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Yu B, Yan X, Zhu Y, Luo T, Sohail M, Ning H, Xu H. Analysis of adverse drug reactions/events of cancer chemotherapy and the potential mechanism of Danggui Buxue decoction against bone marrow suppression induced by chemotherapy. Front Pharmacol 2023; 14:1227528. [PMID: 37654610 PMCID: PMC10466413 DOI: 10.3389/fphar.2023.1227528] [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: 06/01/2023] [Accepted: 08/01/2023] [Indexed: 09/02/2023] Open
Abstract
Objective: To analyze the clinical characteristics of adverse reactions/events based on chemotherapy in cancer patients, and then explore the potential mechanism of Danggui Buxue Decoction (DBD) against chemotherapy-induced bone marrow suppression (BMS). Methods: Retrospectively collected and evaluated were the clinical data of patients in a hospital who experienced adverse reactions/events brought on by chemotherapeutic medications between 2015 and 2022. We explored the potential mechanism of DBD against BMS using network pharmacology based on the findings of the adverse reactions/events analysis. Results: 151 instances (72.25%) experienced adverse reactions/events from a single chemotherapy medication. Besides, platinum-based medications produced the most unfavorable effects. The study also found that chemotherapy caused the highest number of cases of BMS, including platinum drugs. Consequently, BMS is the most prevalent adverse reaction disease caused by chemotherapy found in this part. According to network pharmacology findings, DBD can prevent BMS primarily involving 1,510 primary targets and 19 key active ingredients. Based on the enrichment analysis, PI3K-AKT, TNF, MAPK, and IL-17 signaling pathways made up the majority of the DBD-resisting BMS pathways. Molecular docking displayed that kaempferol, the major active ingredient of DBD, had the highest binding energy (-10.08 kJ mol-1) with PTGS2 (a key target of BMS). Conclusion: Cancer patients who received chemotherapy had a risk to develop BMS. Regular blood tests should be performed while taking medicine; early discovery and treatment can reduce a patient's risk of experiencing adverse reactions/events. Additionally, this study demonstrated that DBD, through a variety of targets and pathways, may be crucial in avoiding BMS.
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Affiliation(s)
- Bin Yu
- NHC Key Laboratory of Nuclear Technology Medical Transformation, Department of Pharmacy, Mianyang Central Hospital, Mianyang, China
- Key Laboratory of Molecular Pharmacology and Drug Evaluation, School of Pharmacy, Collaborative Innovation Center of Advanced Drug Delivery System and Biotech Drugs in Universities of Shandong, Yantai University, Yantai, China
| | - Xida Yan
- School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Yuanying Zhu
- Key Laboratory of Molecular Pharmacology and Drug Evaluation, School of Pharmacy, Collaborative Innovation Center of Advanced Drug Delivery System and Biotech Drugs in Universities of Shandong, Yantai University, Yantai, China
| | - Ting Luo
- Key Laboratory of Molecular Pharmacology and Drug Evaluation, School of Pharmacy, Collaborative Innovation Center of Advanced Drug Delivery System and Biotech Drugs in Universities of Shandong, Yantai University, Yantai, China
| | - Muhammad Sohail
- College of Pharmaceutical Sciences, Institute of Pharmaceutical, Zhejiang University, Hangzhou, China
| | - Hong Ning
- NHC Key Laboratory of Nuclear Technology Medical Transformation, Department of Pharmacy, Mianyang Central Hospital, Mianyang, China
| | - Hui Xu
- Key Laboratory of Molecular Pharmacology and Drug Evaluation, School of Pharmacy, Collaborative Innovation Center of Advanced Drug Delivery System and Biotech Drugs in Universities of Shandong, Yantai University, Yantai, China
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2
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Sagkrioti E, Biz GM, Takan I, Asfa S, Nikitaki Z, Zanni V, Kars RH, Hellweg CE, Azzam EI, Logotheti S, Pavlopoulou A, Georgakilas AG. Radiation Type- and Dose-Specific Transcriptional Responses across Healthy and Diseased Mammalian Tissues. Antioxidants (Basel) 2022; 11:2286. [PMID: 36421472 PMCID: PMC9687520 DOI: 10.3390/antiox11112286] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 11/12/2022] [Accepted: 11/15/2022] [Indexed: 08/30/2023] Open
