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Papadopoulos A, Kyriakou I, Matsuya Y, Cortés-Giraldo MA, Galocha-Oliva M, Plante I, Stewart RD, Tran NH, Li W, Daglis IA, Santin G, Nieminen P, Incerti S, Emfietzoglou D. Analytic and Monte Carlo calculations of dose-mean lineal energy for 1 MeV-1 GeV protons with application to radiation protection quality factor. RADIATION AND ENVIRONMENTAL BIOPHYSICS 2025; 64:117-135. [PMID: 39928141 PMCID: PMC11971231 DOI: 10.1007/s00411-025-01110-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Accepted: 01/17/2025] [Indexed: 02/11/2025]
Abstract
Radiation quality for determining biological effects is commonly linked to the microdosimetric quantity lineal energy ( y ) and to the dose-mean lineal energy ( y D ). Calculations of y D are typically performed by specialised Monte Carlo track-structure (MCTS) codes, which can be time-intensive. Thus, microdosimetry-based analytic models are potentially useful for practical calculations. Analytic model calculations of proton y D and radiation protection quality factor ( Q ) values in sub-micron liquid water spheres (diameter 10-1000 nm) over a broad energy range (1 MeV-1 GeV) are compared against MCTS simulations by PHITS, RITRACKS, and Geant4-DNA. Additionally, an improved analytic microdosimetry model is proposed. The original analytic model of Xapsos is refined and model parameters are updated based on Geant4-DNA physics model. Direct proton energy deposition is described by an alternative energy-loss straggling distribution and the contribution of secondary electrons is calculated using the dielectric formulation of the relativistic Born approximation. MCTS simulations of proton y D values using the latest versions of the PHITS, RITRACKS, and Geant4-DNA are reported along with the Monte Carlo Damage Simulation (MCDS) algorithm. The y D datasets are then used within the Theory of Dual Radiation Action (TDRA) to illustrate variations in Q with proton energy. By a careful selection of parameters, overall differences at the ~ 10% level between the proposed analytic model and the MCTS codes can be attained, significantly improving upon existing models. MCDS estimates of y D are generally much lower than estimates from MCTS simulations. The differences of Q among the examined methods are somewhat smaller than those of y D . Still, estimates of proton Q values by the present model are in better agreement with MCTS-based estimates than the existing analytic models. An improved microdosimetry-based analytic model is presented for calculating proton y D values over a broad range of proton energies (1 MeV-1 GeV) and target sizes (10-1000 nm) in very good agreement with state-of-the-art MCTS simulations. It is envisioned that the proposed model might be used as an alternative to CPU-intensive MCTS simulations and advance practical microdosimetry and quality factor calculations in medical, accelerator, and space radiation applications.
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Affiliation(s)
- Alexis Papadopoulos
- Medical Physics Laboratory, Department of Medicine, University of Ioannina, 45110, Ioannina, Greece
| | - Ioanna Kyriakou
- Medical Physics Laboratory, Department of Medicine, University of Ioannina, 45110, Ioannina, Greece
| | - Yusuke Matsuya
- Faculty of Health Sciences, Hokkaido University, Kita-12 Nishi-5, Kita-Ku, Sapporo,, Hokkaido, 060-0812, Japan
- Nuclear Science and Engineering Center, Research Group for Radiation Transport Analysis, Japan Atomic Energy Agency (JAEA), 2-4 Shirakata, Tokai, Ibaraki, 319-1195, Japan
| | - Miguel Antonio Cortés-Giraldo
- Department of Atomic, Molecular and Nuclear Physics, Universidad de Sevilla, Av Reina Mercedes, s/n. 41012, Seville, Spain
| | - Miguel Galocha-Oliva
- Department of Atomic, Molecular and Nuclear Physics, Universidad de Sevilla, Av Reina Mercedes, s/n. 41012, Seville, Spain
| | | | - Robert D Stewart
- Department of Radiation Oncology, University of Washington, Seattle, WA, 98195-6043, USA
- Radiation Oncology Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Ngoc Hoang Tran
- UMR 5797, Univ. Bordeaux, CNRS, LP2I, F-33170, Gradignan, France
| | - Weibo Li
- Federal Office for Radiation Protection (BfS), Ingolstädter Landstraße 1, 85764, Oberschleißheim, Germany
| | - Ioannis A Daglis
- Department of Physics, National and Kapodistrian University of Athens, 15784, Athens, Greece
- Hellenic Space Center, 15231, Athens, Greece
| | - Giovanni Santin
- ESA/ESTEC Space Environments and Effects Section, ESTEC, Keplerlaan 1, 2200 AG, Noordwijk, ZH, The Netherlands
| | - Petteri Nieminen
- ESA/ESTEC Space Environments and Effects Section, ESTEC, Keplerlaan 1, 2200 AG, Noordwijk, ZH, The Netherlands
| | | | - Dimitris Emfietzoglou
- Medical Physics Laboratory, Department of Medicine, University of Ioannina, 45110, Ioannina, Greece.
