1
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Pannkuk EL, Laiakis EC, Garty G, Bansal S, Jayatilake MM, Tan Y, Ponnaiya B, Wu X, Amundson SA, Brenner DJ, Fornace AJ. Impact of Partial Body Shielding from Very High Dose Rates on Untargeted Metabolomics in Biodosimetry. ACS OMEGA 2024; 9:35182-35196. [PMID: 39157112 PMCID: PMC11325421 DOI: 10.1021/acsomega.4c05688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 07/16/2024] [Accepted: 07/22/2024] [Indexed: 08/20/2024]
Abstract
A realistic exposure to ionizing radiation (IR) from an improvised nuclear device will likely include individuals who are partially shielded from the initial blast delivered at a very high dose rate (VHDR). As different tissues have varying levels of radiosensitivity, e.g., hematopoietic vs gastrointestinal tissues, the effects of shielding on radiation biomarkers need to be addressed. Here, we explore how biofluid (urine and serum) metabolite signatures from male and female C57BL/6 mice exposed to VHDR (5-10 Gy/s) total body irradiation (TBI, 0, 4, and 8 Gy) compare to individuals exposed to partial body irradiation (PBI) (lower body irradiated [LBI] or upper body irradiated [UBI] at an 8 Gy dose) using a data-independent acquisition untargeted metabolomics approach. Although sex differences were observed in the spatial groupings of urine signatures from TBI and PBI mice, a metabolite signature (N6,N6,N6-trimethyllysine, carnitine, propionylcarnitine, hexosamine-valine-isoleucine, taurine, and creatine) previously developed from variable dose rate experiments was able to identify individuals with high sensitivity and specificity, irrespective of radiation shielding. A panel of serum metabolites composed from previous untargeted studies on nonhuman primates had excellent performance for separating irradiated cohorts; however, a multiomic approach to complement the metabolome could increase dose estimation confidence intervals. Overall, these results support the inclusion of small-molecule markers in biodosimetry assays without substantial interference from the upper or lower body shielding.
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Affiliation(s)
- Evan L. Pannkuk
- Department
of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Department
of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Center
for Metabolomic Studies, Georgetown University, Washington, District of
Columbia 20057, United States
| | - Evagelia C. Laiakis
- Department
of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Department
of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Center
for Metabolomic Studies, Georgetown University, Washington, District of
Columbia 20057, United States
- Department
of Radiation Medicine, Georgetown University
Hospital, Washington, District of Columbia 20057, United States
| | - Guy Garty
- Radiological
Research Accelerator Facility, Columbia
University, Irvington, New York 10533, United States
- Center for
Radiological Research, Columbia University
Irving Medical Center, New York, New York 10032, United States
| | - Sunil Bansal
- Department
of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
| | - Meth M. Jayatilake
- Department
of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
| | - Yuewen Tan
- Radiological
Research Accelerator Facility, Columbia
University, Irvington, New York 10533, United States
| | - Brian Ponnaiya
- Radiological
Research Accelerator Facility, Columbia
University, Irvington, New York 10533, United States
- Center for
Radiological Research, Columbia University
Irving Medical Center, New York, New York 10032, United States
| | - Xuefeng Wu
- Center for
Radiological Research, Columbia University
Irving Medical Center, New York, New York 10032, United States
| | - Sally A. Amundson
- Center for
Radiological Research, Columbia University
Irving Medical Center, New York, New York 10032, United States
| | - David J. Brenner
- Center for
Radiological Research, Columbia University
Irving Medical Center, New York, New York 10032, United States
| | - Albert J. Fornace
- Department
of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Department
of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, District of Columbia 20057, United States
- Center
for Metabolomic Studies, Georgetown University, Washington, District of
Columbia 20057, United States
- Department
of Radiation Medicine, Georgetown University
Hospital, Washington, District of Columbia 20057, United States
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2
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Wang E, Shuryak I, Brenner DJ. A competing risks machine learning study of neutron dose, fractionation, age, and sex effects on mortality in 21,000 mice. Sci Rep 2024; 14:17974. [PMID: 39095647 PMCID: PMC11297256 DOI: 10.1038/s41598-024-68717-9] [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] [Received: 03/25/2024] [Accepted: 07/25/2024] [Indexed: 08/04/2024] Open
Abstract
This study explores the impact of densely-ionizing radiation on non-cancer and cancer diseases, focusing on dose, fractionation, age, and sex effects. Using historical mortality data from approximately 21,000 mice exposed to fission neutrons, we employed random survival forest (RSF), a powerful machine learning algorithm accommodating nonlinear dependencies and interactions, treating cancer and non-cancer outcomes as competing risks. Unlike traditional parametric models, RSF avoids strict assumptions and captures complex data relationships through decision tree ensembles. SHAP (SHapley Additive exPlanations) values and variable importance scores were employed for interpretation. The findings revealed clear dose-response trends, with cancer being the predominant cause of mortality. SHAP value dose-response shapes differed, showing saturation for cancer hazard at high doses (> 2 Gy) and a more linear pattern at lower doses. Non-cancer responses remained more linear throughout the entire dose range. There was a potential inverse dose rate effect for cancer, while the evidence for non-cancer was less conclusive. Sex and age effects were less pronounced. This investigation, utilizing machine learning, enhances our understanding of the patterns of non-cancer and cancer mortality induced by densely-ionizing radiations, emphasizing the importance of such approaches in radiation research, including space travel and radioprotection.
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Affiliation(s)
- Eric Wang
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11, New York, NY, 10032, USA.
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11, New York, NY, 10032, USA
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3
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Pannkuk EL, Shuryak I, Kot A, Yun-Tien Lin L, Li HH, Fornace AJ. Host microbiome depletion attenuates biofluid metabolite responses following radiation exposure. PLoS One 2024; 19:e0300883. [PMID: 38758927 PMCID: PMC11101107 DOI: 10.1371/journal.pone.0300883] [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: 06/23/2023] [Accepted: 03/06/2024] [Indexed: 05/19/2024] Open
Abstract
Development of novel biodosimetry assays and medical countermeasures is needed to obtain a level of radiation preparedness in the event of malicious or accidental mass exposures to ionizing radiation (IR). For biodosimetry, metabolic profiling with mass spectrometry (MS) platforms has identified several small molecules in easily accessible biofluids that are promising for dose reconstruction. As our microbiome has profound effects on biofluid metabolite composition, it is of interest how variation in the host microbiome may affect metabolomics based biodosimetry. Here, we 'knocked out' the microbiome of male and female C57BL/6 mice (Abx mice) using antibiotics and then irradiated (0, 3, or 8 Gy) them to determine the role of the host microbiome on biofluid radiation signatures (1 and 3 d urine, 3 d serum). Biofluid metabolite levels were compared to a sham and irradiated group of mice with a normal microbiome (Abx-con mice). To compare post-irradiation effects in urine, we calculated the Spearman's correlation coefficients of metabolite levels with radiation dose. For selected metabolites of interest, we performed more detailed analyses using linear mixed effect models to determine the effects of radiation dose, time, and microbiome depletion. Serum metabolite levels were compared using an ANOVA. Several metabolites were affected after antibiotic administration in the tryptophan and amino acid pathways, sterol hormone, xenobiotic and bile acid pathways (urine) and lipid metabolism (serum), with a post-irradiation attenuative effect observed for Abx mice. In urine, dose×time interactions were supported for a defined radiation metabolite panel (carnitine, hexosamine-valine-isoleucine [Hex-V-I], creatine, citric acid, and Nε,Nε,Nε-trimethyllysine [TML]) and dose for N1-acetylspermidine, which also provided excellent (AUROC ≥ 0.90) to good (AUROC ≥ 0.80) sensitivity and specificity according to the area under the receiver operator characteristic curve (AUROC) analysis. In serum, a panel consisting of carnitine, citric acid, lysophosphatidylcholine (LysoPC) (14:0), LysoPC (20:3), and LysoPC (22:5) also gave excellent to good sensitivity and specificity for identifying post-irradiated individuals at 3 d. Although the microbiome affected the basal levels and/or post-irradiation levels of these metabolites, their utility in dose reconstruction irrespective of microbiome status is encouraging for the use of metabolomics as a novel biodosimetry assay.
