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Costa MM, Corbel V, Ben Hamouda R, Almeras L. MALDI-TOF MS Profiling and Its Contribution to Mosquito-Borne Diseases: A Systematic Review. INSECTS 2024; 15:651. [PMID: 39336619 PMCID: PMC11432722 DOI: 10.3390/insects15090651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 08/26/2024] [Accepted: 08/26/2024] [Indexed: 09/30/2024]
Abstract
Mosquito-borne diseases are responsible for hundreds of thousands of deaths per year. The identification and control of the vectors that transmit pathogens to humans are crucial for disease prevention and management. Currently, morphological classification and molecular analyses via DNA barcoding are the standard methods used for vector identification. However, these approaches have several limitations. In the last decade, matrix-assisted laser desorption/ionization-time-of-flight mass spectrometry (MALDI-TOF MS) profiling has emerged as an innovative technology in biological sciences and is now considered as a relevant tool for the identification of pathogens and arthropods. Beyond species identification, this tool is also valuable for determining various life traits of arthropod vectors. The purpose of the present systematic review was to highlight the contribution of MALDI-TOF MS to the surveillance and control of mosquito-borne diseases. Published articles from January 2003 to August 2024 were retrieved, focusing on different aspects of mosquito life traits that could be determinants in disease transmission and vector management. The screening of the scientific literature resulted in the selection of 54 published articles that assessed MALDI-TOF MS profiling to study various mosquito biological factors, such species identification, life expectancy, gender, trophic preferences, microbiota, and insecticide resistance. Although a large majority of the selected articles focused on species identification, the present review shows that MALDI-TOF MS profiling is promising for rapidly identifying various mosquito life traits, with high-throughput capacity, reliability, and low cost. The strengths and weaknesses of this proteomic tool for vector control and surveillance are discussed.
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Affiliation(s)
- Monique Melo Costa
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (M.M.C.); (R.B.H.)
- Aix Marseille Univ, SSA, AP-HM, RITMES, 13005 Marseille, France
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Vincent Corbel
- Institut de Recherche pour le Développement (IRD), MIVEGEC, Univ. Montpellier, CNRS, IRD, 911 Av. Agropolis, 34394 Montpellier, France;
- Laboratório de Fisiologia e Controle de Artrópodes Vetores (Laficave), Fundação Oswaldo Cruz (FIOCRUZ), Instituto Oswaldo Cruz (IOC), Avenida Brasil, 4365 Manguinhos, Rio de Janeiro 21040-360, Brazil
| | - Refka Ben Hamouda
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (M.M.C.); (R.B.H.)
- Aix Marseille Univ, SSA, AP-HM, RITMES, 13005 Marseille, France
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Lionel Almeras
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (M.M.C.); (R.B.H.)
- Aix Marseille Univ, SSA, AP-HM, RITMES, 13005 Marseille, France
- IHU Méditerranée Infection, 13005 Marseille, France
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Karisa J, Ominde K, Tuwei M, Bartilol B, Ondieki Z, Musani H, Wanjiku C, Mwikali K, Babu L, Rono M, Eminov M, Mbogo C, Bejon P, Mwangangi J, Laroche M, Maia M. Utility of MALDI-TOF MS for determination of species identity and blood meal sources of primary malaria vectors on the Kenyan coast. Wellcome Open Res 2024; 8:151. [PMID: 38957296 PMCID: PMC11217722 DOI: 10.12688/wellcomeopenres.18982.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/21/2024] [Indexed: 07/04/2024] Open
Abstract
Background Protein analysis using matrix-assisted laser desorption/ionisation time-of-flight mass-spectrometry (MALDI-TOF MS) represents a promising tool for entomological surveillance. In this study we tested the discriminative power of this tool for measuring species and blood meal source of main Afrotropical malaria vectors on the Kenyan coast. Methods Mosquito collections were conducted along the coastal region of Kenya. MALDI-TOF MS spectra were obtained from each individual mosquito's cephalothorax as well as the abdomens of blood-engorged mosquitoes. The same mosquitoes were also processed using gold standard tests: polymerase chain reaction (PCR) for species identification and enzyme linked immunosorbent assay (ELISA) for blood meal source identification. Results Of the 2,332 mosquitoes subjected to MALDI-TOF MS, 85% (1,971/2,332) were considered for database creation and validation. There was an overall accuracy of 97.5% in the identification of members of the An. gambiae ( An. gambiae, 100%; An. arabiensis, 91.9%; An. merus, 97.5%; and An. quadriannulatus, 90.2%) and An. funestus ( An. funestus, 94.2%; An. rivulorum, 99.4%; and An. leesoni, 94.1%) complexes. Furthermore, MALDI-TOF MS also provided accurate (94.5% accuracy) identification of blood host sources across all mosquito species. Conclusions This study provides further evidence of the discriminative power of MALDI-TOF MS to identify sibling species and blood meal source of Afrotropical malaria vectors, further supporting its utility in entomological surveillance. The low cost per sample (<0.2USD) and high throughput nature of the method represents a cost-effective alternative to molecular methods and could enable programs to increase the number of samples analysed and therefore improve the data generated from surveillance activities.
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Affiliation(s)
- Jonathan Karisa
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
- The Open University, Milton Keynes, United Kingdom, Walton Hall, Kents Hill, Milton Keynes MK7 6AA, UK
- Pwani University, Kilifi, Kenya, 195-80108, Kenya
| | - Kelly Ominde
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Mercy Tuwei
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
- Pwani University, Kilifi, Kenya, 195-80108, Kenya
| | - Brian Bartilol
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Zedekiah Ondieki
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Harun Musani
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Caroline Wanjiku
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Kioko Mwikali
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Lawrence Babu
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Martin Rono
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
- Pwani University, Kilifi, Kenya, 195-80108, Kenya
| | | | - Charles Mbogo
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Philip Bejon
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
- University of Oxford, Centre for Global Health and Tropical Medicine, Oxford, UK, Oxford, UK
| | - Joseph Mwangangi
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
| | - Maureen Laroche
- The University of Texas Medical Branch -, Galveston National Laboratory 301 University Blvd, Texas, Galveston TX 77555-1019, USA
| | - Marta Maia
- Kenya Medical Research Institute, Wellcome Trust Research Programme, Kilifi, Kenya, 230-80108, Kenya
- University of Oxford, Centre for Global Health and Tropical Medicine, Oxford, UK, Oxford, UK
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Almeras L, Costa MM, Amalvict R, Guilliet J, Dusfour I, David JP, Corbel V. Potential of MALDI-TOF MS biotyping to detect deltamethrin resistance in the dengue vector Aedes aegypti. PLoS One 2024; 19:e0303027. [PMID: 38728353 PMCID: PMC11086877 DOI: 10.1371/journal.pone.0303027] [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: 02/21/2024] [Accepted: 04/17/2024] [Indexed: 05/12/2024] Open
Abstract
Insecticide resistance in mosquitoes is spreading worldwide and represents a growing threat to vector control. Insecticide resistance is caused by different mechanisms including higher metabolic detoxication, target-site modification, reduced penetration and behavioral changes that are not easily detectable with simple diagnostic methods. Indeed, most molecular resistance diagnostic tools are costly and labor intensive and then difficult to use for routine monitoring of insecticide resistance. The present study aims to determine whether mosquito susceptibility status against the pyrethroid insecticides (mostly used for mosquito control) could be established by the protein signatures of legs and/or thoraxes submitted to MALDI-TOF Mass Spectrometry (MS). The quality of MS spectra for both body parts was controlled to avoid any bias due to unconformity protein profiling. The comparison of MS profiles from three inbreeds Ae. aegypti lines from French Guiana (IRF, IR03, IR13), with distinct deltamethrin resistance genotype / phenotype and the susceptible reference laboratory line BORA (French Polynesia), showed different protein signatures. On both body parts, the analysis of whole protein profiles revealed a singularity of BORA line compared to the three inbreeding lines from French Guiana origin, suggesting that the first criteria of differentiation is the geographical origin and/or the breeding history rather than the insecticide susceptibility profile. However, a deeper analysis of the protein profiles allowed to identify 10 and 11 discriminating peaks from leg and thorax spectra, respectively. Among them, a specific peak around 4870 Da was detected in legs and thoraxes of pyrethroid resistant lines compared to the susceptible counterparts hence suggesting that MS profiling may be promising to rapidly distinguish resistant and susceptible phenotypes. Further work is needed to confirm the nature of this peak as a deltamethrin resistant marker and to validate the routine use of MS profiling to track insecticide resistance in Ae. aegypti field populations.
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Affiliation(s)
- Lionel Almeras
- Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Unité Parasitologie et Entomologie, Marseille, 13005, France
- Aix Marseille University, IRD, AP-HM, SSA, VITROME, Marseille, 13005, France
- IHU-Méditerranée Infection, Marseille, 13005, France
| | - Monique Melo Costa
- Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Unité Parasitologie et Entomologie, Marseille, 13005, France
- Aix Marseille University, IRD, AP-HM, SSA, VITROME, Marseille, 13005, France
- IHU-Méditerranée Infection, Marseille, 13005, France
| | - Rémy Amalvict
- Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Unité Parasitologie et Entomologie, Marseille, 13005, France
- Aix Marseille University, IRD, AP-HM, SSA, VITROME, Marseille, 13005, France
- IHU-Méditerranée Infection, Marseille, 13005, France
- Centre National de Référence du Paludisme, Marseille, 13005, France
| | - Joseph Guilliet
- Laboratoire d’Ecologie Alpine, UMR UGA-USMB-CNRS 5553, Université Grenoble Alpes, Grenoble, 38041, France
| | - Isabelle Dusfour
- Institut Pasteur de la Guyane, Vectopôle Amazonien Emile Abonnenc, Unité de Contrôle et Adaptation des Vecteurs, Cayenne, France
| | - Jean-Philippe David
- Laboratoire d’Ecologie Alpine, UMR UGA-USMB-CNRS 5553, Université Grenoble Alpes, Grenoble, 38041, France
| | - Vincent Corbel
- MIVEGEC, IRD, CNRS, University of Montpellier, Montpellier, France
- Laboratório de Fisiologia e Controle de Artrópodes Vetores (Laficave), Instituto Oswaldo Cruz (IOC), Fundacao Oswaldo Cruz (FIOCRUZ), Avenida Brasil, Rio de Janeiro–RJ, Brazil
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Rossel S, Peters J, Charzinski N, Eichsteller A, Laakmann S, Neumann H, Martínez Arbizu P. A universal tool for marine metazoan species identification: towards best practices in proteomic fingerprinting. Sci Rep 2024; 14:1280. [PMID: 38218969 PMCID: PMC10787734 DOI: 10.1038/s41598-024-51235-z] [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: 08/30/2023] [Accepted: 01/02/2024] [Indexed: 01/15/2024] Open
Abstract
Proteomic fingerprinting using MALDI-TOF mass spectrometry is a well-established tool for identifying microorganisms and has shown promising results for identification of animal species, particularly disease vectors and marine organisms. And thus can be a vital tool for biodiversity assessments in ecological studies. However, few studies have tested species identification across different orders and classes. In this study, we collected data from 1246 specimens and 198 species to test species identification in a diverse dataset. We also evaluated different specimen preparation and data processing approaches for machine learning and developed a workflow to optimize classification using random forest. Our results showed high success rates of over 90%, but we also found that the size of the reference library affects classification error. Additionally, we demonstrated the ability of the method to differentiate marine cryptic-species complexes and to distinguish sexes within species.
