1
|
Duan Y, Zhang H, Tan T, Ye W, Yin K, Yu Y, Kang M, Yang J, Liao R. The immune response of hepatocellular carcinoma after locoregional and systemic therapies: The available combination option for immunotherapy. Biosci Trends 2024; 17:427-444. [PMID: 37981319 DOI: 10.5582/bst.2023.01275] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2023]
Abstract
Hepatocellular carcinoma (HCC) is associated with a highly heterogeneous immune environment that produces an immune response to various locoregional treatments (LRTs), which in turn affects the effectiveness of immunotherapy. Although LRTs still dominate HCC therapies, 50-60% of patients will ultimately be treated with systemic therapies and might receive those treatments for the rest of their life. TACE, SIRT, and thermal ablation can dramatically increase the immunosuppressive state of HCC, a condition that can be addressed by combination with immunotherapy to restore the activity of lymphocytes and the secretion of cellular immune factors. Immune treatment with locoregional and systemic treatments has dramatically changed the management of HCC. In this review, we examine the research on the changes in the immune microenvironment after locoregional or systemic treatment. We also summarize the regulation of various immune cells and immune factors in the tumor microenvironment and discuss the different infiltration degrees of immune cells and factors on the prognosis of HCC to better compare the efficacy between different treatment methods from the perspective of the tumor microenvironment. This information can be used to help develop treatment options for the upcoming new era of HCC treatment in the future.
Collapse
Affiliation(s)
- Yuxin Duan
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hua Zhang
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Tao Tan
- Chongqing Health Statistics Information Center, Chongqing, China
| | - Wentao Ye
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Kunli Yin
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yanxi Yu
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Meiqing Kang
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jian Yang
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Rui Liao
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| |
Collapse
|
2
|
Gharzai LA, Wang C, Tang M, Jackson WC, Maurino C, Cousins MM, Mendiratta-Lala M, Parikh ND, Mayo CS, Haken RKT, Owen D, Cuneo KC, Schipper MJ, Lawrence TS. Efficacy of a Second Course of Radiation for Patients With Metachronous Hepatocellular Carcinoma. Pract Radiat Oncol 2023; 13:e504-e514. [PMID: 37295727 DOI: 10.1016/j.prro.2023.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 04/17/2023] [Accepted: 05/25/2023] [Indexed: 06/12/2023]
Abstract
PURPOSE Liver-directed radiation therapy is an effective treatment for hepatocellular carcinoma (HCC), but metachronous lesions develop outside the irradiated field in >50% of patients. We hypothesized that irradiation of these new lesions would produce an outcome like that of patients receiving a first course (C1) of treatment. METHODS AND MATERIALS We included patients with HCC who received a second course (C2) of radiation therapy >1 month after C1. Toxicity was defined as Child-Pugh score increase ≥2 within 6 months posttreatment (binary model) and as the change in albumin-bilirubin during the year after treatment (longitudinal model). Overall survival (OS) and local failure (LF) were captured at the patient and lesion level, respectively; both were summarized with Kaplan-Meier estimates. Predictors of toxicity and OS were assessed using generalized linear mixed and Cox regression models, respectively. RESULTS Of 340 patients with HCC, 47 underwent irradiation for metachronous HCC, receiving similar prescription dose in C1/C2. Median follow-up was 17 months after C1 and 15 months after C2. Twenty-two percent of patients experienced toxicity after C1, and 25% experienced toxicity after C2. Worse baseline albumin-bilirubin predicted toxicity in both binary (odds ratio, 2.40; 95% CI, 1.46-3.94; P = .0005) and longitudinal models (P < .005). Two-year LF rate was 11.2% after C1 and 8.3% after C2; tumor dose (hazard ratio [HR], 0.982; 95% CI, 0.969-0.995; P = .007) and tumor size (HR, 1.135; 95% CI, 1.068-1.206; P < .005) predicted LF. Two-year OS was 46.0% after C1 and 42.6% after C2; tumor dose (HR, 0.986; 95% CI, 0.979-0.992; P < .005) and tumor size (HR, 1.049; 95% CI, 1.010-1.088; P = .0124) predicted OS. Reirradiation was not associated with toxicity (P > .7), LF (P = .79), or OS (P = .39). CONCLUSIONS In this largest series in the Western hemisphere, we demonstrate that irradiation for metachronous HCC offers low rates of LF with acceptable toxicity and OS like that of patients receiving a C1. These findings support judicious selection of patients for reirradiation in metachronous HCC.
