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Meng X, Wen K, Zhao J, Han Y, Ghandhi SA, Kaur SP, Brenner DJ, Turner HC, Amundson SA, Lin Q. Microfluidic measurement of intracellular mRNA with a molecular beacon probe towards point-of-care radiation triage. SENSORS & DIAGNOSTICS 2024; 3:1344-1352. [PMID: 39129862 PMCID: PMC11308381 DOI: 10.1039/d4sd00079j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Accepted: 06/26/2024] [Indexed: 08/13/2024]
Abstract
In large-scale radiation exposure events, the ability to triage potential victims by the received radiation dosage is crucial. This can be evaluated by radiation-induced biological changes. Radiation-responsive mRNA is a class of biomarkers that has been explored for dose-dependency with methods such as RT-qPCR. However, these methods are challenging to implement for point-of-care devices. We have designed and used molecular beacons as probes for the measurement of radiation-induced changes of intracellular mRNA in a microfluidic device towards determining radiation dosage. Our experiments, in which fixed TK6 cells labeled with a molecular beacon specific to BAX mRNA exhibited dose-dependent fluorescence in a manner consistent with RT-qPCR analysis, demonstrate that such intracellular molecular probes can potentially be used in point-of-care radiation biodosimetry. This proof of concept could readily be extended to any RNA-based test to provide direct measurements at the bedside.
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Affiliation(s)
- Xin Meng
- Department of Mechanical Engineering, Columbia University New York NY 10027 USA
| | - Kechun Wen
- Department of Mechanical Engineering, Columbia University New York NY 10027 USA
| | - Jingyang Zhao
- Department of Mechanical Engineering, Columbia University New York NY 10027 USA
| | - Yaru Han
- Department of Mechanical Engineering, Columbia University New York NY 10027 USA
| | - Shanaz A Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center New York New York 10032 USA
| | - Salan P Kaur
- Center for Radiological Research, Columbia University Irving Medical Center New York New York 10032 USA
| | - David J Brenner
- Center for Radiological Research, Columbia University Irving Medical Center New York New York 10032 USA
| | - Helen C Turner
- Center for Radiological Research, Columbia University Irving Medical Center New York New York 10032 USA
| | - Sally A Amundson
- Center for Radiological Research, Columbia University Irving Medical Center New York New York 10032 USA
| | - Qiao Lin
- Department of Mechanical Engineering, Columbia University New York NY 10027 USA
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Tavakol DN, Nash TR, Kim Y, Graney PL, Liberman M, Fleischer S, Lock RI, O'Donnell A, Andrews L, Ning D, Yeager K, Harken A, Deoli N, Amundson SA, Garty G, Leong KW, Brenner DJ, Vunjak-Novakovic G. Modeling the Effects of Protracted Cosmic Radiation in a Human Organ-on-Chip Platform. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024:e2401415. [PMID: 38965824 DOI: 10.1002/advs.202401415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 05/18/2024] [Indexed: 07/06/2024]
Abstract
Galactic cosmic radiation (GCR) is one of the most serious risks posed to astronauts during missions to the Moon and Mars. Experimental models capable of recapitulating human physiology are critical to understanding the effects of radiation on human organs and developing radioprotective measures against space travel exposures. The effects of systemic radiation are studied using a multi-organ-on-a-chip (multi-OoC) platform containing engineered tissue models of human bone marrow (site of hematopoiesis and acute radiation damage), cardiac muscle (site of chronic radiation damage) and liver (site of metabolism), linked by vascular circulation with an endothelial barrier separating individual tissue chambers from the vascular perfusate. Following protracted neutron radiation, the most damaging radiation component in deep space, a greater deviation of tissue function is observed as compared to the same cumulative dose delivered acutely. Further, by characterizing engineered bone marrow (eBM)-derived immune cells in circulation, 58 unique genes specific to the effects of protracted neutron dosing are identified, as compared to acutely irradiated and healthy tissues. It propose that this bioengineered platform allows studies of human responses to extended radiation exposure in an "astronaut-on-a-chip" model that can inform measures for mitigating cosmic radiation injury.
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Affiliation(s)
| | - Trevor R Nash
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Youngbin Kim
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Pamela L Graney
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Martin Liberman
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Sharon Fleischer
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Roberta I Lock
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Aaron O'Donnell
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Leah Andrews
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Derek Ning
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Keith Yeager
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - Andrew Harken
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Naresh Deoli
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Sally A Amundson
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Guy Garty
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Kam W Leong
- Department of Biomedical Engineering, Columbia University, New York, NY, 10032, USA
| | - David J Brenner
- Center for Radiological Research, Columbia University, New York, NY, 10032, USA
| | - Gordana Vunjak-Novakovic
- Department of Biomedical Engineering, Department of Medicine, and College of Dental Medicine, Columbia University, New York, NY, 10032, USA
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3
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De Lorenzo A, Dos Santos Fernandes MC, Romeiro F, Arpini AP, Dias GM. DNA damage and repair in patients undergoing myocardial perfusion single-photon emission computed tomography. Sci Rep 2024; 14:13079. [PMID: 38844507 PMCID: PMC11156974 DOI: 10.1038/s41598-024-63537-3] [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: 02/21/2024] [Accepted: 05/29/2024] [Indexed: 06/09/2024] Open
Abstract
As patient exposure to ionizing radiation from medical imaging and its risks are continuing issues, this study aimed to evaluate DNA damage and repair markers after myocardial perfusion single-photon emission computed tomography (MPS). Thirty-two patients undergoing Tc-99m sestamibi MPS were studied. Peripheral blood was collected before radiotracer injection at rest and 60-90 min after injection. The comet assay (single-cell gel electrophoresis) was performed with peripheral blood cells to detect DNA strand breaks. Three descriptors were evaluated: the percentage of DNA in the comet tail, tail length, and tail moment (the product of DNA tail percentage and tail length). Quantitative PCR (qPCR) was performed to evaluate the expression of five genes related to signaling pathways in response to DNA damage and repair (ATM, ATR, BRCA1, CDKN1A, and XPC). Mann-Whitney's test was employed for statistical analysis; p < 0.05 was considered significant. Mean Tc-99m sestamibi dose was 15.1 mCi. After radiotracer injection, comparing post-exposure to pre-exposure samples of each of the 32 patients, no statistically significant differences of the DNA percentage in the tail, tail length or tail moment were found. qPCR revealed increased expression of BRCA1 and XPC, without any significant difference regarding the other genes. No significant increase in DNA strand breaks was detected after a single radiotracer injection for MPS. There was activation of only two repair genes, which may indicate that, in the current patient sample, the effects of ionizing radiation on the DNA were not large enough to trigger intense repair responses, suggesting the absence of significant DNA damage.
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Affiliation(s)
- Andrea De Lorenzo
- Coordenação de Ensino e Pesquisa, Instituto Nacional de Cardiologia, Rua das Laranjeiras 374, Rio de Janeiro, RJ, Brazil.
| | | | - Francisco Romeiro
- Serviço de Medicina Nuclear, Instituto Nacional de Cardiologia, Rio de Janeiro, Brazil
| | - Anna Paula Arpini
- Coordenação de Ensino e Pesquisa, Instituto Nacional de Cardiologia, Rua das Laranjeiras 374, Rio de Janeiro, RJ, Brazil
| | - Glauber Monteiro Dias
- Laboratório de Biologia Celular e Tecidual, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Rio de Janeiro, Brazil
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Lee YH, Yoon HJ, Yang SS, Lee IK, Jo WS, Jeong SK, Oh SJ, Kim J, Lee Y, Seong KM. Lessons on harmonization of scoring criteria for dicentric chromosome assay in South Korea. Int J Radiat Biol 2024; 100:709-714. [PMID: 38394348 DOI: 10.1080/09553002.2024.2316603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 01/23/2024] [Indexed: 02/25/2024]
Abstract
PURPOSE Networking with other biodosimetry laboratories is necessary to assess the radiation exposure of many individuals in large-scale radiological accidents. The Korea biodosimetry network, K-BioDos, prepared harmonized scoring guidelines for dicentric chromosome assay to obtain homogeneous results within the network and investigated the efficiency of the guidelines. MATERIALS AND METHODS Three laboratories in K-BioDos harmonized the scoring guidelines for dicentric chromosome assay. The results of scoring dicentric chromosomes using the harmonized scoring guidelines were compared with the laboratories' results using their own methods. Feedback was collected from the scorers following the three intercomparison exercises in 3 consecutive years. RESULTS K-BioDos members showed comparable capacity to score dicentrics in the three exercises. However, the results of the K-BioDos guidelines showed no significant improvement over those of the scorers' own methods. According to the scorers, our harmonized guidelines led to more rejected metaphases and ultimately decreased the number of scorable metaphases compared with their own methods. Moreover, the scoring time was sometimes longer with the K-BioDos protocol because some scorers were not yet familiar with the guidelines, though most scorers reported that the time decreased or was unchanged. These challenges may cause low adherence to the guidelines. Most scorers expressed willingness to use the guidelines to select scorable metaphases or identify dicentrics for other biodosimetry works, whereas one did not want to use it due to the difference from their calibration curves. CONCLUSIONS We identified potential resistance to following the harmonized guidelines and received requests for more detailed methods. Our findings suggest that the harmonized criteria should be continually updated, and education and training should be provided for all scorers. These changes could allow members within the biodosimetry network to successfully collaborate and support each other in large-scale radiological accidents.
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Affiliation(s)
- Yang Hee Lee
- Laboratory of Biological Dosimetry, National Radiation Emergency Medical Center (NREMC), Korea Institute of Radiological & Medical Sciences (KIRAMS), Seoul, Republic of Korea
| | - Hyo Jin Yoon
- Laboratory of Biological Dosimetry, National Radiation Emergency Medical Center (NREMC), Korea Institute of Radiological & Medical Sciences (KIRAMS), Seoul, Republic of Korea
| | - Su San Yang
- Laboratory of Biological Dosimetry, National Radiation Emergency Medical Center (NREMC), Korea Institute of Radiological & Medical Sciences (KIRAMS), Seoul, Republic of Korea
| | - In Kyung Lee
- Korea Hydro & Nuclear Power Co, Radiation Health Institute, Seoul, Republic of Korea
| | - Wol Soon Jo
- Research Center, Dong Nam Institute of Radiological and Medical Sciences (DIRAMS), Busan, Republic of Korea
| | - Soo Kyung Jeong
- Research Center, Dong Nam Institute of Radiological and Medical Sciences (DIRAMS), Busan, Republic of Korea
| | - Su Jung Oh
- Research Center, Dong Nam Institute of Radiological and Medical Sciences (DIRAMS), Busan, Republic of Korea
| | - Jiin Kim
- Department of Medical Sciences, Graduate School, Soonchunhyang University, Asan, Republic of Korea
| | - Younghyun Lee
- Department of Medical Sciences, Graduate School, Soonchunhyang University, Asan, Republic of Korea
- Department of Biomedical Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Republic of Korea
| | - Ki Moon Seong
- Laboratory of Biological Dosimetry, National Radiation Emergency Medical Center (NREMC), Korea Institute of Radiological & Medical Sciences (KIRAMS), Seoul, Republic of Korea
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5
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Kwak SY, Park JH, Won HY, Jang H, Lee SB, Jang WI, Park S, Kim MJ, Shim S. CXCL10 upregulation in radiation-exposed human peripheral blood mononuclear cells as a candidate biomarker for rapid triage after radiation exposure. Int J Radiat Biol 2024; 100:541-549. [PMID: 38227479 DOI: 10.1080/09553002.2023.2295300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 11/13/2023] [Indexed: 01/17/2024]
Abstract
PURPOSE In case of a nuclear accident, individuals with high-dose radiation exposure (>1-2 Gy) should be rapidly identified. While ferredoxin reductase (FDXR) was recently suggested as a radiation-responsive gene, the use of a single gene biomarker limits radiation dose assessment. To overcome this limitation, we sought to identify reliable radiation-responsive gene biomarkers. MATERIALS AND METHODS Peripheral blood mononuclear cells (PBMCs) were isolated from mice after total body irradiation, and gene expression was analyzed using a microarray approach to identify radiation-responsive genes. RESULTS In light of the essential role of the immune response following radiation exposure, we selected several immune-related candidate genes upregulated by radiation exposure in both mouse and human PBMCs. In particular, the expression of ACOD1 and CXCL10 increased in a radiation dose-dependent manner, while remaining unchanged following lipopolysaccharide (LPS) stimulation in human PBMCs. The expression of both genes was further evaluated in the blood of cancer patients before and after radiotherapy. CXCL10 expression exhibited a distinct increase after radiotherapy and was positively correlated with FDXR expression. CONCLUSIONS CXCL10 expression in irradiated PBMCs represents a potential biomarker for radiation exposure.
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Affiliation(s)
- Seo Young Kwak
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
| | - Ji-Hye Park
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
- OPTOLANE Technologies Inc., Seongnam, South Korea
| | | | - Hyosun Jang
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
| | - Seung Bum Lee
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
| | - Won Il Jang
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
- Department of Radiation Oncology, Korea Cancer Center Hospital, Korea Institute of Radiological and Medical Sciences, Seoul, South Korea
| | - Sunhoo Park
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
- Department of Pathology, Korea Cancer Center Hospital, Korea Institute of Radiological & Medical Science, Seoul, South Korea
| | - Min-Jung Kim
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
| | - Sehwan Shim
- Korea Institute of Radiological & Medical Science, Laboratory of Radiation Exposure & Therapeutics, National Radiation Emergency Medical Center, Seoul, South Korea
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Cai LH, Chen XY, Qian W, Liu CC, Yuan LJ, Zhang L, Nie C, Liu Z, Li Y, Li T, Liu MH. DDB2 and MDM2 genes are promising markers for radiation diagnosis and estimation of radiation dose independent of trauma and burns. Funct Integr Genomics 2023; 23:294. [PMID: 37688632 DOI: 10.1007/s10142-023-01222-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 08/27/2023] [Accepted: 08/28/2023] [Indexed: 09/11/2023]
Abstract
In the field of biodosimetry, the current accepted method for evaluating radiation dose fails to meet the need of rapid, large-scale screening, and most RNA marker-related studies of biodosimetry are concentrating on a single type of ray, while some other potential factors, such as trauma and burns, have not been covered. Microarray datasets that contain the data of human peripheral blood samples exposed to X-ray, neutron, and γ-ray radiation were obtained from the GEO database. Totally, 33 multi-type ray co-induced genes were obtained at first from the differentially expressed genes (DEGs) and key genes identified by weighted gene co-expression network analysis (WGCNA), and these genes were mainly enriched in DNA damage, cellular apoptosis, and p53 signaling pathway. Following transcriptome sequencing of blood samples from 11 healthy volunteers, 13 patients with severe burns, and 37 patients with severe trauma, 6635 trauma-related DEGs and 7703 burn-related DEGs were obtained. Through the exclusion method, a total of 12 radiation-specific genes independent of trauma and burns were identified. ROC curve analysis revealed that the DDB2 gene performed the best in diagnosis of all three types of ray radiation, while correlation analysis showed that the MDM2 gene was the best in assessment of radiation dose. The results of multiple-linear regression analysis indicated that such analysis could improve the accuracy in assessment of radiation dose. Moreover, the DDB2 and MDM2 genes remained effective in radiation diagnosis and assessment of radiation dose in an external dataset. In general, the study brings new insights into radiation biodosimetry.