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Affiliation(s)
- Sven Rossel
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany.
| | - Janna Peters
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg am Meer, 20146, Hamburg, Germany
| | - Nele Charzinski
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
| | - Angelina Eichsteller
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
| | - Silke Laakmann
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), 26129, Oldenburg, Germany
- Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Am Handelshafen 12, 27570, Bremerhaven, Germany
| | - Hermann Neumann
- Institute for Sea Fisheries, Thuenen Institute, 27572, Bremerhaven, Germany
| | - Pedro Martínez Arbizu
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
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Benyahia H, Parola P, Almeras L. Evolution of MALDI-TOF MS Profiles from Lice and Fleas Preserved in Alcohol over Time. INSECTS 2023; 14:825. [PMID: 37887837 PMCID: PMC10607003 DOI: 10.3390/insects14100825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/16/2023] [Accepted: 10/17/2023] [Indexed: 10/28/2023]
Abstract
MALDI-TOF is now considered a relevant tool for the identification of arthropods, including lice and fleas. However, the duration and conditions of storage, such as in ethanol, which is frequently used to preserve these ectoparasites, could impede their classification. The purpose of the present study was to assess the stability of MS profiles from Pediculus humanus corporis lice and Ctenocephalides felis fleas preserved in alcohol from one to four years and kinetically submitted to MALDI-TOF MS. A total of 469 cephalothoraxes from lice (n = 170) and fleas (n = 299) were tested. The reproducibility of the MS profiles was estimated based on the log score values (LSVs) obtained for query profiles compared to the reference profiles included in the MS database. Only MS spectra from P. humanus corporis and C. felis stored in alcohol for less than one year were included in the reference MS database. Approximately 75% of MS spectra from lice (75.2%, 94/125) and fleas (74.4%, 122/164) specimens stored in alcohol for 12 to 48 months, queried against the reference MS database, obtained relevant identification. An accurate analysis revealed a significant decrease in the proportion of identification for both species stored for more than 22 months in alcohol. It was hypothesized that incomplete drying was responsible for MS spectra variations. Then, 45 lice and 60 fleas were subjected to longer drying periods from 12 to 24 h. The increase in the drying period improved the proportion of relevant identification for lice (95%) and fleas (80%). This study highlighted that a correct rate of identification by MS could be obtained for lice and fleas preserved in alcohol for up to four years on the condition that the drying period was sufficiently long for accurate identification.
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Affiliation(s)
- Hanene Benyahia
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France; (H.B.); (P.P.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Philippe Parola
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France; (H.B.); (P.P.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Lionel Almeras
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France; (H.B.); (P.P.)
- IHU Méditerranée Infection, 13005 Marseille, France
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France
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Cannet A, Simon-Chane C, Histace A, Akhoundi M, Romain O, Souchaud M, Jacob P, Sereno D, Gouagna LC, Bousses P, Mathieu-Daude F, Sereno D. Wing Interferential Patterns (WIPs) and machine learning for the classification of some Aedes species of medical interest. Sci Rep 2023; 13:17628. [PMID: 37848666 PMCID: PMC10582169 DOI: 10.1038/s41598-023-44945-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 10/13/2023] [Indexed: 10/19/2023] Open
Abstract
Hematophagous insects belonging to the Aedes genus are proven vectors of viral and filarial pathogens of medical interest. Aedes albopictus is an increasingly important vector because of its rapid worldwide expansion. In the context of global climate change and the emergence of zoonotic infectious diseases, identification tools with field application are required to strengthen efforts in the entomological survey of arthropods with medical interest. Large scales and proactive entomological surveys of Aedes mosquitoes need skilled technicians and/or costly technical equipment, further puzzled by the vast amount of named species. In this study, we developed an automatic classification system of Aedes species by taking advantage of the species-specific marker displayed by Wing Interferential Patterns. A database holding 494 photomicrographs of 24 Aedes spp. from which those documented with more than ten pictures have undergone a deep learning methodology to train a convolutional neural network and test its accuracy to classify samples at the genus, subgenus, and species taxonomic levels. We recorded an accuracy of 95% at the genus level and > 85% for two (Ochlerotatus and Stegomyia) out of three subgenera tested. Lastly, eight were accurately classified among the 10 Aedes sp. that have undergone a training process with an overall accuracy of > 70%. Altogether, these results demonstrate the potential of this methodology for Aedes species identification and will represent a tool for the future implementation of large-scale entomological surveys.
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Affiliation(s)
- Arnaud Cannet
- Direction des affaires sanitaires et sociales de la Nouvelle-Calédonie, Nouméa, France
| | | | - Aymeric Histace
- ETIS UMR 8051, Cergy Paris University, ENSEA, CNRS, 95000, Cergy, France
| | | | | | - Marc Souchaud
- ETIS UMR 8051, Cergy Paris University, ENSEA, CNRS, 95000, Cergy, France
| | - Pierre Jacob
- ETIS UMR 8051, Cergy Paris University, ENSEA, CNRS, 95000, Cergy, France
- Univ. Bordeaux, CNRS, Bordeaux INP, LaBRI, UMR 5800, 33400, Talence, France
| | - Darian Sereno
- InterTryp, Univ Montpellier, IRD-CIRAD, Infectiology Medical Entomology and One Health Research Group, Montpellier, France
| | | | | | - Françoise Mathieu-Daude
- MIVEGEC, Univ Montpellier, CNRS, IRD, Montpellier, France
- Institut Louis Malardé, Tahiti, French Polynesia
| | - Denis Sereno
- InterTryp, Univ Montpellier, IRD-CIRAD, Infectiology Medical Entomology and One Health Research Group, Montpellier, France.
- MIVEGEC, Univ Montpellier, CNRS, IRD, Montpellier, France.
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Sivanesan I, Gopal J, Hasan N, Muthu M. A systematic assessment of matrix-assisted laser desorption/ionization time of flight mass spectrometry (MALDI-TOF MS) application for rapid identification of pathogenic microbes that affect food crops: delivered and future deliverables. RSC Adv 2023; 13:17297-17314. [PMID: 37304772 PMCID: PMC10251190 DOI: 10.1039/d3ra01633a] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 05/20/2023] [Indexed: 06/13/2023] Open
Abstract
MALDI-TOF MS has decades of experience in the detection and identification of microbial pathogens. This has now become a valuable analytical tool when it comes to the identification and detection of clinical microbial pathogens. This review gives a brief synopsis of what has been achieved using MALDI-TOF MS in clinical microbiology. The major focus, however, is on summarizing and highlighting the effectiveness of MALDI-TOF MS as a novel tool for rapid identification of food crop microbial pathogens. The methods used and the sample preparation methodologies reported thus far have been highlighted and the challenges and gaps and recommendations for fine tuning the technique have been put forth. In an era where anything close to the health and welfare of humanity has been considered as the top priority, this review pitches on one such relevant research topics.
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Affiliation(s)
- Iyyakkannu Sivanesan
- Department of Bioresources and Food Science, Institute of Natural Science and Agriculture, Konkuk University 1 Hwayang-dong, Gwangjin-gu Seoul 05029 Korea
| | - Judy Gopal
- Department of Research and Innovation, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences (SIMATS) Thandalam Chennai 602105 Tamil Nadu India +91 44 2681 1009 +91 44 66726677
| | - Nazim Hasan
- Department of Chemistry, Faculty of Science, Jazan University P.O. Box 114 Jazan Saudi Arabia
| | - Manikandan Muthu
- Department of Research and Innovation, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences (SIMATS) Thandalam Chennai 602105 Tamil Nadu India +91 44 2681 1009 +91 44 66726677
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Karisa J, Ominde K, Tuwei M, Bartilol B, Ondieki Z, Musani H, Wanjiku C, Mwikali K, Babu L, Rono M, Eminov M, Mbogo C, Bejon P, Mwangangi J, Laroche M, Maia M. Utility of MALDI-TOF MS for determination of species identity and blood meal sources of primary malaria vectors on the Kenyan coast. Wellcome Open Res 2023. [DOI: 10.12688/wellcomeopenres.18982.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/03/2023] Open
Abstract
Background: Protein analysis using matrix-assisted laser desorption/ionization time-of-flight mass-spectrometry (MALDI-TOF MS) represents a promising tool for entomological surveillance. In this study we tested the discriminative power of this tool for measuring species and blood meal source of main Afrotropical malaria vectors on the Kenyan coast. Methods: Mosquito collections were conducted along the coastal region of Kenya. MALDI-TOF MS spectra were obtained from each individual mosquito’s cephalothorax as well as the abdomens of blood-engorged mosquitoes. The same mosquitoes were also processed using gold standard tests: polymerase chain reaction (PCR) for species identification and enzyme linked immunosorbent assay (ELISA) for blood meal source identification. Results: Of the 2,332 mosquitoes subjected to MALDI-TOF MS, 85% (1,971/2,332) were considered for database creation and validation. There was an overall accuracy of 97.5% in the identification of members of the An. gambiae (An. gambiae, 100%; An. arabiensis, 91.9%; An. merus, 97.5%; and An. quadriannulatus, 90.2%) and An. funestus (An. funestus, 94.2%; An. rivulorum, 99.4%; and An. leesoni, 94.1%) complexes. Furthermore, MALDI-TOF MS also provided accurate (94.5% accuracy) identification of blood host sources across all mosquito species. Conclusions: This study provides further evidence of the discriminative power of MALDI-TOF MS to identify sibling species and blood meal source of Afrotropical malaria vectors, further supporting its utility in entomological surveillance. The low cost per sample (<0.2USD) and high throughput nature of the method represents a cost-effective alternative to molecular methods and could enable programs to increase the number of samples analysed and therefore improve the data generated from surveillance activities.