Collapse
Affiliation(s)
- Laila A Gharzai
- Department of Radiation Oncology, Northwestern University, Evanston, Illinois.
| | - Chang Wang
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan; Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - Ming Tang
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - William C Jackson
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Christopher Maurino
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Matthew M Cousins
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | | | - Neehar D Parikh
- Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, Michigan
| | - Charles S Mayo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Randall K Ten Haken
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Dawn Owen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Matthew J Schipper
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan; Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| |
Collapse
|
3
|
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.
Collapse
Affiliation(s)
- Ameer L Elaimy
- From the Department of Radiation Oncology, University of Michigan, Ann Arbor, MI
| | | | | |
Collapse
|
4
|
Fasolato S, Del Bianco P, Malacrida S, Mattiolo A, Gringeri E, Angeli P, Pontisso P, Calabrò ML. Studies on the Role of Compartmentalized Profiles of Cytokines in the Risk of Hepatocellular Carcinoma. Int J Mol Sci 2023; 24:13432. [PMID: 37686245 PMCID: PMC10563083 DOI: 10.3390/ijms241713432] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 08/21/2023] [Accepted: 08/28/2023] [Indexed: 09/10/2023] Open
Abstract
Hepatocellular carcinoma (HCC), the most common form of liver cancer, is frequently diagnosed late due to the absence of symptoms during early disease, thus heavily affecting the overall survival of these patients. Soluble immunological factors persistently produced during cirrhosis have been recognized as promoters of chronic inflammation and neoplastic transformation. The aim of this pilot study was to evaluate the predictive value of the cytokine profiles for HCC development. A Luminex xMAP approach was used for the quantification of 45 proteins in plasma and ascitic fluids of 44 cirrhotic patients without or with HCC of different etiologies. The association with patient survival was also evaluated. Univariate analyses revealed that very low levels of interleukin 5 (IL-5) (<15.86 pg/mL) in ascites and IL-15 (<12.40 pg/mL) in plasma were able to predict HCC onset with an accuracy of 81.8% and a sensitivity of 95.2%. Univariate analyses also showed that HCC, hepatitis B virus/hepatitis C virus infections, low levels of IL-5 and granulocyte-macrophage colony-stimulating factor in ascitic fluids, and high levels of eotaxin-1, hepatocyte growth factor and stromal-cell-derived factor 1α in plasma samples were factors potentially associated with a poor prognosis and decreased survival. Our results suggest a potential protective role of some immune modulators that may act in the peritoneal cavity to counteract disease progression leading to HCC development.
Collapse
Affiliation(s)
- Silvano Fasolato
- Department of Medicine, Padua University Hospital, I-35128 Padua, Italy; (P.A.); (P.P.)
| | - Paola Del Bianco
- Clinical Research Unit, Veneto Institute of Oncology IOV-IRCCS, I-35128 Padua, Italy;
| | - Sandro Malacrida
- Institute of Mountain Emergency Medicine, Eurac Research, I-39100 Bozen, Italy;
| | - Adriana Mattiolo
- Immunology and Molecular Oncology, Veneto Institute of Oncology IOV-IRCCS, I-35128 Padua, Italy; (A.M.); (M.L.C.)
| | - Enrico Gringeri
- Hepatobiliary Surgery and Liver Transplantation, Padua University Hospital, I-35128 Padua, Italy;
| | - Paolo Angeli
- Department of Medicine, Padua University Hospital, I-35128 Padua, Italy; (P.A.); (P.P.)
| | - Patrizia Pontisso
- Department of Medicine, Padua University Hospital, I-35128 Padua, Italy; (P.A.); (P.P.)
| | - Maria Luisa Calabrò
- Immunology and Molecular Oncology, Veneto Institute of Oncology IOV-IRCCS, I-35128 Padua, Italy; (A.M.); (M.L.C.)
| |
Collapse
|
5
|
Abstract
During the past 30 years, several advances have been made allowing for safer and more effective treatment of patients with liver cancer. This report reviews recent advances in radiation therapy for primary liver cancers including hepatocellular carcinoma and intrahepatic cholangiocarcinoma. First, studies focusing on liver stereotactic body radiation therapy (SBRT) are reviewed focusing on lessons learned and knowledge gained from early pioneering trials. Then, new technologies to enhance SBRT treatments are explored including adaptive therapy and MRI-guided and biology-guided radiation therapy. Finally, treatment with Y-90 transarterial radioembolization is reviewed with a focus on novel approaches focused on personalized therapy.
