; however, the risk of radiation induced liver disease (RILD) remains a limiting factor for some patients. Thus, the discovery and validation of biomarkers to measure treatment response and toxicity is critical to make progress in personalizing radiotherapy for liver cancers. While tissue biomarkers are optimal, hepatocellular carcinoma (HCC) is typically diagnosed radiographically, making tumor tissue not readily available. Alternatively, blood-based diagnostics may be a more practical option as blood draws are minimally invasive, widely availability and may be performed serially during treatment. Possible blood-based diagnostics include indocyanine green test, plasma or serum levels of HGF or cytokines, circulating blood cells and genomic biomarkers. The albumin–bilirubin (ALBI) score incorporates albumin and bilirubin to subdivide patients with well-compensated underlying liver dysfunction (Child–Pugh score A) into two distinct groups. This review provides an overview of the current knowledge on circulating biomarkers and blood-based scores in patients with malignant liver disease undergoing radiotherapy and outlines potential future directions.
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12
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Mullikin TC, Pepin KM, Evans JE, Venkatesh SK, Ehman RL, Merrell KW, Haddock MG, Harmsen WS, Herman MG, Hallemeier CL. Evaluation of Pretreatment Magnetic Resonance Elastography for the Prediction of Radiation-Induced Liver Disease. Adv Radiat Oncol 2021; 6:100793. [PMID: 34820550 PMCID: PMC8601961 DOI: 10.1016/j.adro.2021.100793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Accepted: 08/26/2021] [Indexed: 11/29/2022] Open
Abstract
Purpose Magnetic resonance (MR) elastography (E) is a noninvasive technique for quantifying liver stiffness (LS) for fibrosis. This study evaluates whether LS is associated with risk of developing radiation-induced liver disease (RILD) in patients receiving liver-directed radiation therapy (RT). Methods and Materials Based on prior studies, LS ≤3 kPa was considered normal and LS >3.0 kPa as representing fibrosis. RILD was defined as an increase in Child-Pugh (CP) score of ≥2 from baseline within 1 year of RT. Univariate and multivariate Cox models were used to assess correlation. Results One hundred two patients, 51 with primary liver tumors and 51 with liver metastases, were identified with sufficient follow-up. In univariate models, pre-RT LS >3.0 kPa (hazard ratio [HR] 4.9; 95% confidence interval [CI], 1.6-14; P = .004), body mass index (BMI), clinical cirrhosis, CP score, albumin-bilirubin (ALBI) grade 2, primary liver tumor, and mean liver dose were significantly associated with risk of post-RT RILD. In a multivariate analysis, LS >3.0 and mean liver dose both were significantly associated with RILD risk. Conclusions Elevated pre-RT LS is associated with an increased risk of RILD in patients receiving liver-directed RT.
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Affiliation(s)
- Trey C Mullikin
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
| | - Kay M Pepin
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
| | - Jaden E Evans
- Department of Radiation Oncology, Intermountain Health Care, Ogden, Utah
| | | | | | | | | | - William S Harmsen
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota
| | - Michael G Herman
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
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13
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Jackson WC, Hartman HE, Gharzai LA, Maurino C, Karnak DM, Mendiratta-Lala M, Parikh ND, Mayo CS, Haken RKT, Schipper MJ, Cuneo KC, Lawrence TS. The Potential for Midtreatment Albumin-Bilirubin (ALBI) Score to Individualize Liver Stereotactic Body Radiation Therapy. Int J Radiat Oncol Biol Phys 2021; 111:127-134. [PMID: 33878421 DOI: 10.1016/j.ijrobp.2021.04.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 03/29/2021] [Accepted: 04/11/2021] [Indexed: 12/17/2022]
Abstract
PURPOSE Our individualized functional response adaptive approach to liver stereotactic body radiation therapy (SBRT) with assessment of indocyanine green (ICG) retention at baseline and midtreatment to detect subclinical changes in liver function, permitting dose adjustment, has decreased toxicity while preserving efficacy. We hypothesized that assessment of the albumin-bilirubin (ALBI) score at baseline and midtreatment would allow for more practical identification of patients at risk for treatment-related toxicity (TRT). METHODS AND MATERIALS Patients with hepatocellular carcinoma were treated on 3 prospective institutional review board-approved trials using baseline and midtreatment ICG to deliver individualized functional response adaptive liver SBRT. Patients received 3 or 5 fractions, with fraction 3 followed by a 1-month treatment break. TRT was a ≥2-point rise in Child-Pugh score within 6 months of SBRT. Logistic regression was used to estimate odds ratios (ORs) and confidence intervals (CIs) for assessment of TRT. Area under the receiver operating curve was used to compare predictive ability across models. RESULTS In total, 151 patients underwent 166 treatments. Baseline Child-Pugh class and ALBI grade were A (66.9%), B (31.3%), or C (1.8%) and 1 (25.9%), 2 (65.7%), or 3 (8.4%), respectively. Thirty-five patients (20.3%) experienced TRT. On univariate analysis, baseline ALBI (OR, 1.8; 95% CI, 1.24-2.62; P = .02), baseline ICG (OR, 1.66; 95% CI, 1.17-2.35; P = .04), and change in ALBI (OR, 3.07; 95% CI, 1.29-7.32; P = .003) were associated with increased odds of TRT. ALBI-centric models performed similarly to ICG-centric models on multivariate analyses predicting toxicity (area under the receiver operating curve of 0.79 for both). In a model incorporating baseline and midtreatment change in ALBI and ICG, both ALBI values were statistically significantly associated with toxicity, whereas ICG values were not. CONCLUSIONS Incorporation of midtreatment change in ALBI in addition to baseline ALBI improves the ability to predict TRT in patients with hepatocellular carcinoma receiving SBRT. Our findings suggest that functional response adaptive treatment could be implemented in a practical manner because the ALBI score is easily obtained from standard laboratory values.