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Gupta A, Agarwal J, Singh V, Das A, Sen M. Matrix-Assisted Laser Desorption Ionization Time of Flight (MALDI-TOF) as an Indispensable Tool in Diagnostic Bacteriology: A Comparative Analysis With Conventional Technique. Cureus 2023; 15:e36984. [PMID: 37139282 PMCID: PMC10149887 DOI: 10.7759/cureus.36984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/31/2023] [Indexed: 04/03/2023] Open
Abstract
INTRODUCTION Owing to its accurate diagnosis, rapid turnaround time, cost effectivity, and less rates of error, Matrix-assisted Laser Desorption Ionization Time of Flight (MALDI-TOF) has replaced most of the phenotypic methods of identification. Thus, the objective of this study was to compare and evaluate MALDI-TOF MS to conventional biochemical-to identify bacterial microorganisms. METHODS Different bacterial species isolated from 2010 to 2018 (pre-MALDI-TOF era), using routine bio-chemicals were compared to bacterial species isolated from 2019 to August 2021 (post MALDI-TOF), using MALDI-TOF, in the microbiology laboratory of a tertiary care hospital in North India. Chi-Square test (χ2) was used for the evaluation of bacterial identification between biochemical tests and MALDI-TOF MS association with a 95% confidence interval, considering wrong identification in genera or at a species level. RESULTS Many different and new genera and species of bacteria could be identified using MALDI-TOF, which was not possible using only routine manual bio-chemicals like Kocuria rhizophilus, Rothia mucilaginosa, Enterococcus casseliflavus, Enterococcus gallinarum, Leuconostoc, Leclercia adecarboxylata, Raoultella ornithological, Cryseobacterium indologenes. Conclusion: Each of the newly identified bacteria played an important role in deciding treatment. Wide use of the MALDI-TOF system will not only strengthen diagnostic stewardship but also encourage antimicrobial stewardship programs.
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Identification of Neotropical Culex Mosquitoes by MALDI-TOF MS Profiling. Trop Med Infect Dis 2023; 8:tropicalmed8030168. [PMID: 36977169 PMCID: PMC10055718 DOI: 10.3390/tropicalmed8030168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 03/02/2023] [Accepted: 03/09/2023] [Indexed: 03/16/2023] Open
Abstract
The mosquito (Diptera: Culicidae) fauna of French Guiana encompasses 242 species, of which nearly half of them belong to the genus Culex. Whereas several species of Culex are important vectors of arboviruses, only a limited number of studies focus on them due to the difficulties to morphologically identify field-caught females. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) has been reported as a promising method for the identification of mosquitoes. Culex females collected in French Guiana were morphologically identified and dissected. Abdomens were used for molecular identification using the COI (cytochrome oxidase 1) gene. Legs and thorax of 169 specimens belonging to 13 Culex species, (i.e., Cx. declarator, Cx. nigripalpus, Cx. quinquefasciatus, Cx. usquatus, Cx. adamesi, Cx. dunni, Cx. eastor, Cx. idottus, Cx. pedroi, Cx. phlogistus, Cx. portesi, Cx. rabanicolus and Cx. spissipes) were then submitted to MALDI-TOF MS analysis. A high intra-species reproducibility and inter-species specificity of MS spectra for each mosquito body part tested were obtained. A corroboration of the specimen identification was revealed between MALDI-TOF MS, morphological and molecular results. MALDI-TOF MS protein profiling proves to be a suitable tool for identification of neotropical Culex species and will permit the enhancement of knowledge on this highly diverse genus.
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Shao H, Zhang P, Peng D, Huang W, Kong LA, Li C, Liu E, Peng H. Current advances in the identification of plant nematode diseases: From lab assays to in-field diagnostics. FRONTIERS IN PLANT SCIENCE 2023; 14:1106784. [PMID: 36760630 PMCID: PMC9902721 DOI: 10.3389/fpls.2023.1106784] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 01/10/2023] [Indexed: 06/18/2023]
Abstract
Plant parasitic nematodes (PPNs) cause an important class of diseases that occur in almost all types of crops, seriously affecting yield and quality and causing great economic losses. Accurate and rapid diagnosis of nematodes is the basis for their control. PPNs often have interspecific overlays and large intraspecific variations in morphology, therefore identification is difficult based on morphological characters alone. Instead, molecular approaches have been developed to complement morphology-based approaches and/or avoid these issues with various degrees of achievement. A large number of PPNs species have been successfully detected by biochemical and molecular techniques. Newly developed isothermal amplification technologies and remote sensing methods have been recently introduced to diagnose PPNs directly in the field. These methods have been useful because they are fast, accurate, and cost-effective, but the use of integrative diagnosis, which combines remote sensing and molecular methods, is more appropriate in the field. In this paper, we review the latest research advances and the status of diagnostic approaches and techniques for PPNs, with the goal of improving PPNs identification and detection.
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Affiliation(s)
- Hudie Shao
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
- College of Agriculture, Yangtze University, Jingzhou, Hubei, China
| | - Pan Zhang
- College of Agriculture, Yangtze University, Jingzhou, Hubei, China
| | - Deliang Peng
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Wenkun Huang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Ling-an Kong
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Chuanren Li
- College of Agriculture, Yangtze University, Jingzhou, Hubei, China
| | - Enliang Liu
- Grain Crops Institute, XinJiang Academy of Agricultural Sciences, Urumqi, China
| | - Huan Peng
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
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Sánchez-Juanes F, Calvo Sánchez N, Belhassen García M, Vieira Lista C, Román RM, Álamo Sanz R, Muro Álvarez A, Muñoz Bellido JL. Applications of MALDI-TOF Mass Spectrometry to the Identification of Parasites and Arthropod Vectors of Human Diseases. Microorganisms 2022; 10:2300. [PMID: 36422371 PMCID: PMC9695109 DOI: 10.3390/microorganisms10112300] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 10/21/2022] [Accepted: 10/31/2022] [Indexed: 08/27/2023] Open
Abstract
Arthropod vectors and parasites are identified morphologically or, more recently, by molecular methods. Both methods are time consuming and require expertise and, in the case of molecular methods, specific devices. Matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) identification of bacteria has meant a major change in clinical microbiology laboratories because of its simplicity, speed and specificity, and its capacity to identify microorganisms, in some cases, directly from the sample (urine cultures, blood cultures). Recently, MALDI-TOF MS has been shown as useful for the identification of some parasites. On the other hand, the identification of vector arthropods and the control of their populations is essential for the control of diseases transmitted by arthropods, and in this aspect, it is crucial to have fast, simple and reliable methods for their identification. Ticks are blood-sucking arthropods with a worldwide distribution, that behave as efficient vectors of a wide group of human and animal pathogens, including bacteria, protozoa, viruses, and even helminths. They are capable of parasitizing numerous species of mammals, birds and reptiles. They constitute the second group of vectors of human diseases, after mosquitoes. MALDI-TOF MS has been shown as useful for the identification of different tick species, such as Ixodes, Rhipicephalus and Amblyomma. Some studies even suggest the possibility of being able to determine, through MALDI-TOF MS, if the arthropod is a carrier of certain microorganisms. Regarding mosquitoes, the main group of vector arthropods, the possibility of using MALDI-TOF MS for the identification of different species of Aedes and Anopheles has also been demonstrated. In this review, we address the possibilities of this technology for the identification of parasites and arthropod vectors, its characteristics, advantages and possible limitations.
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Affiliation(s)
- Fernando Sánchez-Juanes
- Department of Biochemistry and Molecular Biology, University of Salamanca, 37007 Salamanca, Spain
- Department of Microbiology, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
| | - Noelia Calvo Sánchez
- Department of Microbiology, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
| | - Moncef Belhassen García
- Department of Medicine-Infectious Diseases, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
- Centro de Investigación en Enfermedades Tropicales de la Universidad de Salamanca (CIETUS), Universidad de Salamanca, 37008 Salamanca, Spain
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Universidad de Salamanca, CSIC, 37007 Salamanca, Spain
| | - Carmen Vieira Lista
- Centro de Investigación en Enfermedades Tropicales de la Universidad de Salamanca (CIETUS), Universidad de Salamanca, 37008 Salamanca, Spain
| | - Raul Manzano Román
- Centro de Investigación en Enfermedades Tropicales de la Universidad de Salamanca (CIETUS), Universidad de Salamanca, 37008 Salamanca, Spain
| | - Rufino Álamo Sanz
- Public Health Information Service, Consejería de Sanidad, Junta de Castilla y León, 47007 Valladolid, Spain
| | - Antonio Muro Álvarez
- Centro de Investigación en Enfermedades Tropicales de la Universidad de Salamanca (CIETUS), Universidad de Salamanca, 37008 Salamanca, Spain
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Universidad de Salamanca, CSIC, 37007 Salamanca, Spain
| | - Juan Luis Muñoz Bellido
- Department of Microbiology, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
- Centro de Investigación en Enfermedades Tropicales de la Universidad de Salamanca (CIETUS), Universidad de Salamanca, 37008 Salamanca, Spain
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Universidad de Salamanca, CSIC, 37007 Salamanca, Spain
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Aiello D, Giglio A, Talarico F, Vommaro ML, Tagarelli A, Napoli A. Mass Spectrometry-Based Peptide Profiling of Haemolymph from Pterostichus melas Exposed to Pendimethalin Herbicide. Molecules 2022; 27:molecules27144645. [PMID: 35889523 PMCID: PMC9315633 DOI: 10.3390/molecules27144645] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/16/2022] [Accepted: 07/19/2022] [Indexed: 02/04/2023] Open
Abstract
Pendimethalin-based herbicides are used worldwide for pre-emergence selective control of annual grasses and weeds in croplands. The endurance of herbicides residues in the environment has an impact on the soil biodiversity and fertility, also affecting non-target species, including terrestrial invertebrates. Carabid beetles are known as natural pest control agents in the soil food web of agroecosystems, and feed on invertebrates and weed seeds. Here, a mass spectrometry untargeted profiling of haemolymph is used to investigate Pterostichus melas metabolic response after to pendimethalin-based herbicide exposure. Mass spectrometric data are examined with statistical approaches, such as principal component analysis, for possible correlation with biological effects. Those signals with high correlation are submitted to tandem mass spectrometry to identify the associated biomarker. The time course exposure showed many interesting findings, including a significant downregulation of related to immune and defense peptides (M-lycotoxin-Ls4a, Peptide hormone 1, Paralytic peptide 2, and Serine protease inhibitor 2). Overall, the observed peptide deregulations concur with the general mechanism of uptake and elimination of toxicants reported for Arthropods.