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Affiliation(s)
- Ling-Hu Cai
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Xiang-Yu Chen
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Wei Qian
- Institute of Burn Research, Southwest Hospital, State Key Laboratory of Trauma, Burn and Combined Injury, Army Medical University, Chongqing, 400038, People's Republic of China
| | - Chuan-Chuan Liu
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Li-Jia Yuan
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Liang Zhang
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Chao Nie
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Zhen Liu
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China
| | - Yue Li
- Institute of Burn Research, Southwest Hospital, State Key Laboratory of Trauma, Burn and Combined Injury, Army Medical University, Chongqing, 400038, People's Republic of China
| | - Tian Li
- School of Basic Medicine, Fourth Military Medical University, Xi'an, 710032, China
| | - Ming-Hua Liu
- Department of Emergency Medicine, Southwest Hospital, Army Medical University, 30 Main Street, Gaotan Rock, Chongqing, 400038, People's Republic of China.
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Martello S, Bylicky MA, Shankavaram U, May JM, Chopra S, Sproull M, Scott KMK, Aryankalayil MJ, Coleman CN. Comparative Analysis of miRNA Expression after Whole-Body Irradiation Across Three Strains of Mice. Radiat Res 2023; 200:266-280. [PMID: 37527359 PMCID: PMC10635637 DOI: 10.1667/rade-23-00007.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 06/19/2023] [Indexed: 08/03/2023]
Abstract
Whole- or partial-body exposure to ionizing radiation damages major organ systems, leading to dysfunction on both acute and chronic timescales. Radiation medical countermeasures can mitigate acute damages and may delay chronic effects when delivered within days after exposure. However, in the event of widespread radiation exposure, there will inevitably be scarce resources with limited countermeasures to distribute among the affected population. Radiation biodosimetry is necessary to separate exposed from unexposed victims and determine those who requires the most urgent care. Blood-based, microRNA signatures have great potential for biodosimetry, but the affected population in such a situation will be genetically heterogeneous and have varying miRNA responses to radiation. Thus, there is a need to understand differences in radiation-induced miRNA expression across different genetic backgrounds to develop a robust signature. We used inbred mouse strains C3H/HeJ and BALB/c mice to determine how accurate miRNA in blood would be in developing markers for radiation vs. no radiation, low dose (1 Gy, 2 Gy) vs. high dose (4 Gy, 8 Gy), and high risk (8 Gy) vs. low risk (1 Gy, 2 Gy, 4 Gy). Mice were exposed to whole-body doses of 0 Gy, 1 Gy, 2 Gy, 4 Gy, or 8 Gy of X rays. MiRNA expression changes were identified using NanoString nCounter panels on blood RNA collected 1, 2, 3 or 7 days postirradiation. Overall, C3H/HeJ mice had more differentially expressed miRNAs across all doses and timepoints than BALB/c mice. The highest amount of differential expression occurred at days 2 and 3 postirradiation for both strains. Comparison of C3H/HeJ and BALB/c expression profiles to those previously identified in C57BL/6 mice revealed 12 miRNAs that were commonly expressed across all three strains, only one of which, miR-340-5p, displayed a consistent regulation pattern in all three miRNA data. Notably multiple Let-7 family members predicted high-dose and high-risk radiation exposure (Let-7a, Let-7f, Let-7e, Let-7g, and Let-7d). KEGG pathway analysis demonstrated involvement of these predicted miRNAs in pathways related to: Fatty acid metabolism, Lysine degradation and FoxO signaling. These findings indicate differences in the miRNA response to radiation across various genetic backgrounds, and highlights key similarities, which we exploited to discover miRNAs that predict radiation exposure. Our study demonstrates the need and the utility of including multiple animal strains in developing and validating biodosimetry diagnostic signatures. From this data, we developed highly accurate miRNA signatures capable of predicting exposed and unexposed subjects within a genetically heterogeneous population as quickly as 24 h of exposure to radiation.
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Affiliation(s)
- Shannon Martello
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Michelle A. Bylicky
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Uma Shankavaram
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Jared M. May
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Sunita Chopra
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Mary Sproull
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Kevin MK Scott
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - Molykutty J. Aryankalayil
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
| | - C. Norman Coleman
- Radiation Oncology Branch, Center for Cancer, National Institutes of Health, Rockville, Maryland 20850
- Radiation Research Program, National Cancer Institute, National Institutes of Health, Rockville, Maryland 20850
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Nemzow L, Boehringer T, Bacon B, Turner HC. Development of a human peripheral blood ex vivo model for rapid protein biomarker detection and applications to radiation biodosimetry. PLoS One 2023; 18:e0289634. [PMID: 37561730 PMCID: PMC10414586 DOI: 10.1371/journal.pone.0289634] [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: 12/09/2022] [Accepted: 07/21/2023] [Indexed: 08/12/2023] Open
Abstract
In the event of a widespread radiological incident, thousands of people may be exposed to a wide range of ionizing radiation. In this unfortunate scenario, there will be a need to quickly screen a large number of people to assess the amount of radiation exposure and triage for medical treatment. In our earlier work, we previously identified and validated a panel of radiosensitive protein biomarkers in blood leukocytes, using the humanized-mouse and non-human primate (NHP) models. The objective of this work was to develop a high-throughput imaging flow-cytometry (IFC) based assay for the rapid measurement of protein biomarker expression in human peripheral blood samples irradiated ex vivo. In this assay design, peripheral human blood samples from healthy adult donors were exposed to 0-5 Gy X-irradiation ex vivo and cultured for up to 2 days. Samples were stained with a cocktail of surface antigens (CD66b, CD20, and CD3), fixed and permeabilized, and intracellularly stained for BAX (Bcl-2-associated X) protein, used here as a representative biomarker. Samples were interrogated by IFC, and a uniform analysis template was created to measure biomarker expression in heterogeneous and specific leukocyte subtype populations at each time point. In this human blood ex vivo model, we show that within gated populations of leukocyte subtypes, B-cells are highly radiosensitive with the smallest surviving fraction, followed by T-cells and granulocytes. Dose-dependent biomarker responses were measured in the lymphocytes, B-, and T-cell populations, but not in the granulocytes, with dose-response curves showing increasing fold changes in BAX protein expression up to Day 2 in lymphocyte populations. We present here the successful use of this ex vivo model for the development of radiation dose-response curves of a candidate protein biomarker towards future applications of dose reconstruction and biodosimetry.
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Affiliation(s)
- Leah Nemzow
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Thomas Boehringer
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Bezalel Bacon
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Helen C. Turner
- Center for Radiological Research, Columbia University Irving Medical Center, New York, New York, United States of America
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9
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Liu Z, Cologne J, Amundson SA, Noda A. Candidate biomarkers and persistent transcriptional responses after low and high dose ionizing radiation at high dose rate. Int J Radiat Biol 2023; 99:1853-1864. [PMID: 37549410 PMCID: PMC10845127 DOI: 10.1080/09553002.2023.2241897] [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: 04/12/2023] [Revised: 06/26/2023] [Accepted: 07/10/2023] [Indexed: 08/09/2023]
Abstract
PURPOSE Development of an integrated time and dose model to explore the dynamics of gene expression alterations and identify biomarkers for biodosimetry following low- and high-dose irradiations at high dose rate. MATERIAL AND METHODS We utilized multiple transcriptome datasets (GSE8917, GSE43151, and GSE23515) from Gene Expression Omnibus (GEO) for identifying candidate biological dosimeters. A linear mixed-effects model with random intercept was used to explore the dose-time dynamics of transcriptional responses and to functionally characterize the time- and dose-dependent changes in gene expression. RESULTS We identified genes that are correlated with dose and time and discovered two clusters of genes that are either positively or negatively correlated with both dose and time based on the parameters of the model. Genes in these two clusters may have persistent transcriptional alterations. Twelve potential transcriptional markers for dosimetry-ARHGEF3, BAX, BBC3, CCDC109B, DCP1B, DDB2, F11R, GADD45A, GSS, PLK3, TNFRSF10B, and XPC were identified. Of these genes, BAX, GSS, and TNFRSF10B are positively associated with both dose and time course, have a persistent transcriptional response, and might be better biological dosimeters. CONCLUSIONS With the proposed approach, we may identify candidate biomarkers that change monotonically in relation to dose, have a persistent transcriptional response, and are reliable over a wide dose range.
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Affiliation(s)
- Zhenqiu Liu
- Department of Statistics, Radiation Effects Research Foundation, Hiroshima, Japan
| | - John Cologne
- Department of Statistics, Radiation Effects Research Foundation, Hiroshima, Japan
| | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York City, NY, USA
| | - Asao Noda
- Department of Molecular Biosciences, Radiation Effects Research Foundation, Hiroshima, Japan
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10
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Li S, Cai TJ, Lu X, Tian M, Liu QJ. Effects of cyclophosphamide and mitomycin C on radiation-induced transcriptional biomarkers in human lymphoblastoid cells. Int J Radiat Biol 2023; 99:1948-1960. [PMID: 37530590 DOI: 10.1080/09553002.2023.2241907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 07/10/2023] [Accepted: 07/19/2023] [Indexed: 08/03/2023]
Abstract
PURPOSE Ionizing radiation (IR)-induced transcriptional changes are considered a potential biodosimetry for dose evaluation and health risk monitoring of acute or chronic radiation exposure. It is crucial to understand the impact of confounding factors on the radiation-responsive gene expressions for accurate and reproducible dose assessment. This study aims to explore the potential influence of exposures to chemotherapeutic agents such as cyclophosphamide (CP) and mitomycin C (MMC) on IR-induced transcriptional biomarkers. METHODS The human B lymphoblastoid cells (AHH-1) were exposed to 0, 20, 50, 100, 200 and 500 μg/ml CP or 0, 0.025, 0.05, 0.1 and 1 μg/ml MMC, respectively. The appropriate concentrations of CP and MMC were added for 1 h before irradiation with 0, 2, 4 and 6 Gy of 60Co γ-rays at a dose rate of 1 Gy/min. Cell viability was evaluated by CCK-8 assay. The gene expression responses of 18 radiation-induced transcriptional biomarkers were examined at 24 h after exposures to CP and MMC, respectively. The expression levels of five crucial DNA interstrand crosslinks (ICLs) repair genes were also evaluated. The biodosimetry models were established based on the specific radiation-responsive gene combinations. RESULTS The baseline transcriptional levels of the 18 selected genes were slightly affected by CP treatment in the absence of IR, while the transcript responses to IR could be inhibited as the concentration of CP up to 50 μg/ml. MMC treatment up-regulated the background levels in most radiation-responsive gene expressions. Of 18 genes, only the relative mRNA expression levels of CDKN1A and BBC3 were repressed after treatment with IR and MMC in combination. The relative mRNA level of RAD51 was significantly up-regulated after exposure to CP, while the expression of FANCD2, RAD51 and BLM showed an overall increase in response to MMC treatment. After irradiation, the relative mRNA expression levels of FANCD2, BRCA2 and RAD51 exhibited dose-dependent increases in IR alone and MMC treatment groups. In addition, the biodosimetry models were established using 2-4 radiation-responsive genes based on different radiation exposure scenarios. CONCLUSION Our findings suggested that IR-induced gene expression changes were slightly affected after exposure to a relatively low concentration of CP and MMC. Gene expression combinations might improve the broad applicability of transcriptional biodosimetry across diverse radiation exposures.
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Affiliation(s)
- Shuang Li
- China CDC Key Laboratory of Radiological Protection and Nuclear Emergency, National Institute for Radiological Protection, Chinese Center for Disease Control and Prevention, Beijing, P.R. China
| | - Tian-Jing Cai
- China CDC Key Laboratory of Radiological Protection and Nuclear Emergency, National Institute for Radiological Protection, Chinese Center for Disease Control and Prevention, Beijing, P.R. China
| | - Xue Lu
- China CDC Key Laboratory of Radiological Protection and Nuclear Emergency, National Institute for Radiological Protection, Chinese Center for Disease Control and Prevention, Beijing, P.R. China
| | - Mei Tian
- China CDC Key Laboratory of Radiological Protection and Nuclear Emergency, National Institute for Radiological Protection, Chinese Center for Disease Control and Prevention, Beijing, P.R. China
| | - Qing-Jie Liu
- China CDC Key Laboratory of Radiological Protection and Nuclear Emergency, National Institute for Radiological Protection, Chinese Center for Disease Control and Prevention, Beijing, P.R. China
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11
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Bhagi S, Chandna S. A simplified protocol for gene expression-based biological dosimetry using peripheral whole blood. Int J Radiat Biol 2023; 99:1692-1701. [PMID: 37436720 DOI: 10.1080/09553002.2023.2231531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 06/08/2023] [Indexed: 07/13/2023]
Abstract
PURPOSE Assessing alterations in the expression of radiation-responsive genes in peripheral blood cells is considered a promising approach for high-throughput radiation biodosimetry. However, optimization of conditions for storage and transport of blood samples would be critical for obtaining reliable results. Recent studies involved the incubation of isolated peripheral blood mononuclear cells (in cell culture medium) and/or use of RNA stabilizing agents for sample storage, immediately after the ex vivo irradiation of whole blood. We used a simpler protocol by incubating undiluted peripheral whole blood without any RNA stabilizing agent, and studied the impact of storage temperature and incubation time on the expression levels of 19 known radiation responsive genes. MATERIALS & METHODS Peripheral whole blood was γ-irradiated ex vivo at room temperature at low (0.5 Gy), moderate (1 Gy, 2 Gy) and high (4 Gy) doses and immediately incubated at two different temperatures at 4 °C or 37 °C for 2h, 4h and 24 h. Using qRT-PCR, mRNA expression levels of CDKN1A, DDB2, GADD45A, FDXR, BAX, BBC3, MYC, PCNA, XPC, ZMAT3, AEN, TRIAP1, CCNG1, RPS27L, CD70, EI24, C12orf5, TNFRSF10B, ASCC3 were analyzed at respective time-points and compared with the sham-irradiated controls. RESULTS Transcriptional responses of all 19 genes did not alter significantly upon incubation of whole blood samples at 4 °C, as compared to untreated controls. However, incubation at 37 °C for 24 h resulted in significant radiation-induced overexpression in 14 out of the 19 genes analyzed (except CDKN1A, BBC3, MYC, CD 70 and EI24). Detailed patterns during incubation at 37 °C revealed time-dependent up-regulation of these genes, with DDB2 and FDXR showing significant up-regulation both at 4 and 24 h with the highest fold-change observed. CONCLUSION Overall, the undiluted whole blood incubated at 37 °C for 24 h was found to elicit most optimal transcriptional response in the genes studied, with most profound overexpression of DDB2 and FDXR. We propose that sample storage/transport/post-transit incubation at the physiological temperature for up to 24 h may enhance the sensitivity of gene expression based biodosimetry and facilitate its usage for triage application.