Abstract
Ionizing radiation (IR) is a genuine genotoxic agent and a major modality in cancer treatment. IR disrupts DNA sequences and exerts mutagenic and/or cytotoxic properties that not only alter critical cellular functions but also impact tissues proximal and distal to the irradiated site. Unveiling the molecular events governing the diverse effects of IR at the cellular and organismal levels is relevant for both radiotherapy and radiation protection. Herein, we address changes in the expression of mammalian genes induced after the exposure of a wide range of tissues to various radiation types with distinct biophysical characteristics. First, we constructed a publicly available database, termed RadBioBase, which will be updated at regular intervals. RadBioBase includes comprehensive transcriptomes of mammalian cells across healthy and diseased tissues that respond to a range of radiation types and doses. Pertinent information was derived from a hybrid analysis based on stringent literature mining and transcriptomic studies. An integrative bioinformatics methodology, including functional enrichment analysis and machine learning techniques, was employed to unveil the characteristic biological pathways related to specific radiation types and their association with various diseases. We found that the effects of high linear energy transfer (LET) radiation on cell transcriptomes significantly differ from those caused by low LET and are consistent with immunomodulation, inflammation, oxidative stress responses and cell death. The transcriptome changes also depend on the dose since low doses up to 0.5 Gy are related with cytokine cascades, while higher doses with ROS metabolism. We additionally identified distinct gene signatures for different types of radiation. Overall, our data suggest that different radiation types and doses can trigger distinct trajectories of cell-intrinsic and cell-extrinsic pathways that hold promise to be manipulated toward improving radiotherapy efficiency and reducing systemic radiotoxicities.
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Affiliation(s)
- Eftychia Sagkrioti
- DNA Damage Laboratory, Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou, 15780 Athens, Greece
- Biology Department, National and Kapodistrian University of Athens (NKUA), 15784 Athens, Greece
| | - Gökay Mehmet Biz
- Department of Technical Programs, Izmir Vocational School, Dokuz Eylül University, Buca, Izmir 35380, Turkey
| | - Işıl Takan
- Izmir Biomedicine and Genome Center (IBG), Balcova, Izmir 35340, Turkey
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, Balcova, Izmir 35340, Turkey
| | - Seyedehsadaf Asfa
- Izmir Biomedicine and Genome Center (IBG), Balcova, Izmir 35340, Turkey
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, Balcova, Izmir 35340, Turkey
| | - Zacharenia Nikitaki
- DNA Damage Laboratory, Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou, 15780 Athens, Greece
| | - Vassiliki Zanni
- DNA Damage Laboratory, Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou, 15780 Athens, Greece
| | - Rumeysa Hanife Kars
- Department of Biomedical Engineering, Istanbul Medipol University, Istanbul 34810, Turkey
| | - Christine E. Hellweg
- German Aerospace Center (DLR), Institute of Aerospace Medicine, Radiation Biology, Linder Höhe, D-51147 Köln, Germany
| | | | - Stella Logotheti
- DNA Damage Laboratory, Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou, 15780 Athens, Greece
| | - Athanasia Pavlopoulou
- Izmir Biomedicine and Genome Center (IBG), Balcova, Izmir 35340, Turkey
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, Balcova, Izmir 35340, Turkey
| | - Alexandros G. Georgakilas
- DNA Damage Laboratory, Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou, 15780 Athens, Greece
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3
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Kumar K, Datta K, Fornace AJ, Suman S. Total body proton and heavy-ion irradiation causes cellular senescence and promotes pro-osteoclastogenic activity in mouse bone marrow. Heliyon 2022; 8:e08691. [PMID: 35028468 PMCID: PMC8741516 DOI: 10.1016/j.heliyon.2021.e08691] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 12/01/2021] [Accepted: 12/27/2021] [Indexed: 12/12/2022] Open
