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Bowen L, Manlove K, Roug A, Waters S, LaHue N, Wolff P. Using transcriptomics to predict and visualize disease status in bighorn sheep ( Ovis canadensis). CONSERVATION PHYSIOLOGY 2022; 10:coac046. [PMID: 35795016 PMCID: PMC9252122 DOI: 10.1093/conphys/coac046] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 02/18/2022] [Accepted: 06/17/2022] [Indexed: 06/15/2023]
Abstract
Increasing risk of pathogen spillover coupled with overall declines in wildlife population abundance in the Anthropocene make infectious disease a relevant concern for species conservation worldwide. While emerging molecular tools could improve our diagnostic capabilities and give insight into mechanisms underlying wildlife disease risk, they have rarely been applied in practice. Here, employing a previously reported gene transcription panel of common immune markers to track physiological changes, we present a detailed analysis over the course of both acute and chronic infection in one wildlife species where disease plays a critical role in conservation, bighorn sheep (Ovis canadensis). Differential gene transcription patterns distinguished between infection statuses over the course of acute infection and differential correlation (DC) analyses identified clear changes in gene co-transcription patterns over the early stages of infection, with transcription of four genes-TGFb, AHR, IL1b and MX1-continuing to increase even as transcription of other immune-associated genes waned. In a separate analysis, we considered the capacity of the same gene transcription panel to aid in differentiating between chronically infected animals and animals in other disease states outside of acute disease events (an immediate priority for wildlife management in this system). We found that this transcription panel was capable of accurately identifying chronically infected animals in the test dataset, though additional data will be required to determine how far this ability extends. Taken together, our results showcase the successful proof of concept and breadth of potential utilities that gene transcription might provide to wildlife disease management, from direct insight into mechanisms associated with differential disease response to improved diagnostic capacity in the field.
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Affiliation(s)
| | - Kezia Manlove
- Department of Wildland Resources and Ecology Center, Utah State University, Logan, UT, 84322, USA
| | - Annette Roug
- Centre for Veterinary Wildlife Studies, Faculty of Veterinary Medicine, University of Pretoria, Onderstepoort, 0110, South Africa
| | - Shannon Waters
- U.S. Geological Survey, Western Ecological Research Center, Davis, CA, 95616, USA
| | - Nate LaHue
- Nevada Department of Wildlife, Reno, NV, 89512, USA
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Callejón-Leblic B, Arias-Borrego A, Pereira-Vega A, Gómez-Ariza JL, García-Barrera T. The Metallome of Lung Cancer and its Potential Use as Biomarker. Int J Mol Sci 2019; 20:ijms20030778. [PMID: 30759767 PMCID: PMC6387380 DOI: 10.3390/ijms20030778] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 01/28/2019] [Accepted: 02/06/2019] [Indexed: 02/06/2023] Open
Abstract
Carcinogenesis is a very complex process in which metals have been found to be critically involved. In this sense, a disturbed redox status and metal dyshomeostasis take place during the onset and progression of cancer, and it is well-known that trace elements participate in the activation or inhibition of enzymatic reactions and metalloproteins, in which they usually participate as cofactors. Until now, the role of metals in cancer have been studied as an effect, establishing that cancer onset and progression affects the disturbance of the natural chemical form of the essential elements in the metabolism. However, it has also been studied as a cause, giving insights related to the high exposure of metals giving a place to the carcinogenic process. On the other hand, the chemical species of the metal or metallobiomolecule is very important, since it finally affects the biological activity or the toxicological potential of the element and their mobility across different biological compartments. Moreover, the importance of metal homeostasis and metals interactions in biology has also been demonstrated, and the ratios between some elements were found to be different in cancer patients; however, the interplay of elements is rarely reported. This review focuses on the critical role of metals in lung cancer, which is one of the most insidious forms of cancer, with special attention to the analytical approaches and pitfalls to extract metals and their species from tissues and biofluids, determining the ratios of metals, obtaining classification profiles, and finally defining the metallome of lung cancer.