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Affiliation(s)
- Evan L. Pannkuk
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, United States of America
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC, United States of America
- Center for Metabolomics Studies, Georgetown University, Washington, DC, United States of America
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
| | - Anika Kot
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, United States of America
| | - Lorreta Yun-Tien Lin
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, United States of America
| | - Heng-Hong Li
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, United States of America
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC, United States of America
| | - Albert J. Fornace
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, United States of America
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC, United States of America
- Center for Metabolomics Studies, Georgetown University, Washington, DC, United States of America
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4
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Elsharkawi ASA, Elazab HA, Askar MA, Abdelrahman IY, Arafa AA, Gomma LR, Lo YL. Biocompatibility and radiosensitivity of a fiber optical-based dosimeter: biological applications. BIOMEDICAL OPTICS EXPRESS 2024; 15:3492-3506. [PMID: 38855686 PMCID: PMC11161350 DOI: 10.1364/boe.523849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 04/19/2024] [Accepted: 04/19/2024] [Indexed: 06/11/2024]
Abstract
This study introduces a cutting-edge fiber-optic dosimetry (FOD) sensor designed for measuring radiation in biological settings. The accuracy and precision of dosimeters for small animals, particularly prolonged exposure to nonuniform radiation fields, are always challenging. A state-of-the-art in-vivo dosimeter utilizing glass-encapsulated Thermoluminescence cylindrical detector (TLD) was introduced. The FODs are implanted into the rat during a prolonged irradiation scenario involving 137Cs where the rat has the freedom to move within a heterogeneous radiation domain. The implantation surgery was verified with X-ray computed tomography (CT) in addition to biochemical and pathological tests to assess the biocompatibility of FOD in vivo. A versatile FOD is designed for industrial and medical fields, which demand accurate and resilient radiation dosimeters. The dose measurements are associated with precise two-dimensional (2D) radiation distribution imaging. Three cylindrical FODs and three standards TLD_100 for each rat were tested. The measurements of peak irradiation before and after exposure reveal greater stability and superior sensitivity when compared to standard thermo-luminescence detectors in an in-vivo animal test. To the best of our knowledge, FOD testing on live animals is presented for the first time in this paper. Regarding the safety and biocompatibility of FOD, no morphological signs with any kind of inflammation or sensitivity toward the FOD material have been remarked. Moreover, with the current FOD, there is no oedema between the epidermal, dermal, and subdermal sections at the site of implantation. The results also show the stable levels of white blood cells (lymphocytes, granulocytes, MID) as blood inflammatory markers before surgery and at the time of extraction of the implanted dosimeters, thus confirming the biocompatibility for each optical fiber cylinder dosimeter. As a result, the new dosimeters have excellent biocompatibility in living tissues and have 100% accurate reusability intensity of the delivered radiation doses compared to TLD_100 which demonstrated a 45% reduction in its intensity accuracy.
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Affiliation(s)
- Adel S A Elsharkawi
- Department of Radiation Engineering, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority, Cairo 11787, Egypt
- Department of Mechanical Engineering, National Cheng Kung University, Tainan 701, Taiwan
| | - Huda A Elazab
- Nuclear and Radiological Safety Research Center, Egyptian Atomic Energy Authority, Cairo 9621, Egypt
| | - Mostafa A Askar
- Radiation Biology Department, National Centre for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo 11787, Egypt
| | - Ibrahim Y Abdelrahman
- Radiation Biology Department, National Centre for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo 11787, Egypt
| | - Amany A Arafa
- Department of Radiation Engineering, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority, Cairo 11787, Egypt
| | - Lofty R Gomma
- Faculty of Engineering at Shoubra, Banha University, Cairo 11672, Egypt
| | - Yu-Lung Lo
- Department of Mechanical Engineering, National Cheng Kung University, Tainan 701, Taiwan
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5
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Cui W, Hull L, Zizzo A, Wang L, Lin B, Zhai M, Kumar VP, Xiao M. The Roles of IL-18 in a Realistic Partial Body Irradiation with 5% Bone Marrow Sparing (PBI/BM5) Model. TOXICS 2023; 12:5. [PMID: 38276718 PMCID: PMC10819571 DOI: 10.3390/toxics12010005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 12/13/2023] [Accepted: 12/15/2023] [Indexed: 01/27/2024]
Abstract
IL-18 has been shown to play important roles in response to total body irradiation. However, homogenous total body irradiation is not a realistic model to reflect the radiation exposure in a real nuclear event. To further study the roles of IL-18 in a real nuclear scenario, we developed a mouse partial body irradiation with 5% bone marrow sparing (PBI/BM5) model to mimic the inhomogeneous radiation exposure. We established the dose response curves of PBI/BM5 using different radiation doses ranging from 12 to 16 Gy. Using the PBI/BM5 model, we showed that IL-18 knockout mice were significantly more radiation resistant than the wild-type mice at 14.73 Gy. We further studied the hematopoietic changes using a complete blood count, bone marrow colony-forming assays, and serum cytokine assays on the mice exposed to PBI/BM5 with IL-18BP treatment and wild-type/IL-18 knockout mice. In conclusion, our data suggest that IL-18 plays important roles in mouse survival in a realistic nuclear exposure model, potentially through the IL-18/IFNγ pathway.
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Affiliation(s)
- Wanchang Cui
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
- Department of Pharmacology and Molecular Therapeutics, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Lisa Hull
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Alex Zizzo
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
| | - Li Wang
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
- Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Bin Lin
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Min Zhai
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Vidya P. Kumar
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Mang Xiao
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20889, USA
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6
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Garty G, Royba E, Repin M, Shuryak I, Deoli N, Obaid R, Turner HC, Brenner DJ. Sex and dose rate effects in automated cytogenetics. RADIATION PROTECTION DOSIMETRY 2023; 199:1495-1500. [PMID: 37721073 PMCID: PMC10505938 DOI: 10.1093/rpd/ncac286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 10/17/2022] [Accepted: 11/16/2022] [Indexed: 09/19/2023]
Abstract
Testing and validation of biodosimetry assays is routinely performed using conventional dose rate irradiation platforms, at a dose rate of approximately 1 Gy/min. In contrast, the exposures from an improvised nuclear device will be delivered over a large range of dose rates with a prompt irradiation component, delivered in less than 1 μs, and a protracted component delivered over hours and days. We present preliminary data from a large demographic study we have undertaken for investigation of age, sex and dose rate effects on dicentric and micronucleus yields. Our data demonstrate reduced dicentric and micronucleus yields at very high dose rates. Additionally, we have seen small differences between males and females, with males having slightly fewer micronuclei and slightly more dicentrics than females, at high doses.
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Affiliation(s)
- Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, NY 10027, USA
| | - Ekaterina Royba
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Mikhail Repin
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Naresh Deoli
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Razib Obaid
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
- SLAC National Accelerator Laboratory, Menlo Park, CA 94025, USA
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA
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7
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Pannkuk EL, Laiakis EC, Garty G, Ponnaiya B, Wu X, Shuryak I, Ghandhi SA, Amundson SA, Brenner DJ, Fornace AJ. Variable Dose Rates in Realistic Radiation Exposures: Effects on Small Molecule Markers of Ionizing Radiation in the Murine Model. Radiat Res 2023; 200:1-12. [PMID: 37212727 PMCID: PMC10410530 DOI: 10.1667/rade-22-00211.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 04/27/2023] [Indexed: 05/23/2023]
Abstract
Novel biodosimetry assays for use in preparedness and response to potential malicious attacks or nuclear accidents would ideally provide accurate dose reconstruction independent of the idiosyncrasies of a complex exposure to ionizing radiation. Complex exposures will consist of dose rates spanning the low dose rates (LDR) to very high-dose rates (VHDR) that need to be tested for assay validation. Here, we investigate how a range of relevant dose rates affect metabolomic dose reconstruction at potentially lethal radiation exposures (8 Gy in mice) from an initial blast or subsequent fallout exposures compared to zero or sublethal exposures (0 or 3 Gy in mice) in the first 2 days, which corresponds to an integral time individuals will reach medical facilities after a radiological emergency. Biofluids (urine and serum) were collected from both male and female 9-10-week-old C57BL/6 mice at 1 and 2 days postirradiation (total doses of 0, 3 or 8 Gy) after a VHDR of 7 Gy/s. Additionally, samples were collected after a 2-day exposure consisting of a declining dose rate (1 to 0.004 Gy/min) recapitulating the 7:10 rule-of-thumb time dependency of nuclear fallout. Overall similar perturbations were observed in both urine and serum metabolite concentrations irrespective of sex or dose rate, with the exception of xanthurenic acid in urine (female specific) and taurine in serum (VHDR specific). In urine, we developed identical multiplex metabolite panels (N6, N6,N6-trimethyllysine, carnitine, propionylcarnitine, hexosamine-valine-isoleucine, and taurine) that could identify individuals receiving potentially lethal levels of radiation from the zero or sublethal cohorts with excellent sensitivity and specificity, with creatine increasing model performance at day 1. In serum, individuals receiving a 3 or 8 Gy exposure could be identified from their pre-irradiation samples with excellent sensitivity and specificity, however, due to a lower dose response the 3 vs. 8 Gy groups could not be distinguished from each other. Together with previous results, these data indicate that dose-rate-independent small molecule fingerprints have potential in novel biodosimetry assays.