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2
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Poignant F, Pariset E, Plante I, Ponomarev AL, Evain T, Viger L, Slaba TC, Blattnig SR, Costes SV. DNA break clustering as a predictor of cell death across various radiation qualities: influence of cell size, cell asymmetry, and beam orientation. Integr Biol (Camb) 2024; 16:zyae015. [PMID: 39299711 DOI: 10.1093/intbio/zyae015] [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: 02/08/2024] [Revised: 08/23/2024] [Indexed: 09/22/2024]
Abstract
Cosmic radiation, composed of high charge and energy (HZE) particles, causes cellular DNA damage that can result in cell death or mutation that can evolve into cancer. In this work, a cell death model is applied to several cell lines exposed to HZE ions spanning a broad range of linear energy transfer (LET) values. We hypothesize that chromatin movement leads to the clustering of multiple double strand breaks (DSB) within one radiation-induced foci (RIF). The survival probability of a cell population is determined by averaging the survival probabilities of individual cells, which is function of the number of pairwise DSB interactions within RIF. The simulation code RITCARD was used to compute DSB. Two clustering approaches were applied to determine the number of RIF per cell. RITCARD outputs were combined with experimental data from four normal human cell lines to derive the model parameters and expand its predictions in response to ions with LET ranging from ~0.2 keV/μm to ~3000 keV/μm. Spherical and ellipsoidal nuclear shapes and two ion beam orientations were modeled to assess the impact of geometrical properties on cell death. The calculated average number of RIF per cell reproduces the saturation trend for high doses and high-LET values that is usually experimentally observed. The cell survival model generates the recognizable bell shape of LET dependence for the relative biological effectiveness (RBE). At low LET, smaller nuclei have lower survival due to increased DNA density and DSB clustering. At high LET, nuclei with a smaller irradiation area-either because of a smaller size or a change in beam orientation-have a higher survival rate due to a change in the distribution of DSB/RIF per cell. If confirmed experimentally, the geometric characteristics of cells would become a significant factor in predicting radiation-induced biological effects. Insight Box: High-charge and energy (HZE) ions are characterized by dense linear energy transfer (LET) that induce unique spatial distributions of DNA damage in cell nuclei that result in a greater biological effect than sparsely ionizing radiation like X-rays. HZE ions are a prominent component of galactic cosmic ray exposure during human spaceflight and specific ions are being used for radiotherapy. Here, we model DNA damage clustering at sub-micrometer scale to predict cell survival. The model is in good agreement with experimental data for a broad range of LET. Notably, the model indicates that nuclear geometry and ion beam orientation affect DNA damage clustering, which reveals their possible role in mediating cell radiosensitivity.