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Affiliation(s)
- Shuchi Bhagi
- Division of Molecular & Radiation Biosciences, Institute of Nuclear Medicine & Allied Sciences (INMAS), Defence Research & Development Organization (DRDO), Brig SK Mazumdar Marg, Delhi, 110054, India
| | - Sudhir Chandna
- Division of Molecular & Radiation Biosciences, Institute of Nuclear Medicine & Allied Sciences (INMAS), Defence Research & Development Organization (DRDO), Brig SK Mazumdar Marg, Delhi, 110054, India
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12
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Lacombe J, Summers AJ, Khanishayan A, Khorsandian Y, Hacey I, Blackson W, Zenhausern F. Paper-Based Vertical Flow Immunoassay for the Point-of-Care Multiplex Detection of Radiation Dosimetry Genes. Cytogenet Genome Res 2023; 163:178-186. [PMID: 37369178 PMCID: PMC10751381 DOI: 10.1159/000531702] [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: 12/24/2022] [Accepted: 06/18/2023] [Indexed: 06/29/2023] Open
Abstract
In a nuclear or radiological incident, first responders must quickly and accurately measure radiation exposure among civilians as medical countermeasures are radiation dose-dependent and time-sensitive. Although several approaches have been explored to measure absorbed radiation dose, there is an important need to develop point-of-care (POC) bioassay devices that can be used immediately to triage thousands of individuals potentially exposed to radiation. Here we present a proof-of-concept study showing the use of a paper-based vertical flow immunoassay (VFI) to detect radiation dosimetry genes. Using labeled primers during amplification and a multiplex membrane, our results showed that the nucleic acid VFI can simultaneously detect two biodosimetry genes, CDKN1A and DDB2, as well as one housekeeping gene MRPS5. The assay demonstrated good linearity and precision with an inter- and intra-assay coefficient of variance <20% and <10%, respectively. Moreover, the assay showed its ability to discriminate non-irradiated controls (0 Gy) from irradiated samples (1 + 2 Gy) with an overall sensitivity of 62.5% and specificity of 100% (AUC = 0.8672, 95% CI: 0.723-1.000; p = 0.004). Interestingly, the gene combination also showed a dose-dependent response for 0, 1, and 2 Gy, similar to data obtained by real-time PCR benchmark. These preliminary results suggest that a VFI platform can be used to detect simultaneously multiple genes that can be then quantified, thus offering a new approach for a POC biodosimetry assay that could be rapidly deployed on-site to test a large population and help triage and medical management after radiological event.
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Affiliation(s)
- Jerome Lacombe
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
- Department of Basic Medical Sciences, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Alexander J. Summers
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Ashkan Khanishayan
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Yasaman Khorsandian
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Isabella Hacey
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Wyatt Blackson
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
| | - Frederic Zenhausern
- Center for Applied NanoBioscience and Medicine, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
- Department of Basic Medical Sciences, College of Medicine Phoenix, University of Arizona, Phoenix, AZ, USA
- Department of Biomedical Engineering, College of Engineering, University of Arizona, Tucson, AZ, USA
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13
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López-Riego M, Płódowska M, Lis-Zajęcka M, Jeziorska K, Tetela S, Węgierek-Ciuk A, Sobota D, Braziewicz J, Lundholm L, Lisowska H, Wojcik A. The DNA damage response to radiological imaging: from ROS and γH2AX foci induction to gene expression responses in vivo. RADIATION AND ENVIRONMENTAL BIOPHYSICS 2023:10.1007/s00411-023-01033-4. [PMID: 37335333 DOI: 10.1007/s00411-023-01033-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/03/2023] [Indexed: 06/21/2023]
Abstract
Candidate ionising radiation exposure biomarkers must be validated in humans exposed in vivo. Blood from patients undergoing positron emission tomography-computed tomography scan (PET-CT) and skeletal scintigraphy (scintigraphy) was drawn before (0 h) and after (2 h) the procedure for correlation analyses of the response of selected biomarkers with radiation dose and other available patient information. FDXR, CDKN1A, BBC3, GADD45A, XPC, and MDM2 expression was determined by qRT-PCR, DNA damage (γH2AX) by flow cytometry, and reactive oxygen species (ROS) levels by flow cytometry using the 2', 7'-dichlorofluorescein diacetate test in peripheral blood mononuclear cells (PBMC). For ROS experiments, 0- and 2-h samples were additionally exposed to UVA to determine whether diagnostic irradiation conditioned the response to further oxidative insult. With some exceptions, radiological imaging induced weak γH2AX foci, ROS and gene expression fold changes, the latter with good coherence across genes within a patient. Diagnostic imaging did not influence oxidative stress in PBMC successively exposed to UVA. Correlation analyses with patient characteristics led to low correlation coefficient values. γH2AX fold change, which correlated positively with gene expression, presented a weak positive correlation with injected activity, indicating a radiation-induced subtle increase in DNA damage and subsequent activation of the DNA damage response pathway. The exposure discrimination potential of these biomarkers in the absence of control samples as frequently demanded in radiological emergencies, was assessed using raw data. These results suggest that the variability of the response in heterogeneous populations might complicate identifying individuals exposed to low radiation doses.
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Affiliation(s)
- Milagrosa López-Riego
- Centre for Radiation Protection Research, Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden.
| | - Magdalena Płódowska
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Milena Lis-Zajęcka
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Kamila Jeziorska
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Sylwia Tetela
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Aneta Węgierek-Ciuk
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Daniel Sobota
- Department of Medical Physics, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Janusz Braziewicz
- Department of Medical Physics, Institute of Biology, Jan Kochanowski University, Kielce, Poland
- Department of Nuclear Medicine With Positron Emission Tomography (PET) Unit, Holy Cross Cancer Centre, Kielce, Poland
| | - Lovisa Lundholm
- Centre for Radiation Protection Research, Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
| | - Halina Lisowska
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
| | - Andrzej Wojcik
- Centre for Radiation Protection Research, Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
- Department of Medical Biology, Institute of Biology, Jan Kochanowski University, Kielce, Poland
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14
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Kannan N, Koshy T, Raavi V, Bhaskar E, Moorthy S, Pulivadula Mohanarangam VS, Srinivas Kondaveeti S, Visweswaran S, Perumal V. Candidate Gene Expression in Regional Population and Its Relevance for Radiation Triage. Cytogenet Genome Res 2023; 163:210-222. [PMID: 37253332 DOI: 10.1159/000531258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 05/24/2023] [Indexed: 06/01/2023] Open
Abstract
Quantification of gene expression signatures has been substantiated as a potential and rapid marker for radiation triage and biodosimetry during nuclear emergencies. Similar to the established biodosimetry assays, the gene expression assay has drawbacks such as being highly dynamic and transient, not specific to ionizing radiation, and also influenced by confounding factors such as gender, health status, lifestyle, and inflammation. In view of that, prior knowledge of baseline expression of certain candidate genes in a population could complement the discrimination of the unexposed from the exposed individuals without the need for individual pre-exposure controls. We intended to establish a baseline expression of reported radiation-responsive genes such as CDKN1A, DDB2, FDXR, and PCNA in the blood samples of healthy human participants and then compare it with diabetic/hypertension participants (as a chronic inflammatory condition) drawn from south Indian population. Further, we have examined the appropriateness of the assay for radiation triage-like situations; i.e., the expression profiles of those genes were examined in the participants who underwent X-ray-based medical imaging. Acute inflammation induced by lipopolysaccharide exposure in the blood significantly increased the fold expression of those genes (p < 0.0001) compared to the control. Whereas the basal expression level of those genes among the participants with the inflammatory condition is marginally higher than those observed in the healthy participants; despite the excess, the fold increase in those genes between the groups did not differ significantly. Consistent with the inflammatory participants, the basal expression level of those genes in the blood sample of participants who received X-radiation during neuro-interventional and computed tomography imaging is marginally higher than those observed in the pre-exposure of respective groups. Nevertheless, the fold increase in those genes did not differ significantly as the fold change fell within the two folds. Thus, overall results suggest that the utility of CDKN1A, DDB2, FDXR, and PCNA gene expression for radiation triage specific after very low-dose radiation exposure needs to be interpreted with caution for a much more reliable triage.
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Affiliation(s)
- Nandhini Kannan
- Department of Human Genetics, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Teena Koshy
- Department of Human Genetics, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Venkateswarlu Raavi
- Department of Cell Biology and Molecular Genetics, Sri Devaraj Urs Academy of Higher Education and Research (Deemed to Be University), Kolar, India
| | - Emmanuel Bhaskar
- Department of General Medicine, SRMC&RI, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Swathy Moorthy
- Department of General Medicine, SRMC&RI, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Venkata Sai Pulivadula Mohanarangam
- Department of Radiology and Imaging Sciences, SRMC&RI, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Satish Srinivas Kondaveeti
- Department of Radiation Oncology, SRMC&RI, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Shangamithra Visweswaran
- Department of Human Genetics, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
| | - Venkatachalam Perumal
- Department of Human Genetics, Sri Ramachandra Institute of Higher Education and Research (Deemed to Be University), Chennai, India
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15
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Andersson B, Langen B, Liu P, Dávila López M. Development of a machine learning framework for radiation biomarker discovery and absorbed dose prediction. Front Oncol 2023; 13:1156009. [PMID: 37256187 PMCID: PMC10225714 DOI: 10.3389/fonc.2023.1156009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 04/25/2023] [Indexed: 06/01/2023] Open
Abstract
Background Molecular radiation biomarkers are an emerging tool in radiation research with applications for cancer radiotherapy, radiation risk assessment, and even human space travel. However, biomarker screening in genome-wide expression datasets using conventional tools is time-consuming and underlies analyst (human) bias. Machine Learning (ML) methods can improve the sensitivity and specificity of biomarker identification, increase analytical speed, and avoid multicollinearity and human bias. Aim To develop a resource-efficient ML framework for radiation biomarker discovery using gene expression data from irradiated normal tissues. Further, to identify biomarker panels predicting radiation dose with tissue specificity. Methods A strategic search in the Gene Expression Omnibus database identified a transcriptomic dataset (GSE44762) for normal tissues radiation responses (murine kidney cortex and medulla) suited for biomarker discovery using an ML approach. The dataset was pre-processed in R and separated into train and test data subsets. High computational cost of Genetic Algorithm/k-Nearest Neighbor (GA/KNN) mandated optimization and 13 ML models were tested using the caret package in R. Biomarker performance was evaluated and visualized via Principal Component Analysis (PCA) and dose regression. The novelty of ML-identified biomarker panels was evaluated by literature search. Results Caret-based feature selection and ML methods vastly improved processing time over the GA approach. The KNN method yielded overall best performance values on train and test data and was implemented into the framework. The top-ranking genes were Cdkn1a, Gria3, Mdm2 and Plk2 in cortex, and Brf2, Ccng1, Cdkn1a, Ddit4l, and Gria3 in medulla. These candidates successfully categorized dose groups and tissues in PCA. Regression analysis showed that correlation between predicted and true dose was high with R2 of 0.97 and 0.99 for cortex and medulla, respectively. Conclusion The caret framework is a powerful tool for radiation biomarker discovery optimizing performance with resource-efficiency for broad implementation in the field. The KNN-based approach identified Brf2, Ddit4l, and Gria3 mRNA as novel candidates that have been uncharacterized as radiation biomarkers to date. The biomarker panel showed good performance in dose and tissue separation and dose regression. Further training with larger cohorts is warranted to improve accuracy, especially for lower doses.