Collapse
|
6
|
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.
Collapse
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
| |
Collapse
|
7
|
Tao L, Ren X, Zhai W, Chen Z. Progress and Prospects of Non-Canonical NF-κB Signaling Pathway in the Regulation of Liver Diseases. Molecules 2022; 27:molecules27134275. [PMID: 35807520 PMCID: PMC9268066 DOI: 10.3390/molecules27134275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/24/2022] [Accepted: 06/29/2022] [Indexed: 02/04/2023] Open
Abstract
Non-canonical nuclear factor kappa B (NF-κB) signaling pathway regulates many physiological and pathological processes, including liver homeostasis and diseases. Recent studies demonstrate that non-canonical NF-κB signaling pathway plays an essential role in hyperglycemia, non-alcoholic fatty liver disease, alcoholic liver disease, liver regeneration, liver injury, autoimmune liver disease, viral hepatitis, and hepatocellular carcinoma. Small-molecule inhibitors targeting to non-canonical NF-κB signaling pathway have been developed and shown promising results in the treatment of liver injuries. Here, the recent advances and future prospects in understanding the roles of the non-canonical NF-κB signaling pathways in the regulation of liver diseases are discussed.
Collapse
Affiliation(s)
- Li Tao
- Emergency Department, 305 Hospital of People’s Liberation Army, Beijing 100017, China; (L.T.); (W.Z.)
| | - Xiaomeng Ren
- College of Pharmaceutical and Biology Engineering, Shenyang University of Chemical Technology, Shenyang 110142, China
- Correspondence: (X.R.); (Z.C.); Tel.: +86-45186402029 (Z.C.)
| | - Wenhui Zhai
- Emergency Department, 305 Hospital of People’s Liberation Army, Beijing 100017, China; (L.T.); (W.Z.)
| | - Zheng Chen
- HIT Center for Life Sciences, School of Life Science and Technology, Harbin Institute of Technology, Harbin 150001, China
- Correspondence: (X.R.); (Z.C.); Tel.: +86-45186402029 (Z.C.)
| |
Collapse
|
8
|
Wang L, Jiang J, Chen Y, Jia Q, Chu Q. The roles of CC chemokines in response to radiation. Radiat Oncol 2022; 17:63. [PMID: 35365161 PMCID: PMC8974090 DOI: 10.1186/s13014-022-02038-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 03/20/2022] [Indexed: 01/21/2023] Open
Abstract
Radiotherapy is an effective regimen for cancer treatment alone or combined with chemotherapy or immunotherapy. The direct effect of radiotherapy involves radiation-induced DNA damage, and most studies have focused on this area to improve the efficacy of radiotherapy. Recently, the immunomodulatory effect of radiation on the tumour microenvironment has attracted much interest. Dying tumour cells can release multiple immune-related molecules, including tumour-associated antigens, chemokines, and inflammatory mediators. Then, immune cells are attracted to the irradiated site, exerting immunostimulatory or immunosuppressive effects. CC chemokines play pivotal roles in the trafficking process. The CC chemokine family includes 28 members that attract different immune subsets. Upon irradiation, tumour cells or immune cells can release different CC chemokines. Here, we mainly discuss the importance of CCL2, CCL3, CCL5, CCL8, CCL11, CCL20 and CCL22 in radiotherapy. In irradiated normal tissues, released chemokines induce epithelial to mesenchymal transition, thus promoting tissue injury. In the tumour microenvironment, released chemokines recruit cancer-associated cells, such as tumour-infiltrating lymphocytes, myeloid-derived suppressor cells and tumour-associated macrophages, to the tumour niche. Thus, CC chemokines have protumour and antitumour properties. Based on the complex roles of CC chemokines in the response to radiation, it would be promising to target specific chemokines to alleviate radiation-induced injury or promote tumour control.
Collapse
|
9
|
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.