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Affiliation(s)
- Donatella Aiello
- Department of Chemistry and Chemical Technologies, University of Calabria, 87036 Arcavacata di Rende, Italy; (D.A.); (A.T.)
| | - Anita Giglio
- Department of Biology, Ecology and Earth Science, University of Calabria, 87036 Arcavacata di Rende, Italy; (A.G.); (F.T.); (M.L.V.)
| | - Federica Talarico
- Department of Biology, Ecology and Earth Science, University of Calabria, 87036 Arcavacata di Rende, Italy; (A.G.); (F.T.); (M.L.V.)
| | - Maria Luigia Vommaro
- Department of Biology, Ecology and Earth Science, University of Calabria, 87036 Arcavacata di Rende, Italy; (A.G.); (F.T.); (M.L.V.)
| | - Antonio Tagarelli
- Department of Chemistry and Chemical Technologies, University of Calabria, 87036 Arcavacata di Rende, Italy; (D.A.); (A.T.)
| | - Anna Napoli
- Department of Chemistry and Chemical Technologies, University of Calabria, 87036 Arcavacata di Rende, Italy; (D.A.); (A.T.)
- Correspondence:
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Bamou R, Costa MM, Diarra AZ, Martins AJ, Parola P, Almeras L. Enhanced procedures for mosquito identification by MALDI-TOF MS. Parasit Vectors 2022; 15:240. [PMID: 35773735 PMCID: PMC9248115 DOI: 10.1186/s13071-022-05361-0] [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: 03/03/2022] [Accepted: 06/05/2022] [Indexed: 11/15/2022] Open
Abstract
Background In the last decade, an innovative approach has emerged for arthropod identification based on matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS). Increasing interest in applying the original technique for arthropod identification has led to the development of a variety of procedures for sample preparation and selection of body parts, among others. However, the absence of a consensual strategy hampers direct inter-study comparisons. Moreover, these different procedures are confusing to new users. Establishing optimized procedures and standardized protocols for mosquito identification by MALDI-TOF MS is therefore a necessity, and would notably enable the sharing of reference MS databases. Here, we assess the optimal conditions for mosquito identification using MALDI-TOF MS profiling. Methods Three homogenization methods, two of which were manual and one automatic, were used on three distinct body parts (legs, thorax, head) of two mosquito laboratory strains, Anopheles coluzzii and Aedes aegypti, and the results evaluated. The reproducibility of MS profiles, identification rate with relevant scores and the suitability of procedures for high-throughput analyses were the main criteria for establishing optimized guidelines. Additionally, the consequences of blood-feeding and geographical origin were evaluated using both laboratory strains and field-collected mosquitoes. Results Relevant score values for mosquito identification were obtained for all the three body parts assayed using MALDI-TOF MS profiling; however, the thorax and legs were the most suitable specimens, independently of homogenization method or species. Although the manual homogenization methods were associated with a high rate of identification on the three body parts, this homogenization mode is not adaptable to the processing of a large number of samples. Therefore, the automatic homogenization procedure was selected as the reference homogenization method. Blood-feeding status did not hamper the identification of mosquito species, despite the presence of MS peaks from original blood in the MS profiles of the three body parts tested from both species. Finally, a significant improvement in identification scores was obtained for field-collected specimens when MS spectra of species from the same geographical area were added to the database. Conclusion The results of the current study establish guidelines for the selection of mosquito anatomic parts and modality of sample preparation (e.g. homogenization) for future specimen identification by MALDI-TOF MS profiling. These standardized operational protocols could be used as references for creating an international MS database. Supplementary Information The online version contains supplementary material available at 10.1186/s13071-022-05361-0.
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Affiliation(s)
- Roland Bamou
- Aix-Marseille Univ., IRD, SSA, AP-HM, VITROME, Marseille, France.,IHU Méditerranée Infection, Marseille, France
| | - Monique Melo Costa
- Aix-Marseille Univ., IRD, SSA, AP-HM, VITROME, Marseille, France.,IHU Méditerranée Infection, Marseille, France.,Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
| | - Adama Zan Diarra
- Aix-Marseille Univ., IRD, SSA, AP-HM, VITROME, Marseille, France.,IHU Méditerranée Infection, Marseille, France
| | - Ademir Jesus Martins
- Laboratório de Fisiologia e Controle de Artrópodes Vetores, Instituto Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, RJ, Brazil.,Instituto Nacional de Ciência e Tecnologia em Entomologia Molecular (INCT-EM), Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, RJ, Brazil.,Laboratório Misto Internacional "Sentinela", FIOCRUZ, IRD, Universidade de Brasília (UnB), Rio de Janeiro, RJ, Brazil
| | - Philippe Parola
- Aix-Marseille Univ., IRD, SSA, AP-HM, VITROME, Marseille, France.,IHU Méditerranée Infection, Marseille, France
| | - Lionel Almeras
- Aix-Marseille Univ., IRD, SSA, AP-HM, VITROME, Marseille, France. .,IHU Méditerranée Infection, Marseille, France. .,Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France.
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Abdellahoum Z, Nebbak A, Lafri I, Kaced A, Bouhenna MM, Bachari K, Boumegoura A, Agred R, Boudchicha RH, Smadi MA, Maurin M, Bitam I. Identification of Algerian field-caught mosquito vectors by MALDI-TOF MS. Vet Parasitol Reg Stud Reports 2022; 31:100735. [PMID: 35569916 DOI: 10.1016/j.vprsr.2022.100735] [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: 03/15/2022] [Accepted: 04/20/2022] [Indexed: 06/15/2023]
Abstract
Vector-borne diseases represent a real threats worldwide, in reason of the lack of vaccine and cure for some diseases. Among arthropod vectors, mosquitoes are described to be the most dangerous animal on earth, resulting in an estimated 725,000 deaths per year due to their borne diseases. Geographical position of Algeria makes this country a high risk area for emerging and re-emerging diseases, such as dengue coming from north (Europe) and malaria from south (Africa). To prevent these threats, rapid and continuous surveillance of mosquito vectors is essential. For this purpose we aimed in this study to create a mosquito vectors locale database using MALDI-TOF mass spectrometry technology for rapid identification of these arthropods. This methodology was validated by testing 211 mosquitoes, including four species (Aedes albopictus, Culex pipiens, Culex quinquefasciatus, and Culiseta longiareolata), in two northern wilayahs of Algeria (Algiers and Bejaia). Species determination by MALDI TOF MS was highly concordant with reference phenotypic and genetic methods. Using this MALDI-TOF MS tool will allow better surveillance of mosquito species able to transmit mosquito borne diseases in Algeria.
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Affiliation(s)
- Zakaria Abdellahoum
- Laboratoire Biodiversité et Environnement: Interaction Génome, Faculté des Sciences Biologique, Université des Sciences et de la Technologie Houari Boumediene, Alger 16111, Algeria
| | - Amira Nebbak
- Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Zone Industrielle, BP 284 Bou-Ismail, Tipaza, Algeria
| | - Ismail Lafri
- Laboratoire des Biotechnologies Liées à la Reproduction Animale, Institut des Sciences Vétérinaires, Université Blida 1, BP 270 Blida, Algeria.
| | - Amel Kaced
- Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Zone Industrielle, BP 284 Bou-Ismail, Tipaza, Algeria
| | - Mustapha Mounir Bouhenna
- Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Zone Industrielle, BP 284 Bou-Ismail, Tipaza, Algeria
| | - Khaldoun Bachari
- Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Zone Industrielle, BP 284 Bou-Ismail, Tipaza, Algeria
| | - Ali Boumegoura
- National Centre for Biotechnology Research, Ali Mendjli Nouvelle Ville, UV 03, BP E73 Constantine, Algeria.
| | - Rym Agred
- National Centre for Biotechnology Research, Ali Mendjli Nouvelle Ville, UV 03, BP E73 Constantine, Algeria.
| | - Rima Hind Boudchicha
- National Centre for Biotechnology Research, Ali Mendjli Nouvelle Ville, UV 03, BP E73 Constantine, Algeria.
| | - Mustapha Adnane Smadi
- National Centre for Biotechnology Research, Ali Mendjli Nouvelle Ville, UV 03, BP E73 Constantine, Algeria; Veterinary and Agricultural Sciences Institute, Department of Veterinary Sciences, University of Batna 1, Batna, Algeria
| | - Max Maurin
- Centre National de Référence des Francisella, Institut de Biologie et de Pathologie, Centre Hospitalier Universitaire Grenoble Alpes, 38043 Grenoble, France; Centre National de la Recherche Scientifique, TIMC-IMAG, UMR5525, Université Grenoble Alpes, 38400, Saint Martin d'Heres, France.