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Affiliation(s)
- Björn Andersson
- Bioinformatics Core Facility, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Britta Langen
- Department of Radiation Oncology, Division of Molecular Radiation Biology, University of Texas (UT) Southwestern Medical Center, Dallas, TX, United States
| | - Peidi Liu
- Bioinformatics Core Facility, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Marcela Dávila López
- Bioinformatics Core Facility, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
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16
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Ghandhi SA, Morton SR, Shuryak I, Lee Y, Soni RK, Perrier JR, Bakke J, Gahagan J, Bujold K, Authier S, Amundson SA, Brenner DJ, Nishita D, Chang P, Turner HC. Longitudinal multi-omic changes in the transcriptome and proteome of peripheral blood cells after a 4 Gy total body radiation dose to Rhesus macaques. BMC Genomics 2023; 24:139. [PMID: 36944971 PMCID: PMC10031949 DOI: 10.1186/s12864-023-09230-7] [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: 10/12/2022] [Accepted: 03/06/2023] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND Non-human primates, such as Rhesus macaques, are a powerful model for studies of the cellular and physiological effects of radiation, development of radiation biodosimetry, and for understanding the impact of radiation on human health. Here, we study the effects of 4 Gy total body irradiation (TBI) at the molecular level out to 28 days and at the cytogenetic level out to 56 days after exposure. We combine the global transcriptomic and proteomic responses in peripheral whole blood to assess the impact of acute TBI exposure at extended times post irradiation. RESULTS The overall mRNA response in the first week reflects a strong inflammatory reaction, infection response with neutrophil and platelet activation. At 1 week, cell cycle arrest and re-entry processes were enriched among mRNA changes, oncogene-induced senescence and MAPK signaling among the proteome changes. Influenza life cycle and infection pathways initiated earlier in mRNA and are reflected among the proteomic changes during the first week. Transcription factor proteins SRC, TGFβ and NFATC2 were immediately induced at 1 day after irradiation with increased transcriptional activity as predicted by mRNA changes persisting up to 1 week. Cell counts revealed a mild / moderate hematopoietic acute radiation syndrome (H-ARS) reaction to irradiation with expected lymphopenia, neutropenia and thrombocytopenia that resolved within 30 days. Measurements of micronuclei per binucleated cell levels in cytokinesis-blocked T-lymphocytes remained high in the range 0.27-0.33 up to 28 days and declined to 0.1 by day 56. CONCLUSIONS Overall, we show that the TBI 4 Gy dose in NHPs induces many cellular changes that persist up to 1 month after exposure, consistent with damage, death, and repopulation of blood cells.
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Affiliation(s)
- Shanaz A. Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - Shad R. Morton
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - Igor Shuryak
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - Younghyun Lee
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - Rajesh K. Soni
- Proteomics and Macromolecular Crystallography Shared Resource, Herbert Irving Comprehensive Cancer Center, NY New York, 10032 USA
| | - Jay R. Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - James Bakke
- Biosciences Division, SRI, 333 Ravenswood Avenue, Menlo Park, CA 94025 USA
| | - Janet Gahagan
- Biosciences Division, SRI, 333 Ravenswood Avenue, Menlo Park, CA 94025 USA
| | - Kim Bujold
- Charles River Laboratory, 445 Armand-Grappier Blvd, (QC) H7V 4B3 Laval, Canada
| | - Simon Authier
- Charles River Laboratory, 445 Armand-Grappier Blvd, (QC) H7V 4B3 Laval, Canada
| | - Sally A. Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - David J. Brenner
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
| | - Denise Nishita
- Biosciences Division, SRI, 333 Ravenswood Avenue, Menlo Park, CA 94025 USA
| | - Polly Chang
- Biosciences Division, SRI, 333 Ravenswood Avenue, Menlo Park, CA 94025 USA
| | - Helen C. Turner
- Center for Radiological Research, Columbia University Irving Medical Center, 630, W 168th street, VC11-237, New York, NY 10032 USA
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Shakyawar SK, Mishra NK, Vellichirammal NN, Cary L, Helikar T, Powers R, Oberley-Deegan RE, Berkowitz DB, Bayles KW, Singh VK, Guda C. A Review of Radiation-Induced Alterations of Multi-Omic Profiles, Radiation Injury Biomarkers, and Countermeasures. Radiat Res 2023; 199:89-111. [PMID: 36368026 PMCID: PMC10279411 DOI: 10.1667/rade-21-00187.1] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 10/24/2022] [Indexed: 11/13/2022]
Abstract
Increasing utilization of nuclear power enhances the risks associated with industrial accidents, occupational hazards, and the threat of nuclear terrorism. Exposure to ionizing radiation interferes with genomic stability and gene expression resulting in the disruption of normal metabolic processes in cells and organs by inducing complex biological responses. Exposure to high-dose radiation causes acute radiation syndrome, which leads to hematopoietic, gastrointestinal, cerebrovascular, and many other organ-specific injuries. Altered genomic variations, gene expression, metabolite concentrations, and microbiota profiles in blood plasma or tissue samples reflect the whole-body radiation injuries. Hence, multi-omic profiles obtained from high-resolution omics platforms offer a holistic approach for identifying reliable biomarkers to predict the radiation injury of organs and tissues resulting from radiation exposures. In this review, we performed a literature search to systematically catalog the radiation-induced alterations from multi-omic studies and radiation countermeasures. We covered radiation-induced changes in the genomic, transcriptomic, proteomic, metabolomic, lipidomic, and microbiome profiles. Furthermore, we have covered promising multi-omic biomarkers, FDA-approved countermeasure drugs, and other radiation countermeasures that include radioprotectors and radiomitigators. This review presents an overview of radiation-induced alterations of multi-omics profiles and biomarkers, and associated radiation countermeasures.
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Affiliation(s)
- Sushil K Shakyawar
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Nitish K Mishra
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Neetha N Vellichirammal
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Lynnette Cary
- Division of Radioprotectants, Department of Pharmacology and Molecular Therapeutics, F. Edward Hébert School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Tomáš Helikar
- Department of Biochemistry, University of Nebraska-Lincoln, Lincoln NE 65888, USA
| | - Robert Powers
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln NE 65888, USA
- Nebraska Center for Integrated Biomolecular Communication, University of Nebraska-Lincoln, Lincoln NE 68588, USA
| | - Rebecca E Oberley-Deegan
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - David B Berkowitz
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln NE 65888, USA
| | - Kenneth W Bayles
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Vijay K Singh
- Division of Radioprotectants, Department of Pharmacology and Molecular Therapeutics, F. Edward Hébert School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- Armed Forces Radiobiology Research Institute, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Chittibabu Guda
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
- Center for Biomedical Informatics Research and Innovation, University of Nebraska Medical Center, Omaha, NE 68198, USA
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18
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Meng QQ, Zhang RF, Zhang ZX, Yang Y, Chai DL, Yuan YY, Ren Y, Dong JC, Dang XH. ESTABLISHMENT OF THE IN VITRO DOSE-RESPONSE CALIBRATION CURVE FOR X-RAY-INDUCED MICRONUCLEI IN HUMAN LYMPHOCYTES. RADIATION PROTECTION DOSIMETRY 2022; 198:1338-1345. [PMID: 35961020 DOI: 10.1093/rpd/ncac170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 06/13/2022] [Accepted: 07/25/2022] [Indexed: 06/15/2023]
Abstract
The cytokinesis-block micronucleus assay has proven to be a reliable technique for biological dosimetry. This study aimed to establish the dose-response curve for X-ray-induced micronucleus. Peripheral blood samples from three healthy donors were irradiated with various doses and scoring criteria by the micronuclei (MN) in binucleated cells. The results showed that the frequency of MN increased with the elevation of radiation dose. CABAS and Dose Estimate software were used to fit the MN and dose into a linear quadratic model, and the results were compared. The linear and quadratic coefficients obtained by the two software were basically the same and were comparable with published curves of similar radiation quality and dose rates by other studies. The dose-response curve established in this study can be used as an alternative method for in vitro dose reconstruction and provides a reliable tool for biological dosimetry in accidental or occupational radiation exposures.
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Affiliation(s)
- Qian-Qian Meng
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Rui-Feng Zhang
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Zhong-Xin Zhang
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Yi Yang
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Dong-Liang Chai
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Ya-Yi Yuan
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Yue Ren
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Juan-Cong Dong
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
| | - Xu-Hong Dang
- China Institute for Radiation Protection (CIRP), Taiyuan 030006, Shanxi, China
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19
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Cross-platform validation of a mouse blood gene signature for quantitative reconstruction of radiation dose. Sci Rep 2022; 12:14124. [PMID: 35986207 PMCID: PMC9391341 DOI: 10.1038/s41598-022-18558-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 08/16/2022] [Indexed: 11/08/2022] Open
Abstract
In the search for biological markers after a large-scale exposure of the human population to radiation, gene expression is a sensitive endpoint easily translatable to in-field high throughput applications. Primarily, the ex-vivo irradiated healthy human blood model has been used to generate available gene expression datasets. This model has limitations i.e., lack of signaling from other irradiated tissues and deterioration of blood cells cultures over time. In vivo models are needed; therefore, we present our novel approach to define a gene signature in mouse blood cells that quantitatively correlates with radiation dose (at 1 Gy/min). Starting with available microarray datasets, we selected 30 radiation-responsive genes and performed cross-validation/training–testing data splits to downselect 16 radiation-responsive genes. We then tested these genes in an independent cohort of irradiated adult C57BL/6 mice (50:50 both sexes) and measured mRNA by quantitative RT-PCR in whole blood at 24 h. Dose reconstruction using net signal (difference between geometric means of top 3 positively correlated and top 4 negatively correlated genes with dose), was highly improved over the microarrays, with a root mean square error of ± 1.1 Gy in male and female mice combined. There were no significant sex-specific differences in mRNA or cell counts after irradiation.
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20
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Identification of Novel Regulators of Radiosensitivity Using High-Throughput Genetic Screening. Int J Mol Sci 2022; 23:ijms23158774. [PMID: 35955908 PMCID: PMC9369104 DOI: 10.3390/ijms23158774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 07/31/2022] [Accepted: 08/05/2022] [Indexed: 11/17/2022] Open
Abstract
The biological impact of ionizing radiation (IR) on humans depends not only on the physical properties and absorbed dose of radiation but also on the unique susceptibility of the exposed individual. A critical target of IR is DNA, and the DNA damage response is a safeguard mechanism for maintaining genomic integrity in response to the induced cellular stress. Unrepaired DNA lesions lead to various mutations, contributing to adverse health effects. Cellular sensitivity to IR is highly correlated with the ability of cells to repair DNA lesions, in particular coding sequences of genes that affect that process and of others that contribute to preserving genomic integrity. However, accurate profiling of the molecular events underlying individual sensitivity requires techniques with sensitive readouts. Here we summarize recent studies that have used whole-genome analysis and identified genes that impact individual radiosensitivity. Whereas microarray and RNA-seq provide a snapshot of the transcriptome, RNA interference (RNAi) and CRISPR-Cas9 techniques are powerful tools that enable modulation of gene expression and characterizing the function of specific genes involved in radiosensitivity or radioresistance. Notably, CRISPR-Cas9 has altered the landscape of genome-editing technology with its increased readiness, precision, and sensitivity. Identifying critical regulators of cellular radiosensitivity would help tailor regimens that enhance the efficacy of therapeutic treatments and fast-track prediction of clinical outcomes. It would also contribute to occupational protection based on average individual sensitivity, as well as the formulation of countermeasures to the harmful effects of radiation.
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21
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Langen B, Vorontsov E, Spetz J, Swanpalmer J, Sihlbom C, Helou K, Forssell-Aronsson E. Age and sex effects across the blood proteome after ionizing radiation exposure can bias biomarker screening and risk assessment. Sci Rep 2022; 12:7000. [PMID: 35487913 PMCID: PMC9055069 DOI: 10.1038/s41598-022-10271-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 04/01/2022] [Indexed: 11/12/2022] Open
Abstract
Molecular biomarkers of ionizing radiation (IR) exposure are a promising new tool in various disciplines: they can give necessary information for adaptive treatment planning in cancer radiotherapy, enable risk projection for radiation-induced survivorship diseases, or facilitate triage and intervention in radiation hazard events. However, radiation biomarker discovery has not yet resolved the most basic features of personalized medicine: age and sex. To overcome this critical bias in biomarker identification, we quantitated age and sex effects and assessed their relevance in the radiation response across the blood proteome. We used high-throughput mass spectrometry on blood plasma collected 24 h after 0.5 Gy total body irradiation (15 MV nominal photon energy) from male and female C57BL/6 N mice at juvenile (7-weeks-old) or adult (18-weeks-old) age. We also assessed sex and strain effects using juvenile male and female BALB/c nude mice. We showed that age and sex created significant effects in the proteomic response regarding both extent and functional quality of IR-induced responses. Furthermore, we found that age and sex effects appeared non-linear and were often end-point specific. Overall, age contributed more to differences in the proteomic response than sex, most notably in immune responses, oxidative stress, and apoptotic cell death. Interestingly, sex effects were pronounced for DNA damage and repair pathways and associated cellular outcome (pro-survival vs. pro-apoptotic). Only one protein (AHSP) was identified as a potential general biomarker candidate across age and sex, while GMNN, REG3B, and SNCA indicated some response similarity across age. This low yield advocated that unisex or uniage biomarker screening approaches are not feasible. In conclusion, age- and sex-specific screening approaches should be implemented as standard protocol to ensure robustness and diagnostic power of biomarker candidates. Bias-free molecular biomarkers are a necessary progression towards personalized medicine and integral for advanced adaptive cancer radiotherapy and risk assessment.
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Affiliation(s)
- Britta Langen
- Department of Radiation Physics, Institute of Clinical Sciences, Sahlgrenska Cancer Center, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- Section of Molecular Radiation Biology, Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA.
| | - Egor Vorontsov
- Proteomics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Johan Spetz
- Department of Radiation Physics, Institute of Clinical Sciences, Sahlgrenska Cancer Center, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - John Swanpalmer
- Department of Medical Physics and Biomedical Engineering, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Carina Sihlbom
- Proteomics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Khalil Helou
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Cancer Center, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Eva Forssell-Aronsson
- Department of Radiation Physics, Institute of Clinical Sciences, Sahlgrenska Cancer Center, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Medical Physics and Biomedical Engineering, Sahlgrenska University Hospital, Gothenburg, Sweden
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22
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Evans AC, Setzkorn T, Edmondson DA, Segelke H, Wilson PF, Matthay KK, Granger MM, Marachelian A, Haas-Kogan DA, DuBois SG, Coleman MA. Peripheral Blood Transcript Signatures after Internal 131I-mIBG Therapy in Relapsed and Refractory Neuroblastoma Patients Identifies Early and Late Biomarkers of Internal 131I Exposures. Radiat Res 2022; 197:101-112. [PMID: 34673986 PMCID: PMC8870530 DOI: 10.1667/rade-20-00173.1] [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: 07/10/2020] [Accepted: 09/23/2021] [Indexed: 02/03/2023]
Abstract
131I-metaiodobenzylguanidine (131I-mIBG) is a targeted radiation therapy developed for the treatment of advanced neuroblastoma. We have previously shown that this patient cohort can be used to predict absorbed dose associated with early 131I exposure, 72 h after treatment. We now expand these studies to identify gene expression differences associated with 131I-mIBG exposure 15 days after treatment. Total RNA from peripheral blood lymphocytes was isolated from 288 whole blood samples representing 59 relapsed or refractory neuroblastoma patients before and after 131I-mIBG treatment. We found that several transcripts predictive of early exposure returned to baseline levels by day 15, however, selected transcripts did not return to baseline. At 72 h, all 17 selected pathway-specific transcripts were differentially expressed. Transcripts CDKN1A (P < 0.000001), FDXR (P < 0.000001), DDB2 (P < 0.000001), and BBC3 (P < 0.000001) showed the highest up-regulation at 72 h after 131I-mIBG exposure, with mean log2 fold changes of 2.55, 2.93, 1.86 and 1.85, respectively. At day 15 after 131I-mIBG, 11 of the 17 selected transcripts were differentially expressed, with XPC, STAT5B, PRKDC, MDM2, POLH, IGF1R, and SGK1 displaying significant up-regulation at 72 h and significant down-regulation at day 15. Interestingly, transcripts FDXR (P = 0.01), DDB2 (P = 0.03), BCL2 (P = 0.003), and SESN1 (P < 0.0003) maintained differential expression 15 days after 131I-mIBG treatment. These results suggest that transcript levels for DNA repair, apoptosis, and ionizing radiation-induced cellular stress are still changing by 15 days after 131I-mIBG treatment. Our studies showcase the use of biodosimetry gene expression panels as predictive biomarkers following early (72 h) and late (15 days) internal 131I exposure. Our findings also demonstrate the utility of our transcript panel to differentiate exposed from non-exposed individuals up to 15 days after exposure from internal 131I.