Collapse
|
10
|
Cousins MM, Devasia TP, Maurino CM, Mikell J, Schipper MJ, Kaza RK, Lawrence TS, Cuneo KC, Dewaraja YK. Pre-treatment sTNFR1 and HGF levels predict toxicity and overall survival after 90Y radioembolization: potential novel application of biomarkers for personalized management of hepatotoxicity. J Nucl Med 2021; 63:882-889. [PMID: 34503962 DOI: 10.2967/jnumed.121.262447] [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: 04/16/2021] [Revised: 08/20/2021] [Indexed: 11/16/2022] Open
Abstract
Liver function may be negatively affected by radiation for treatment of hepatic malignancy. Pretreatment blood cytokine levels are biomarkers for prediction of toxicity and survival after external beam radiation therapy. We hypothesized that cytokines may also predict outcomes after radioembolization, enabling a biomarker-driven personalized approach to treatment. Methods: Pre-therapy blood samples from patients enrolled on a prospective protocol evaluating 90Y radioembolization for management of intrahepatic malignancy were analyzed for two cytokines selected based on prior studies in stereotactic body radiotherapy (SBRT), soluble tumor necrosis factor receptor 1 (sTNFR1) and hepatocyte growth factor (HGF), via enzyme-linked immunosorbent assay (ELISA), and key dosimetric parameters were derived from post-treatment 90Y PET/CT imaging. Toxicity was defined as a change in albumin-bilirubin score (ALBI) from baseline to follow up [3-6-month post-treatment (ΔALBI)]. Associations of cytokine levels, dose metrics, and baseline liver function with toxicity and overall survival were assessed. Results: Data from 43 patients treated with 90Y radioembolization for primary [48.8% (21/43)] or secondary [51.2% (22/43)] malignancy were assessed. Examined dose metrics and baseline liver function were not associated with liver toxicity; however, levels of sTNFR1 (P = 0.045) and HGF (P = 0.005) were associated with liver toxicity in univariate models. Cytokines were the only predictors of toxicity in multivariable models including dose metrics and prior liver directed therapy. sTNFR1 (HR 12.3; CI 3.5-42.5, p<0.001) and HGF (HR 7.5; CI 2.4-23.1, p<0.001) predicted overall survival, and findings were similar when models were controlled for absorbed dose and presence of metastatic disease. Conclusion: Pretreatment cytokine levels predict liver toxicity and overall survival. These pathways can be targeted with available drugs, an advantage over previously studied dose metrics and liver function tests. Interventions directed at the TNF alpha axis should be considered in future studies for prevention of liver toxicity, and HGF should be explored further to determine whether its elevation drives toxicity or indicates ongoing liver regeneration after prior injury.
Collapse
Affiliation(s)
- Matthew M Cousins
- Department of Radiation Oncology, University of Michigan, United States
| | - Theresa P Devasia
- Department of Radiation Oncology, University of Michigan, United States
| | | | - Justin Mikell
- Department of Radiation Oncology, University of Michigan, United States
| | | | - Ravi K Kaza
- Department of Radiology, University of Michigan
| | | | - Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, United States
| | | |
Collapse
|
11
|
Cousins MM, Lawrence TS, Morris E, Schipper MJ, Cuneo KC. In Regard to Lo et al. Int J Radiat Oncol Biol Phys 2021; 110:1252. [PMID: 34171242 DOI: 10.1016/j.ijrobp.2021.04.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 04/02/2021] [Indexed: 01/28/2023]
Affiliation(s)
- Matthew M Cousins
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Emily Morris
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Matthew J Schipper
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Kyle C Cuneo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| |
Collapse
|
12
|
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.
Collapse
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.