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Affiliation(s)
- Floriane Poignant
- Analytical Mechanics Associates Inc., 21 Enterprise Parkway, Hampton, VA 23666, United States
| | - Eloise Pariset
- NASA Ames Research Center, MS:288/2, Mountain View, CA 94035, United States
- Universities Space Research Association, 615 National Avenue, Mountain View, CA 94043, United States
| | - Ianik Plante
- KBR, 2400 NASA Parkway, Houston, TX 77058, United States
| | | | - Trevor Evain
- Life Sciences Division, Lawrence Berkeley National Laboratory, 717 Potter Street, Berkeley, CA 94720, United States
| | - Louise Viger
- Life Sciences Division, Lawrence Berkeley National Laboratory, 717 Potter Street, Berkeley, CA 94720, United States
| | - Tony C Slaba
- NASA Langley Research Center, 1 Nasa Drive, Hampton, VA 23666, United States
| | - Steve R Blattnig
- NASA Langley Research Center, 1 Nasa Drive, Hampton, VA 23666, United States
| | - Sylvain V Costes
- NASA Ames Research Center, MS:288/2, Mountain View, CA 94035, United States
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3
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Huff JL, Poignant F, Rahmanian S, Khan N, Blakely EA, Britten RA, Chang P, Fornace AJ, Hada M, Kronenberg A, Norman RB, Patel ZS, Shay JW, Weil MM, Simonsen LC, Slaba TC. Galactic cosmic ray simulation at the NASA space radiation laboratory - Progress, challenges and recommendations on mixed-field effects. LIFE SCIENCES IN SPACE RESEARCH 2023; 36:90-104. [PMID: 36682835 DOI: 10.1016/j.lssr.2022.09.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Revised: 09/01/2022] [Accepted: 09/05/2022] [Indexed: 06/17/2023]
Abstract
For missions beyond low Earth orbit to the moon or Mars, space explorers will encounter a complex radiation field composed of various ion species with a broad range of energies. Such missions pose significant radiation protection challenges that need to be solved in order to minimize exposures and associated health risks. An innovative galactic cosmic ray simulator (GCRsim) was recently developed at the NASA Space Radiation Laboratory (NSRL) at Brookhaven National Laboratory (BNL). The GCRsim technology is intended to represent major components of the space radiation environment in a ground analog laboratory setting where it can be used to improve understanding of biological risks and serve as a testbed for countermeasure development and validation. The current GCRsim consists of 33 energetic ion beams that collectively simulate the primary and secondary GCR field encountered by humans in space over the broad range of particle types, energies, and linear energy transfer (LET) of interest to health effects. A virtual workshop was held in December 2020 to assess the status of the NASA baseline GCRsim. Workshop attendees examined various aspects of simulator design, with a particular emphasis on beam selection strategies. Experimental results, modeling approaches, areas of consensus, and questions of concern were also discussed in detail. This report includes a summary of the GCRsim workshop and a description of the current status of the GCRsim. This information is important for future advancements and applications in space radiobiology.
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Affiliation(s)
- Janice L Huff
- NASA Langley Research Center, Hampton, VA, 23681, United States of America.