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Affiliation(s)
- Evan L. Pannkuk
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC
- Center for Metabolomic Studies, Georgetown University, Washington, DC
| | - Evagelia C. Laiakis
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC
- Center for Metabolomic Studies, Georgetown University, Washington, DC
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, New York
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Brian Ponnaiya
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Xuefeng Wu
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Shanaz A. Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Albert J. Fornace
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC
- Center for Metabolomic Studies, Georgetown University, Washington, DC
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8
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Endesfelder D, Kulka U, Bucher M, Giesen U, Garty G, Beinke C, Port M, Gruel G, Gregoire E, Terzoudi G, Triantopoulou S, Ainsbury EA, Moquet J, Sun M, Prieto MJ, Moreno Domene M, Barquinero JF, Pujol-Canadell M, Vral A, Baeyens A, Wojcik A, Oestreicher U. International Comparison Exercise for Biological Dosimetry after Exposures with Neutrons Performed at Two Irradiation Facilities as Part of the BALANCE Project. Cytogenet Genome Res 2023; 163:163-177. [PMID: 37071978 PMCID: PMC10641373 DOI: 10.1159/000530728] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 04/10/2023] [Indexed: 04/20/2023] Open
Abstract
In the case of a radiological or nuclear event, biological dosimetry can be an important tool to support clinical decision-making. During a nuclear event, individuals might be exposed to a mixed field of neutrons and photons. The composition of the field and the neutron energy spectrum influence the degree of damage to the chromosomes. During the transatlantic BALANCE project, an exposure similar to a Hiroshima-like device at a distance of 1.5 km from the epicenter was simulated, and biological dosimetry based on dicentric chromosomes was performed to evaluate the participants ability to discover unknown doses and to test the influence of differences in neutron spectra. In a first step, calibration curves were established by irradiating blood samples with 5 doses in the range of 0-4 Gy at two different facilities in Germany (Physikalisch-Technische Bundesanstalt [PTB]) and the USA (the Columbia IND Neutron Facility [CINF]). The samples were sent to eight participating laboratories from the RENEB network and dicentric chromosomes were scored by each participant. Next, blood samples were irradiated with 4 blind doses in each of the two facilities and sent to the participants to provide dose estimates based on the established calibration curves. Manual and semiautomatic scoring of dicentric chromosomes were evaluated for their applicability to neutron exposures. Moreover, the biological effectiveness of the neutrons from the two irradiation facilities was compared. The calibration curves from samples irradiated at CINF showed a 1.4 times higher biological effectiveness compared to samples irradiated at PTB. For manual scoring of dicentric chromosomes, the doses of the test samples were mostly successfully resolved based on the calibration curves established during the project. For semiautomatic scoring, the dose estimation for the test samples was less successful. Doses >2 Gy in the calibration curves revealed nonlinear associations between dose and dispersion index of the dicentric counts, especially for manual scoring. The differences in the biological effectiveness between the irradiation facilities suggested that the neutron energy spectrum can have a strong impact on the dicentric counts.
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Affiliation(s)
- David Endesfelder
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection (BfS), Oberschleißheim, Germany,
| | - Ulrike Kulka
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection (BfS), Oberschleißheim, Germany
| | - Martin Bucher
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection (BfS), Oberschleißheim, Germany
| | - Ulrich Giesen
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Germany
| | - Guy Garty
- Radiological Research Accelerator Facility (RARAF), Columbia University, Irvington, New York, USA
| | | | - Matthias Port
- Bundeswehr Institute of Radiobiology, Munich, Germany
| | - Gaetan Gruel
- Institut de Radioprotection et de Sûreté Nucléaire (IRSN), PSE-Santé, SERAMED, LRAcc, Fontenay-aux-Roses, France
| | - Eric Gregoire
- Institut de Radioprotection et de Sûreté Nucléaire (IRSN), PSE-Santé, SERAMED, LRAcc, Fontenay-aux-Roses, France
| | - Georgia Terzoudi
- Health Physics, Radiobiology & Cytogenetics Laboratory, National Centre for Scientific Research "Demokritos,", Athens, Greece
| | - Sotiria Triantopoulou
- Health Physics, Radiobiology & Cytogenetics Laboratory, National Centre for Scientific Research "Demokritos,", Athens, Greece
| | - Elizabeth A Ainsbury
- Radiation, Chemicals and Environmental Hazards Directorate, UK Health Security Agency, Chilton, Oxfordshire, UK
| | - Jayne Moquet
- Radiation, Chemicals and Environmental Hazards Directorate, UK Health Security Agency, Chilton, Oxfordshire, UK
| | - Mingzhu Sun
- Radiation, Chemicals and Environmental Hazards Directorate, UK Health Security Agency, Chilton, Oxfordshire, UK
| | - María Jesús Prieto
- Centro de Oncología Radioterápica, Laboratorio de Dosimetría Biológica, Hospital General Universitario Gregorio Marañón, Madrid, Spain
| | - Mercedes Moreno Domene
- Centro de Oncología Radioterápica, Laboratorio de Dosimetría Biológica, Hospital General Universitario Gregorio Marañón, Madrid, Spain
| | - Joan-Francesc Barquinero
- Departament de Biologia Animal, Unitat d'Antropologia Biològica, Universitat Autònoma de Barcelona, Bellaterra, Spain
| | - Monica Pujol-Canadell
- Departament de Biologia Animal, Unitat d'Antropologia Biològica, Universitat Autònoma de Barcelona, Bellaterra, Spain
| | - Anne Vral
- Faculty of Medicine and Health Sciences, Department of Human Structure and Repair, Radiobiology Research Unit, Ghent University, Gent, Belgium
| | - Ans Baeyens
- Faculty of Medicine and Health Sciences, Department of Human Structure and Repair, Radiobiology Research Unit, Ghent University, Gent, Belgium
| | - Andrzej Wojcik
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
- Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Ursula Oestreicher
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection (BfS), Oberschleißheim, Germany
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9
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Shuryak I, Nemzow L, Bacon BA, Taveras M, Wu X, Deoli N, Ponnaiya B, Garty G, Brenner DJ, Turner HC. Machine learning approach for quantitative biodosimetry of partial-body or total-body radiation exposures by combining radiation-responsive biomarkers. Sci Rep 2023; 13:949. [PMID: 36653416 PMCID: PMC9849198 DOI: 10.1038/s41598-023-28130-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 01/13/2023] [Indexed: 01/19/2023] Open
Abstract
During a large-scale radiological event such as an improvised nuclear device detonation, many survivors will be shielded from radiation by environmental objects, and experience only partial-body irradiation (PBI), which has different consequences, compared with total-body irradiation (TBI). In this study, we tested the hypothesis that applying machine learning to a combination of radiation-responsive biomarkers (ACTN1, DDB2, FDXR) and B and T cell counts will quantify and distinguish between PBI and TBI exposures. Adult C57BL/6 mice of both sexes were exposed to 0, 2.0-2.5 or 5.0 Gy of half-body PBI or TBI. The random forest (RF) algorithm trained on ½ of the data reconstructed the radiation dose on the remaining testing portion of the data with mean absolute error of 0.749 Gy and reconstructed the product of dose and exposure status (defined as 1.0 × Dose for TBI and 0.5 × Dose for PBI) with MAE of 0.472 Gy. Among irradiated samples, PBI could be distinguished from TBI: ROC curve AUC = 0.944 (95% CI: 0.844-1.0). Mouse sex did not significantly affect dose reconstruction. These results support the hypothesis that combinations of protein biomarkers and blood cell counts can complement existing methods for biodosimetry of PBI and TBI exposures.
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Affiliation(s)
- Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA.
| | - Leah Nemzow
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Bezalel A Bacon
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Maria Taveras
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Xuefeng Wu
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Naresh Deoli
- Radiological Research Accelerator Facility, Columbia University Irving Medical Center, Irvington, NY, USA
| | - Brian Ponnaiya
- Radiological Research Accelerator Facility, Columbia University Irving Medical Center, Irvington, NY, USA
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University Irving Medical Center, Irvington, NY, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
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10
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Royba E, Repin M, Balajee AS, Shuryak I, Pampou S, Karan C, Wang YF, Lemus OD, Obaid R, Deoli N, Wuu CS, Brenner DJ, Garty G. Validation of a High-Throughput Dicentric Chromosome Assay Using Complex Radiation Exposures. Radiat Res 2023; 199:1-16. [PMID: 35994701 PMCID: PMC9947868 DOI: 10.1667/rade-22-00007.1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 10/24/2022] [Indexed: 01/12/2023]
Abstract
Validation of biodosimetry assays is routinely performed using primarily orthovoltage irradiators at a conventional dose rate of approximately 1 Gy/min. However, incidental/ accidental exposures caused by nuclear weapons can be more complex. The aim of this work was to simulate the DNA damage effects mimicking those caused by the detonation of a several kilotons improvised nuclear device (IND). For this, we modeled complex exposures to: 1. a mixed (photons + IND-neutrons) field and 2. different dose rates that may come from the blast, nuclear fallout, or ground deposition of radionuclides (ground shine). Additionally, we assessed whether myeloid cytokines affect the precision of radiation dose estimation by modulating the frequency of dicentric chromosomes. To mimic different exposure scenarios, several irradiation systems were used. In a mixed field study, human blood samples were exposed to a photon field enriched with neutrons (ranging from 10% to 37%) from a source that mimics Hiroshima's A-bomb's energy spectrum (0.2-9 MeV). Using statistical analysis, we assessed whether photons and neutrons act in an additive or synergistic way to form dicentrics. For the dose rates study, human blood was exposed to photons or electrons at dose rates ranging from low (where the dose was spread over 32 h) to extremely high (where the dose was delivered in a fraction of a microsecond). Potential effects of cytokine treatment on biodosimetry dose predictions were analyzed in irradiated blood subjected to Neupogen or Neulasta for 24 or 48 h at the concentration recommended to forestall manifestation of an acute radiation syndrome in bomb survivors. All measurements were performed using a robotic station, the Rapid Automated Biodosimetry Tool II, programmed to culture lymphocytes and score dicentrics in multiwell plates (the RABiT-II DCA). In agreement with classical concepts of radiation biology, the RABiT-II DCA calibration curves suggested that the frequency of dicentrics depends on the type of radiation and is modulated by changes in the dose rate. The resulting dose-response curves suggested an intermediate dicentric yields and additive effects of photons and IND-neutrons in the mixed field. At ultra-high dose rate (600 Gy/s), affected lymphocytes exhibited significantly fewer dicentrics (P < 0.004, t test). In contrast, we did not find the dose-response modification effects of radiomitigators on the yields of dicentrics (Bonferroni corrected P > 0.006, ANOVA test). This result suggests no bias in the dose predictions should be expected after emergency cytokine treatment initiated up to 48 h prior to blood collection for dicentric analysis.