| | - Idir Bitam
- Laboratoire Biodiversité et Environnement: Interaction Génome, Faculté des Sciences Biologique, Université des Sciences et de la Technologie Houari Boumediene, Alger 16111, Algeria; Ecole Supérieure des Sciences de l'Aliment et des Industries Alimentaires, Alger 16004, Algeria
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M'madi Saidou A, Diarra AZ, Almeras L, Parola P. Identification of ticks from an old collection by MALDI-TOF MS. J Proteomics 2022; 264:104623. [PMID: 35623553 DOI: 10.1016/j.jprot.2022.104623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Revised: 04/27/2022] [Accepted: 05/16/2022] [Indexed: 10/18/2022]
Abstract
Objective of this study is to find the optimal conditions for preparing the samples, resulting in quality, reproducible and specific MS spectra of the ticks, with a shelf life in 70% ethanol of more than ten years. Amblyomma (Am.) variegatum species which had been stored in alcohol for more than twenty years and for which numerous specimens were available were used to compare the performance of four protocols tested. Spectra of insufficient quality were obtained from Am. variegatum legs preserved in alcohol for long periods with the reference protocol, named DO that we had set up years ago. The same observation was made on the spectra from Am. variegatum legs from dry (evaporated alcohol, DO-mod protocol). With new protocols named ReDO and PReDO the spectra were of good quality with high intensities (> 3000 a.u.). Blind testing showed that 94%, and 93% of the spectra were correctly identified with relevant log score values (LSVs ≥1.8), respectively for ReDO and PReDO protocols. All soft ticks treated in this study by PReDO protocol exhibited low intensity spectra with background noise. This study revealed that MALDI-TOF MS is able to identify hard ticks stored during decades in alcohol or dry (evaporated alcohol). SIGNIFICANCE OF THE STUDY: The correct identification of ticks, including vectors responsible for the transmission of infectious diseases in humans and animals is essential for their control. MALDI-TOF MS, a proteomic tool that has emerged in recent years, has become an innovative, accurate and alternative tool for the identification of arthropods, including ticks. However, previous studies reported that preservation of arthropods in alcohol modified the MS spectra obtained from specimens of the same species freshly collected or frozenly stored. In this study, a standard protocol was established for the identification of tick collections which had been stored for more than ten years in alcohol. Four different protocols were assessed. The analysis of the results showed that among the four protocols tested, two protocols named ReDO (Rehydration and incubation of the legs in 40 μl of HPLC water for 12 h in a dry bath at 37°) and PreDO (Drying of the legs for 12 h in a dry bath at 37 °C followed by rehydration and incubation in 40 μl of HPLC water for 12 h.) seem to be more appropriate for the MALDI-TOF MS identification of ticks from old collections preserved in alcohol or dry. This study is promising for the future, as it will make it possible to create a MALDI-TOF MS database from a wide range of ticks which have been stored for a long time in alcohol or which are dry stored in laboratories and museums around the world.
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Affiliation(s)
- Ahamada M'madi Saidou
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France; IHU-Méditerranée Infection, Marseille, France
| | - Adama Zan Diarra
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France; IHU-Méditerranée Infection, Marseille, France
| | - Lionel Almeras
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France; IHU-Méditerranée Infection, Marseille, France; Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
| | - Philippe Parola
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France; IHU-Méditerranée Infection, Marseille, France.
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Rivero J, Zurita A, Cutillas C, Callejón R. The Use of MALDI-TOF MS as a Diagnostic Tool for Adult Trichuris Species. Front Vet Sci 2022; 9:867919. [PMID: 35647091 PMCID: PMC9132177 DOI: 10.3389/fvets.2022.867919] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 04/13/2022] [Indexed: 01/07/2023] Open
Abstract
Trichuriasis is considered a neglected tropical disease, being the second most common helminthiasis in humans. Detection of Trichuris in routine diagnosis is usually done by microscopic detection of eggs in fecal samples. Other molecular analyses are more reliable and could be used, but these analyses are not routinely available in clinical microbiology laboratories. The use of matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry (MS) is increasing since the last decades due to its recent evidence as a potential role for reliable identification of microorganisms and a few nematodes. But, for parasites detection, normalized protocols and the acquisition and introduction of new species to the database are required. We carried out a preliminary study confirming the usefulness of MALDI-TOF MS for the rapid and reliable identification of Trichuris suis used as control and the creation of an internal database. To create main spectra profiles (MSPs), the different parts of five whipworms (esophagus and intestine) were used, developing different tests to verify the repeatability and reproducibility of the spectra. Thus, to validate the new internal database, 20 whipworms, separating the esophagus and intestine, were used, of which 100% were accurately identified as T. suis, but could not distinguish between both parts of the worm. Log score values ranged between 1.84 and 2.36, meaning a high-quality identification. The results confirmed that MALDI-TOF MS was able to identify Trichuris species. Additionally, a MALDI-TOF MS profile of T. suis proteome was carried out to develop the first internal database of spectra for the diagnosis of trichuriasis and other Trichuris spp.
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18
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Huynh LN, Diarra AZ, Nguyen HS, Tran LB, Do VN, Ly TDA, Ho VH, Nguyen XQ, Parola P. MALDI-TOF mass spectrometry identification of mosquitoes collected in Vietnam. Parasit Vectors 2022; 15:39. [PMID: 35090542 PMCID: PMC8795957 DOI: 10.1186/s13071-022-05149-2] [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: 06/02/2021] [Accepted: 01/03/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is a tool that has revolutionised clinical microbiology and has recently been described as an innovative and effective approach to arthropod identification. METHODS In this study, mosquitoes were captured in Vietnam using four different methods (human landing catch, CDC light traps, BG-Sentinel traps, animal-baited net traps). A total of 4215 mosquitoes were captured and morphologically identified as belonging to three genera: Aedes, Anopheles and Culex. We randomly selected 1253 mosquitoes, including 662 specimens of 14 Anopheles species, 200 specimens of two Aedes species and 391 morphologically unidentified Culex specimens, for molecular and MALDI-TOF MS analysis. The DNA from 98 mosquitoes (69 Anopheles specimens, 23 Culex specimens and six Aedes sp. specimens) was subjected to molecular analysis, either to confirm our morphological identification or the MALDI-TOF MS results, as well as to identify the Culex species that were morphologically identified at the genus level and to resolve the discrepancies between the morphological identification and the MALDI-TOF MS identification. RESULTS High-quality MS spectra were obtained for 1058 of the 1253 specimens (84%), including 192/200 for Aedes, 589/662 for Anopheles and 277/391 for Culex. The blind test showed that 986/997 (99%) of the specimens were correctly identified by MALDI-TOF MS, with log score values ranging from 1.708 to 2.843. Eleven specimens of Culex could not be identified based on morphological features, MALDI-TOF MS or molecular analysis. CONCLUSIONS This study enabled us to identify several species of mosquitoes from Vietnam using MALDI-TOF MS, and to enrich our database of MALDI-TOF MS reference spectra.
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Affiliation(s)
- Ly Na Huynh
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France.,IHU-Méditerranée Infection, Marseille, France.,Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Adama Zan Diarra
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France.,IHU-Méditerranée Infection, Marseille, France
| | - Hong Sang Nguyen
- Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Long Bien Tran
- Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Van Nguyen Do
- Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Tran Duc Anh Ly
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France.,IHU-Méditerranée Infection, Marseille, France
| | - Van Hoang Ho
- Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Xuan Quang Nguyen
- Institute of Malariology, Parasitology and Entomology Quy Nhon (IMPE-QN), Quy Nhon, Vietnam
| | - Philippe Parola
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France. .,IHU-Méditerranée Infection, Marseille, France.
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19
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Ngoy S, Diarra AZ, Laudisoit A, Gembu GC, Verheyen E, Mubenga O, Mbalitini SG, Baelo P, Laroche M, Parola P. Using MALDI-TOF mass spectrometry to identify ticks collected on domestic and wild animals from the Democratic Republic of the Congo. EXPERIMENTAL & APPLIED ACAROLOGY 2021; 84:637-657. [PMID: 34146230 PMCID: PMC8257524 DOI: 10.1007/s10493-021-00629-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 05/22/2021] [Indexed: 05/25/2023]
Abstract
Matrix-assisted laser desorption/ionization mass spectrometry (MALDI-TOF MS) has recently emerged as an alternative to morphological and molecular tools to identify tick species. In this study, we set out to evaluate and confirm the ability of MALDI-TOF MS to identify different species of ticks collected in the Democratic Republic of the Congo and preserved in 70% ethanol. A total of 575 ticks, of which 530 were collected from domestic pigs and 45 from wild animals, were subjected to MALDI-TOF MS analysis to evaluate the intraspecies reproducibility and interspecies specificity of MS profiles obtained from the different species. Morphologically, the ticks belonged to seven different species, namely Rhipicephalus complanatus, Rhipicephalus congolensis, Haemaphysalis muhsamae, Ixodes cumulatimpunctatus, Amblyomma exornatum, Amblyomma compressum and an unidentified Rhipicephalus sp. A total of 535/575 (93%) of the spectra obtained were of good enough quality to be used for our analyses. Our home-made MALDI-TOF MS arthropod database was upgraded with spectra obtained from between one and five randomly selected specimens per species. For these reference specimens, molecular identification of the ticks was also made using 16S, 12S rDNA genes and the Cox1 mtDNA gene sequencing. The remaining good quality spectra were then queried against the upgraded MALDI-TOF MS database, showing that 100% were in agreement with the morphological identification, with logarithmic score values (LSVs) between 1.813 and 2.51. The consistency between our morphological, molecular and MALDI-TOF MS identification confirms the capability and precision of MALDI-TOF MS for tick identification.
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Affiliation(s)
- Steve Ngoy
- Department of Zoology Centre de Surveillance de la Biodiversité, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
| | - Adama Zan Diarra
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, 19-21 Boulevard Jean Moulin, 13385, Marseille Cedex 05, France
- IHU Méditerranée Infection, Marseille, France
| | | | - Guy-Crispin Gembu
- Department of Zoology Centre de Surveillance de la Biodiversité, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
- Faculty of Sciences, University of Kisangani, Kisangani, Democratic Republic of the Congo
| | - Erik Verheyen
- Evolutionary Ecology Group, University of Antwerp, 2020, Antwerp, Belgium
- OD Taxonomy and Phylogeny, Royal Belgian Institute of Natural Sciences, 1000, Brussels, Belgium
| | - Onésime Mubenga
- Department of Zoology Centre de Surveillance de la Biodiversité, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
- Faculté de Gestion des Ressources Naturelles Renouvelables, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
| | - Sylvestre Gambalemoke Mbalitini
- Department of Zoology Centre de Surveillance de la Biodiversité, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
- Faculty of Sciences, University of Kisangani, Kisangani, Democratic Republic of the Congo
| | - Pascal Baelo
- Department of Zoology Centre de Surveillance de la Biodiversité, University of Kisangani, P.O. Box 2012, Kisangani, Democratic Republic of the Congo
| | - Maureen Laroche
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, 19-21 Boulevard Jean Moulin, 13385, Marseille Cedex 05, France
- IHU Méditerranée Infection, Marseille, France
| | - Philippe Parola
- Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, 19-21 Boulevard Jean Moulin, 13385, Marseille Cedex 05, France.
- IHU Méditerranée Infection, Marseille, France.