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Affiliation(s)
- Belén Callejón-Leblic
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, Research Center on Health and Environment (RENSMA), 21007 Huelva, Spain.
| | - Ana Arias-Borrego
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, Research Center on Health and Environment (RENSMA), 21007 Huelva, Spain.
| | | | - José Luis Gómez-Ariza
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, Research Center on Health and Environment (RENSMA), 21007 Huelva, Spain.
| | - Tamara García-Barrera
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, Research Center on Health and Environment (RENSMA), 21007 Huelva, Spain.
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García-Barrera T, Rodríguez-Moro G, Callejón-Leblic B, Arias-Borrego A, Gómez-Ariza J. Mass spectrometry based analytical approaches and pitfalls for toxicometabolomics of arsenic in mammals: A tutorial review. Anal Chim Acta 2018; 1000:41-66. [DOI: 10.1016/j.aca.2017.10.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2016] [Revised: 10/18/2017] [Accepted: 10/21/2017] [Indexed: 02/06/2023]
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García-Sevillano MÁ, García-Barrera T, Gómez-Ariza JL. Environmental metabolomics: Biological markers for metal toxicity. Electrophoresis 2015; 36:2348-2365. [DOI: 10.1002/elps.201500052] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2015] [Revised: 06/11/2015] [Accepted: 06/12/2015] [Indexed: 01/23/2023]
Affiliation(s)
- Miguel Ángel García-Sevillano
- Department of Chemistry and Materials Science, Faculty of Experimental Science; University of Huelva; Huelva Spain
- International Agrofood Campus of Excellence International ceiA3; University of Huelva; Spain
- Research Center of Health and Environment (CYSMA), University of Huelva; Huelva Spain
| | - Tamara García-Barrera
- Department of Chemistry and Materials Science, Faculty of Experimental Science; University of Huelva; Huelva Spain
- International Agrofood Campus of Excellence International ceiA3; University of Huelva; Spain
- Research Center of Health and Environment (CYSMA), University of Huelva; Huelva Spain
| | - José Luis Gómez-Ariza
- Department of Chemistry and Materials Science, Faculty of Experimental Science; University of Huelva; Huelva Spain
- International Agrofood Campus of Excellence International ceiA3; University of Huelva; Spain
- Research Center of Health and Environment (CYSMA), University of Huelva; Huelva Spain
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García-Sevillano MÁ, García-Barrera T, Abril N, Pueyo C, López-Barea J, Gómez-Ariza JL. Omics technologies and their applications to evaluate metal toxicity in mice M. spretus as a bioindicator. J Proteomics 2014; 104:4-23. [PMID: 24631825 DOI: 10.1016/j.jprot.2014.02.032] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2013] [Revised: 02/09/2014] [Accepted: 02/25/2014] [Indexed: 11/29/2022]
Abstract
UNLABELLED Metals are important components of living organisms since many biological functions critically depend on their interaction with some metal in the cell. However, human activities have increased toxic metal levels in the terrestrial and aquatic ecosystems affecting living organisms. The impact of metals on cellular metabolism and global homeostasis has been traditionally assessed in free-living organisms by using conventional biomarkers; however, to obtain a global vision of metal toxicity mechanisms and the responses that metals elicit in the organisms, new analytical methodologies are needed. We review the use of omics approaches to assess the response of living organisms under metal stress illustrating the possibilities of different methodologies on the basis of our previous results. Most of this research has been based on free-living mice Mus spretus, a conventional bioindicator used to monitor metal pollution in Doñana National Park (DNP) (SW Spain), which is an important European biological reserve for migrating birds affected by agricultural, mining and industrial activities. The benefits of using omic techniques such as heterologous microarrays, proteomics methodologies (2-DE, iTRAQ®), metallomics, ionomics or metabolomics has been remarked; however, the complexity of these areas requires the integration of omics to achieve a comprehensive assessment of their environmental status. This article is part of a Special Issue entitled: Environmental and structural proteomics. BIOLOGICAL SIGNIFICANCE This work presents new contributions in the study of environmental metal pollution in terrestrial ecosystems using Mus spretus mice as bioindicator in Doñana National Park (SW Spain) and surroundings. In addition, it has been demonstrated that the integration of omics multi-analytical approaches provides a very suitable approach for the study of the biological response and metal interactions in exposed and free-living mice (Mus musculus and Mus spretus, respectively) under metal pollution.