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Affiliation(s)
- Ekaterina Royba
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Mikhail Repin
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Adayabalam S. Balajee
- Radiation Emergency Assistance Center/Training Site (REAC/TS), Cytogenetic Biodosimetry Laboratory (CBL), Oak Ridge Institute for Science and Education, Oak Ridge Associated Universities, Oak Ridge, Tennessee
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Sergey Pampou
- Columbia Genome Center High-Throughput Screening facility, Columbia University Irving Medical Center, New York, New York
| | - Charles Karan
- Columbia Genome Center High-Throughput Screening facility, Columbia University Irving Medical Center, New York, New York
| | - Yi-Fang Wang
- Department of Radiation Oncology, Columbia University Irving Medical Center, New York, New York
| | - Olga Dona Lemus
- Department of Radiation Oncology, Columbia University Irving Medical Center, New York, New York
| | - Razib Obaid
- Radiological Research Accelerator facility, Columbia University Irving Medical Center, Irvington, New York
- Currently at Stanford Linear Accelerator Center National Accelerator Laboratory, Menlo Park, California
| | - Naresh Deoli
- Radiological Research Accelerator facility, Columbia University Irving Medical Center, Irvington, New York
| | - Cheng-Shie Wuu
- Department of Radiation Oncology, Columbia University Irving Medical Center, New York, New York
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
| | - Guy Garty
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York
- Radiological Research Accelerator facility, Columbia University Irving Medical Center, Irvington, New York
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11
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Garty G, Obaid R, Deoli N, Royba E, Tan Y, Harken AD, Brenner DJ. Ultra-high dose rate FLASH irradiator at the radiological research accelerator facility. Sci Rep 2022; 12:22149. [PMID: 36550150 PMCID: PMC9780319 DOI: 10.1038/s41598-022-19211-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 08/25/2022] [Indexed: 12/24/2022] Open
Abstract
The Radiological Research Accelerator Facility has modified a decommissioned Varian Clinac to deliver ultra-high dose rates: operating in 9 MeV electron mode (FLASH mode), samples can be irradiated at a Source-Surface Distance (SSD) of 20 cm at average dose rates of up to 600 Gy/s (3.3 Gy per 0.13 µs pulse, 180 pulses per second). In this mode multiple pulses are required for most irradiations. By modulating pulse repetition rate and irradiating at SSD = 171 cm, dose rates below 1 Gy/min can be achieved, allowing comparison of FLASH and conventional irradiations with the same beam. Operating in 6 MV photon mode, with the conversion target removed (SuperFLASH mode), samples are irradiated at higher dose rates (0.2-150 Gy per 5 µs pulse, 360 pulses per second) and most irradiations can be performed with a single very high dose rate pulse. In both modes we have seen the expected inverse relation between dose rate and irradiated area, with the highest dose rates obtained for beams with a FWHM of about 2 cm and ± 10% uniformity over 1 cm diameter. As an example of operation of the ultra-high dose rate FLASH irradiator, we present dose rate dependence of dicentric chromosome yields.
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Affiliation(s)
- Guy Garty
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA.
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA.
| | - Razib Obaid
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA
- SLAC National Accelerator Laboratory, Menlo Park, CA, USA
| | - Naresh Deoli
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA
| | - Ekaterina Royba
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Yuewen Tan
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA
| | - Andrew D Harken
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
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12
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Shuryak I, Royba E, Repin M, Turner HC, Garty G, Deoli N, Brenner DJ. A machine learning method for improving the accuracy of radiation biodosimetry by combining data from the dicentric chromosomes and micronucleus assays. Sci Rep 2022; 12:21077. [PMID: 36473912 PMCID: PMC9726929 DOI: 10.1038/s41598-022-25453-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 11/30/2022] [Indexed: 12/12/2022] Open
Abstract
A large-scale malicious or accidental radiological event can expose vast numbers of people to ionizing radiation. The dicentric chromosome (DCA) and cytokinesis-block micronucleus (CBMN) assays are well-established biodosimetry methods for estimating individual absorbed doses after radiation exposure. Here we used machine learning (ML) to test the hypothesis that combining automated DCA and CBMN assays will improve dose reconstruction accuracy, compared with using either cytogenetic assay alone. We analyzed 1349 blood sample aliquots from 155 donors of different ages (3-69 years) and sexes (49.1% males), ex vivo irradiated with 0-8 Gy at dose rates from 0.08 Gy/day to ≥ 600 Gy/s. We compared the performances of several state-of-the-art ensemble ML methods and found that random forest generated the best results, with R2 for actual vs. reconstructed doses on a testing data subset = 0.845, and mean absolute error = 0.628 Gy. The most important predictor variables were CBMN and DCA frequencies, and age. Removing CBMN or DCA data from the model significantly increased squared errors on testing data (p-values 3.4 × 10-8 and 1.1 × 10-6, respectively). These findings demonstrate the promising potential of combining CBMN and DCA assay data to reconstruct radiation doses in realistic scenarios of heterogeneous populations exposed to a mass-casualty radiological event.
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Affiliation(s)
- Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, VC-11-234/5, New York, NY, 10032, USA.
| | - Ekaterina Royba
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, VC-11-234/5, New York, NY, 10032, USA
| | - Mikhail Repin
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, VC-11-234/5, New York, NY, 10032, USA
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, VC-11-234/5, New York, NY, 10032, USA
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University Irving Medical Center, Irvington, NY, USA
| | - Naresh Deoli
- Radiological Research Accelerator Facility, Columbia University Irving Medical Center, Irvington, NY, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, VC-11-234/5, New York, NY, 10032, USA
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13
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Pannkuk EL, Laiakis EC, Garty G, Bansal S, Ponnaiya B, Wu X, Ghandhi SA, Amundson SA, Brenner DJ, Fornace AJ. Biofluid Metabolomics and Lipidomics of Mice Exposed to External Very High-Dose Rate Radiation. Metabolites 2022; 12:520. [PMID: 35736453 PMCID: PMC9228171 DOI: 10.3390/metabo12060520] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 05/26/2022] [Accepted: 05/30/2022] [Indexed: 02/01/2023] Open
Abstract
High-throughput biodosimetry methods to determine exposure to ionizing radiation (IR) that can also be easily scaled to multiple testing sites in emergency situations are needed in the event of malicious attacks or nuclear accidents that may involve a substantial number of civilians. In the event of an improvised nuclear device (IND), a complex IR exposure will have a very high-dose rate (VHDR) component from an initial blast. We have previously addressed low-dose rate (LDR, ≤1 Gy/day) exposures from internal emitters on biofluid small molecule signatures, but further research on the VHDR component of the initial blast is required. Here, we exposed 8- to 10-week-old male C57BL/6 mice to an acute dose of 3 Gy using a reference dose rate of 0.7 Gy/min or a VHDR of 7 Gy/s, collected urine and serum at 1 and 7 d, then compared the metabolite signatures using either untargeted (urine) or targeted (serum) approaches with liquid chromatography mass spectrometry platforms. A Random Forest classification approach showed strikingly similar changes in urinary signatures at 1 d post-irradiation with VHDR samples grouping closer to control samples at 7 d. Identical metabolite panels (carnitine, trigonelline, xanthurenic acid, N6,N6,N6-trimethyllysine, spermine, and hexosamine-valine-isoleucine-OH) could differentiate IR exposed individuals with high sensitivity and specificity (area under the receiver operating characteristic (AUROC) curves 0.89-1.00) irrespective of dose rate at both days. For serum, the top 25 significant lipids affected by IR exposure showed slightly higher perturbations at 0.7 Gy/min vs. 7 Gy/s; however, identical panels showed excellent sensitivity and specificity at 1 d (three hexosylceramides (16:0), (18:0), (24:0), sphingomyelin [26:1], lysophosphatidylethanolamine [22:1]). Mice could not be differentiated from control samples at 7 d for a 3 Gy exposure based on serum lipid signatures. As with LDR exposures, we found that identical biofluid small molecule signatures can identify IR exposed individuals irrespective of dose rate, which shows promise for more universal applications of metabolomics for biodosimetry.
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Affiliation(s)
- Evan L. Pannkuk
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA; (E.C.L.); (S.B.); (A.J.F.J.)
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC 20057, USA
- Center for Metabolomic Studies, Georgetown University, Washington, DC 20057, USA
| | - Evagelia C. Laiakis
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA; (E.C.L.); (S.B.); (A.J.F.J.)