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20
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Benyahia H, Ouarti B, Diarra AZ, Boucheikhchoukh M, Meguini MN, Behidji M, Benakhla A, Parola P, Almeras L. Identification of Lice Stored in Alcohol Using MALDI-TOF MS. JOURNAL OF MEDICAL ENTOMOLOGY 2021; 58:1126-1133. [PMID: 33346344 DOI: 10.1093/jme/tjaa266] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Indexed: 06/12/2023]
Abstract
Lice pose major public and veterinary health problems with economic consequences. Their identification is essential and requires the development of an innovative strategy. MALDI-TOF MS has recently been proposed as a quick, inexpensive, and accurate tool for the identification of arthropods. Alcohol is one of the most frequently used storage methods and makes it possible to store samples for long periods at room temperature. Several recent studies have reported that alcohol alters protein profiles resulting from MS analysis. After preliminary studies on frozen lice, the purpose of this research was to evaluate the influence of alcohol preservation on the accuracy of lice identification by MALDI-TOF MS. To this end, lice stored in alcohol for variable periods were submitted for MS analysis and sample preparation protocols were optimized. The reproducibility and specificity of the MS spectra obtained on both these arthropod families allowed us to implement the reference MS spectra database (DB) with protein profiles of seven lice species stored in alcohol. Blind tests revealed a correct identification of 93.9% of Pediculus humanus corporis (Linnaeus, 1758) and 98.4% of the other lice species collected in the field. This study demonstrated that MALDI-TOF MS could be successfully used for the identification of lice stored in alcohol for different lengths of time.
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Affiliation(s)
- Hanene Benyahia
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France
- IHU-Méditerranée Infection, Marseille, France
| | - Basma Ouarti
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France
- IHU-Méditerranée Infection, Marseille, France
| | - Adama Zan Diarra
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France
- IHU-Méditerranée Infection, Marseille, France
| | - Mehdi Boucheikhchoukh
- Department of Veterinary Sciences, Chadli Bendjedid University, El-Tarf, 36000, Algeria
| | - Mohamed Nadir Meguini
- Institute of Veterinary and Agronomic Sciences, Mohamed Cherif Messaadia University, Souk-Ahras, Algeria
| | - Makhlouf Behidji
- Institute of Veterinary and Agronomic Sciences, Mohamed Cherif Messaadia University, Souk-Ahras, Algeria
| | - Ahmed Benakhla
- Department of Veterinary Sciences, Chadli Bendjedid University, El-Tarf, 36000, Algeria
| | - Philippe Parola
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France
- IHU-Méditerranée Infection, Marseille, France
| | - Lionel Almeras
- Aix Marseille Univ, IRD, SSA, AP-HM, VITROME, Marseille, France
- IHU-Méditerranée Infection, Marseille, France
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 19-21 Boulevard Jean Moulin, 13005 Marseille, France
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21
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Wing Morphometrics of Aedes Mosquitoes from North-Eastern France. INSECTS 2021; 12:insects12040341. [PMID: 33921410 PMCID: PMC8069731 DOI: 10.3390/insects12040341] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/01/2021] [Accepted: 04/08/2021] [Indexed: 12/17/2022]
Abstract
BACKGROUND In the context of the increasing circulation of arboviruses, a simple, fast and reliable identification method for mosquitoes is needed. Geometric morphometrics have proven useful for mosquito classification and have been used around the world on known vectors such as Aedes albopictus. Morphometrics applied on French indigenous mosquitoes would prove useful in the case of autochthonous outbreaks of arboviral diseases. METHODS We applied geometric morphometric analysis on six indigenous and invasive species of the Aedes genus in order to evaluate its efficiency for mosquito classification. RESULTS Six species of Aedes mosquitoes (Ae. albopictus, Ae. cantans, Ae. cinereus, Ae. sticticus, Ae. japonicus and Ae. rusticus) were successfully differentiated with Canonical Variate Analysis of the Procrustes dataset of superimposed coordinates of 18 wing landmarks. CONCLUSIONS Geometric morphometrics are effective tools for the rapid, inexpensive and reliable classification of at least six species of the Aedes genus in France.
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22
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Sevestre J, Diarra AZ, Laroche M, Almeras L, Parola P. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry: an emerging tool for studying the vectors of human infectious diseases. Future Microbiol 2021; 16:323-340. [PMID: 33733821 DOI: 10.2217/fmb-2020-0145] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Arthropod vectors have historically been identified morphologically, and more recently using molecular biology methods. However, both of these methods are time-consuming and require specific expertise and equipment. Matrix-assisted laser desorption ionization time-of-flight mass spectrometry, which has revolutionized the routine identification of microorganisms in clinical microbiology laboratories, was recently successfully applied to the identification of arthropod vectors. Since then, the robustness of this identification technique has been confirmed, extended to a large panel of arthropod vectors, and assessed for detecting blood feeding behavior and identifying the infection status in regard to certain pathogenic agents. In this study, we summarize the state-of-the-art of matrix-assisted laser desorption ionization time-of-flight mass spectrometry applied to the identification of arthropod vectors (ticks, mosquitoes, phlebotomine sand-flies, fleas, triatomines, lice and Culicoides), their trophic preferences and their ability to discriminate between infection statuses.
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Affiliation(s)
- Jacques Sevestre
- IHU Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005, Marseille, France.,Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France
| | - Adama Z Diarra
- IHU Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005, Marseille, France.,Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France
| | - Maureen Laroche
- IHU Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005, Marseille, France
| | - Lionel Almeras
- IHU Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005, Marseille, France.,Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France.,Département Microbiologie et Maladies Infectieuses, Unité Parasitologie et Entomologie, Institut de Recherche Biomédicale des Armées, 19-21 Boulevard Jean Moulin, 13005, Marseille, France
| | - Philippe Parola
- IHU Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005, Marseille, France.,Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France
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23
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New assessment of Anopheles vector species identification using MALDI-TOF MS. Malar J 2021; 20:33. [PMID: 33422056 PMCID: PMC7796594 DOI: 10.1186/s12936-020-03557-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2020] [Accepted: 12/18/2020] [Indexed: 11/24/2022] Open
Abstract
Background Anopheles species identification is essential for an effective malaria vector control programme. Matrix-assisted laser desorption ionization-time of flight (MALDI-TOF) mass spectrometry (MS) has been developed to identify adult Anopheles species, using the legs or the cephalothorax. The protein repertoire from arthropods can vary according to compartment, but there is no general consensus regarding the anatomic part to be used. Methods To determine the body part of the Anopheles mosquitoes best suited for the identification of field specimens, a mass spectral library was generated with head, thorax with wings and legs of Anopheles gambiae, Anopheles arabiensis and Anopheles funestus obtained from reference centres. The MSL was evaluated using two independent panels of 52 and 40 An. gambiae field-collected in Mali and Guinea, respectively. Geographic variability was also tested using the panel from Mali and several databases containing added specimens from Mali and Senegal. Results Using the head and a database without specimens from the same field collection, the proportion of interpretable and correct identifications was significantly higher than using the other body parts at a threshold value of 1.7 (p < 0.0001). The thorax of engorged specimens was negatively impacted by the blood meal after frozen storage. The addition of specimens from Mali into the database significantly improved the results of Mali panel (p < 0.0001), which became comparable between head and legs. With higher identification scores, the using of the head will allow to decrease the number of technical replicates of protein extract per specimen, which represents a significant improvement for routine use of MALDI-TOF MS. Conclusions The using of the head of Anopheles may improve the performance of MALDI-TOF MS. Region-specific mass spectrum databases will have to be produced. Further research is needed to improve the standardization in order to share online spectral databases.
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Briolant S, Costa MM, Nguyen C, Dusfour I, Pommier de Santi V, Girod R, Almeras L. Identification of French Guiana anopheline mosquitoes by MALDI-TOF MS profiling using protein signatures from two body parts. PLoS One 2020; 15:e0234098. [PMID: 32817616 PMCID: PMC7444543 DOI: 10.1371/journal.pone.0234098] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 07/23/2020] [Indexed: 01/17/2023] Open
Abstract
In French Guiana, the malaria, a parasitic infection transmitted by Anopheline mosquitoes, remains a disease of public health importance. To prevent malaria transmission, the main effective way remains Anopheles control. For an effective control, accurate Anopheles species identification is indispensable to distinguish malaria vectors from non-vectors. Although, morphological and molecular methods are largely used, an innovative tool, based on protein pattern comparisons, the Matrix Assisted Laser Desorption / Ionization Time-of-Flight Mass Spectrometry (MALDI-TOF MS) profiling, emerged this last decade for arthropod identification. However, the limited mosquito fauna diversity of reference MS spectra remains one of the main drawback for its large usage. The aim of the present study was then to create and to share reference MS spectra for the identification of French Guiana Anopheline species. A total of eight distinct Anopheles species, among which four are malaria vectors, were collected in 6 areas. To improve Anopheles identification, two body parts, legs and thoraxes, were independently submitted to MS for the creation of respective reference MS spectra database (DB). This study underlined that double checking by MS enhanced the Anopheles identification confidence and rate of reliable classification. The sharing of this reference MS spectra DB should make easier Anopheles species monitoring in endemic malaria area to help malaria vector control or elimination programs.
