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Hu S, Zhang X, Yang F, Nie H, Lu X, Guo Y, Zhao X. Multimodal Approaches Based on Microbial Data for Accurate Postmortem Interval Estimation. Microorganisms 2024; 12:2193. [PMID: 39597582 PMCID: PMC11597069 DOI: 10.3390/microorganisms12112193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 10/22/2024] [Accepted: 10/24/2024] [Indexed: 11/29/2024] Open
Abstract
Accurate postmortem interval (PMI) estimation is critical for forensic investigations, aiding case classification and providing vital trial evidence. Early postmortem signs, such as body temperature and rigor mortis, are reliable for estimating PMI shortly after death. However, these indicators become less useful as decomposition progresses, making late-stage PMI estimation a significant challenge. Decomposition involves predictable microbial activity, which may serve as an objective criterion for PMI estimation. During decomposition, anaerobic microbes metabolize body tissues, producing gases and organic acids, leading to significant changes in skin and soil microbial communities. These shifts, especially the transition from anaerobic to aerobic microbiomes, can objectively segment decomposition into pre- and post-rupture stages according to rupture point. Microbial communities change markedly after death, with anaerobic bacteria dominating early stages and aerobic bacteria prevalent post-rupture. Different organs exhibit distinct microbial successions, providing valuable PMI insights. Alongside microbial changes, metabolic and volatile organic compound (VOC) profiles also shift, reflecting the body's biochemical environment. Due to insufficient information, unimodal models could not comprehensively reflect the PMI, so a muti-modal model should be used to estimate the PMI. Machine learning (ML) offers promising methods for integrating these multimodal data sources, enabling more accurate PMI predictions. Despite challenges such as data quality and ethical considerations, developing human-specific multimodal databases and exploring microbial-insect interactions can significantly enhance PMI estimation accuracy, advancing forensic science.
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Affiliation(s)
- Sheng Hu
- Institute of Forensic Science, Ministry of Public Security, Beijing 100038, China; (S.H.); (F.Y.); (H.N.); (X.L.)
| | - Xiangyan Zhang
- Department of Forensic Science, School of Basic Medical Sciences, Central South University, Changsha 410013, China; (X.Z.); (Y.G.)
| | - Fan Yang
- Institute of Forensic Science, Ministry of Public Security, Beijing 100038, China; (S.H.); (F.Y.); (H.N.); (X.L.)
| | - Hao Nie
- Institute of Forensic Science, Ministry of Public Security, Beijing 100038, China; (S.H.); (F.Y.); (H.N.); (X.L.)
| | - Xilong Lu
- Institute of Forensic Science, Ministry of Public Security, Beijing 100038, China; (S.H.); (F.Y.); (H.N.); (X.L.)
| | - Yadong Guo
- Department of Forensic Science, School of Basic Medical Sciences, Central South University, Changsha 410013, China; (X.Z.); (Y.G.)
| | - Xingchun Zhao
- Institute of Forensic Science, Ministry of Public Security, Beijing 100038, China; (S.H.); (F.Y.); (H.N.); (X.L.)
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Harvey ML. A preliminary note on attraction and oviposition preferences of Chrysomya rufifacies (Macquart) (Diptera: Calliphoridae). Forensic Sci Int 2024; 363:112170. [PMID: 39106596 DOI: 10.1016/j.forsciint.2024.112170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 06/18/2024] [Accepted: 07/25/2024] [Indexed: 08/09/2024]
Abstract
Chrysomya rufifacies (Diptera: Calliphoridae) is a blow fly species of forensic importance, documented to have a strong preference for colonisation of substrate already inhabited by heterospecific blow fly larvae, thus exhibiting secondary colonisation behaviour. Larvae exhibit predatory behaviour that may be useful to support development where food substrate is limited or high competition exists, but they may alternately be drawn to pre-colonised substrate to capitalise on the advantages of collective exodigestion by previous/current colonisers. Previous authors have suggested female Ch. rufifacies may use visual orientation to detect substrate currently colonised by heterospecific larvae, rather than chemoreception of volatile organic compounds (VOCs), that signify condition of substrate, which would infer that active colonisation is likely a more important oviposition cue for Ch. rufifacies than substrate condition. This study addressed attraction as well as oviposition, examining whether the condition of substrate (either previously colonised or never colonised) or the presence of heterospecific larvae was more important in the initial choice of food source by female Ch. rufifacies where conspecifics were not present, and whether the condition of substrate and presence of heterospecific larvae affects the number of offspring deposited by a female. Attraction was studied using a Y-olfactometer system, and oviposition using a binary-choice assay, with females responding to pairwise choice between an array of meat conditions (fresh, larval aged or aged) and presence/absence of Lucilia sericata larvae. Females displayed a hierarchy of choice of larval aged substrate > aged substrate > fresh substrate, with the active presence of heterospecific larvae a secondary factor in choice. Females produced higher offspring numbers on meat that was either currently or previously colonised by heterospecific larvae, demonstrating the importance of heterospecific indicators of previous or current colonisation as an oviposition cue. This serves as an important consideration for entomologists working with Ch. rufifacies in any capacity where other blow fly species may be present, and most importantly for forensic entomologists where time of colonisation is utilised to estimate PMI.
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Affiliation(s)
- Michelle L Harvey
- School of Life and Environmental Science, Deakin University, 75 Pigdons Rd, Waurn Ponds, 3217, Australia.