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC 20057, USA
- Center for Metabolomic Studies, Georgetown University, Washington, DC 20057, USA
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, NY 10032, USA;
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - Shivani Bansal
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA; (E.C.L.); (S.B.); (A.J.F.J.)
| | - Brian Ponnaiya
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - Xuefeng Wu
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - Shanaz A. Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY 10032, USA; (B.P.); (X.W.); (S.A.G.); (S.A.A.); (D.J.B.)
| | - Albert J. Fornace
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20057, USA; (E.C.L.); (S.B.); (A.J.F.J.)
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC 20057, USA
- Center for Metabolomic Studies, Georgetown University, Washington, DC 20057, USA
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14
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Laiakis EC, Canadell MP, Grilj V, Harken AD, Garty GY, Brenner DJ, Smilenov L, Fornace AJ. Small Molecule Responses to Sequential Irradiation with Neutrons and Photons for Biodosimetry Applications: An Initial Assessment. Radiat Res 2021; 196:468-477. [PMID: 33857313 PMCID: PMC9004252 DOI: 10.1667/rade-20-00032.1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 09/18/2020] [Indexed: 11/03/2022]
Abstract
Mass casualty exposure scenarios from an improvised nuclear device are expected to be far more complex than simple photons. Based on the proximity to the explosion and potential shielding, a mixed field of neutrons and photons comprised of up to approximately 30% neutrons of the total dose is anticipated. This presents significant challenges for biodosimetry and for short-term and long-term medical treatment of exposed populations. In this study we employed untargeted metabolomic methods to develop a biosignature in urine and serum from C57BL/6 mice to address radiation quality issues. The signature was developed in males and applied to samples from female mice to identify potential sex differences. Thirteen urinary (primarily amino acids, vitamin products, nucleotides) and 18 serum biomarkers (primarily mitochondrial and fatty acid β oxidation intermediates) were selected and evaluated in samples from day 1 and day 7 postirradiation. Sham-irradiated groups (controls) were compared to an equitoxic dose (3 Gy X-ray equivalent) from X rays (1.2 Gy/min), neutrons (∼1 Gy/h), or neutrons-photons. Results showed a time-dependent increase in the efficiency of the signatures, with serum providing the highest levels of accuracy in distinguishing not only between exposed from non-exposed populations, but also between radiation quality (photon exposures vs. exposures with a neutron component) and in between neutron-photon exposures (5, 15 or 25% of neutrons in the total dose) for evaluating the neutron contribution. A group of metabolites known as acylcarnitines was only responsive in males, indicating the potential for different mechanisms of action in baseline levels and of neutron-photon responses between the two sexes. Our findings highlight the potential of metabolomics in developing biodosimetric methods to evaluate mixed exposures with high sensitivity and specificity.
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Affiliation(s)
- Evagelia C. Laiakis
- Department of Oncology, Lombardi Comprehensive Cancer
Center, Georgetown University, Washington, DC
- Department of Biochemistry and Molecular & Cellular
Biology, Georgetown University, Washington, DC
| | | | - Veljko Grilj
- Radiological Research Accelerator Facility, Columbia
University, Irvington, New York
| | - Andrew D. Harken
- Radiological Research Accelerator Facility, Columbia
University, Irvington, New York
| | - Guy Y. Garty
- Radiological Research Accelerator Facility, Columbia
University, Irvington, New York
| | - David J. Brenner
- Center for Radiological Research, Columbia University, New
York, New York
| | - Lubomir Smilenov
- Center for Radiological Research, Columbia University, New
York, New York
| | - Albert J. Fornace
- Department of Oncology, Lombardi Comprehensive Cancer
Center, Georgetown University, Washington, DC
- Department of Biochemistry and Molecular & Cellular
Biology, Georgetown University, Washington, DC
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15
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Wang Q, Lee Y, Pujol-Canadell M, Perrier JR, Smilenov L, Harken A, Garty G, Brenner DJ, Ponnaiya B, Turner HC. Cytogenetic Damage of Human Lymphocytes in Humanized Mice Exposed to Neutrons and X Rays 24 h After Exposure. Cytogenet Genome Res 2021; 161:352-361. [PMID: 34488220 PMCID: PMC8455411 DOI: 10.1159/000516529] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 04/02/2021] [Indexed: 11/19/2022] Open
Abstract
Detonation of an improvised nuclear device highlights the need to understand the risk of mixed radiation exposure as prompt radiation exposure could produce significant neutron and gamma exposures. Although the neutron component may be a relatively small percentage of the total absorbed dose, the large relative biological effectiveness (RBE) can induce larger biological DNA damage and cell killing. The objective of this study was to use a hematopoietically humanized mouse model to measure chromosomal DNA damage in human lymphocytes 24 h after in vivo exposure to neutrons (0.3 Gy) and X rays (1 Gy). The human dicentric and cytokinesis-block micronucleus assays were performed to measure chromosomal aberrations in human lymphocytes in vivo from the blood and spleen, respectively. The mBAND assay based on fluorescent in situ hybridization labeling was used to detect neutron-induced chromosome 1 inversions in the blood lymphocytes of the neutron-irradiated mice. Cytogenetics endpoints, dicentrics and micronuclei showed that there was no significant difference in yields between the 2 irradiation types at the doses tested, indicating that neutron-induced chromosomal DNA damage in vivo was more biologically effective (RBE ∼3.3) compared to X rays. The mBAND assay, which is considered a specific biomarker of high-LET neutron exposure, confirmed the presence of clustered DNA damage in the neutron-irradiated mice but not in the X-irradiated mice, 24 h after exposure.
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Affiliation(s)
- Qi Wang
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Younghyun Lee
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Monica Pujol-Canadell
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Jay R. Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Lubomir Smilenov
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Andrew Harken
- Radiological Research Accelerator Facility, Columbia University, Irvington, (NY), USA
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, (NY), USA
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
| | - Brian Ponnaiya
- Radiological Research Accelerator Facility, Columbia University, Irvington, (NY), USA
| | - Helen C. Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, (NY), USA
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16
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Stricklin DL, VanHorne-Sealy J, Rios CI, Scott Carnell LA, Taliaferro LP. Neutron Radiobiology and Dosimetry. Radiat Res 2021; 195:480-496. [PMID: 33587743 DOI: 10.1667/rade-20-00213.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 01/11/2021] [Indexed: 12/12/2022]
Abstract
As the U.S. prepares for the possibility of a radiological or nuclear incident, or anticipated lunar and Mars missions, the exposure of individuals to neutron radiation must be considered. More information is needed on how to determine the neutron dose to better estimate the true biological effects of neutrons and mixed-field (i.e., neutron and photon) radiation exposures. While exposure to gamma-ray radiation will cause significant health issues, the addition of neutrons will likely exacerbate the biological effects already anticipated after radiation exposure. To begin to understand the issues and knowledge gaps in these areas, the National Institute of Allergy and Infectious Diseases (NIAID), Radiation Nuclear Countermeasures Program (RNCP), Department of Defense (DoD), Defense Threat Reduction Agency (DTRA), and National Aeronautics and Space Administration (NASA) formed an inter-agency working group to host a Neutron Radiobiology and Dosimetry Workshop on March 7, 2019 in Rockville, MD. Stakeholder interests were clearly positioned, given the differences in the missions of each agency. An overview of neutron dosimetry and neutron radiobiology was included, as well as a historical overview of neutron exposure research. In addition, current research in the fields of biodosimetry and diagnostics, medical countermeasures (MCMs) and treatment, long-term health effects, and computational studies were presented and discussed.
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Affiliation(s)
- Daniela L Stricklin
- Previously - Arlington Division, Applied Research Associates, Inc., Arlington
| | - Jama VanHorne-Sealy
- Army Reactor Program, United States Army Nuclear and Countering Weapons of Mass Destruction Agency (USANCA), Department of Defense, Fort Belvoir, Virginia
| | - Carmen I Rios
- Radiation and Nuclear Countermeasures Program (RNCP), Division of Allergy, Immunology and Transplantation (DAIT), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Rockville, Maryland
| | - Lisa A Scott Carnell
- Biological and Physical Sciences Division, National Aeronautics and Space Administration (NASA), Langley Research Center, Hampton, Virginia
| | - Lanyn P Taliaferro
- Radiation and Nuclear Countermeasures Program (RNCP), Division of Allergy, Immunology and Transplantation (DAIT), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Rockville, Maryland
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17
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Rosenstrom A, Asano E, Griffin K, Lee C, Hooper D, Dewji S. Dose Coefficient Calculation for Use in Dosimetry Assessment of a Fission-Based Weapon. Radiat Res 2021; 196:272-283. [PMID: 34237146 DOI: 10.1667/rade-21-00012.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 06/03/2021] [Indexed: 11/03/2022]
Abstract
In the event of a fission-based weapon or improvised nuclear device (IND) detonation, dose coefficients can be harnessed to provide dose assessments for defense, emergency preparedness, and consequence management, as well as to prospectively inform the assessment of radiation biomarkers and development of medical prophylaxis countermeasures for defense and homeland security stakeholders and decision-makers. Although dose coefficients have previously been calculated for this group, they would apply specifically to the studied population, the 1945 Japanese cohort, after which their anthropomorphic computational phantoms were modeled. For this reason, applications to other populations may be limited, and instead, an assessment of a more standardized population is desired. We employed a series of computational human phantoms representing international reference individuals: UF/NCI voxel phantom series containing newborn, 1-, 5-, 10-, 15-, and 35-year-old males and females. Irradiation of the phantoms was simulated using the Monte Carlo N-Particle transport code to determine organ dose coefficients under four idealized irradiation geometries at three distances from the detonation hypocenter at Hiroshima and Nagasaki using DS02 free-in-air prompt neutron and photon fluence spectra. Through these simulations, age-specific dose coefficients were determined for individual organs. Various articulated PIMAL stylized phantoms were simulated as well, to estimate the effect of body posture on dose coefficients and determine the effect of posture on dosimetric estimation and reconstruction. Results additionally demonstrate that that 137Cs and the Watt fission spectrum are not ideal general surrogate sources for fission weapons, which may be considered for experimental testing of medical countermeasures. Supplementary data provided tabulates the culmination of organ dose-rate coefficients in this study.