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Affiliation(s)
- Sébastien Briolant
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
- Aix Marseille Université, IRD, AP-HM, SSA, UMR Vecteurs–Infections Tropicales et Méditerranéennes (VITROME), IHU—Méditerranée Infection, Marseille, France
| | - Monique Melo Costa
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
- Aix Marseille Université, IRD, AP-HM, SSA, UMR Vecteurs–Infections Tropicales et Méditerranéennes (VITROME), IHU—Méditerranée Infection, Marseille, France
| | - Christophe Nguyen
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
- Aix Marseille Université, IRD, AP-HM, SSA, UMR Vecteurs–Infections Tropicales et Méditerranéennes (VITROME), IHU—Méditerranée Infection, Marseille, France
| | - Isabelle Dusfour
- Unite d’Entomologie Médicale, Institut Pasteur de la Guyane, Cayenne, French Guiana
| | | | - Romain Girod
- Unite d’Entomologie Médicale, Institut Pasteur de la Guyane, Cayenne, French Guiana
- Medical Entomology Unit, Institut Pasteur de Madagascar, Antananarivo, Madagascar
| | - Lionel Almeras
- Unité de Parasitologie et Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
- Aix Marseille Université, IRD, AP-HM, SSA, UMR Vecteurs–Infections Tropicales et Méditerranéennes (VITROME), IHU—Méditerranée Infection, Marseille, France
- * E-mail:
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Rakotonirina A, Pol M, Kainiu M, Barsac E, Tutagata J, Kilama S, O'Connor O, Tarantola A, Colot J, Dupont-Rouzeyrol M, Richard V, Pocquet N. MALDI-TOF MS: optimization for future uses in entomological surveillance and identification of mosquitoes from New Caledonia. Parasit Vectors 2020; 13:359. [PMID: 32690083 PMCID: PMC7372833 DOI: 10.1186/s13071-020-04234-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Accepted: 07/15/2020] [Indexed: 12/05/2022] Open
Abstract
Background Mosquito vectors cause a significant human public health burden through the transmission of pathogens. Due to the expansion of international travel and trade, the dispersal of these mosquito vectors and the pathogens they carry is on the rise. Entomological surveillance is therefore required which relies on accurate mosquito species identification. This study aimed to optimize the use of matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) for mosquito identification. Methods Aedes aegypti of the Bora-Bora strain and 11 field-sampled mosquito species were used in this study. Analyses were performed to study the impact of the trapping duration on mosquito identification with MALDI-TOF MS. The best preservation methods to use for short, medium and long-term preservation before MALDI-TOF MS analysis were also assessed. In addition, the number of specimens per species required for MALDI-TOF MS database creation was determined. The first MALDI-TOF database of New Caledonian mosquitoes was assembled and the optimal threshold for mosquito species identification according to the sensitivity and specificity of this technique was determined. Results This study showed that the identification scores decreased as the trapping duration increased. High identification scores were obtained for mosquitoes preserved on silica gel and cotton at room temperature and those frozen at − 20 °C, even after two months of preservation. In addition, the results showed that the scores increased according to the number of main spectrum patterns (MSPs) used until they reached a plateau at 5 MSPs for Ae. aegypti. Mosquitoes (n = 67) belonging to 11 species were used to create the MALDI-TOF reference database. During blind test analysis, 96% of mosquitoes tested (n = 224) were correctly identified. Finally, based on MALDI-TOF MS sensitivity and specificity, the threshold value of 1.8 was retained for a secure identification score. Conclusions MALDI-TOF MS allows accurate species identification with high sensitivity and specificity and is a promising tool in public health for mosquito vector surveillance.![]()
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Affiliation(s)
- Antsa Rakotonirina
- Institut Pasteur de Nouvelle-Calédonie, URE-Entomologie Médicale, Nouméa, 98845, New Caledonia.
| | - Morgane Pol
- Institut Pasteur de Nouvelle-Calédonie, URE-Entomologie Médicale, Nouméa, 98845, New Caledonia
| | - Malia Kainiu
- Institut Pasteur de Nouvelle-Calédonie, Groupe de Recherche en Bactériologie Expérimentale, Nouméa, 98845, New Caledonia
| | - Emilie Barsac
- Institut Pasteur de Nouvelle-Calédonie, Groupe de Recherche en Bactériologie Expérimentale, Nouméa, 98845, New Caledonia
| | - Jordan Tutagata
- Institut Pasteur de Nouvelle-Calédonie, URE-Entomologie Médicale, Nouméa, 98845, New Caledonia
| | - Sosiasi Kilama
- Institut Pasteur de Nouvelle-Calédonie, URE-Entomologie Médicale, Nouméa, 98845, New Caledonia
| | - Olivia O'Connor
- Institut Pasteur de Nouvelle-Calédonie, URE-Dengue et autres Arboviroses, Nouméa, 98845, New Caledonia
| | - Arnaud Tarantola
- Institut Pasteur de Nouvelle-Calédonie, URE-Epidémiologie, Nouméa, 98845, New Caledonia
| | - Julien Colot
- Institut Pasteur de Nouvelle-Calédonie, Groupe de Recherche en Bactériologie Expérimentale, Nouméa, 98845, New Caledonia
| | - Myrielle Dupont-Rouzeyrol
- Institut Pasteur de Nouvelle-Calédonie, URE-Dengue et autres Arboviroses, Nouméa, 98845, New Caledonia
| | - Vincent Richard
- Institut Pasteur, Direction internationale, Paris, 75015, France
| | - Nicolas Pocquet
- Institut Pasteur de Nouvelle-Calédonie, URE-Entomologie Médicale, Nouméa, 98845, New Caledonia
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Testing the Applicability of MALDI-TOF MS as an Alternative Stock Identification Method in a Cryptic Species Complex. Molecules 2020; 25:molecules25143214. [PMID: 32674457 PMCID: PMC7397217 DOI: 10.3390/molecules25143214] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 07/01/2020] [Accepted: 07/12/2020] [Indexed: 11/16/2022] Open
Abstract
Knowledge of intraspecific variability of a certain species is essential for their long-term survival and for the development of conservation plans. Nowadays, molecular/genetic methods are the most frequently used for this purpose. Although, the Matrix Assisted Laser Desorption Ionization Time of Flight Mass Spectrometry (MALDI-TOF MS) technique has become a promising alternative tool to specify intraspecific variability, there is a lack of information about the limitations of this method, and some methodological issues need to be resolved. Towards this goal, we tested the sensitivity of this method on an intraspecific level, using genetically identified individuals of a cryptic fish species complex collected from five distinct populations. Additionally, some methodologic issues, such as the effect of (1) delayed sample preparation, (2) clove oil anaesthetization, and (3) different tissue types (muscle, and brain) were investigated using the MS analysis results. Our results show that the delayed sample preparation has a fundamental effect on the result of MS analysis, while at the same time the clove oil did not affect the results considerably. Both the brain and muscle samples were usable for cryptic species identification, but in our opinion this method has limited applicability for population-level segregation. The application of MALDI-TOF MS to the exploitable toolkit of phylogenetic and taxonomic researches could be used to broaden conclusions.
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Ouarti B, Laroche M, Righi S, Meguini MN, Benakhla A, Raoult D, Parola P. Development of MALDI-TOF mass spectrometry for the identification of lice isolated from farm animals. ACTA ACUST UNITED AC 2020; 27:28. [PMID: 32351208 PMCID: PMC7191974 DOI: 10.1051/parasite/2020026] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 04/11/2020] [Indexed: 12/18/2022]
Abstract
Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is now routinely used for the rapid identification of microorganisms isolated from clinical samples and has been recently successfully applied to the identification of arthropods. In the present study, this proteomics tool was used to identify lice collected from livestock and poultry in Algeria. The MALDI-TOF MS spectra of 408 adult specimens were measured for 14 species, including Bovicola bovis, B. ovis, B. caprae, Haematopinus eurysternus, Linognathus africanus, L. vituli, Solenopotes capillatus, Menacanthus stramineus, Menopon gallinae, Chelopistes meleagridis, Goniocotes gallinae, Goniodes gigas, Lipeurus caponis and laboratory reared Pediculus humanus corporis. Good quality spectra were obtained for 305 samples. Spectral analysis revealed intra-species reproducibility and inter-species specificity that were consistent with the morphological classification. A blind test of 248 specimens was performed against the in-lab database upgraded with new spectra and validated using molecular tools. With identification percentages ranging from 76% to 100% alongside high identification scores (mean = 2.115), this study proposes MALDI-TOF MS as an effective tool for discriminating lice species.
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Affiliation(s)
- Basma Ouarti
- Aix Marseille Univ., IRD, AP-HM, SSA, VITROME, 13005 Marseille, France - IHU-Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005 Marseille, France
| | - Maureen Laroche
- Aix Marseille Univ., IRD, AP-HM, SSA, VITROME, 13005 Marseille, France - IHU-Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005 Marseille, France
| | - Souad Righi
- Université Chadli Bendjdid, Département des sciences Vétérinaire, 36000 El Tarf, Algeria
| | - Mohamed Nadir Meguini
- Université Chadli Bendjdid, Département des sciences Vétérinaire, 36000 El Tarf, Algeria - Institut des Sciences Vétérinaire et Agronomiques, Université Mohamed Cherif Messaadia, 41000 Souk-Ahras, Algeria
| | - Ahmed Benakhla
- Université Chadli Bendjdid, Département des sciences Vétérinaire, 36000 El Tarf, Algeria
| | - Didier Raoult
- IHU-Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005 Marseille, France - Aix Marseille Univ., IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Philippe Parola
- Aix Marseille Univ., IRD, AP-HM, SSA, VITROME, 13005 Marseille, France - IHU-Méditerranée Infection, 19-21 Boulevard Jean Moulin, 13005 Marseille, France
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Nebbak A, Almeras L. Identification of Aedes mosquitoes by MALDI-TOF MS biotyping using protein signatures from larval and pupal exuviae. Parasit Vectors 2020; 13:161. [PMID: 32238178 PMCID: PMC7110738 DOI: 10.1186/s13071-020-04029-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 03/24/2020] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) biotyping is an innovative strategy, applied successfully for the identification of numerous arthropod families including mosquitoes. The effective mosquito identification using this emerging tool was demonstrated possible at different steps of their life-cycle, including eggs, immature and adult stages. Unfortunately, for species identification by MS, the euthanasia of the mosquito specimen is required. METHODS To avoid mosquito euthanasia, the present study assessed whether aedine mosquitoes could be identified by MALDI-TOF MS biotyping, using their respective exuviae. In this way, exuviae from the fourth-instar and pupal stages of Aedes albopictus and Aedes aegypti were submitted to MALDI-TOF MS analysis. RESULTS Reproducible and specific MS spectra according to aedine species and stage of exuviae were observed which were objectified by cluster analyses, composite correlation index (CCI) tool and principal components analysis (PCA). The query of our reference MS spectra database (DB) upgraded with MS spectra of exuviae from fourth-instar larvae and pupae of both Aedes species revealed that 100% of the samples were correctly classified at the species and stage levels. Among them, 93.8% (135/144) of the MS profiles reached the threshold log score value (LSV > 1.8) for reliable identification. CONCLUSIONS The extension of reference MS spectra DB to exuviae from fourth-instar and pupal stages made now possible the identification of mosquitoes throughout their life-cycle at aquatic and aerial stages. The exuviae presenting the advantage to avoid specimen euthanasia, allowing to perform complementary analysis on alive mosquitoes.