Abstract
Low-LET photon radiation-induced persistent alterations in bone marrow (BM) cells are well documented in total-body irradiated (TBI) rodents and also among radiotherapy patients. However, the late effects of protons and high-LET heavy-ion radiation on BM cells and its implications in osteoclastogenesis are not fully understood. Therefore, C57BL6/J female mice (8 weeks; n = 10/group) were irradiated to sham, and 1 Gy of the proton (0.22 keV/μm), or high-LET 56Fe-ions (148 keV/μm) and at 60 d post-exposure, mice were sacrificed and femur sections were obtained for histological, cellular and molecular analysis. Cell proliferation (PCNA), cell death (active caspase-3), senescence (p16), osteoclast (RANK), osteoblast (OPG), osteoblast progenitor (c-Kit), and osteoclastogenesis-associated secretory factors (like RANKL) were assessed using immunostaining. While no change in cell proliferation and apoptosis between control and irradiated groups was noted, the number of BM megakaryocytes was significantly reduced in irradiated mice at 60 d post-exposure. A remarkable increase in p16 positive cells indicated a persistent increase in cell senescence, whereas increased RANKL/OPG ratio, reductions in the number of osteoblast progenitor cells, and osteocalcin provided clear evidence that exposure to both proton and 56Fe-ions promotes pro-osteoclastogenic activity in BM. Among irradiated groups, 56Fe-induced alterations in the BM cellularity and osteoclastogenesis were significantly greater than the protons that demonstrated a radiation quality-dependent effect. This study has implications in understanding the role of IR-induced late changes in the BM cells and its involvement in bone degeneration among deep-space astronauts, and also in patients undergoing proton or heavy-ion radiotherapy.
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Affiliation(s)
- Kamendra Kumar
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA
| | - Kamal Datta
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA
| | - Albert J. Fornace
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC 20057, USA
| | - Shubhankar Suman
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA
- Corresponding author.
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Averbeck D, Rodriguez-Lafrasse C. Role of Mitochondria in Radiation Responses: Epigenetic, Metabolic, and Signaling Impacts. Int J Mol Sci 2021; 22:ijms222011047. [PMID: 34681703 PMCID: PMC8541263 DOI: 10.3390/ijms222011047] [Citation(s) in RCA: 70] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/24/2021] [Accepted: 10/08/2021] [Indexed: 12/15/2022] Open
Abstract
Until recently, radiation effects have been considered to be mainly due to nuclear DNA damage and their management by repair mechanisms. However, molecular biology studies reveal that the outcomes of exposures to ionizing radiation (IR) highly depend on activation and regulation through other molecular components of organelles that determine cell survival and proliferation capacities. As typical epigenetic-regulated organelles and central power stations of cells, mitochondria play an important pivotal role in those responses. They direct cellular metabolism, energy supply and homeostasis as well as radiation-induced signaling, cell death, and immunological responses. This review is focused on how energy, dose and quality of IR affect mitochondria-dependent epigenetic and functional control at the cellular and tissue level. Low-dose radiation effects on mitochondria appear to be associated with epigenetic and non-targeted effects involved in genomic instability and adaptive responses, whereas high-dose radiation effects (>1 Gy) concern therapeutic effects of radiation and long-term outcomes involving mitochondria-mediated innate and adaptive immune responses. Both effects depend on radiation quality. For example, the increased efficacy of high linear energy transfer particle radiotherapy, e.g., C-ion radiotherapy, relies on the reduction of anastasis, enhanced mitochondria-mediated apoptosis and immunogenic (antitumor) responses.