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Affiliation(s)
- Andrew Rosenstrom
- Department of Nuclear Engineering, Center for Nuclear Security Science and Policy Initiatives Texas A&M University, College Station, Texas 77843-3133
| | - Ethan Asano
- Department of Nuclear Engineering, Center for Nuclear Security Science and Policy Initiatives Texas A&M University, College Station, Texas 77843-3133
| | - Keith Griffin
- National Cancer Institute, Rockville, Maryland 20850
| | - Choonsik Lee
- National Cancer Institute, Rockville, Maryland 20850
| | - David Hooper
- Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830
| | - Shaheen Dewji
- Department of Nuclear Engineering, Center for Nuclear Security Science and Policy Initiatives Texas A&M University, College Station, Texas 77843-3133
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18
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Shuryak I, Turner HC, Pujol-Canadell M, Perrier JR, Garty G, Brenner DJ. Machine learning methodology for high throughput personalized neutron dose reconstruction in mixed neutron + photon exposures. Sci Rep 2021; 11:4022. [PMID: 33597632 PMCID: PMC7889851 DOI: 10.1038/s41598-021-83575-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Accepted: 02/04/2021] [Indexed: 11/09/2022] Open
Abstract
We implemented machine learning in the radiation biodosimetry field to quantitatively reconstruct neutron doses in mixed neutron + photon exposures, which are expected in improvised nuclear device detonations. Such individualized reconstructions are crucial for triage and treatment because neutrons are more biologically damaging than photons. We used a high-throughput micronucleus assay with automated scanning/imaging on lymphocytes from human blood ex-vivo irradiated with 44 different combinations of 0-4 Gy neutrons and 0-15 Gy photons (542 blood samples), which include reanalysis of past experiments. We developed several metrics that describe micronuclei/cell probability distributions in binucleated cells, and used them as predictors in random forest (RF) and XGboost machine learning analyses to reconstruct the neutron dose in each sample. The probability of "overfitting" was minimized by training both algorithms with repeated cross-validation on a randomly-selected subset of the data, and measuring performance on the rest. RF achieved the best performance. Mean R2 for actual vs. reconstructed neutron doses over 300 random training/testing splits was 0.869 (range 0.761 to 0.919) and root mean squared error was 0.239 (0.195 to 0.351) Gy. These results demonstrate the promising potential of machine learning to reconstruct the neutron dose component in clinically-relevant complex radiation exposure scenarios.
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Affiliation(s)
- Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA.
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Monica Pujol-Canadell
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Jay R Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - Guy Garty
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th street, VC-11-234/5, New York, NY, 10032, USA
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19
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Garty G, Xu Y, Johnson GW, Smilenov LB, Joseph SK, Pujol-Canadell M, Turner HC, Ghandhi SA, Wang Q, Shih R, Morton RC, Cuniberti DE, Morton SR, Bueno-Beti C, Morgan TL, Caracappa PF, Laiakis EC, Fornace AJ, Amundson SA, Brenner DJ. VADER: a variable dose-rate external 137Cs irradiator for internal emitter and low dose rate studies. Sci Rep 2020; 10:19899. [PMID: 33199728 PMCID: PMC7670416 DOI: 10.1038/s41598-020-76941-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 11/03/2020] [Indexed: 11/08/2022] Open
Abstract
In the long term, 137Cs is probably the most biologically important agent released in many accidental (or malicious) radiation disasters. It can enter the food chain, and be consumed, or, if present in the environment (e.g. from fallout), can provide external irradiation over prolonged times. In either case, due to the high penetration of the energetic γ rays emitted by 137Cs, the individual will be exposed to a low dose rate, uniform, whole body, irradiation. The VADER (VAriable Dose-rate External 137Cs irradiatoR) allows modeling these exposures, bypassing many of the problems inherent in internal emitter studies. Making use of discarded 137Cs brachytherapy seeds, the VADER can provide varying low dose rate irradiations at dose rates of 0.1 to 1.2 Gy/day. The VADER includes a mouse "hotel", designed to allow long term simultaneous residency of up to 15 mice. Two source platters containing ~ 250 mCi each of 137Cs brachytherapy seeds are mounted above and below the "hotel" and can be moved under computer control to provide constant low dose rate or a varying dose rate mimicking 137Cs biokinetics in mouse or man. We present the VADER design and characterization of its performance over 18 months of use.
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Affiliation(s)
- Guy Garty
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA.
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA.
| | - Yanping Xu
- Radiological Research Accelerator Facility, Columbia University, 136 S. Broadway, Box 21, Irvington, NY, 10533, USA
| | - Gary W Johnson
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Lubomir B Smilenov
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Simon K Joseph
- David A. Gardner PET Imaging Research Center, Columbia University, New York, NY, 10032, USA
| | | | - Helen C Turner
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Shanaz A Ghandhi
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Qi Wang
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Rompin Shih
- Department of Radiation Oncology, Columbia University, New York, NY, 10032, USA
| | - Robert C Morton
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - David E Cuniberti
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Shad R Morton
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Carlos Bueno-Beti
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Thomas L Morgan
- Environmental Health and Safety, Columbia University, New York, NY, 10032, USA
| | - Peter F Caracappa
- Environmental Health and Safety, Columbia University, New York, NY, 10032, USA
| | - Evagelia C Laiakis
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Washington DC, 20057, USA
- Department of Biochemistry and Molecular and Cellular Biology, Georgetown University, Washington DC, 20057, USA
| | - Albert J Fornace
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Washington DC, 20057, USA
- Department of Biochemistry and Molecular and Cellular Biology, Georgetown University, Washington DC, 20057, USA
| | - Sally A Amundson
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
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20
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Ghandhi SA, Sima C, Weber WM, Melo DR, Rudqvist N, Morton SR, Turner HC, Amundson SA. Dose and Dose-Rate Effects in a Mouse Model of Internal Exposure to 137Cs. Part 1: Global Transcriptomic Responses in Blood. Radiat Res 2020; 196:478-490. [PMID: 32931585 PMCID: PMC8864709 DOI: 10.1667/rade-20-00041] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 06/18/2020] [Indexed: 11/03/2022]
Abstract
Internal contamination by radionuclides may constitute a major source of exposure and biological damage after radiation accidents and potentially in a dirty bomb or improvised nuclear device scenario. We injected male C57BL/6 mice with radiolabeled cesium chloride solution (137CsCl) to evaluate the biological effects of varying cumulative doses and dose rates in a two-week study. Injection activities of 137CsCl were 5.71, 6.78, 7.67 and 9.29 MBq, calculated to achieve a target dose of 4 Gy at days 14, 7, 5 and 3, respectively. We collected whole blood samples at days 2, 3, 5, 7 and 14 so that we can publish the issue in Decemberfrom all injection groups and measured gene expression using Agilent Mouse Whole Genome microarrays. We identified both dose-rate-independent and dose-rate-dependent gene expression responses in the time series. Gene Ontology analysis indicated a rapid and persistent immune response to the chronic low-dose-rate irradiation, consistent with depletion of radiosensitive B cells. Pathways impacting platelet aggregation and TP53 signaling appeared activated, but not consistently at all times in the study. Clustering of genes by pattern and identification of dose-rate-independent and -dependent genes provided insight into possible drivers of the dynamic transcriptome response in vivo, and also indicated that TP53 signaling may be upstream of very different transcript response patterns. This characterization of the biological response of blood cells to internal radiation at varying doses and dose rates is an important step in understanding the effects of internal contamination after a nuclear event.