| |
Collapse
|
13
|
Jackson WC, Tang M, Maurino C, Mendiratta-Lala M, Parikh ND, Matuszak MM, Dow JS, Cao Y, Mayo CS, Ten Haken RK, Schipper MJ, Cuneo KC, Owen D, Lawrence TS. Individualized Adaptive Radiation Therapy Allows for Safe Treatment of Hepatocellular Carcinoma in Patients With Child-Turcotte-Pugh B Liver Disease. Int J Radiat Oncol Biol Phys 2020; 109:212-219. [PMID: 32853708 DOI: 10.1016/j.ijrobp.2020.08.046] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 08/03/2020] [Accepted: 08/14/2020] [Indexed: 02/06/2023]
Abstract
PURPOSE Previous reports of stereotactic body radiation therapy (SBRT) for hepatocellular carcinoma (HCC) suggest unacceptably high rates of toxicity in patients with Child-Turcotte-Pugh (CTP) B liver disease. We hypothesized that an individualized adaptive treatment approach based on midtreatment liver function would maintain good local control while limiting toxicity in this population. METHODS AND MATERIALS Patients with CTP-B liver disease and HCC were treated on prospective trials of individualized adaptive SBRT between 2006 and 2018. Patients underwent pre- and midtreatment liver function assessments using indocyanine green. Treatment-related toxicity was defined as a ≥2-point increase in CTP score from pretreatment within 6 months of treatment. In addition, we performed analyses with a longitudinal model to assess changes in CTP score over 12 months after SBRT. RESULTS Eighty patients with CTP-B (median tumor size, 2.5 cm) were treated: 37 patients were CTP-B-7, 28 were CTP-B-8, and 15 were CTP-B-9. The median treatment dose was 36 Gy in 3 fractions. One-year local control was 92%. In a multivariate model controlling for tumor size, treatment dose, and baseline CTP score, higher treatment dose was associated with improved freedom from local progression (hazard ratio: 0.97; 95% confidence interval, 0.94-1.00; P = .04). Eighteen patients (24%) had a ≥2-point increase in CTP score within 6 months of SBRT. In a longitudinal model assessing changes in CTP score over 12 months after SBRT, controlling for baseline CTP and tumor size, increasing mean liver dose was associated with larger increases in CTP score (P = .04). CONCLUSIONS An individualized adaptive treatment approach allows for acceptable toxicity and effective local control in patients with HCC and CTP-B liver disease. Because increasing dose may increase both local control and toxicity, further work is needed to optimize treatment in patients with compromised liver function.
Collapse
Affiliation(s)
- William C Jackson
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan.
| | - Ming Tang
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Christopher Maurino
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | | | - Neehar D Parikh
- University of Michigan Department of Gastroenterology, Ann Arbor, Michigan
| | - Martha M Matuszak
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Janell S Dow
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Yue Cao
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Charles S Mayo
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Randall K Ten Haken
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Matthew J Schipper
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Kyle C Cuneo
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Dawn Owen
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| | - Theodore S Lawrence
- University of Michigan Department of Radiation Oncology, Ann Arbor, Michigan
| |
Collapse
|
14
|
Allen JN, Dey A, Cai J, Zhang J, Tian Y, Kennett M, Ma Y, Liang TJ, Patterson AD, Hankey-Giblin PA. Metabolic Profiling Reveals Aggravated Non-Alcoholic Steatohepatitis in High-Fat High-Cholesterol Diet-Fed Apolipoprotein E-Deficient Mice Lacking Ron Receptor Signaling. Metabolites 2020; 10:metabo10080326. [PMID: 32796650 PMCID: PMC7464030 DOI: 10.3390/metabo10080326] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 07/29/2020] [Accepted: 08/03/2020] [Indexed: 12/13/2022] Open
Abstract
Non-alcoholic steatohepatitis (NASH) represents the progressive sub-disease of non-alcoholic fatty liver disease that causes chronic liver injury initiated and sustained by steatosis and necroinflammation. The Ron receptor is a tyrosine kinase of the Met proto-oncogene family that potentially has a beneficial role in adipose and liver-specific inflammatory responses, as well as glucose and lipid metabolism. Since its discovery two decades ago, the Ron receptor has been extensively investigated for its differential roles on inflammation and cancer. Previously, we showed that Ron expression on tissue-resident macrophages limits inflammatory macrophage activation and promotes a repair phenotype, which can retard the progression of NASH in a diet-induced mouse model. However, the metabolic consequences of Ron activation have not previously been investigated. Here, we explored the effects of Ron receptor activation on major metabolic pathways that underlie the development and progression of NASH. Mice lacking apolipoprotein E (ApoE KO) and double knockout (DKO) mice that lack ApoE and Ron were maintained on a high-fat high-cholesterol diet for 18 weeks. We observed that, in DKO mice, the loss of ligand-dependent Ron signaling aggravated key pathological features in steatohepatitis, including steatosis, inflammation, oxidation stress, and hepatocyte damage. Transcriptional programs positively regulating fatty acid (FA) synthesis and uptake were upregulated in the absence of Ron receptor signaling, whereas lipid disposal pathways were downregulated. Consistent with the deregulation of lipid metabolism pathways, the DKO animals exhibited increased accumulation of FAs in the liver and decreased level of bile acids. Altogether, ligand-dependent Ron receptor activation provides protection from the deregulation of major metabolic pathways that initiate and aggravate non-alcoholic steatohepatitis.