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Affiliation(s)
- Dietrich Averbeck
- Laboratory of Cellular and Molecular Radiobiology, PRISME, UMR CNRS 5822/IN2P3, IP2I, Lyon-Sud Medical School, University Lyon 1, 69921 Oullins, France;
- Correspondence:
| | - Claire Rodriguez-Lafrasse
- Laboratory of Cellular and Molecular Radiobiology, PRISME, UMR CNRS 5822/IN2P3, IP2I, Lyon-Sud Medical School, University Lyon 1, 69921 Oullins, France;
- Department of Biochemistry and Molecular Biology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69310 Pierre-Bénite, France
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5
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Li X, Chen L, Zhou H, Gu S, Wu Y, Wang B, Zhang M, Ding N, Sun J, Pang X, Lu D. LsrB, the hub of ABC transporters involved in the membrane damage mechanisms of heavy ion irradiation in Escherichia coli. Int J Radiat Biol 2021; 97:1731-1740. [PMID: 34597255 DOI: 10.1080/09553002.2021.1987565] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
BACKGROUND Ionizing radiation, especially heavy ion (HI) beams, has been widely used in biology and medicine. However, the mechanism of membrane damage by such radiation remains primarily uncharacterized. PURPOSE Transcriptomic profiles of Escherichia coli (E. coli) treated with HI illustrated the response mechanisms of the membrane, mainly ABC transporters, related genes regulated by antibiotics treatment through enrichment analyses of GO and KEGG. The networks of protein-protein interactions indicated that LsrB was the crucial one among the ABC transporters specially regulated by HI through the calculation of plugins MCODE and cytoHubba of Cytoscape. Finally, the expression pattern, GO/KEGG enrichment terms, and the interaction between nine LuxS/AI-2 quorum sensing system members were investigated. CONCLUSIONS Above all, results suggested that HI might perform membrane damage through regulated material transport, inhibited LuxS/AI-2 system, finally impeded biofilm formation. This work provides further evidence for the role of ABC transporters, especially LsrB, in membrane damage of E. coli to HI. It will provide new strategies for improving the precise application of HI.
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Affiliation(s)
- Xin Li
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China.,Key Laboratory of Microbial Resources Exploitation and Utilization, Luoyang, China.,National Demonstration Center for Experimental Food Processing and Safety Education, Luoyang, China
| | - Lei Chen
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Haitao Zhou
- Neurology Department, Luoyang Central Hospital Affiliated to Zhengzhou University, Luoyang, China
| | - Shaobin Gu
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Ying Wu
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Bing Wang
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Miaomiao Zhang
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China.,University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China
| | - Nan Ding
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China.,University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China
| | - Jiaju Sun
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Xinyue Pang
- College of Medical Technology and Engineering, Henan University of Science and Technology, Luoyang, China
| | - Dong Lu
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China.,University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China
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6
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Rühle A, Grosu AL, Nicolay NH. The Particle Radiobiology of Multipotent Mesenchymal Stromal Cells: A Key to Mitigating Radiation-Induced Tissue Toxicities in Cancer Treatment and Beyond? Front Oncol 2021; 11:616831. [PMID: 33912447 PMCID: PMC8071947 DOI: 10.3389/fonc.2021.616831] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 03/23/2021] [Indexed: 12/13/2022] Open
Abstract
Mesenchymal stromal cells (MSCs) comprise a heterogeneous population of multipotent stromal cells that have gained attention for the treatment of irradiation-induced normal tissue toxicities due to their regenerative abilities. As the vast majority of studies focused on the effects of MSCs for photon irradiation-induced toxicities, little is known about the regenerative abilities of MSCs for particle irradiation-induced tissue damage or the effects of particle irradiation on the stem cell characteristics of MSCs themselves. MSC-based therapies may help treat particle irradiation-related tissue lesions in the context of cancer radiotherapy. As the number of clinical proton therapy centers is increasing, there is a need to decidedly investigate MSC-based treatments for particle irradiation-induced sequelae. Furthermore, therapies with MSCs or MSC-derived exosomes may also become a useful tool for manned space exploration or after radiation accidents and nuclear terrorism. However, such treatments require an in-depth knowledge about the effects of particle radiation on MSCs and the effects of MSCs on particle radiation-injured tissues. Here, the existing body of evidence regarding the particle radiobiology of MSCs as well as regarding MSC-based treatments for some typical particle irradiation-induced toxicities is presented and critically discussed.