| | - Floriane Poignant
- National Institute of Aerospace, Hampton, VA, 23666, United States of America
| | - Shirin Rahmanian
- National Institute of Aerospace, Hampton, VA, 23666, United States of America
| | - Nafisah Khan
- National Institute of Aerospace, Hampton, VA, 23666, United States of America
| | - Eleanor A Blakely
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, United States of America
| | - Richard A Britten
- Department of Radiation Oncology, Department of Microbiology and Molecular Cell Biology, Leroy T Canoles Jr. Cancer Center, School of Medicine, Eastern Virginia Medical School, Norfolk, VA, 23507, United States of America
| | - Polly Chang
- SRI International, Menlo Park, CA, 94025, United States of America
| | - Albert J Fornace
- Georgetown University, Washington, DC, 20057, United States of America
| | - Megumi Hada
- Prairie View A&M University, Prairie View, TX, 77446, United States of America
| | - Amy Kronenberg
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, United States of America
| | - Ryan B Norman
- NASA Langley Research Center, Hampton, VA, 23681, United States of America
| | - Zarana S Patel
- KBR Inc., Houston, TX, 77058, United States of America; NASA Johnson Space Center, Houston, TX, 77058, United States of America
| | - Jerry W Shay
- University of Texas Southwestern Medical Center, Dallas, TX, 75390, United States of America
| | - Michael M Weil
- Colorado State University, Fort Collins, CO, 80523, United States of America
| | - Lisa C Simonsen
- NASA Headquarters, Washington, DC, 20546, United States of America
| | - Tony C Slaba
- NASA Langley Research Center, Hampton, VA, 23681, United States of America
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4
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Cao X, Weil MM, Wu JC. Clinical Trial in a Dish for Space Radiation Countermeasure Discovery. LIFE SCIENCES IN SPACE RESEARCH 2022; 35:140-149. [PMID: 36336359 PMCID: PMC10947779 DOI: 10.1016/j.lssr.2022.05.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 04/30/2022] [Accepted: 05/25/2022] [Indexed: 06/16/2023]
Abstract
NASA aims to return humans to the moon within the next five years and to land humans on Mars in a few decades. Space radiation exposure represents a major challenge to astronauts' health during long-duration missions, as it is linked to increased risks of cancer, cardiovascular dysfunctions, central nervous system (CNS) impairment, and other negative outcomes. Characterization of radiation health effects and developing corresponding countermeasures are high priorities for the preparation of long duration space travel. Due to limitations of animal and cell models, the development of novel physiologically relevant radiation models is needed to better predict these individual risks and bridge gaps between preclinical testing and clinical trials in drug development. "Clinical Trial in a Dish" (CTiD) is now possible with the use of human induced pluripotent stem cells (hiPSCs), offering a powerful tool for drug safety or efficacy testing using patient-specific cell models. Here we review the development and applications of CTiD for space radiation biology and countermeasure studies, focusing on progress made in the past decade.
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Affiliation(s)
- Xu Cao
- Stanford Cardiovascular Institute, Stanford University School of Medicine, CA 94305, USA; Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Michael M Weil
- Department of Environmental and Radiological Health Sciences, Colorado State University, Fort Collins, CO, USA
| | - Joseph C Wu
- Stanford Cardiovascular Institute, Stanford University School of Medicine, CA 94305, USA; Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Radiology, Stanford University School of Medicine, Stanford, CA, 94305, USA.
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5
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Geometrical Properties of the Nucleus and Chromosome Intermingling Are Possible Major Parameters of Chromosome Aberration Formation. Int J Mol Sci 2022; 23:ijms23158638. [PMID: 35955776 PMCID: PMC9368922 DOI: 10.3390/ijms23158638] [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: 07/05/2022] [Revised: 07/28/2022] [Accepted: 07/30/2022] [Indexed: 12/10/2022] Open
Abstract
Ionizing radiation causes chromosome aberrations, which are possible biomarkers to assess space radiation cancer risks. Using the Monte Carlo codes Relativistic Ion Tracks (RITRACKS) and Radiation-Induced Tracks, Chromosome Aberrations, Repair and Damage (RITCARD), we investigated how geometrical properties of the cell nucleus, irradiated with ion beams of linear energy transfer (LET) ranging from 0.22 keV/μm to 195 keV/μm, influence the yield of simple and complex exchanges. We focused on the effect of (1) nuclear volume by considering spherical nuclei of varying radii; (2) nuclear shape by considering ellipsoidal nuclei of varying thicknesses; (3) beam orientation; and (4) chromosome intermingling by constraining or not constraining chromosomes in non-overlapping domains. In general, small nuclear volumes yield a higher number of complex exchanges, as compared to larger nuclear volumes, and a higher number of simple exchanges for LET < 40 keV/μm. Nuclear flattening reduces complex exchanges for high-LET beams when irradiated along the flattened axis. The beam orientation also affects yields for ellipsoidal nuclei. Reducing chromosome intermingling decreases both simple and complex exchanges. Our results suggest that the beam orientation, the geometry of the cell nucleus, and the organization of the chromosomes within are important parameters for the formation of aberrations that must be considered to model and translate in vitro results to in vivo risks.