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Affiliation(s)
| | - Chao Sima
- Center for Bioinformatics and Genomic Systems Engineering, Texas A&M University, College Station, Texas 77845
| | - Waylon M. Weber
- The Lovelace Biomedical Research Institute, Albuquerque, New Mexico 87108
| | - Dunstana R. Melo
- The Lovelace Biomedical Research Institute, Albuquerque, New Mexico 87108
| | - Nils Rudqvist
- Columbia University Irving Medical Center, New York, New York 10032
| | - Shad R. Morton
- Columbia University Irving Medical Center, New York, New York 10032
| | - Helen C. Turner
- Columbia University Irving Medical Center, New York, New York 10032
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21
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Shuryak I, Ghandhi SA, Turner HC, Weber W, Melo D, Amundson SA, Brenner DJ. Dose and Dose-Rate Effects in a Mouse Model of Internal Exposure from 137Cs. Part 2: Integration of Gamma-H2AX and Gene Expression Biomarkers for Retrospective Radiation Biodosimetry. Radiat Res 2020; 196:491-500. [PMID: 33064820 PMCID: PMC8944909 DOI: 10.1667/rade-20-00042.1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 08/13/2020] [Indexed: 11/03/2022]
Abstract
Inhalation and ingestion of 137Cs and other long-lived radionuclides can occur after large-scale accidental or malicious radioactive contamination incidents, resulting in a complex temporal pattern of radiation dose/dose rate, influenced by radionuclide pharmacokinetics and chemical properties. High-throughput radiation biodosimetry techniques for such internal exposure are needed to assess potential risks of short-term toxicity and delayed effects (e.g., carcinogenesis) for exposed individuals. Previously, we used γ-H2AX to reconstruct injected 137Cs activity in experimentally-exposed mice, and converted activity values into radiation doses based on time since injection and 137Cs-elimination kinetics. In the current study, we sought to assess the feasibility and possible advantages of combining γ-H2AX with transcriptomics to improve 137Cs activity reconstructions. We selected five genes (Atf5, Hist2h2aa2, Olfr358, Psrc1, Hist2h2ac) with strong statistically-significant Spearman's correlations with injected activity and stable expression over time after 137Cs injection. The geometric mean of log-transformed signals of these five genes, combined with γ-H2AX fluorescence, were used as predictors in a nonlinear model for reconstructing injected 137Cs activity. The coefficient of determination (R2) comparing actual and reconstructed activities was 0.91 and root mean squared error (RMSE) was 0.95 MBq. These metrics remained stable when the model was fitted to a randomly-selected half of the data and tested on the other half, repeated 100 times. Model performance was significantly better when compared to our previous analysis using γ-H2AX alone, and when compared to an analysis where genes are used without γ-H2AX, suggesting that integrating γ-H2AX with gene expression provides an important advantage. Our findings show a proof of principle that integration of radiation-responsive biomarkers from different fields is promising for radiation biodosimetry of internal emitters.
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Affiliation(s)
- Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032
| | - Shanaz A. Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032
| | - Helen C. Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032
| | - Waylon Weber
- Lovelace Biomedical, Albuquerque, New Mexico, 87108
| | | | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032
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22
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Vicente E, Vujaskovic Z, Jackson IL. A Systematic Review of Metabolomic and Lipidomic Candidates for Biomarkers in Radiation Injury. Metabolites 2020; 10:E259. [PMID: 32575772 PMCID: PMC7344731 DOI: 10.3390/metabo10060259] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 06/09/2020] [Accepted: 06/13/2020] [Indexed: 12/16/2022] Open
Abstract
A large-scale nuclear event has the ability to inflict mass casualties requiring point-of-care and laboratory-based diagnostic and prognostic biomarkers to inform victim triage and appropriate medical intervention. Extensive progress has been made to develop post-exposure point-of-care biodosimetry assays and to identify biomarkers that may be used in early phase testing to predict the course of the disease. Screening for biomarkers has recently extended to identify specific metabolomic and lipidomic responses to radiation using animal models. The objective of this review was to determine which metabolites or lipids most frequently experienced perturbations post-ionizing irradiation (IR) in preclinical studies using animal models of acute radiation sickness (ARS) and delayed effects of acute radiation exposure (DEARE). Upon review of approximately 65 manuscripts published in the peer-reviewed literature, the most frequently referenced metabolites showing clear changes in IR induced injury were found to be citrulline, citric acid, creatine, taurine, carnitine, xanthine, creatinine, hypoxanthine, uric acid, and threonine. Each metabolite was evaluated by specific study parameters to determine whether trends were in agreement across several studies. A select few show agreement across variable animal models, IR doses and timepoints, indicating that they may be ubiquitous and appropriate for use in diagnostic or prognostic biomarker panels.
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Affiliation(s)
| | | | - Isabel L. Jackson
- Division of Translational Radiation Sciences, Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, MD 21201, USA; (E.V.); (Z.V.)
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23
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Pujol-Canadell M, Perrier JR, Cunha L, Shuryak I, Harken A, Garty G, Brenner DJ. Cytogenetically-based biodosimetry after high doses of radiation. PLoS One 2020; 15:e0228350. [PMID: 32320391 PMCID: PMC7176141 DOI: 10.1371/journal.pone.0228350] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Accepted: 01/13/2020] [Indexed: 11/18/2022] Open
Abstract
Dosimetry is an important tool for triage and treatment planning following any radiation exposure accident, and biological dosimetry, which estimates exposure dose using a biological parameter, is a practical means of determining the specific dose an individual receives. The cytokinesis-blocked micronucleus assay (CBMN) is an established biodosimetric tool to measure chromosomal damage in mitogen-stimulated human lymphocytes. The CBMN method is especially valuable for biodosimetry in triage situations thanks to simplicity in scoring and adaptability to high-throughput automated sample processing systems. While this technique produces dose-response data which fit very well to a linear-quadratic model for exposures to low linear energy transfer (LET) radiation and for doses up for 5 Gy, limitations to the accuracy of this method arise at larger doses. Accuracy at higher doses is limited by the number of cells reaching mitosis. Whereas it would be expected that the yield of micronuclei increases with the dose, in many experiments it has been shown to actually decrease when normalized over the total number of cells. This variation from a monotonically increasing dose response poses a limitation for retrospective dose reconstruction. In this study we modified the standard CBMN assay to increase its accuracy following exposures to higher doses of photons or a mixed neutron-photon beam. The assay is modified either through inhibitions of the G2/M and spindle checkpoints with the addition of caffeine and/or ZM447439 (an Aurora kinase inhibitor), respectively to the blood cultures at select times during the assay. Our results showed that caffeine addition improved assay performance for photon up to 10 Gy. This was achieved by extending the assay time from the typical 70 h to just 74 h. Compared to micronuclei yields without inhibitors, addition of caffeine and ZM447439 resulted in improved accuracy in the detection of micronuclei yields up to 10 Gy from photons and 4 Gy of mixed neutrons-photons. When the dose-effect curves were fitted to take into account the turnover phenomenon observed at higher doses, best fitting was achieved when the combination of both inhibitors was used. These techniques permit reliable dose reconstruction after high doses of radiation with a method that can be adapted to high-throughput automated sample processing systems.
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Affiliation(s)
- Monica Pujol-Canadell
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
| | - Jay R. Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
| | - Lidia Cunha
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
| | - Andrew Harken
- Radiological Research Accelerator Facility, Irvington, NY, United States of America
| | - Guy Garty
- Radiological Research Accelerator Facility, Irvington, NY, United States of America
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, United States of America
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24
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Wang Q, Pujol-Canadell M, Taveras M, Garty G, Perrier J, Bueno-Beti C, Shuryak I, Brenner DJ, Turner HC. DNA damage response in peripheral mouse blood leukocytes in vivo after variable, low-dose rate exposure. RADIATION AND ENVIRONMENTAL BIOPHYSICS 2020; 59:89-98. [PMID: 31897603 PMCID: PMC7441378 DOI: 10.1007/s00411-019-00825-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 12/08/2019] [Indexed: 05/03/2023]
Abstract
Environmental contamination and ingestion of the radionuclide Cesium-137 (137Cs) is a large concern in fallout from a nuclear reactor accident or improvised nuclear device, and highlights the need to develop biological assays for low-dose rate, internal emitter radiation. To mimic low-dose rates attributable to fallout, we have developed a VAriable Dose-rate External 137Cs irradiatoR (VADER), which can provide arbitrarily varying and progressive low-dose rate irradiations in the range of 0.1-1.2 Gy/day, while circumventing the complexities of dealing with radioactively contaminated biomaterials. We investigated the kinetics of mouse peripheral leukocytes DNA damage response in vivo after variable, low-dose rate 137Cs exposure. C57BL/6 mice were placed in the VADER over 7 days with total accumulated dose up to 2.7 Gy. Peripheral blood response including the leukocyte depletion, apoptosis as well as its signal protein p53 and DNA repair biomarker γ-H2AX was measured. The results illustrated that blood leukocyte numbers had significantly dropped by day 7. P53 levels peaked at day 2 (total dose = 0.91 Gy) and then declined; whereas, γ-H2AX fluorescence intensity (MFI) and foci number generally increased with accumulated dose and peaked at day 5 (total dose = 2.08 Gy). ROC curve analysis for γ-H2AX provided a good discrimination of accumulated dose < 2 Gy and ≥ 2 Gy, highlighting the potential of γ-H2AX MFI as a biomarker for dosimetry in a protracted, environmental exposure scenario.