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Affiliation(s)
- Miguel Ángel García-Sevillano
- Department of Chemistry and Materials Science, Faculty of Experimental Science, University of Huelva, Campus de El Carmen, 21007 Huelva, Spain; International Agrofood Campus of Excellence International ceiA3, University of Huelva, Spain; Research Center of Health and Environment (CYSMA), University of Huelva, Campus de El Carmen, 21007 Huelva, Spain
| | - Tamara García-Barrera
- Department of Chemistry and Materials Science, Faculty of Experimental Science, University of Huelva, Campus de El Carmen, 21007 Huelva, Spain; International Agrofood Campus of Excellence International ceiA3, University of Huelva, Spain; Research Center of Health and Environment (CYSMA), University of Huelva, Campus de El Carmen, 21007 Huelva, Spain
| | - Nieves Abril
- Department of Biochemistry and Molecular Biology, Agrifood Campus of International Excellence (ceiA3), Severo Ochoa Building, University of Córdoba, Rabanales Campus, 14071 Córdoba, Spain
| | - Carmen Pueyo
- Department of Biochemistry and Molecular Biology, Agrifood Campus of International Excellence (ceiA3), Severo Ochoa Building, University of Córdoba, Rabanales Campus, 14071 Córdoba, Spain
| | - Juan López-Barea
- Department of Biochemistry and Molecular Biology, Agrifood Campus of International Excellence (ceiA3), Severo Ochoa Building, University of Córdoba, Rabanales Campus, 14071 Córdoba, Spain
| | - José Luis Gómez-Ariza
- Department of Chemistry and Materials Science, Faculty of Experimental Science, University of Huelva, Campus de El Carmen, 21007 Huelva, Spain; International Agrofood Campus of Excellence International ceiA3, University of Huelva, Spain; Research Center of Health and Environment (CYSMA), University of Huelva, Campus de El Carmen, 21007 Huelva, Spain.
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García-Sevillano MA, González-Fernández M, Jara-Biedma R, García-Barrera T, López-Barea J, Pueyo C, Gómez-Ariza JL. Biological response of free-living mouse Mus spretus from Doñana National Park under environmental stress based on assessment of metal-binding biomolecules by SEC-ICP-MS. Anal Bioanal Chem 2012; 404:1967-81. [DOI: 10.1007/s00216-012-6274-2] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2012] [Revised: 06/29/2012] [Accepted: 07/16/2012] [Indexed: 11/29/2022]
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Hauser-Davis RA, de Campos RC, Ziolli RL. Fish metalloproteins as biomarkers of environmental contamination. REVIEWS OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2012; 218:101-123. [PMID: 22488605 DOI: 10.1007/978-1-4614-3137-4_2] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Fish are well-recognized bioindicators of environmental contamination. Several recent proteomic studies have demonstrated the validity and value of using fish in the search and discovery of new biomarkers. Certain analytical tools, such as comparative protein expression analyses, both in field and lab exposure studies, have been used to improve the understanding of the potential for chemical pollutants to cause harmful effects. The metallomic approach is in its early stages of development, but has already shown great potential for use in ecological and environmental monitoring contexts. Besides discovering new metalloproteins that may be used as biomarkers for environmental contamination, metallomics can be used to more comprehensively elucidate existing biomarkers, which may enhance their effectiveness. Unfortunately, metallomic profiling for fish has not been explored, because only a few fish metalloproteins have thus far been discovered and studied. Of those that have, some have shown ecological importance, and are now successfully used as biomarkers of environmental contamination. These biomarkers have been shown to respond to several types of environmental contamination, such as cyanotoxins, metals, and sewage effluents, although many do not yet possess any known function. Examples of successes include MMPs, superoxide dismutases, selenoproteins, and iron-bound proteins. Unfortunately, none of these have, as yet, been extensively studied. As data are developed for them, valuable new information on their roles in fish physiology and in inducing environmental effects should become available.