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Affiliation(s)
- Amira Nebbak
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, Marseille, France.,Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Zone Industrielle, BP 384 Bou-Ismail, Tipaza, Algérie
| | - Lionel Almeras
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, Marseille, France. .,Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 19-21 Boulevard Jean Moulin, 13005, Marseille, France. .,IHU-Méditerranée Infection, Marseille, France.
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Arafah K, Voisin SN, Masson V, Alaux C, Le Conte Y, Bocquet M, Bulet P. MALDI-MS Profiling to Address Honey Bee Health Status under Bacterial Challenge through Computational Modeling. Proteomics 2019; 19:e1900268. [PMID: 31657522 DOI: 10.1002/pmic.201900268] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Revised: 09/24/2019] [Indexed: 01/29/2023]
Abstract
Honey bees play a critical role in the maintenance of plant biodiversity and sustainability of food webs. In the past few decades, bees have been subjected to biotic and abiotic threats causing various colony disorders. Therefore, monitoring solutions to help beekeepers to improve bee health are necessary. Matrix-assisted laser desorption ionization-mass spectrometry (MALDI-MS) profiling has emerged within this decade as a powerful tool to identify in routine micro-organisms and is currently used in real-time clinical diagnosis. MALDI BeeTyping is developed to monitor significant hemolymph molecular changes in honey bees upon infection with a series of entomopathogenic Gram-positive and -negative bacteria. A Serratia marcescens strain isolated from one naturally infected honey bee collected from the field is also considered. A series of hemolymph molecular mass fingerprints is individually recorded and to the authors' knowledge, the first computational model harboring a predictive score of 97.92% and made of nine molecular signatures that discriminate and classify the honey bees' systemic response to the bacteria is built. Hence, the model is challenged by classifying a training set of hemolymphs and an overall recognition of 91.93% is obtained. Through this work, a novel, time and cost saving high-throughput strategy that addresses honey bee health on an individual scale is introduced.
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Affiliation(s)
- Karim Arafah
- Plateforme BioPark Archamps, Forum 1, 260 Avenue Marie Curie, Archamps Technopole, 74160, Saint Julien en Genevois, France
| | - Sébastien Nicolas Voisin
- Plateforme BioPark Archamps, Forum 1, 260 Avenue Marie Curie, Archamps Technopole, 74160, Saint Julien en Genevois, France
| | - Victor Masson
- Plateforme BioPark Archamps, Forum 1, 260 Avenue Marie Curie, Archamps Technopole, 74160, Saint Julien en Genevois, France.,CR UGA, Institute for Advanced Biosciences, Inserm U1209, CNRS UMR5309, Team Analytic Immunology of Chronic Diseases, Site Santé, Allée des Alpes, F-38000, Grenoble, France
| | - Cédric Alaux
- INRA, UR 406 Abeilles et Environnement, 228 route de l'aérodrome, Site Agroparc, Domaine Saint-Paul, 84914, Avignon Cedex 9, France
| | - Yves Le Conte
- INRA, UR 406 Abeilles et Environnement, 228 route de l'aérodrome, Site Agroparc, Domaine Saint-Paul, 84914, Avignon Cedex 9, France
| | | | - Philippe Bulet
- Plateforme BioPark Archamps, Forum 1, 260 Avenue Marie Curie, Archamps Technopole, 74160, Saint Julien en Genevois, France.,CR UGA, Institute for Advanced Biosciences, Inserm U1209, CNRS UMR5309, Team Analytic Immunology of Chronic Diseases, Site Santé, Allée des Alpes, F-38000, Grenoble, France
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30
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Feucherolles M, Poppert S, Utzinger J, Becker SL. MALDI-TOF mass spectrometry as a diagnostic tool in human and veterinary helminthology: a systematic review. Parasit Vectors 2019; 12:245. [PMID: 31101120 PMCID: PMC6525464 DOI: 10.1186/s13071-019-3493-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Accepted: 05/06/2019] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry (MS) has become a widely used technique for the rapid and accurate identification of bacteria, mycobacteria and certain fungal pathogens in the clinical microbiology laboratory. Thus far, only few attempts have been made to apply the technique in clinical parasitology, particularly regarding helminth identification. METHODS We systematically reviewed the scientific literature on studies pertaining to MALDI-TOF MS as a diagnostic technique for helminths (cestodes, nematodes and trematodes) of medical and veterinary importance. Readily available electronic databases (i.e. PubMed/MEDLINE, ScienceDirect, Cochrane Library, Web of Science and Google Scholar) were searched from inception to 10 October 2018, without restriction on year of publication or language. The titles and abstracts of studies were screened for eligibility by two independent reviewers. Relevant articles were read in full and included in the systematic review. RESULTS A total of 84 peer-reviewed articles were considered for the final analysis. Most papers reported on the application of MALDI-TOF for the study of Caenorhabditis elegans, and the technique was primarily used for identification of specific proteins rather than entire pathogens. Since 2015, a small number of studies documented the successful use of MALDI-TOF MS for species-specific identification of nematodes of human and veterinary importance, such as Trichinella spp. and Dirofilaria spp. However, the quality of available data and the number of examined helminth samples was low. CONCLUSIONS Data on the use of MALDI-TOF MS for the diagnosis of helminths are scarce, but recent evidence suggests a potential role for a reliable identification of nematodes. Future research should explore the diagnostic accuracy of MALDI-TOF MS for identification of (i) adult helminths, larvae and eggs shed in faecal samples; and (ii) helminth-related proteins that are detectable in serum or body fluids of infected individuals.
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Affiliation(s)
- Maureen Feucherolles
- Institute of Medical Microbiology and Hygiene, Saarland University, Homburg/Saar, Germany
- Luxembourg Institute of Science and Technology, Environmental Research and Innovation, Belvaux, Luxembourg
| | - Sven Poppert
- Swiss Tropical and Public Health Institute, Basel, Switzerland
- University of Basel, Basel, Switzerland
| | - Jürg Utzinger
- Swiss Tropical and Public Health Institute, Basel, Switzerland
- University of Basel, Basel, Switzerland
| | - Sören L Becker
- Institute of Medical Microbiology and Hygiene, Saarland University, Homburg/Saar, Germany.
- Swiss Tropical and Public Health Institute, Basel, Switzerland.
- University of Basel, Basel, Switzerland.
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31
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Loaiza JR, Almanza A, Rojas JC, Mejía L, Cervantes ND, Sanchez-Galan JE, Merchán F, Grillet A, Miller MJ, De León LF, Gittens RA. Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria. Malar J 2019; 18:95. [PMID: 30902057 PMCID: PMC6431007 DOI: 10.1186/s12936-019-2723-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Accepted: 03/12/2019] [Indexed: 11/24/2022] Open
Abstract
Background Malaria control in Panama is problematic due to the high diversity of morphologically similar Anopheles mosquito species, which makes identification of vectors of human Plasmodium challenging. Strategies by Panamanian health authorities to bring malaria under control targeting Anopheles vectors could be ineffective if they tackle a misidentified species. Methods A rapid mass spectrometry identification procedure was developed to accurately and timely sort out field-collected Neotropical Anopheles mosquitoes into vector and non-vector species. Matrix-assisted laser desorption/ionization (MALDI) mass spectra of highly-abundant proteins were generated from laboratory-reared mosquitoes using different extraction protocols, body parts, and sexes to minimize the amount of material from specimen vouchers needed and optimize the protocol for taxonomic identification. Subsequently, the mass spectra of field-collected Neotropical Anopheles mosquito species were classified using a combination of custom-made unsupervised (i.e., Principal component analysis—PCA) and supervised (i.e., Linear discriminant analysis—LDA) classification algorithms. Results Regardless of the protocol used or the mosquito species and sex, the legs contained the least intra-specific variability with enough well-preserved proteins to differentiate among distinct biological species, consistent with previous literature. After minimizing the amount of material needed from the voucher, one leg was enough to produce reliable spectra between specimens. Further, both PCA and LDA were able to classify up to 12 mosquito species, from different subgenera and seven geographically spread localities across Panama using mass spectra from one leg pair. LDA demonstrated high discriminatory power and consistency, with validation and cross-validation positive identification rates above 93% at the species level. Conclusion The selected sample processing procedure can be used to identify field-collected Anopheles species, including vectors of Plasmodium, in a short period of time, with a minimal amount of tissue and without the need of an expert mosquito taxonomist. This strategy to analyse protein spectra overcomes the drawbacks of working without a reference library to classify unknown samples. Finally, this MALDI approach can aid ongoing malaria eradication efforts in Panama and other countries with large number of mosquito’s species by improving vector surveillance in epidemic-prone sites such as indigenous Comarcas. Electronic supplementary material The online version of this article (10.1186/s12936-019-2723-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jose R Loaiza
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama.,Smithsonian Tropical Research Institute, Panama, Republic of Panama.,Programa Centroamericano de Maestría en Entomología, Universidad de Panamá, Panama, Republic of Panama
| | - Alejandro Almanza
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama
| | - Juan C Rojas
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama
| | - Luis Mejía
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama.,Smithsonian Tropical Research Institute, Panama, Republic of Panama
| | - Norma D Cervantes
- College of Health Sciences, The University of Texas at El Paso, El Paso, TX, USA
| | - Javier E Sanchez-Galan
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama.,Grupo de Investigación en Biotecnología, Bioinformática y Biología de Sistemas, Centro de Producción e Investigaciones Agroindustriales, Universidad Tecnológica de Panamá, Panama, Republic of Panama
| | - Fernando Merchán
- Grupo de Investigación en Sistemas de Comunicaciones Digitales Avanzados, Facultad de Ingeniería Eléctrica, Universidad Tecnológica de Panamá, Panama, Republic of Panama
| | - Arnaud Grillet
- Grupo de Investigación en Sistemas de Comunicaciones Digitales Avanzados, Facultad de Ingeniería Eléctrica, Universidad Tecnológica de Panamá, Panama, Republic of Panama.,ENSEIRB-MATMECA-Bordeaux INP, Talence, France
| | - Matthew J Miller
- Sam Noble Oklahoma Museum of Natural History and Department of Biology, University of Oklahoma, Norman, OK, USA
| | - Luis F De León
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama.,Department of Biology, University of Massachusetts Boston, Boston, MA, USA
| | - Rolando A Gittens
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), City of Knowledge, Panama, 0843-01103, Republic of Panama. .,Centro de Neurociencias, INDICASAT AIP, Panama, Republic of Panama.
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