Collapse
Affiliation(s)
- Joselyn N. Allen
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Adwitia Dey
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Jingwei Cai
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Jingtao Zhang
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Yuan Tian
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Mary Kennett
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
| | - Yanling Ma
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, The National Institutes of Health, Bethesda, MD 20814, USA; (Y.M.); (T.J.L.)
| | - T. Jake Liang
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, The National Institutes of Health, Bethesda, MD 20814, USA; (Y.M.); (T.J.L.)
| | - Andrew D. Patterson
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
- Correspondence: (A.D.P.); (P.A.H.-G.); Tel.: +1-814-867-4565; (A.D.P.); +1-814-863-0128 (P.A.H.-G.)
| | - Pamela A. Hankey-Giblin
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, PA 16802, USA; (J.N.A.); (A.D.); (J.C.); (J.Z.); (Y.T.); (M.K.)
- Correspondence: (A.D.P.); (P.A.H.-G.); Tel.: +1-814-867-4565; (A.D.P.); +1-814-863-0128 (P.A.H.-G.)
| |
Collapse
|
15
|
Ng SSW, Zhang H, Wang L, Citrin D, Dawson LA. Association of pro-inflammatory soluble cytokine receptors early during hepatocellular carcinoma stereotactic radiotherapy with liver toxicity. NPJ Precis Oncol 2020; 4:17. [PMID: 32695883 PMCID: PMC7360781 DOI: 10.1038/s41698-020-0124-z] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Accepted: 05/15/2020] [Indexed: 02/08/2023] Open
Abstract
Plasma levels of soluble factors early during hepatocellular carcinoma (HCC) stereotactic body radiotherapy (SBRT) were evaluated in relation to radiation liver injury, tumor response, and risk of early death. No significant differences were found in baseline plasma levels of AFP, CXCL1, and HGF amongst HCC patients with different Child Pugh scores. Higher levels of sTNFRII (P < 0.001), and lower levels of sCD40L (P < 0.001) and CXCL1 (P = 0.01) following one to two fractions of SBRT were noted in patients who developed liver toxicity vs. those who did not. High circulating levels of AFP (HR 2.16, P = 0.04), sTNFRII (HR 2.27, P = 0.01), and sIL-6R (HR 1.99, P = 0.03) early during SBRT were associated with increased risk of death 3 months post treatment. Plasma levels of the studied factors early during SBRT were not associated with tumor response. A pro-inflammatory systemic environment is associated with development of liver toxicity and increased risk of early death following SBRT.
Collapse
Affiliation(s)
- Sylvia S. W. Ng
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, ON Canada
- Department of Radiation Oncology, University of Toronto, Toronto, ON Canada
| | - Hong Zhang
- Radiation Oncology Branch, Centre for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA
| | - Lisa Wang
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, ON Canada
| | - Deborah Citrin
- Radiation Oncology Branch, Centre for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD USA
| | - Laura A. Dawson
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, ON Canada
- Department of Radiation Oncology, University of Toronto, Toronto, ON Canada
| |
Collapse
|
16
|
Jackson WC, Suresh K, Maurino C, Feng M, Cuneo KC, Ten Haken RK, Lawrence TS, Schipper MJ, Owen D. A mid-treatment break and reassessment maintains tumor control and reduces toxicity in patients with hepatocellular carcinoma treated with stereotactic body radiation therapy. Radiother Oncol 2019; 141:101-107. [PMID: 31431377 DOI: 10.1016/j.radonc.2019.07.027] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2019] [Revised: 07/11/2019] [Accepted: 07/21/2019] [Indexed: 02/08/2023]
Abstract
BACKGROUND AND PURPOSE Patients with hepatocellular carcinoma (HCC) commonly have underlying liver dysfunction with variable tolerance to liver stereotactic body radiation therapy (SBRT). We hypothesized that insertion of a 1-month mid-treatment break would allow us to adapt treatment to the individual patient response, thereby reducing toxicity without compromising local control (LC). MATERIALS AND METHODS We analyzed HCC patients receiving 3-5 fraction SBRT at our institution from 2005 to 2017. Over this time, patients were offered enrollment on prospective trials assessing individualized adaptive SBRT. Based on normal tissue complication probability and modeling of changes in liver function following a 1-month treatment break between fractions 3 and 4, patients could receive a total of 3 or 5 fractions. Patients not on trial received 3 or 5 fractions without a break. Toxicity was defined as a ≥2 point rise in Child-Pugh (CP) score within 6 months of SBRT. RESULTS 178 patients were treated with SBRT to 263 HCCs. Median follow-up was 23 months. 86 treatments had a 1-month break. 1-Year LC was 95.4%; this was not different between patients treated with or without a break (p = 0.14). Controlling for tumor size and dose a break was not associated with inferior LC (HR: 0.58, 95%CI: 0.1-3.34, p = 0.54). 54 patients experienced a ≥2 point rise in CP score. Controlling for the number of prior liver directed therapies and mean liver dose, a treatment break reduced the odds of toxicity (OR: 0.42, 95% CI: 0.17-1.03, p = 0.06). CONCLUSION A one-month mid-treatment break and reassessment may reduce the odds of treatment related toxicity without compromising LC.