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Affiliation(s)
- Qi Wang
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA.
| | - Monica Pujol-Canadell
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Maria Taveras
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Guy Garty
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Jay Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Carlos Bueno-Beti
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
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25
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Shuryak I, Turner HC, Perrier JR, Cunha L, Canadell MP, Durrani MH, Harken A, Bertucci A, Taveras M, Garty G, Brenner DJ. A High Throughput Approach to Reconstruct Partial-Body and Neutron Radiation Exposures on an Individual Basis. Sci Rep 2020; 10:2899. [PMID: 32076014 PMCID: PMC7031285 DOI: 10.1038/s41598-020-59695-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Accepted: 01/27/2020] [Indexed: 11/28/2022] Open
Abstract
Biodosimetry-based individualized reconstruction of complex irradiation scenarios (partial-body shielding and/or neutron + photon mixtures) can improve treatment decisions after mass-casualty radiation-related incidents. We used a high-throughput micronucleus assay with automated scanning and imaging software on ex-vivo irradiated human lymphocytes to: a) reconstruct partial-body and/or neutron exposure, and b) estimate separately the photon and neutron doses in a mixed exposure. The mechanistic background is that, compared with total-body photon irradiations, neutrons produce more heavily-damaged lymphocytes with multiple micronuclei/binucleated cell, whereas partial-body exposures produce fewer such lymphocytes. To utilize these differences for biodosimetry, we developed metrics that describe micronuclei distributions in binucleated cells and serve as predictors in machine learning or parametric analyses of the following scenarios: (A) Homogeneous gamma-irradiation, mimicking total-body exposures, vs. mixtures of irradiated blood with unirradiated blood, mimicking partial-body exposures. (B) X rays vs. various neutron + photon mixtures. The results showed high accuracies of scenario and dose reconstructions. Specifically, receiver operating characteristic curve areas (AUC) for sample classification by exposure type reached 0.931 and 0.916 in scenarios A and B, respectively. R2 for actual vs. reconstructed doses in these scenarios reached 0.87 and 0.77, respectively. These encouraging findings demonstrate a proof-of-principle for the proposed approach of high-throughput reconstruction of clinically-relevant complex radiation exposure scenarios.
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Affiliation(s)
- Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA.
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Jay R Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Lydia Cunha
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Monica Pujol Canadell
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Mohammad H Durrani
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Andrew Harken
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Antonella Bertucci
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Maria Taveras
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - Guy Garty
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
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26
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Garty G, Pujol-Canadell M, Brenner DJ. An injectable dosimeter for small animal irradiations. Phys Med Biol 2019; 64:18NT01. [PMID: 31416056 DOI: 10.1088/1361-6560/ab3bb9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Accuracy and precision in dosimetry is crucial in studies involving animal models. Small animal dosimetry, in particular for protracted exposures to non uniform radiation fields is particularly challanging. We have developed a novel in vivo dosimeter based on glass encapsulated TLD rods. These encapsulated rods can be injected into mice and used for validating doses to an individual mouse in a protracted irradiation scenario where the mouse is free to move in an inhomogenous radiation field. Data from 30 irradiated mice shows a reliable dose reconstruction within 10% of the nominal delivered dose.
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Affiliation(s)
- Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, NY, United States of America. Author to whom any correspondence should be addressed
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27
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Mukherjee S, Grilj V, Broustas CG, Ghandhi SA, Harken AD, Garty G, Amundson SA. Human Transcriptomic Response to Mixed Neutron-Photon Exposures Relevant to an Improvised Nuclear Device. Radiat Res 2019; 192:189-199. [PMID: 31237816 PMCID: PMC7450517 DOI: 10.1667/rr15281.1] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
In the possible event of a detonation of an improvised nuclear device (IND), the immediate radiation would consist of both photons (gamma rays) and neutrons. Since neutrons generally have a high relative biological effectiveness (RBE) for most physiological end points, it is important to understand the effect that neutrons would have on the biodosimetry methods that are being developed for medical triage purposes. We previously compared the transcriptomic response in human blood after neutron and photon irradiation. In this study, we analyzed the effect of mixed-field-neutron-photon radiation on gene expression responses in human peripheral blood, to elucidate the neutron contribution in the setting of a radiation exposure from an IND detonation. We used four combinations of mixed neutron-photon exposures, with increasing percentages of neutrons, to a cumulative dose of 3 Gy. The mixed-field exposures consisted of 0%, 5%, 15% and 25% of neutrons, where 0% corresponds to 3 Gy of pure X rays. A maximum neutron exposure, corresponding to 83% neutrons (0.75 Gy) was also used in the study. Increases were observed in both the number and expression level of genes, with increasing percentages of neutrons from 0% to 25% in the mixed-field exposures. Gene ontology analysis showed an overall predominance of TP53 signaling among upregulated genes across all exposures. Some TP53 regulated genes, such as EDA2R, GDF15 and VWCE, demonstrated increased expression with increasing neutron percentages in mixed-field exposures. Immune response, specifically natural-killer-cell mediated signaling, was the most significant biological process associated with downregulated genes. We observed significant suppression of T-cell-mediated signaling in mixed-field exposures, which was absent in the response to pure photons. In this first study investigating gene expression in human blood cells exposed to mixed neutron-photon fields similar to an actual IND explosion, we have identified a number of genes responding to the 3 Gy dose that showed increasing expression as the neutron percentage increased. Such genes may serve as better indicators of the expected biological damage than a report of total physical dose, and thus provide more relevant information for treating physicians.
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Affiliation(s)
- Sanjay Mukherjee
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032; and
| | - Veljko Grilj
- Radiological Research Accelerator Facility, Columbia University, Irvington, New York 10533
| | - Constantinos G. Broustas
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032; and
| | - Shanaz A. Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032; and
| | - Andrew D. Harken
- Radiological Research Accelerator Facility, Columbia University, Irvington, New York 10533
| | - Guy Garty
- Radiological Research Accelerator Facility, Columbia University, Irvington, New York 10533
| | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York 10032; and
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Turner HC, Lee Y, Weber W, Melo D, Kowell A, Ghandhi SA, Amundson SA, Brenner DJ, Shuryak I. Effect of dose and dose rate on temporal γ-H2AX kinetics in mouse blood and spleen mononuclear cells in vivo following Cesium-137 administration. BMC Mol Cell Biol 2019; 20:13. [PMID: 31138230 PMCID: PMC6540459 DOI: 10.1186/s12860-019-0195-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 05/13/2019] [Indexed: 11/21/2022] Open
Abstract
Background Cesium-137 (137Cs) is one of the major and most clinically relevant radionuclides of concern in a radiological dispersal device, “dirty bomb” scenario as well as in nuclear accidents and detonations. In this exposure scenario, a significant amount of soluble radionuclide(s) may be dispersed into the atmosphere as a component of fallout. The objectives of the present study were to investigate the effect of protracted 137Cs radionuclide exposures on DNA damage in mouse blood and spleen mononuclear cells (MNCs) in vivo using the γ-H2AX biomarker, and to develop a mathematical formalism for these processes. Results C57BL/6 mice were injected with a range of 137CsCl activities (5.74, 6.66, 7.65 and 9.28 MBq) to achieve total-body committed doses of ~ 4 Gy at Days 3, 5, 7, and 14. Close to 50% of 137Cs was excreted by day 5, leading to a slower rate of decay for the remaining time of the study; 137Cs excretion kinetics were independent of activity level within the tested range, and the absorbed radiation dose was determined by injected activity and time after injection. Measurements of γ-H2AX fluorescence in blood and spleen MNCs at each time point were used to develop a new biodosimetric mathematical formalism to estimate injected activity based on γ-H2AX fluorescence and time after injection. The formalism performed reasonably well on blood data at 2–5 days after injection: Pearson and Spearman’s correlation coefficients between actual and predicted activity values were 0.857 (p = 0.00659) and 0.929 (p = 0.00223), respectively. Conclusions Despite the complicated nature of the studied biological system and the time-dependent changes in radiation dose and dose rate due to radionuclide excretion and other processes, we have used the γ-H2AX repair kinetics to develop a mathematical formalism, which can relatively accurately predict injected 137Cs activity 2–5 days after initial exposure. To determine the assay’s usefulness to predict retrospective absorbed dose for medical triage, further studies are required to validate the sensitivity and accuracy of the γ-H2AX response after protracted exposures. Electronic supplementary material The online version of this article (10.1186/s12860-019-0195-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA.
| | - Younghyun Lee
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA
| | - Waylon Weber
- Lovelace Biomedical, Albuquerque, NM, 87108, USA
| | | | - Aimee Kowell
- Lovelace Biomedical, Albuquerque, NM, 87108, USA
| | - Shanaz A Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA
| | - Sally A Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY, 10032, USA
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Abstract
Purpose: Neutrons were an active field of radiobiology at the time of publication of the first issues of the International Journal of Radiation Biology in 1959. Three back-to-back papers published by Neary and his colleagues contain key elements of interest at the time. The present article aims to put these papers into context with the discovery of the neutron 27 years previously and then give a feel for how the field has progressed to the present day. It does not intend to provide a comprehensive review of this enormous field, but rather to provide selective summaries of main driving forces and developments. Conclusions: Neutron radiobiology has continued as a vigorous field of study throughout the past 84 years. Main driving forces have included concern for protection from the harmful effects of neutrons, exploitation and optimization for cancer therapy (fast beam therapy, brachytherapy and boron capture therapy), and scientific curiosity about the mechanisms of radiation action. Effort has fluctuated as the emphasis has shifted from time to time, but all three areas remain active today. Whatever the future holds for the various types of neutron therapy, the health protection aspects will remain with us permanently because of natural environmental exposure to neutrons as well as increased additional exposures from a variety of human activities.
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