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Affiliation(s)
- Alexander Rühle
- Department of Radiation Oncology, University of Freiburg - Medical Center, Freiburg, Germany.,German Cancer Consortium (DKTK) Partner Site Freiburg, German Cancer Research Center (dkfz), Heidelberg, Germany.,Department of Molecular Radiation Oncology, German Cancer Research Center (dkfz), Heidelberg, Germany
| | - Anca-Ligia Grosu
- Department of Radiation Oncology, University of Freiburg - Medical Center, Freiburg, Germany.,German Cancer Consortium (DKTK) Partner Site Freiburg, German Cancer Research Center (dkfz), Heidelberg, Germany
| | - Nils H Nicolay
- Department of Radiation Oncology, University of Freiburg - Medical Center, Freiburg, Germany.,German Cancer Consortium (DKTK) Partner Site Freiburg, German Cancer Research Center (dkfz), Heidelberg, Germany.,Department of Molecular Radiation Oncology, German Cancer Research Center (dkfz), Heidelberg, Germany
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7
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Repair characteristics and time-dependent effects in response to heavy-ion beam irradiation in Saccharomyces cerevisiae: a comparison with X-ray irradiation. Appl Microbiol Biotechnol 2020; 104:4043-4057. [PMID: 32144474 DOI: 10.1007/s00253-020-10464-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 02/07/2020] [Accepted: 02/12/2020] [Indexed: 12/14/2022]
Abstract
Heavy-ion beam (HIB) irradiation has been widely used in microbial mutation breeding. However, a global cellular response to such radiation remains mostly uncharacterised. In this study, we used transcriptomics to analyse the damage repair response in Saccharomyces cerevisiae following a semi-lethal HIB irradiation (80 Gy), which induced a significant number of DNA double-strand breaks. Our analysis of differentially expressed genes (DEGs) from 50 to 150 min post-irradiation revealed that upregulated genes were significantly enriched for gene ontology and Kyoto encyclopaedia of genes and genomes terms related to damage repair response. Based on the number of DEGs, their annotation, and their relative expression, we established that the peak of the damage repair response occurred 75 min post-irradiation. Moreover, we exploited the data from our recent study on X-ray irradiation-induced repair to compare the transcriptional patterns induced by semi-lethal HIB and X-ray irradiations. Although these two radiations have different properties, we found a significant overlap (> 50%) for the DEGs associated with five typical DNA repair pathways and, in both cases, identified homologous recombination repair (HRR) as the predominant repair pathway. Nevertheless, when we compared the relative enrichment of the five DNA repair pathways at the key time point of the repair process, we found that the relative enrichment of HRR was higher after HIB irradiation than after X-ray irradiation. Additionally, the peak stage of HRR following HIB irradiation was ahead of that following X-ray irradiation. Since mutations occur during the DNA repair process, uncovering detailed repair characteristics should further the understanding of the associated mutagenesis features.