Collapse
Affiliation(s)
- W C Jackson
- University of Michigan, Department of Radiation Oncology, United States
| | - K Suresh
- University of Michigan, Department of Radiation Oncology, United States
| | - C Maurino
- University of Michigan, Department of Radiation Oncology, United States
| | - M Feng
- University of California San Francisco, Department of Radiation Oncology, United States
| | - K C Cuneo
- University of Michigan, Department of Radiation Oncology, United States
| | - R K Ten Haken
- University of Michigan, Department of Radiation Oncology, United States
| | - T S Lawrence
- University of Michigan, Department of Radiation Oncology, United States
| | - M J Schipper
- University of Michigan, Department of Radiation Oncology, United States
| | - D Owen
- University of Michigan, Department of Radiation Oncology, United States.
| |
Collapse
|
17
|
Piguet AC, Medová M, Keogh A, Glück AA, Aebersold DM, Dufour JF, Zimmer Y. Impact of MET targeting on tumor-associated angiogenesis and growth of MET mutations-driven models of liver cancer. Genes Cancer 2015; 6:317-327. [PMID: 26413215 PMCID: PMC4575919 DOI: 10.18632/genesandcancer.74] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2015] [Accepted: 08/27/2015] [Indexed: 12/16/2022] Open
Abstract
Deregulated expression of the MET receptor tyrosine kinase has been reported in up to 50% of patients with hepatocellular carcinoma, the most abundant form of liver cancers, and is associated with decreased survival. Consequently, MET is considered as a molecular target in this malignancy, whose progression is highly dependent on extensive angiogenesis. Here we studied the impact of MET small molecule inhibitors on angiogenesis-associated parameters and growth of xenograft liver models consisting of cells expressing MET-mutated variants M1268T and Y1248H, which exhibit constitutive kinase activity. We demonstrate that MET mutations expression is associated with significantly increased production of vascular endothelial growth factor, which is blocked by MET targeting only in cells expressing the M1268T inhibitor-sensitive but not in the Y1248H inhibitor-resistant variant. Decrease in vascular endothelial growth factor production is also associated with reduction of tyrosine phopshorylation of the vascular endothelial growth factor receptor 2 expressed on primary liver sinusoidal endothelial cells and with inhibition of vessel formation. Furthermore, MET inhibition demonstrated an efficient anti-tumor activity and considerable reduction in microvessel density only against the M1268T-derived intrahepatic tumors. Collectively, our data support the role of targeting MET-associated angiogenesis as a major biological determinant for liver tumor growth control.
Collapse
Affiliation(s)
- Anne-Christine Piguet
- Department of Hepatology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Michaela Medová
- Department of Radiation Oncology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Adrian Keogh
- Department of Visceral Surgery, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Astrid A Glück
- Department of Radiation Oncology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Daniel M Aebersold
- Department of Radiation Oncology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Jean-François Dufour
- Department of Hepatology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| | - Yitzhak Zimmer
- Department of Radiation Oncology, Department of Clinical Research, Inselspital, Bern University Hospital, and University of Bern, Switzerland
| |
Collapse
|