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6
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Horst F, Boscolo D, Cartechini G, Durante M, Hartel C, Kozlova E, La Tessa C, Missiaggia M, Pierobon E, Radon T, Ridolfi R, Ritter S, Schuy C, Sokolov A, Weber U, Zbořil M. A multi-detector experimental setup for the study of space radiation shielding materials: Measurement of secondary radiation behind thick shielding and assessment of its radiobiological effect. EPJ WEB OF CONFERENCES 2022. [DOI: 10.1051/epjconf/202226103002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Space agencies have recognized the risks of astronauts’ exposure to space radiation and are developing complex model-based risk mitigation strategies. In the foundation of these models, there are still significant gaps of knowledge concerning nuclear fragmentation reactions which need to be addressed by ground-based experiments. There is a lack of data on neutron and light ion production by heavy ions, which are an important component of galactic cosmic radiation (GCR). A research collaboration has been set up to characterize the secondary radiation field produced by GCR-like radiation provided by a particle accelerator in thick shielding. The aim is to develop a novel method for producing high-quality experimental data on neutron and light ion production in shielding materials relevant for space radiation protection. Four complementary detector systems are used to determine the energy and angular distributions of high-energy secondary neutrons and light ions. In addition to the physical measurement approach, the biological effectiveness of the secondary radiation field is determined by measuring chromosome aberrations in human peripheral lymphocytes placed behind the shielding. The experiments are performed at the heavy ion
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7
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Impact of Radiation Quality on Microdosimetry and Chromosome Aberrations for High-Energy (>250 MeV/n) Ions. Life (Basel) 2022; 12:life12030358. [PMID: 35330109 PMCID: PMC8955614 DOI: 10.3390/life12030358] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 02/25/2022] [Accepted: 02/28/2022] [Indexed: 11/17/2022] Open
Abstract
Studying energy deposition by space radiation at the cellular scale provides insights on health risks to astronauts. Using the Monte Carlo track structure code RITRACKS, and the chromosome aberrations code RITCARD, we performed a modeling study of single-ion energy deposition spectra and chromosome aberrations for high-energy (>250 MeV/n) ion beams with linear energy transfer (LET) varying from 0.22 to 149.2 keV/µm. The calculations were performed using cells irradiated directly by mono-energetic ion beams, and by poly-energetic beams after particle transport in a digital mouse model, representing the radiation exposure of a cell in a tissue. To discriminate events from ion tracks directly traversing the nucleus, to events from δ-electrons emitted by distant ion tracks, we categorized ion contributions to microdosimetry or chromosome aberrations into direct and indirect contributions, respectively. The ions were either ions of the mono-energetic beam or secondary ions created in the digital mouse due to interaction of the beam with tissues. For microdosimetry, the indirect contribution is largely independent of the beam LET and minimally impacted by the beam interactions in mice. In contrast, the direct contribution is strongly dependent on the beam LET and shows increased probabilities of having low and high-energy deposition events when considering beam transport. Regarding chromosome aberrations, the indirect contribution induces a small number of simple exchanges, and a negligible number of complex exchanges. The direct contribution is responsible for most simple and complex exchanges. The complex exchanges are significantly increased for some low-LET ion beams when considering beam transport.