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Affiliation(s)
- Angela C. Evans
- Department of Radiation Oncology, University of California Davis, Sacramento, California
- Lawrence Livermore National Laboratory, Livermore, California
| | - Tim Setzkorn
- Technical University of Munich, School of Medicine, Germany
| | | | - Haley Segelke
- Lawrence Livermore National Laboratory, Livermore, California
| | - Paul F. Wilson
- Department of Radiation Oncology, University of California Davis, Sacramento, California
| | - Katherine K. Matthay
- Department of Pediatrics, University of California San Francisco School of Medicine, San Francisco California
| | | | - Araz Marachelian
- Department of Pediatrics, Children’s Hospital Los Angeles, Los Angeles, California
| | - Daphne A. Haas-Kogan
- Department of Radiation Oncology, Brigham and Women’s Hospital and Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Steven G. DuBois
- Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Matthew A. Coleman
- Department of Radiation Oncology, University of California Davis, Sacramento, California
- Lawrence Livermore National Laboratory, Livermore, California
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23
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Abend M, Blakely WF, Ostheim P, Schuele S, Port M. Early molecular markers for retrospective biodosimetry and prediction of acute health effects. JOURNAL OF RADIOLOGICAL PROTECTION : OFFICIAL JOURNAL OF THE SOCIETY FOR RADIOLOGICAL PROTECTION 2022; 42:010503. [PMID: 34492641 DOI: 10.1088/1361-6498/ac2434] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 09/07/2021] [Indexed: 06/13/2023]
Abstract
Radiation-induced biological changes occurring within hours and days after irradiation can be potentially used for either exposure reconstruction (retrospective dosimetry) or the prediction of consecutively occurring acute or chronic health effects. The advantage of molecular protein or gene expression (GE) (mRNA) marker lies in their capability for early (1-3 days after irradiation), high-throughput and point-of-care diagnosis, required for the prediction of the acute radiation syndrome (ARS) in radiological or nuclear scenarios. These molecular marker in most cases respond differently regarding exposure characteristics such as e.g. radiation quality, dose, dose rate and most importantly over time. Changes over time are in particular challenging and demand certain strategies to deal with. With this review, we provide an overview and will focus on already identified and used mRNA GE and protein markers of the peripheral blood related to the ARS. These molecules are examined in light of 'ideal' characteristics of a biomarkers (e.g. easy accessible, early response, signal persistency) and the validation degree. Finally, we present strategies on the use of these markers considering challenges as their variation over time and future developments regarding e.g. origin of samples, point of care and high-throughput diagnosis.
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Affiliation(s)
- M Abend
- Bundeswehr Institute of Radiobiology, Munich, Germany
| | - W F Blakely
- Armed Forces Radiobiology Research Institute, Bethesda, MD, United States of America
| | - P Ostheim
- Bundeswehr Institute of Radiobiology, Munich, Germany
| | - S Schuele
- Bundeswehr Institute of Radiobiology, Munich, Germany
| | - M Port
- Bundeswehr Institute of Radiobiology, Munich, Germany
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24
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Abstract
Biological dosimetry is an internationally recognized method for quantifying and estimating radiation dose following suspected or verified excessive exposure to ionising radiation. In severe radiation accidents where a large number of people are potentially affected, it is possible to distinguish irradiated from non-irradiated people in order to initiate appropriate medical care if necessary. In addition to severe incidents caused by technical failure, environmental disasters, military actions, or criminal abuse, there are also radiation accidents in which only one or a few individuals are affected in the frame of occupational or medical exposure. The requirements for biological dosimetry are fundamentally different for these two scenarios. In particular, for large-scale radiation accidents, pre-screening methods are necessary to increase the throughput of samples for a rough first-dose categorization. The rapid development and increasing use of omics methods in research as well as in individual applications provides new opportunities for biological dosimetry. In addition to the discovery and search for new biomarkers, dosimetry assays based on omics technologies are becoming increasingly interesting and hold great potential, especially for large-scale dosimetry. In the following review, the different areas of biological dosimetry, the problems in finding suitable biomarkers, the current status of biomarker research based on omics, the potential applications of assays using omics technologies, and also the limitations for the different areas of biological dosimetry are discussed.
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25
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Abstract
PURPOSE This article will briefly review the origins and evolution of functional genomics, first describing the experimental technology, and then some of the approaches applied to data analysis and visualization. It will emphasize application of functional genomics to radiation biology, using examples from the author's work to illustrate several key types of analysis. It concludes with a look at non-coding RNA, alternative reading of the genome, and single-cell transcriptomics, some of the innovative areas that may help to shape future research in radiation biology and oncology. CONCLUSIONS Transcriptomic approaches have provided insight into many areas of radiation biology and medicine, and innovations in technology and data analysis approaches promise continued contributions to radiation science in the future.
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26
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Bodei L, Kidd M, Modlin IM. Clinical and scientific considerations of genomics and metabolomics in radionuclide therapy. Nucl Med Mol Imaging 2022. [DOI: 10.1016/b978-0-12-822960-6.00198-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
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27
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Macaeva E, Tabury K, Michaux A, Janssen A, Averbeck N, Moreels M, De Vos WH, Baatout S, Quintens R. High-LET Carbon and Iron Ions Elicit a Prolonged and Amplified p53 Signaling and Inflammatory Response Compared to low-LET X-Rays in Human Peripheral Blood Mononuclear Cells. Front Oncol 2021; 11:768493. [PMID: 34888245 PMCID: PMC8649625 DOI: 10.3389/fonc.2021.768493] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 11/01/2021] [Indexed: 12/29/2022] Open
Abstract
Understanding the differences in biological response to photon and particle radiation is important for optimal exploitation of particle therapy for cancer patients, as well as for the adequate application of radiation protection measures for astronauts. To address this need, we compared the transcriptional profiles of isolated peripheral blood mononuclear cells 8 h after exposure to 1 Gy of X-rays, carbon ions or iron ions with those of non-irradiated cells using microarray technology. All genes that were found differentially expressed in response to either radiation type were up-regulated and predominantly controlled by p53. Quantitative PCR of selected genes revealed a significantly higher up-regulation 24 h after exposure to heavy ions as compared to X-rays, indicating their prolonged activation. This coincided with increased residual DNA damage as evidenced by quantitative γH2AX foci analysis. Furthermore, despite the converging p53 signature between radiation types, specific gene sets related to the immune response were significantly enriched in up-regulated genes following irradiation with heavy ions. In addition, irradiation, and in particular exposure to carbon ions, promoted transcript variation. Differences in basal and iron ion exposure-induced expression of DNA repair genes allowed the identification of a donor with distinct DNA repair profile. This suggests that gene signatures may serve as a sensitive indicator of individual DNA damage repair capacity. In conclusion, we have shown that photon and particle irradiation induce similar transcriptional pathways, albeit with variable amplitude and timing, but also elicit radiation type-specific responses that may have implications for cancer progression and treatment
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Affiliation(s)
- Ellina Macaeva
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium.,Department of Molecular Biotechnology, Ghent University, Ghent, Belgium.,Department of Oncology, KU Leuven, Leuven, Belgium
| | - Kevin Tabury
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium.,Department of Biomedical Engineering, University of South Carolina, Columbia, SC, United States
| | - Arlette Michaux
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium
| | - Ann Janssen
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium
| | - Nicole Averbeck
- Department of Biophysics, GSI Helmholtzzentrum für Schwerionenforschung, Darmstadt, Germany
| | - Marjan Moreels
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium
| | - Winnok H De Vos
- Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | - Sarah Baatout
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium.,Department of Molecular Biotechnology, Ghent University, Ghent, Belgium
| | - Roel Quintens
- Radiobiology Unit, Studiecentrum voor kernenergie - Centre d'étude de l'énergie nucléaire (SCK CEN), Mol, Belgium
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28
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Vinnikov V, Belyakov O. Clinical Applications of Biological Dosimetry in Patients Exposed to Low Dose Radiation Due to Radiological, Imaging or Nuclear Medicine Procedures. Semin Nucl Med 2021; 52:114-139. [PMID: 34879905 DOI: 10.1053/j.semnuclmed.2021.11.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Radiation dosimetric biomarkers have found applications beyond radiation protection area and now are actively introduced into clinical practice. Cytogenetic assays appeared to be a valuable tool for individualized quantifying radiation effects in patients, with high capability for assessing genotoxicity of various medical exposure modalities and providing meaningful radiation dose estimates for prognoses of radiation-related cancer risk. This review summarized current data on the use of biological dosimetry methods in patients undergoing various medical irradiations to low doses. The highlighted topics include basic aspects of biological dosimetry and its limitations in the range of low radiation doses, and main patterns of in vivo induction of radiation biomarkers in clinical exposure scenarios, occurring in X-ray diagnostics, computed tomography, interventional radiology, low dose radiotherapy, and nuclear medicine (internally administered 131I and other radiopharmaceuticals). Additionally, several specific issues, examined by biodosimetry techniques, are analysed, such as contrast media effect, radiation response in pediatric patients, impact of magnetic resonance imaging, evaluation of radioprotectors, detection of patients' abnormal intrinsic radiosensitivity and dose estimation in persons involved in medical radiation incidents. A prognosis of possible directions for further improvements in this area includes the automation of cytogenetic analysis, introduction of molecular biodosimeters and development of multiparametric biodosimetry platforms. A potential approach to the advanced biodosimetry of internal exposure and/or low dose external irradiation is suggested; this can be a multiparametric platform based on the combination of the γ-H2AX foci, dicentric, and translocation assays, each applied in the optimum postexposure time range, with the amalgamation of the dose estimates. The study revealed the necessity of further research, which might clarify medical radiation safety concerns for patients via using stringent biodosimetry methodology.
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Affiliation(s)
- Volodymyr Vinnikov
- International Atomic Energy Agency (IAEA), Vienna, Austria; Grigoriev Institute for Medical Radiology and Oncology (GIMRO), Kharkiv, Ukraine.
| | - Oleg Belyakov
- International Atomic Energy Agency (IAEA), Vienna, Austria
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29
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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: 1] [Impact Index Per Article: 0.3] [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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30
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Ostheim P, Amundson SA, Badie C, Bazyka D, Evans AC, Ghandhi SA, Gomolka M, López Riego M, Rogan PK, Terbrueggen R, Woloschak GE, Zenhausern F, Kaatsch HL, Schüle S, Ullmann R, Port M, Abend M. Gene expression for biodosimetry and effect prediction purposes: promises, pitfalls and future directions - key session ConRad 2021. Int J Radiat Biol 2021; 98:843-854. [PMID: 34606416 DOI: 10.1080/09553002.2021.1987571] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
PURPOSE In a nuclear or radiological event, an early diagnostic or prognostic tool is needed to distinguish unexposed from low- and highly exposed individuals with the latter requiring early and intensive medical care. Radiation-induced gene expression (GE) changes observed within hours and days after irradiation have shown potential to serve as biomarkers for either dose reconstruction (retrospective dosimetry) or the prediction of consecutively occurring acute or chronic health effects. The advantage of GE markers lies in their capability for early (1-3 days after irradiation), high-throughput, and point-of-care (POC) diagnosis required for the prediction of the acute radiation syndrome (ARS). CONCLUSIONS As a key session of the ConRad conference in 2021, experts from different institutions were invited to provide state-of-the-art information on a range of topics including: (1) Biodosimetry: What are the current efforts to enhance the applicability of this method to perform retrospective biodosimetry? (2) Effect prediction: Can we apply radiation-induced GE changes for prediction of acute health effects as an approach, complementary to and integrating retrospective dose estimation? (3) High-throughput and point-of-care diagnostics: What are the current developments to make the GE approach applicable as a high-throughput as well as a POC diagnostic platform? (4) Low level radiation: What is the lowest dose range where GE can be used for biodosimetry purposes? (5) Methodological considerations: Different aspects of radiation-induced GE related to more detailed analysis of exons, transcripts and next-generation sequencing (NGS) were reported.