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Affiliation(s)
| | | | | | | | | | | | - Neehar D Parikh
- Gastroenterology, University of Michigan Ann Arbor, Michigan
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14
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Park JY. Functional Assessment of Liver for Radiation Oncologist. RADIOTHERAPY OF LIVER CANCER 2021:51-57. [DOI: 10.1007/978-981-16-1815-4_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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15
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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: 0.8] [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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Serum Levels of Hepatocyte Growth Factor and CD40 Ligand Predict Radiation-Induced Liver Injury. Transl Oncol 2019; 12:889-894. [PMID: 31078059 PMCID: PMC6514276 DOI: 10.1016/j.tranon.2019.04.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Revised: 03/29/2019] [Accepted: 04/01/2019] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND: Declining liver function is a concerning side effect associated with radiation therapy. Biomarkers of liver toxicity would be useful in personalizing therapy. METHODS: As part of two prospective clinical trials examining adaptive radiation therapy, we collected serum samples from patients receiving liver radiation. We performed a screen of 22 cytokines using a multiplex assay then used ELISA to quantify the cytokines of greatest interest. Subjects were split into screening and validation cohorts. Toxicity was defined as an increase in Child-Pugh score of 2 points or greater within 6 months. Logistic regression models were used to estimate the relationship between our toxicity endpoint and serum cytokine concentrations. RESULTS: Our initial screen (46 subjects, 11 events) identified hepatocyte growth factor (HGF), CD40L (CD154), and eotaxin (CCL11) as potentially predictive of toxicity. We then tested these markers in an expanded patient cohort (104 subjects, 18 events) with a batch correction due to varying age of the samples which confirmed that high HGF and low CD40L were associated with a subsequent decline in liver function following radiation therapy. Multivariate analysis factoring in baseline Child-Pugh score and mean liver radiation dose demonstrated that HGF and CD40L were potentially predictive of toxicity (HGF OR 4.3, P = .009; CD40L OR 0.5 P = .06). Additionally, higher than median baseline HGF levels (1.4 ng/ml) were significantly associated with decreased survival following liver radiation (27.1 vs 14.5 months, P = .03). CONCLUSIONS: Our study identifies high HGF and low CD40L as potential markers of liver toxicity following radiation therapy.
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Toesca DAS, Barry A, Sapisochin G, Beecroft R, Dawson L, Owen D, Mouli S, Lewandowski R, Salem R, Chang DT. Clinical Case Panel: Treatment Alternatives for Inoperable Hepatocellular Carcinoma. Semin Radiat Oncol 2018; 28:295-308. [PMID: 30309640 DOI: 10.1016/j.semradonc.2018.08.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Surgical resection or liver transplantation offers the best chance of cure for patients with hepatocellular carcinoma (HCC). Unfortunately, most patients are not good candidates for liver resection due to locally advanced disease or compromised liver function. Moreover, liver transplantation waiting lists are long. For those cases not amenable for resection, a variety of local treatment modalities are available, such as image-guided ablative procedures, transarterial chemoembolization, and radioembolization, as well as external beam radiation. HCC presentation can vary considerably in size, number, and location of lesions. The management of inoperable HCC is, therefore, quite complex, and there is a lack of consensus on the best local treatment modality for each type tumor presentation. Here, we present 4 clinical case scenarios representative of commonly seen cases in the clinical setting, with different therapeutic perspectives from institutions with high expertise in the management of HCC.
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Affiliation(s)
- Diego A S Toesca
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford, CA
| | - Aisling Barry
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, Ontario, Canada; Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Gonzalo Sapisochin
- Multi-Organ Transplant, Toronto General Surgery, Department of General Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Robert Beecroft
- Division of Interventional Radiology, University of Toronto, Toronto, Ontario, Canada
| | - Laura Dawson
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, Ontario, Canada; Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Dawn Owen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | - Samdeep Mouli
- Department of Radiology, Section of Interventional Radiology, Northwestern University, Chicago, IL
| | - Robert Lewandowski
- Department of Radiology, Section of Interventional Radiology, Northwestern University, Chicago, IL
| | - Riad Salem
- Department of Radiology, Section of Interventional Radiology, Northwestern University, Chicago, IL
| | - Daniel T Chang
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford, CA.
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Abstract
Modern radiotherapy techniques have enabled high focal doses of radiation to be delivered to patients with primary and secondary malignancies of the liver. The current clinical practice of radiation oncology has benefitted from decades of research that have informed how to achieve excellent local control and survival outcomes with minimal toxicities. Still, one of the most devastating consequences of radiation to the liver remains a challenge: radiation-induced liver disease (RILD). Here, we will review the current understanding of classic and nonclassic RILD from a clinical perspective, the evaluation and management of patients who are at risk of developing RILD, methods to reduce the likelihood of RILD using modern radiation techniques, and the diagnosis and treatment of radiation-related liver toxicities.
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Abstract
For patients with unresectable or medically inoperable hepatocellular carcinoma, there are many local and regional therapies available, including stereotactic body radiotherapy, radiofrequency ablation, and transcatheter embolic approaches. This article will describe these treatment options and review the current comparative literature, suggesting that stereotactic body radiotherapy provides similar or better tumor control and a favorable side effect profile.
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Affiliation(s)
- Yao Yu
- Department of Radiation Oncology, University of California San Francisco, San Francisco, CA
| | - Mary Feng
- Department of Radiation Oncology, University of California San Francisco, San Francisco, CA.
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