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Response of Arabidopsis thaliana and Mizuna Mustard Seeds to Simulated Space Radiation Exposures. Life (Basel) 2022; 12:life12020144. [PMID: 35207432 PMCID: PMC8879990 DOI: 10.3390/life12020144] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 01/11/2022] [Accepted: 01/12/2022] [Indexed: 01/30/2023] Open
Abstract
One of the major concerns for long-term exploration missions beyond the Earth’s magnetosphere is consequences from exposures to solar particle event (SPE) protons and galactic cosmic rays (GCR). For long-term crewed Lunar and Mars explorations, the production of fresh food in space will provide both nutritional supplements and psychological benefits to the astronauts. However, the effects of space radiation on plants and plant propagules have not been sufficiently investigated and characterized. In this study, we evaluated the effect of two different compositions of charged particles-simulated GCR, and simulated SPE protons on dry and hydrated seeds of the model plant Arabidopsis thaliana and the crop plant Mizuna mustard [Brassica rapa var. japonica]. Exposures to charged particles, simulated GCRs (up to 80 cGy) or SPEs (up to 200 cGy), were performed either acutely or at a low dose rate using the NASA Space Radiation Laboratory (NSRL) facility at Brookhaven National Lab (BNL). Control and irradiated seeds were planted in a solid phytogel and grown in a controlled environment. Five to seven days after planting, morphological parameters were measured to evaluate radiation-induced damage in the seedlings. After exposure to single types of charged particles, as well as to simulated GCR, the hydrated Arabidopsis seeds showed dose- and quality-dependent responses, with heavier ions causing more severe defects. Seeds exposed to simulated GCR (dry seeds) and SPE (hydrated seeds) had significant, although much less damage than seeds exposed to heavier and higher linear energy transfer (LET) particles. In general, the extent of damage depends on the seed type.
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Yamanouchi S, Rhone J, Mao JH, Fujiwara K, Saganti PB, Takahashi A, Hada M. Simultaneous Exposure of Cultured Human Lymphoblastic Cells to Simulated Microgravity and Radiation Increases Chromosome Aberrations. Life (Basel) 2020; 10:187. [PMID: 32927618 PMCID: PMC7555395 DOI: 10.3390/life10090187] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 09/02/2020] [Accepted: 09/05/2020] [Indexed: 12/22/2022] Open
Abstract
During space travel, humans are continuously exposed to two major environmental stresses, microgravity (μG) and space radiation. One of the fundamental questions is whether the two stressors are interactive. For over half a century, many studies were carried out in space, as well as using devices that simulated μG on the ground to investigate gravity effects on cells and organisms, and we have gained insights into how living organisms respond to μG. However, our knowledge on how to assess and manage human health risks in long-term mission to the Moon or Mars is drastically limited. For example, little information is available on how cells respond to simultaneous exposure to space radiation and μG. In this study, we analyzed the frequencies of chromosome aberrations (CA) in cultured human lymphoblastic TK6 cells exposed to X-ray or carbon ion under the simulated μG conditions. A higher frequency of both simple and complex types of CA were observed in cells exposed to radiation and μG simultaneously compared to CA frequency in cells exposed to radiation only. Our study shows that the dose response data on space radiation obtained at the 1G condition could lead to the underestimation of astronauts' potential risk for health deterioration, including cancer. This study also emphasizes the importance of obtaining data on the molecular and cellular responses to irradiation under μG conditions.
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Affiliation(s)
- Sakuya Yamanouchi
- Gunma University Heavy Ion Medical Center, Maebashi, Gunma 371-8511, Japan;
| | - Jordan Rhone
- Radiation Institute for Science & Engineering, Prairie View A&M University, Prairie View, TX 77446, USA; (J.R.); (P.B.S.)
| | - Jian-Hua Mao
- Biological Systems & Engineering Division, Lawrence Berkeley Laboratory, Berkeley, CA 94720, USA;
| | - Keigi Fujiwara
- Department of Cardiology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Premkumar B. Saganti
- Radiation Institute for Science & Engineering, Prairie View A&M University, Prairie View, TX 77446, USA; (J.R.); (P.B.S.)
| | - Akihisa Takahashi
- Gunma University Heavy Ion Medical Center, Maebashi, Gunma 371-8511, Japan;
| | - Megumi Hada
- Radiation Institute for Science & Engineering, Prairie View A&M University, Prairie View, TX 77446, USA; (J.R.); (P.B.S.)
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