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Affiliation(s)
- Patrick Ostheim
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
| | - Sally A Amundson
- Center for Radiological Research, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Christophe Badie
- PHE CRCE, Chilton, Didcot, Oxford, UK.,Environmental Research Group within the School of Public Health, Faculty of Medicine at Imperial College of Science, Technology and Medicine, London, UK
| | - Dimitry Bazyka
- National Research Centre for Radiation Medicine, Kyiv, Ukraine
| | - Angela C Evans
- Department of Radiation Oncology, University of California Davis, Sacramento, CA, USA
| | - Shanaz A Ghandhi
- Center for Radiological Research, Columbia University Irving Medical Center (CUIMC), New York, NY, USA
| | - Maria Gomolka
- Bundesamt für Strahlenschutz/Federal Office for Radiation Protection, Oberschleissheim, Germany
| | - Milagrosa López Riego
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
| | - Peter K Rogan
- Biochemistry, University of Western Ontario, London, Canada.,CytoGnomix Inc, London, Canada
| | | | - Gayle E Woloschak
- Radiation Oncology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Frederic Zenhausern
- Department of Basic Medical Sciences, College of Medicine, The University of Arizona, Phoenix, AZ, USA.,Center for Applied Nanobioscience and Medicine, University of Arizona, Phoenix, AZ, USA
| | - Hanns L Kaatsch
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
| | - Simone Schüle
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
| | - Reinhard Ullmann
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
| | - Matthias Port
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
| | - Michael Abend
- Bundeswehr Institute of Radiobiology Affiliated to the University of Ulm, Munich, Germany
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May JM, Bylicky M, Chopra S, Coleman CN, Aryankalayil MJ. Long and short non-coding RNA and radiation response: a review. Transl Res 2021; 233:162-179. [PMID: 33582242 PMCID: PMC8475769 DOI: 10.1016/j.trsl.2021.02.005] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 02/02/2021] [Accepted: 02/07/2021] [Indexed: 12/12/2022]
Abstract
Once thought of as arising from "junk DNA," noncoding RNAs (ncRNAs) have emerged as key molecules in cellular processes and response to stress. From diseases such as cancer, coronary artery disease, and diabetes to the effects of ionizing radiation (IR), ncRNAs play important roles in disease progression and as biomarkers of damage. Noncoding RNAs regulate cellular processes by competitively binding DNA, mRNA, proteins, and other ncRNAs. Through these interactions, specific ncRNAs can modulate the radiosensitivity of cells and serve as diagnostic and prognostic biomarkers of radiation damage, whether from incidental exposure in radiotherapy or in accidental exposure scenarios. Analysis of RNA expression after radiation exposure has shown alterations not only in mRNAs, but also in ncRNAs (primarily miRNA, circRNA, and lncRNA), implying an important role in cellular stress response. Due to their abundance and stability in serum and other biofluids, ncRNAs also have great potential as minimally invasive biomarkers with advantages over current biodosimetry methods. Several studies have examined changes in ncRNA expression profiles in response to IR and other forms of oxidative stress. Furthermore, some studies have reported modulation of radiosensitivity by altering expression levels of these ncRNAs. This review discusses the roles of ncRNAs in the radiation response and evaluates prior research on ncRNAs as biomarkers of radiation damage. Future directions and applications of ncRNAs in radiation research are introduced, including the potential for a clinical ncRNA assay for assessing radiation damage and for the therapeutic use of RNA interference (RNAi).
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Affiliation(s)
- Jared M May
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland
| | - Michelle Bylicky
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland
| | - Sunita Chopra
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland
| | - C Norman Coleman
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland; Radiation Research Program, National Cancer Institute, National Institutes of Health, Rockville, Maryland
| | - Molykutty J Aryankalayil
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland.
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Yadav M, Bhayana S, Liu J, Lu L, Huang J, Ma Y, Qamri Z, Mo X, Jacob DS, Parasa ST, Bhuiya N, Fadda P, Xu-Welliver M, Chakravarti A, Jacob NK. Two-miRNA-based finger-stick assay for estimation of absorbed ionizing radiation dose. Sci Transl Med 2021; 12:12/552/eaaw5831. [PMID: 32669422 DOI: 10.1126/scitranslmed.aaw5831] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 09/12/2019] [Accepted: 06/24/2020] [Indexed: 12/24/2022]
Abstract
Nuclear radiation and radioactive fallouts resulting from a nuclear weapon detonation or reactor accidents could result in injuries affecting multiple sensitive organs, defined as acute radiation syndrome (ARS). Rapid and early estimation of injuries to sensitive organs using markers of radiation response is critical for identifying individuals who could potentially exhibit ARS; however, there are currently no biodosimetry assays approved for human use. We developed a sensitive microRNA (miRNA)-based blood test for radiation dose reconstruction with ±0.5 Gy resolution at critical dose range. Radiation dose-dependent changes in miR-150-5p in blood were internally normalized by a miRNA, miR-23a-3p, that was nonresponsive to radiation. miR-23a-3p was not highly expressed in blood cells but was abundant in circulation and was released primarily from the lung. Our assay showed the capability for dose estimation within hours to 1 week after exposure using a drop of blood from mice. We tested this biodosimetry assay for estimation of absorbed ionizing radiation dose in mice of varying ages and after exposure to both improvised nuclear device (IND)-spectrum neutrons and gamma rays. Leukemia specimens from patients exposed to fractionated radiation showed depletion of miR-150-5p in blood. We bridged the exposure of these patients to fractionated radiation by comparing responses after fractionated versus single acute exposure in mice. Although validation in nonhuman primates is needed, this proof-of-concept study suggests the potential utility of this assay in radiation disaster management and clinical applications.
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Affiliation(s)
- Marshleen Yadav
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Sagar Bhayana
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Joseph Liu
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Lanchun Lu
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA.,Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| | - Jason Huang
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Ya Ma
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Zahida Qamri
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Xiaokui Mo
- Center for Biostatistics, The Ohio State University, Columbus, OH 43210, USA
| | - Diviya S Jacob
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Shashaank T Parasa
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Noureen Bhuiya
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Paolo Fadda
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
| | - Meng Xu-Welliver
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA.,Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| | - Arnab Chakravarti
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA.,Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| | - Naduparambil K Jacob
- The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA. .,Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
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Amundson SA. Transcriptomics for radiation biodosimetry: progress and challenges. Int J Radiat Biol 2021; 99:925-933. [PMID: 33970766 PMCID: PMC10026363 DOI: 10.1080/09553002.2021.1928784] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 03/08/2021] [Accepted: 04/19/2021] [Indexed: 01/08/2023]
Abstract
PURPOSE Transcriptomic-based approaches are being developed to meet the needs for large-scale radiation dose and injury assessment and provide population triage following a radiological or nuclear event. This review provides background and definition of the need for new biodosimetry approaches, and summarizes the major advances in this field. It discusses some of the major model systems used in gene signature development, and highlights some of the remaining challenges, including individual variation in gene expression, potential confounding factors, and accounting for the complexity of realistic exposure scenarios. CONCLUSIONS Transcriptomic approaches show great promise for both dose reconstruction and for prediction of individual radiological injury. However, further work will be needed to ensure that gene expression signatures will be robust and appropriate for their intended use in radiological or nuclear emergencies.
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Affiliation(s)
- Sally A Amundson
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, USA
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Nasser F, Cruz-Garcia L, O'Brien G, Badie C. Role of blood derived cell fractions, temperature and sample transport on gene expression-based biological dosimetry. Int J Radiat Biol 2021; 97:675-686. [PMID: 33826469 DOI: 10.1080/09553002.2021.1906464] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 03/05/2021] [Accepted: 03/10/2021] [Indexed: 02/06/2023]
Abstract
PURPOSE For triage purposes following a nuclear accident or a terrorist event, gene expression biomarkers in blood have been demonstrated to be good bioindicators of ionizing radiation (IR) exposure and can be used to assess the dose received by exposed individuals. Many IR-sensitive genes are regulated by the DNA damage response pathway, and modulators of this pathway could potentially affect their expression level and therefore alter accurate dose estimations. In the present study, we addressed the potential influence of temperature, sample transport conditions and the blood cell fraction analyzed on the transcriptional response of the following radiation-responsive genes: FDXR, CCNG1, MDM2, PHPT1, APOBEC3H, DDB2, SESN1, P21, PUMA, and GADD45. MATERIALS AND METHODS Whole blood from healthy donors was exposed to a 2 Gy X-ray dose with a dose rate of 0.5 Gy/min (output 13 mA, 250 kV peak, 0.2 mA) and incubated for 24 h at either 37, 22, or 4 °C. For mimicking the effect of transport conditions at different temperatures, samples incubated at 37 °C for 24 h were kept at 37, 22 or 4 °C for another 24 h. Comparisons of biomarker responses to IR between white blood cells (WBCs), peripheral blood mononuclear cells (PBMCs) and whole blood were carried out after a 2 Gy X-ray exposure and incubation at 37 °C for 24 hours. RESULTS Hypothermic conditions (22 or 4 °C) following irradiation drastically inhibited transcriptional responses to IR exposure. However, sample shipment at different temperatures did not affect gene expression level except for SESN1. The transcriptional response to IR of specific genes depended on the cell fraction used, apart from FDXR, CCNG1, and SESN1. CONCLUSION In conclusion, temperature during the incubation period and cell fraction but not the storing conditions during transport can influence the transcriptional response of specific genes. However, FDXR and CCNG1 showed a consistent response under all the different conditions tested demonstrating their reliability as individual biological dosimetry biomarkers.
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Affiliation(s)
- Farah Nasser
- Radiation Effects Department, Cancer Mechanisms and Biomarkers Group, Centre for Radiation, Chemical & Environmental Hazards, Public Health England, Chilton, Oxfordshire, United Kingdom
| | - Lourdes Cruz-Garcia
- Radiation Effects Department, Cancer Mechanisms and Biomarkers Group, Centre for Radiation, Chemical & Environmental Hazards, Public Health England, Chilton, Oxfordshire, United Kingdom
| | - Grainne O'Brien
- Radiation Effects Department, Cancer Mechanisms and Biomarkers Group, Centre for Radiation, Chemical & Environmental Hazards, Public Health England, Chilton, Oxfordshire, United Kingdom
| | - Christophe Badie
- Radiation Effects Department, Cancer Mechanisms and Biomarkers Group, Centre for Radiation, Chemical & Environmental Hazards, Public Health England, Chilton, Oxfordshire, United Kingdom
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Sekaran TSG, Kedilaya VR, Kumari SN, Shetty P, Gollapalli P. Exploring the differentially expressed genes in human lymphocytes upon response to ionizing radiation: a network biology approach. Radiat Oncol J 2021; 39:48-60. [PMID: 33794574 PMCID: PMC8024183 DOI: 10.3857/roj.2021.00045] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 02/22/2021] [Indexed: 01/27/2023] Open
Abstract
Purpose The integration of large-scale gene data and their functional analysis needs the effective application of various computational tools. Here we attempted to unravel the biological processes and cellular pathways in response to ionizing radiation using a systems biology approach. Materials and Methods Analysis of gene ontology shows that 80, 42, 25, and 35 genes have roles in the biological process, molecular function, the cellular process, and immune system pathways, respectively. Therefore, our study emphasizes gene/protein network analysis on various differentially expressed genes (DEGs) to reveal the interactions between those proteins and their functional contribution upon radiation exposure. Results A gene/protein interaction network was constructed, which comprises 79 interactors with 718 interactions and TP53, MAPK8, MAPK1, CASP3, MAPK14, ATM, NOTCH1, VEGFA, SIRT1, and PRKDC are the top 10 proteins in the network with high betweenness centrality values. Further, molecular complex detection was used to cluster these associated partners in the network, which produced three effective clusters based on the Molecular Complex Detection (MCODE) score. Interestingly, we found a high functional similarity from the associated genes/proteins in the network with known radiation response genes. Conclusion This network-based approach on DEGs of human lymphocytes upon response to ionizing radiation provides clues for an opportunity to improve therapeutic efficacy.
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Affiliation(s)
| | - Vishakh R Kedilaya
- Central Research Laboratory, K. S. Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, India
| | - Suchetha N Kumari
- Central Research Laboratory, K. S. Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, India
| | - Praveenkumar Shetty
- Central Research Laboratory, K. S. Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, India
| | - Pavan Gollapalli
- Central Research Laboratory, K. S. Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, India
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Maan K, Tyagi R, Dutta A, Bakhshi R, Rana P. Comparative metabolic profiles of total and partial body radiation exposure in mice using an untargeted metabolomics approach. Metabolomics 2020; 16:124. [PMID: 33245511 DOI: 10.1007/s11306-020-01742-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 10/28/2020] [Indexed: 12/25/2022]
Abstract
INTRODUCTION A large scale population exposure to ionizing radiation during intentional or unintentional nuclear accidents undoubtedly generates a complex scenario with partial-body as well as total-body irradiated victims. A high throughput technique based rapid assessment method is an urgent necessity for stratification of exposed subjects independent of whether exposure is uniform total-body or non-homogenous partial-body. OBJECTIVE Here, we used Nuclear Magnetic Resonance (NMR) based metabolomics approach to compare and identify candidate metabolites differentially expressed in total and partially irradiated mice model. METHODS C57BL/6 male mice (8-10 weeks) were irradiated total-body or locally to thoracic, hind limb or abdominal regions with 10 Gy of gamma radiation. Urine samples collected at 24 h post irradiation were examined using high resolution NMR spectroscopy and the datasets were analysed using multivariate analysis. RESULTS Multivariate and metabolic pathway analysis in urine samples collected at 24 h post-radiation exhibited segregation of all irradiated groups from controls. Metabolites associated with energy metabolism, gut flora metabolism and taurine were common to partial and total-body irradiation, thus making them potential candidates for radiation exposure. Nevertheless, a distinct metabolic pattern was observed in partial-body exposed groups with maximum changes observed in the hind limb region indicating differential tissue associated radiation sensitivity. The organ-specific changes may provide an early warning regarding the physiological system at risk after radiation injury. CONCLUSION The study affirms potentiality of metabolite markers and comparative analysis could be an important piece of information for an integrated solution to a complex research question in terms of radiation biomarkers.
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Affiliation(s)
- Kiran Maan
- Metabolomics Research Facility, Division of Behavioral Neuroscience, Institute of Nuclear Medicine and Allied Sciences (INMAS), DRDO, Delhi, India
- Department of Biomedical Science, Shaheed Rajguru College of Applied Sciences for Women, University of Delhi, Delhi, India
| | - Ritu Tyagi
- Metabolomics Research Facility, Division of Behavioral Neuroscience, Institute of Nuclear Medicine and Allied Sciences (INMAS), DRDO, Delhi, India
| | - Ajaswrata Dutta
- Division of Radiation Biodosimetry, Department of Radiation Epigenetics, Institute of Nuclear Medicine and Allied Sciences (INMAS), DRDO, Delhi, India
| | - Radhika Bakhshi
- Department of Biomedical Science, Shaheed Rajguru College of Applied Sciences for Women, University of Delhi, Delhi, India
| | - Poonam Rana
- Metabolomics Research Facility, Division of Behavioral Neuroscience, Institute of Nuclear Medicine and Allied Sciences (INMAS), DRDO, Delhi, India.