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Affiliation(s)
- Rachel Ann Hauser-Davis
- Departamento de Química, Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio), Rua Marquês de São Vicente, 225, Gávea, CEP: 22453-900, Rio de Janeiro, RJ, Brazil.
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Gómez-Ariza JL, Jahromi EZ, González-Fernández M, García-Barrera T, Gailer J. Liquid chromatography-inductively coupled plasma-based metallomic approaches to probe health-relevant interactions between xenobiotics and mammalian organisms. Metallomics 2011; 3:566-77. [PMID: 21614343 DOI: 10.1039/c1mt00037c] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
In mammals, the transport of essential elements from the gastrointestinal tract to organs is orchestrated by biochemical mechanisms which have evolved over millions of years. The subsequent organ-based assembly of sufficient amounts of metalloproteins is a prerequisite to maintain mammalian health and well-being. The chronic exposure of various human populations to environmentally abundant toxic metals/metalloid compounds and/or the deliberate administration of medicinal drugs, however, can adversely affect these processes which may eventually result in disease. A better understanding of the perturbation of these processes has the potential to advance human health, but their visualization poses a major problem. Nonetheless, liquid chromatography-inductively coupled plasma-based 'metallomics' methods, however, can provide much needed insight. Size-exclusion chromatography-inductively coupled plasma atomic emission spectrometry, for example, can be used to visualize changes that toxic metals/medicinal drugs exert at the metalloprotein level when they are added to plasma in vitro. In addition, size-exclusion chromatography-inductively coupled plasma mass spectrometry can be employed to analyze organs from toxic metal/medicinal drug-exposed organisms for metalloproteins to gain insight into the biochemical changes that are associated with their acute or chronic toxicity. The execution of such studies-from the selection of an appropriate model organism to the generation of accurate analytical data-is littered with potential pitfalls that may result in artifacts. Drawing on recent lessons that were learned by two research groups, this tutorial review is intended to provide relevant information with regard to the experimental design and the practical application of these aforementioned metallomics tools in applied health research.
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Affiliation(s)
- José Luis Gómez-Ariza
- Department of Chemistry and Material Sciences, Faculty of Experimental Science, University of Huelva, Campus de El Carmen, 21007 Huelva, Spain
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Abril N, Ruiz-Laguna J, Osuna-Jiménez I, Vioque-Fernández A, Fernández-Cisnal R, Chicano-Gálvez E, Alhama J, López-Barea J, Pueyo C. Omic approaches in environmental issues. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2011; 74:1001-1019. [PMID: 21707425 DOI: 10.1080/15287394.2011.582259] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Biomonitoring requires the application of batteries of different biomarkers, as environmental contaminants induce multiple responses in organisms that are not necessarily correlated. Omic technologies were proposed as an alternative to conventional biomarkers since these techniques quantitatively monitor many biological molecules in a high-throughput manner and thus provide a general appraisal of biological responses altered by exposure to contaminants. As the studies using omic technologies increase, it is becoming clear that any single omic approach may not be sufficient to characterize the complexity of ecosystems. This work aims to provide a preliminary working scheme for the use of combined transcriptomic and proteomic methodologies in environmental biomonitoring. There are difficulties in working with nonmodel organisms as bioindicators when combining several omic approaches. As a whole, our results with heterologous microarrays in M. spretus and suppressive subtractive hybridization (SSH) in P. clarkii indicated that animals sustaining a heavy pollution burden exhibited an enhanced immune response and/or cell apoptosis. The proteomic studies, although preliminary, provide a holistic insight regarding the manner by which pollution shifts protein intensity in two-dimensional gel electrophoresis (2-DE), completing the transcriptomic approach. In our study, the sediment element concentration was in agreement with the intensity of protein expression changes in C. maenas crabs. In conclusion, omics are useful technologies in addressing environmental issues and the determination of contamination threats.
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Affiliation(s)
- Nieves Abril
- Departamento de Bioquímica y Biología Molecular, Universidad de Córdoba, Córdoba, Spain.
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