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8
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Thariat J, Valable S, Laurent C, Haghdoost S, Pérès EA, Bernaudin M, Sichel F, Lesueur P, Césaire M, Petit E, Ferré AE, Saintigny Y, Skog S, Tudor M, Gérard M, Thureau S, Habrand JL, Balosso J, Chevalier F. Hadrontherapy Interactions in Molecular and Cellular Biology. Int J Mol Sci 2019; 21:E133. [PMID: 31878191 PMCID: PMC6981652 DOI: 10.3390/ijms21010133] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 12/17/2019] [Accepted: 12/20/2019] [Indexed: 02/06/2023] Open
Abstract
The resistance of cancer cells to radiotherapy is a major issue in the curative treatment of cancer patients. This resistance can be intrinsic or acquired after irradiation and has various definitions, depending on the endpoint that is chosen in assessing the response to radiation. This phenomenon might be strengthened by the radiosensitivity of surrounding healthy tissues. Sensitive organs near the tumor that is to be treated can be affected by direct irradiation or experience nontargeted reactions, leading to early or late effects that disrupt the quality of life of patients. For several decades, new modalities of irradiation that involve accelerated particles have been available, such as proton therapy and carbon therapy, raising the possibility of specifically targeting the tumor volume. The goal of this review is to examine the up-to-date radiobiological and clinical aspects of hadrontherapy, a discipline that is maturing, with promising applications. We first describe the physical and biological advantages of particles and their application in cancer treatment. The contribution of the microenvironment and surrounding healthy tissues to tumor radioresistance is then discussed, in relation to imaging and accurate visualization of potentially resistant hypoxic areas using dedicated markers, to identify patients and tumors that could benefit from hadrontherapy over conventional irradiation. Finally, we consider combined treatment strategies to improve the particle therapy of radioresistant cancers.
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Affiliation(s)
- Juliette Thariat
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- Laboratoire de Physique Corpusculaire IN2P3/ENSICAEN-UMR6534-Unicaen-Normandie Université, 14000 Caen, France;
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
| | - Samuel Valable
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - Carine Laurent
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, UNIROUEN, ABTE, 14000 Caen, France
| | - Siamak Haghdoost
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- LARIA, iRCM, François Jacob Institute, DRF-CEA, 14000 Caen, France
- UMR6252 CIMAP, CEA-CNRS-ENSICAEN-Université de Caen Normandie, 14000 Caen, France;
| | - Elodie A. Pérès
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - Myriam Bernaudin
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - François Sichel
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, UNIROUEN, ABTE, 14000 Caen, France
| | - Paul Lesueur
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - Mathieu Césaire
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
| | - Edwige Petit
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - Aurélie E. Ferré
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, GIP CYCERON, 14000 Caen, France
| | - Yannick Saintigny
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- LARIA, iRCM, François Jacob Institute, DRF-CEA, 14000 Caen, France
- UMR6252 CIMAP, CEA-CNRS-ENSICAEN-Université de Caen Normandie, 14000 Caen, France;
| | - Sven Skog
- Sino-Swed Molecular Bio-Medicine Research Institute, Shenzhen 518057, China;
| | - Mihaela Tudor
- UMR6252 CIMAP, CEA-CNRS-ENSICAEN-Université de Caen Normandie, 14000 Caen, France;
- Department of Life and Environmental Physics, Horia Hulubei National Institute of Physics and Nuclear Engineering, PO Box MG-63, 077125 Magurele, Romania
- Faculty of Biology, University of Bucharest, Splaiul Independentei 91-95, R-050095 Bucharest, Romania
| | - Michael Gérard
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
| | - Sebastien Thureau
- Laboratoire de Physique Corpusculaire IN2P3/ENSICAEN-UMR6534-Unicaen-Normandie Université, 14000 Caen, France;
- Department of Radiation Oncology, Centre Henri Becquerel, 76000 Rouen, France
| | - Jean-Louis Habrand
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- Normandie Univ, UNICAEN, UNIROUEN, ABTE, 14000 Caen, France
| | - Jacques Balosso
- Department of Radiation Oncology, Centre François Baclesse, 14000 Caen, France; (J.T.); (P.L.); (M.C.); (M.G.); (J.-L.H.); (J.B.)
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
| | - François Chevalier
- ARCHADE Research Community, 14000 Caen, France; (S.V.); (C.L.); (S.H.); (E.A.P.); (M.B.); (F.S.); (E.P.); (A.E.F.); (Y.S.)
- LARIA, iRCM, François Jacob Institute, DRF-CEA, 14000 Caen, France
- UMR6252 CIMAP, CEA-CNRS-ENSICAEN-Université de Caen Normandie, 14000 Caen, France;
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