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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: 1.8] [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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Biolatti V, Negrin L, Bellora N, Ibañez IL. High-throughput meta-analysis and validation of differentially expressed genes as potential biomarkers of ionizing radiation-response. Radiother Oncol 2020; 154:21-28. [PMID: 32931891 DOI: 10.1016/j.radonc.2020.09.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 08/20/2020] [Accepted: 09/06/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND AND PURPOSE The high-throughput analysis of gene expression in ionizing radiation (IR)-exposed human peripheral white blood cells (WBC) has emerged as a novel method for biodosimetry markers detection. We aimed to detect IR-exposure differential expressed genes (DEGs) as potential predictive biomarkers for biodosimetry and radioinduced-response. MATERIALS AND METHODS We performed a meta-analysis of raw data from public microarrays of ex vivo low linear energy transfer-irradiated human peripheral WBC. Functional enrichment and transcription factors (TF) detection from resulting DEGs were assessed. Six selected DEGs among studies were validated by qRT-PCR on mRNA from human peripheral blood samples from nine healthy human donors 24 h after ex vivo X-rays-irradiation. RESULTS We identified 275 DEGs after IR-exposure (parameters: |lfc| ≥ 0.7, q value <0.05), enriched in processes such as regulation after IR-exposure, DNA damage checkpoint, signal transduction by p53 and mitotic cell cycle checkpoint. Among these DEGs, DRAM1, NUDT15, PCNA, PLK2 and TIGAR were selected for qRT-PCR validation. Their expression levels significantly increased at 1-4 Gy respect to non-irradiated controls. Particularly, PCNA increased dose dependently. Curiously, TCF4 (Entrez Gene: 6925), detected as overrepresented TF in the radioinduced DEGs set, significantly decreased post-irradiation. CONCLUSION These six DEGs show potential to be proposed as candidates for IR-exposure biomarkers, considering their observed molecular radioinduced-response. Among them, TCF4, bioinformatically detected, was validated herein as an IR-responsive gene.
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Affiliation(s)
- Vanesa Biolatti
- National Atomic Energy Commission (CNEA), Bariloche Nuclear Medicine and Radiotherapy Integral Center - Institute of Nuclear Technologies for Health Foundation (INTECNUS); Laboratory of Radiobiology and Biodosimetry, S.C. de Bariloche, Argentina.
| | - Lara Negrin
- National Atomic Energy Commission (CNEA), Bariloche Nuclear Medicine and Radiotherapy Integral Center - Institute of Nuclear Technologies for Health Foundation (INTECNUS); Laboratory of Radiobiology and Biodosimetry, S.C. de Bariloche, Argentina.
| | - Nicolás Bellora
- National Scientific and Technical Research Council (CONICET), Scientific Technical Center CONICET - North Patagonia, Patagonian Andean Institute of Biological and Geo-Environmental Technologies (IPATEC), S.C. de Bariloche, Argentina.
| | - Irene L Ibañez
- National Scientific and Technical Research Council (CONICET), Institute of Nanocience and Nanotechnology (INN), Constituyentes Node (C1425FQB), CABA, Argentina; National Atomic Energy Commission (CNEA), Constituyentes Atomic Center, Research and Applications Management, Buenos Aires, Argentina.
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Wang Q, Lee Y, Shuryak I, Pujol Canadell M, Taveras M, Perrier JR, Bacon BA, Rodrigues MA, Kowalski R, Capaccio C, Brenner DJ, Turner HC. Development of the FAST-DOSE assay system for high-throughput biodosimetry and radiation triage. Sci Rep 2020; 10:12716. [PMID: 32728041 PMCID: PMC7392759 DOI: 10.1038/s41598-020-69460-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 07/09/2020] [Indexed: 11/09/2022] Open
Abstract
Following a large-scale radiological incident, there is a need for FDA-approved biodosimetry devices and biomarkers with the ability to rapidly determine past radiation exposure with sufficient accuracy for early population triage and medical management. Towards this goal, we have developed FAST-DOSE (Fluorescent Automated Screening Tool for Dosimetry), an immunofluorescent, biomarker-based system designed to reconstruct absorbed radiation dose in peripheral blood samples collected from potentially exposed individuals. The objective of this study was to examine the performance of the FAST-DOSE assay system to quantify intracellular protein changes in blood leukocytes for early biodosimetry triage from humanized NOD-scid-gamma (Hu-NSG) mice and non-human primates (NHPs) exposed to ionizing radiation up to 8 days after radiation exposure. In the Hu-NSG mice studies, the FAST-DOSE biomarker panel was able to generate delivered dose estimates at days 1, 2 and 3 post exposure, whereas in the NHP studies, the biomarker panel was able to successfully classify samples by dose categories below or above 2 Gy up to 8 days after total body exposure. These results suggest that the FAST-DOSE bioassay has large potential as a useful diagnostic tool for rapid and reliable screening of potentially exposed individuals to aid early triage decisions within the first week post-exposure.
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Affiliation(s)
- Qi Wang
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA.
- Radiation Oncology, Columbia University Irving Medical Center, New York, NY, 10032, USA.
| | - Younghyun Lee
- 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
| | - 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
| | - Jay R Perrier
- Center for Radiological Research, Columbia University Irving Medical Center, New York, NY, 10032, USA
- ASELL, LLC, Owings Mills, MD, 21117, USA
| | - Bezalel A Bacon
- 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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Bucher M, Duchrow L, Endesfelder D, Roessler U, Gomolka M. Comparison of inexperienced operators and experts in γH2A.X and 53BP1 foci assay for high-throughput biodosimetry approaches in a mass casualty incident. Int J Radiat Biol 2020; 96:1263-1273. [PMID: 32673132 DOI: 10.1080/09553002.2020.1793024] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
PURPOSE In case of population exposure by ionizing radiation, a fast and reliable dose assessment of exposed and non-exposed individuals is crucial important. In initial triage, physicians have to take fast decisions whom to treat with adequate medical care. In addition, worries about significant exposure can be taken away from hundreds to thousands non- or low exposed individuals. Studies have shown that the γH2A.X radiation-induced foci assay is a promising test for fast triage decisions. However, in a large-scale scenario most biodosimetry laboratories will quickly reach their capacity limit. The aim of this study was to evaluate the benefit of inexperienced experimenters to speed up the foci assay and manual foci scoring. MATERIALS AND METHODS The participants of two training courses performed the radiation-induced foci assay (γH2A.X) under the guidance of experts and scored foci (γH2A.X and 53BP1) on sham-irradiated and irradiated blood samples (0.05-1.5 Gy). The outcome of laboratory experiments and manual foci scoring by 26 operators with basic experience in laboratory work was statistically analyzed in comparison to the results from experts. RESULTS Inexperienced operators prepared slides with significant dose-effects (0, 0.1 and 1.0 Gy) for semi-automatic microscopic analyses. Manual foci scoring by inexperienced scorer resulted in a dose-effect curve for γH2A.X, 53BP1 and co-localized foci. In addition, inexperienced scorers were able to distinguish low irradiation doses from unirradiated cells. While 53BP1 foci scoring was in accordance to the expert counting, differences between beginners and expert increased for γH2A.X or co-localized foci. CONCLUSIONS In case of a large-scale radiation event, inexperienced staff is useful to support laboratories in slide preparation for semi-automatic foci counting as well as γH2A.X and 53BP1 manual foci scoring for triage-mode biodosimetry. Slides can be clearly classified in the non-, low- or high-exposed category.
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Affiliation(s)
- Martin Bucher
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Neuherberg, Germany
| | - Lukas Duchrow
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Neuherberg, Germany
| | - David Endesfelder
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Neuherberg, Germany
| | - Ute Roessler
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Neuherberg, Germany
| | - Maria Gomolka
- Department of Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Neuherberg, Germany
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Vinnikov VA, Belyakov O. Radiation Exposure Biomarkers in the Practice of Medical Radiology: Cooperative Research and the Role of the International Atomic Energy Agency (IAEA) Biodosimetry/Radiobiology Laboratory. HEALTH PHYSICS 2020; 119:83-94. [PMID: 32483044 DOI: 10.1097/hp.0000000000001266] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The strategy toward personalized medicine in radiation oncology, nuclear medicine, and diagnostic and interventional radiology demands a specific set of assays for individualized estimation of radiation load for safety concerns and prognosis of normal tissue reactions caused by ionizing radiation. Apparently, it seems reasonable to use validated radiation dosimetric biomarkers for these purposes. However, a number of gaps in knowledge and methodological limitations still have to be resolved until dosimetric biomarkers will start to play a valuable role in clinical practice beyond radiation protection and radiation medicine. An extensive international multicenter research is necessary to improve the methodology of clinical applications of biodosimetry. That became a rationale for launching the IAEA Coordinated Research Project E35010 MEDBIODOSE: "Applications of Biological Dosimetry Methods in Radiation Oncology, Nuclear Medicine, and Diagnostic and Interventional Radiology." At the 2 Coordination Meeting on MEDBIODOSE (18-22 February 2019, Recife, Brazil), participants reported progress in the usage of biological dosimetry for genotoxicity assessment and/or individualization of radiotherapy treatment plans. Another avenue of research was the prognosis of normal tissue toxicity and cancer risk prediction using biomarkers' yield measured in vivo or after ex vivo irradiation of patients' cells. Other important areas are mechanisms of cytogenetic radiation response, validation of new radiation biomarkers, development of innovative techniques, automated and high-throughput assays for biodosimetry, and the overall improvement of biodosimetry service. An important aspect of clinical application of biodosimetry is standardization of techniques and unification of approaches to data interpretation. The new IAEA Biodosimetry/Radiobiology Laboratory, which is being established, will provide support for this activity. The declared lab's mission includes, among other tasks, a harmonization of the biodosimetry applications with relevant international standards, guidelines on good laboratory practice, and the IAEA EPR-Biodosimetry manual.
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Affiliation(s)
- Volodymyr A Vinnikov
- Grigoriev Institute for Medical Radiology, Ukranian National Academy of Medical Sciences, Pushkinskaya 82, Kharkiv 61024 Ukraine
| | - Oleg Belyakov
- International Atomic Energy Agency, Vienna International Centre, P.O. Box 100, Vienna A-1400, Austria
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Kaatsch HL, Majewski M, Schrock G, Obermair R, Seidel J, Nestler K, Abend M, Waldeck S, Port M, Ullmann R, Becker BV. CT Irradiation-induced Changes of Gene Expression within Peripheral Blood Cells. HEALTH PHYSICS 2020; 119:44-51. [PMID: 32167501 DOI: 10.1097/hp.0000000000001231] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Computed tomography (CT) is a crucial element of medical imaging diagnostics. The widespread application of this technology has made CT one of the major contributors to medical radiation burden, despite the fact that doses per individual CT scan steadily decrease due to the advancement of technology. Epidemiological risk assessment of CT exposure is hampered by the fact that moderate adverse effects triggered by low doses of CT exposure are likely masked by statistical fluctuations. In light of these limitations, there is need of further insights into the biological processes induced by CT scans to complement the existing knowledge base of risk assessment. This prompted us to investigate the early transcriptomic response of ex vivo irradiated peripheral blood of three healthy individuals. Samples were irradiated employing a modern dual-source-CT-scanner with a tube voltage of 150 kV, resulting in an estimated effective dose of 9.6 mSv. RNA was isolated 1 h and 6 h after exposure, respectively, and subsequently analyzed by RNA deep sequencing. Differential gene expression analysis revealed shared upregulation of AEN, FDXR, and DDB2 6 h after exposure in all three probands. All three genes have previously been discussed as radiation responsive genes and have already been implicated in DNA damage response and cell cycle control after DNA damage. In summary, we substantiated the usefulness of AEN, FDXR, and DDB2 as RNA markers of low dose irradiation. Moreover, the upregulation of genes associated with DNA damage reminds one of the genotoxic nature of CT diagnostics even with the low doses currently applied.
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Affiliation(s)
- Hanns Leonhard Kaatsch
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Matthäus Majewski
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Gerrit Schrock
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Richard Obermair
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Jillyen Seidel
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Kai Nestler
- Bundeswehr Central Hospital Koblenz, Department of Radiology, Rübenacher Straße 170, 56072 Koblenz, Germany
| | - Michael Abend
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Stephan Waldeck
- Bundeswehr Central Hospital Koblenz, Department of Radiology, Rübenacher Straße 170, 56072 Koblenz, Germany
| | - Matthias Port
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Reinhard Ullmann
- Bundeswehr Institute of Radiobiology affiliated to the University of Ulm, Neuherbergstrasse 11, 80937, Munich, Germany
| | - Benjamin Valentin Becker
- Bundeswehr Central Hospital Koblenz, Department of Radiology, Rübenacher Straße 170, 56072 Koblenz, Germany
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Ye F, Ning J, Fardous Z, Katsube T, Li Q, Wang B. Citrulline, A Potential Biomarker of Radiation-Induced Small Intestine Damage. Dose Response 2020; 18:1559325820962341. [PMID: 33013253 PMCID: PMC7513408 DOI: 10.1177/1559325820962341] [Citation(s) in RCA: 8] [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: 02/12/2020] [Revised: 08/20/2020] [Accepted: 08/31/2020] [Indexed: 12/25/2022] Open
Abstract
Radiation damage assessment of the small intestine is important in nuclear accidents or routine radiotherapy of abdominal tumors. This article reviews the clinical symptoms and molecular mechanisms of radiation-induced small intestinal damage and summarizes recent research on biomarkers of such damage. Citrulline is the most promising biomarker for the evaluation of radiation-induced small intestinal damage caused by radiotherapy and nuclear accidents. This article also summarizes the factors influencing plasma citrulline measurement investigated in the latest research, as well as new findings on the concentration of citrulline in saliva and urine after different types of radiation.
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Affiliation(s)
- Fei Ye
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, People’s Republic of
China
| | - Jing Ning
- Gansu Provincial Hospital, Lanzhou, People’s Republic of China
| | - Zeenath Fardous
- Institute of Food and Radiation
Biology, Atomic Energy Research Establishment, Bangladesh Atomic Energy
Commission, Dhaka, Bangladesh
| | - Takanori Katsube
- National Institute of Radiological Sciences, National Institutes
for Quantum and Radiological Science and Technology, Chiba, Japan
| | - Qiang Li
- Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, People’s Republic of
China
| | - Bing Wang
- National Institute of Radiological Sciences, National Institutes
for Quantum and Radiological Science and Technology, Chiba, Japan
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44
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The expression profile of redox genes in human monocytes exposed in vitro to γ radiation. Radiat Phys Chem Oxf Engl 1993 2020. [DOI: 10.1016/j.radphyschem.2019.108634] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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45
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Chaouni S, Lecomte DD, Stefan D, Leduc A, Barraux V, Leconte A, Grellard JM, Habrand JL, Guillamin M, Sichel F, Laurent C. The Possibility of Using Genotoxicity, Oxidative Stress and Inflammation Blood Biomarkers to Predict the Occurrence of Late Cutaneous Side Effects after Radiotherapy. Antioxidants (Basel) 2020; 9:antiox9030220. [PMID: 32156042 PMCID: PMC7139389 DOI: 10.3390/antiox9030220] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 03/02/2020] [Accepted: 03/06/2020] [Indexed: 12/18/2022] Open
Abstract
Despite the progresses performed in the field of radiotherapy, toxicity to the healthy tissues remains a major limiting factor. The aim of this work was to highlight blood biomarkers whose variations could predict the occurrence of late cutaneous side effects. Two groups of nine patients treated for Merkel Cell Carcinoma (MCC) were established according to the grade of late skin toxicity after adjuvant irradiation for MCC: grade 0, 1 or 2 and grade 3 or 4 of RTOG (Radiation Therapy Oncology Group)/EORTC (European Organization for Research and Treatment of Cancer). To try to discriminate these 2 groups, biomarkers of interest were measured on the different blood compartments after ex vivo irradiation. In lymphocytes, cell cycle, apoptosis and genotoxicity were studied. Oxidative stress was evaluated by the determination of the erythrocyte antioxidant capacity (superoxide dismutase, catalase, glutathione peroxidase, reduced and oxidized glutathione) as well as degradation products (protein carbonylation, lipid peroxidation). Inflammation was assessed in the plasma by the measurement of 14 cytokines. The most radiosensitive patients presented a decrease in apoptosis, micronucleus frequency, antioxidant enzyme activities, glutathione and carbonyls; and an increase in TNF-a (Tumor Necrosis Factor a), IL-8 (Interleukin 8) and TGF-β1 (Transforming Growth Factor β1) levels. These findings have to be confirmed on a higher number of patients and before radiotherapy and could allow to predict the occurrence of late skin side effects after radiotherapy.
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Affiliation(s)
- Samia Chaouni
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
| | - Delphine Dumont Lecomte
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
- Radiotherapy Department, Hôpital Haut-Lévêque, CHU de Bordeaux, 33600 Pessac, France
| | - Dinu Stefan
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
- Radiotherapy Department, Cancer Centre François Baclesse, 14000 Caen France
| | - Alexandre Leduc
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
| | - Victor Barraux
- Medical Physics Department, Cancer Centre François Baclesse, 14000 Caen, France,
| | - Alexandra Leconte
- Clinical Research Department, Cancer Centre François Baclesse, 14000 Caen, France, (A.L.)
| | - Jean-Michel Grellard
- Clinical Research Department, Cancer Centre François Baclesse, 14000 Caen, France, (A.L.)
| | - Jean-Louis Habrand
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
- Radiotherapy Department, Cancer Centre François Baclesse, 14000 Caen France
| | - Marilyne Guillamin
- IFR ICORE-Flow Cytometry Platform, Normandie University, UNICAEN, 14000 Caen, France,
| | - François Sichel
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
- Cancer Centre François Baclesse, 14000 Caen, France
| | - Carine Laurent
- ABTE-EA4651, ToxEMAC, Normandie University, UNICAEN, UNIROUEN, 14000 Caen, France, (S.C.)
- SAPHYN/ARCHADE (Advanced Resource Centre for HADrontherapy in Europe), Cancer Centre François Baclesse, 14000 Caen, France
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46
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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: 1.8] [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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Attia AMM, Aboulthana WM, Hassan GM, Aboelezz E. Assessment of absorbed dose of gamma rays using the simultaneous determination of inactive hemoglobin derivatives as a biological dosimeter. RADIATION AND ENVIRONMENTAL BIOPHYSICS 2020; 59:131-144. [PMID: 31734721 DOI: 10.1007/s00411-019-00821-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Accepted: 11/03/2019] [Indexed: 06/10/2023]
Abstract
Biological dosimetry based on sulfhemoglobin (SHb), methemoglobin (MetHb), and carboxyhemoglobin (HbCO) levels was evaluated. SHb, MetHb and HbCO levels were estimated in erythrocytes of mice irradiated by γ rays from a 60Co source using the method of multi-component spectrophotometric analysis developed recently. In this method, absorption measurements of diluted aqueous Hb-solution were made at λ = 500, 569, 577 and 620 nm, and using the mathematical formulas based on multi-component spectrophotometric analysis and the mathematical Gaussian elimination method for matrix calculation, the concentrations of various Hb-derivatives and total Hb in mice blood were estimated. The dose range of γ rays was from 0.5 to 8 Gy and the dose rate was 0.5 Gy min-1. Among all Hb-derivatives, MetHb, SHb and HbCO demonstrated an unambiguous dose-dependent response. For SHb and MetHb, the detection limits were about 0.5 Gy and 1 Gy, respectively. After irradiation, high levels of MetHb, SHb and HbCO persisted for at least 10 days, and the maximal increase of MetHb, SHb and HbCO occurred up to 24 h following γ irradiation. The use of this "MetHb + SHb + HbCO"-derivatives-based absorbed dose relationship showed a high accuracy. It is concluded that simultaneous determination of MetHb, SHb and HbCO, by multi-component spectrophotometry provides a quick, simple, sensitive, accurate, stable and inexpensive biological indicator for the early assessment of the absorbed dose in mice.
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Affiliation(s)
- A M M Attia
- Genetic Engineering and Biotechnology Division, Biochemistry Department, National Research Centre, Dokki, Giza, Egypt
| | - W M Aboulthana
- Genetic Engineering and Biotechnology Division, Biochemistry Department, National Research Centre, Dokki, Giza, Egypt
| | - G M Hassan
- Division of Thermometry and Ionizing Radiation Metrology, Department of Ionizing Radiation Metrology, National Institute of Standards, Giza, Egypt.
| | - E Aboelezz
- Division of Thermometry and Ionizing Radiation Metrology, Department of Ionizing Radiation Metrology, National Institute of Standards, Giza, Egypt
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48
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Kim JJ, Andrew TL. Real-time and noninvasive detection of UV-Induced deep tissue damage using electrical tattoos. Biosens Bioelectron 2020; 150:111909. [PMID: 31786020 DOI: 10.1016/j.bios.2019.111909] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2019] [Revised: 11/15/2019] [Accepted: 11/19/2019] [Indexed: 11/29/2022]
Abstract
Understanding longterm deep tissue damage caused by UV radiation is imperative for ensuring the health and safety of living organisms that are regularly exposed to radiation sources. While existing UV dosimeters can quantify the cumulative amount of radiation to which an organism is exposed, these sensors cannot reveal the presence and extent of internal tissue damage caused by such exposure. Here we describe a method that uses conducting polymer tattoos to detect UV radiation-induced deep tissue damage in living organisms using bioimpedance analysis (BIA), which allows for noninvasive, real-time measurements of body composition and point-of-care assessment of clinical condition. To establish a performance baseline for this method, we quantify the effects of UVA radiation on live plant leaves. Low-energy UVA waves penetrate further into biological tissue, as compared to UVB, UVC and ionizing radiation, and cause longlasting deep tissue damage that cannot be immediately and readily detected using surface-sensitive techniques, such as photogrammetry and epidermal sensors. We show that single-frequency bioimpedance analysis allows for sensitive, real-time monitoring of UVA damage: as UVA dose increases, the bioimpedance of a plant leaf measured at a frequency of 1 kHz linearly decreases until the extent of radiation damage saturates and the specimen is effectively necrotized. We establish a strong correlation between radiation fluence, internal biological damage and the bioimpedance signal measured using our conducting polymer tattoos, which supports the efficacy of our method as a new type of internal biodosimetry.
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Affiliation(s)
- Jae Joon Kim
- Departments of Chemistry and Chemical Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, United States
| | - Trisha L Andrew
- Departments of Chemistry and Chemical Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, United States.
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Kultova G, Tichy A, Rehulkova H, Myslivcova-Fucikova A. The hunt for radiation biomarkers: current situation. Int J Radiat Biol 2020; 96:370-382. [PMID: 31829779 DOI: 10.1080/09553002.2020.1704909] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Purpose: The possibility of a large-scale acute radiation exposure necessitates the development of new methods that could provide a rapid assessment of the doses received by individuals using high-throughput technologies. There is also a great interest in developing new biomarkers of dose exposure, which could be used in large molecular epidemiological studies in order to correlate estimated doses received and health effects. The goal of this review was to summarize current literature focused on biological dosimetry, namely radiation-responsive biomarkers.Methods: The studies involved in this review were thoroughly selected according to the determined criteria and PRISMA guidelines.Results: We described briefly recent advances in radiation genomics and metabolomics, giving particular emphasis to proteomic analysis. The majority of studies were performed on animal models (rats, mice, and non-human primates). They have provided much beneficial information, but the most relevant tests have been done on human (oncological) patients. By inspecting the radiaiton biodosimetry literate of the last 10 years, we identified a panel of candidate markers for each -omic approach involved.Conslusions: We reviewed different methodological approaches and various biological materials, which can be exploited for dose-effect prediction. The protein biomarkers from human plasma are ideal for this specific purpose. From a plethora of candidate markers, FDXR is a very promising transcriptomic candidate, and importantly this biomarker was also confirmed by some studies at protein level in humans.
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Affiliation(s)
- Gabriela Kultova
- Department of Radiobiology, Faculty of Military Health Sciences, University of Defence, Hradec Kralove, Czech Republic.,Department of Biology, Faculty of Science, University of Hradec Králové, Hradec Kralove, Czech Republic
| | - Ales Tichy
- Department of Radiobiology, Faculty of Military Health Sciences, University of Defence, Hradec Kralove, Czech Republic
| | - Helena Rehulkova
- Department of Radiobiology, Faculty of Military Health Sciences, University of Defence, Hradec Kralove, Czech Republic
| | - Alena Myslivcova-Fucikova
- Department of Radiobiology, Faculty of Military Health Sciences, University of Defence, Hradec Kralove, Czech Republic
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50
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Ilienko IM, Bazyka DA, Golyarnyk NA, Zvarych LM, Shvayko LI, Bazyka KD. CHANGES IN GENE EXPRESSION ASSOCIATED WITH NON-CANCER EFFECTS OF THE CHORNOBYL CLEAN-UP WORKERS IN THE REMOTE PERIOD AFTER EXPOSURE. PROBLEMY RADIAT︠S︡IĬNOÏ MEDYT︠S︡YNY TA RADIOBIOLOHIÏ 2020; 25:456-477. [PMID: 33361854 DOI: 10.33145/2304-8336-2020-25-456-477] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Indexed: 11/10/2022]
Abstract
OBJECTIVE to establish the connection of radiation-induced changes in gene expression with the realized pathology of the broncho-pulmonary and cardiovascular systems in Chornobyl clean-up workers. MATERIALS AND METHODS We examined 314 male Chornobyl clean-up workers (main group; age (58.94 ± 6.82) years(M ± SD); min 33, max 79 years; radiation dose (411.82 ± 625.41) mSv (M ± SD); min 1.74, max 3600 mSv) with various nosological forms of cardiovascular and broncho-pulmonary pathology (BPP) and 50 subjects of the controlgroup: age (50.50 ± 5.73) years (M ± SD); min 41, max 67 years. The relative level of BCL2, CDKN2A, CLSTN2, GSTM1,IFNG, IL1B, MCF2L, SERPINB9, STAT3, TERF1, TERF2, TERT, TNF, TP53, CCND1, CSF2, VEGFA genes expression was determined inperipheral blood leukocytes by real-time PCR (7900 HT Fast Real-Time PCR System (Applied Biosystems, USA)). The«gene-disease» association was determined on statistical models stratified separately for each disease and gene.Logistic regression was used to calculate the odds ratio. RESULTS Increased GSTM1 gene expression and no changes in angiogenesis-related VEGFA gene expression werefound in the main group of patients with coronary heart disease (CHD). It was established overexpression of TP53,VEGF and IFNG genes in the group of patients with arterial hypertension (AH). At combination of these diseases anincrease of expression of СSF2, TERF1, TERF2 genes was established. The detected changes demonstrate an activationof the antioxidative defense system in patients with CHD, while AH is associated with the expression of genes ofangiogenesis and immune inflammation. It was shown an increase in the expression of genes associated with apoptosis and kinase activity (BCL2, CLSTN2, CDKN2), immune inflammation (CSF2, IL1B, TNF) in Chornobyl clean-upworkers with BPP. Expression of TP53 and GSTM1 (gene, associated with the glutathione system) was significantlyupregulated in the group of individuals with chronic bronchitis, whereas in patients with chronic obstructive pulmonary disease, no increase was detected; the expression of SERPINB9 and MCF2L genes was downregulated. CONCLUSIONS Changes in the expression of genes, associated with the development of somatic pathology in theremote period after irradiation, in particular the genes of the immune response and inflammatory reactions CSF2,IFNG, IL1B, TNF; expression of genes that regulate cell proliferation, aging and apoptosis TP53, BCL2, MCF2L, CDKN2A,SERPINB9, TERF1, TERF2, TERT; genes that regulate cell adhesion and angiogenesis CLSTN2, VEGF.
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Affiliation(s)
- I M Ilienko
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
| | - D A Bazyka
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
| | - N A Golyarnyk
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
| | - L M Zvarych
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
| | - L I Shvayko
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
| | - K D Bazyka
- State Institution «National Research Center for Radiation Medicine of the National Academy of Medical Sciences of Ukraine», 53 Yuriia Illienka St., Kyiv, 04050, Ukraine
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