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McIntyre DB, Dawson BM, Long BM, Barton PS. A review of multi-disciplinary decomposition research and key drivers of variation in decay. Int J Legal Med 2024; 138:2181-2192. [PMID: 38622312 PMCID: PMC11306653 DOI: 10.1007/s00414-024-03222-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 03/22/2024] [Indexed: 04/17/2024]
Abstract
The decomposition of animal remains is a multifaceted process, involving ecological, biological, and chemical interactions. While the complexity is acknowledged through concepts like the necrobiome, it's unclear if this complexity is reflected in research. Appreciation of the complexity of decomposition is crucial for identifying sources of variation in estimations of time since death in medico-legal science, as well as building broader ecological knowledge of the decomposition process. To gain insights into the extent of multidisciplinary research in the field of decomposition science, we conducted an examination of peer-reviewed literature on four key drivers of variation: volatile organic compounds, microbes, drugs/toxins, and insects. Among 650 articles, we identified their scientific discipline, driver/s of variation investigated, and year of publication. We found that 19% explored relationships between two drivers, while only 4% investigated interactions between three. None considered all four drivers. Over the past three decades, there has been a steady increase in decomposition research publications, signifying its growing importance. Most research (79%) was linked to forensic science, highlighting opportunities for interdisciplinary collaboration in decomposition science. Overall, our review underscores the need to incorporate multidisciplinary approaches and theory into contemporary decomposition research.
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Affiliation(s)
- Donna B McIntyre
- Future Regions Research Centre, Federation University, Mount Helen, VIC, 3350, Australia.
- Graduate Research School, Federation University, Mount Helen, VIC, 3350, Australia.
| | - Blake M Dawson
- School of Environmental and Rural Science, University of New England, Armidale, NSW, 2350, Australia
| | - Benjamin M Long
- Future Regions Research Centre, Federation University, Mount Helen, VIC, 3350, Australia
| | - Philip S Barton
- Future Regions Research Centre, Federation University, Mount Helen, VIC, 3350, Australia
- School of Life and Environmental Sciences, Deakin University, Geelong, VIC, 3216, Australia
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4
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Bagsby K, Hans K. Lucilia silvarum Meigen (Diptera: Calliphoridae) Is a Primary Colonizer of Domestic Cats ( Felis catus). INSECTS 2024; 15:32. [PMID: 38249038 PMCID: PMC10815950 DOI: 10.3390/insects15010032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 12/21/2023] [Accepted: 12/30/2023] [Indexed: 01/23/2024]
Abstract
Lucilia silvarum Meigen (Diptera: Calliphoridae) is widespread throughout North America and Europe. Described in 1826, this blow fly was quickly associated with myiasis in amphibians, and to date has rarely been reported in carrion. There is limited data regarding the time of colonization of animals with fur and the interpretation of this data is difficult due to variation in the animal models used. During an examination of initial insect colonization of cats (Felis catus) with light and dark fur, twelve domestic short-haired cats were placed in cages 15.2 m apart in a grassy field in West Lafayette, Indiana, USA. Eggs from initial oviposition events were collected and reared to identify the colonizing species. Three species of Lucilia (Diptera: Calliphoridae), including L. silvarum, colonized the cats on the initial day of placement. In this study, L. silvarum was the primary colonizer of cats, and this may be the first study where a large number of L. silvarum were collected. Further studies should include development studies on L. silvarum to understand its life history and aid in time of colonization estimations. More work regarding the colonization of furred mammals is needed to further examine L. silvarum as a primary colonizer.
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Affiliation(s)
- Kelly Bagsby
- Department of Entomology, Purdue University, 901 W State St., West Lafayette, IN 47907, USA;
- College of Veterinary Medicine and College of Medicine, University of Florida, Gainesville, FL 32611, USA
| | - Krystal Hans
- Department of Entomology, Purdue University, 901 W State St., West Lafayette, IN 47907, USA;
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Ito M, Nishigaki A, Hasegawa M. The effect of pioneer carrion beetles on the emission of volatile organic compounds and carrion insect community assembly. Ecol Evol 2023; 13:e10818. [PMID: 38089893 PMCID: PMC10714124 DOI: 10.1002/ece3.10818] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 11/08/2023] [Accepted: 11/28/2023] [Indexed: 10/16/2024] Open
Abstract
Mechanisms of carrion insect succession have been interpreted separately from interspecific interactions between early and later colonists or from changes in volatile organic compounds perceived by insects resulting from the progression of decomposition. To link these perspectives, we examined through laboratory and field experiments whether the modification of volatile organic compounds by early colonists could be a mechanism of succession. In the laboratory experiment, we used Necrophila japonica (Coleoptera, Staphylinidae) as an early colonist and examined its effects on the emissions of important volatile attractants for carrion insects, dimethyl disulfide (DMDS) and dimethyl trisulfide (DMTS) from carcasses. We collected DMDS and DMTS, using the static headspace method, under the following conditions: (i) rat carcass, (ii) rat carcass with artificial damage to the abdomen, (iii) rat carcass fed on by 10 Ne. japonica individuals, and (iv) 10 Ne. japonica individuals, and analyzed the collected gases using a gas chromatograph-mass spectrometer. After 12 and 30 h, carcasses fed on by Ne. japonica emitted higher concentrations of DMDS and DMTS than in other conditions. In the field experiment, we examined the effects of DMDS and DMTS on the attraction of carrion insects using traps baited with a mixture of DMDS and DMTS, hexane (odors unrelated to carcasses), or an empty microtube. Traps baited with DMDS and DMTS attracted more necrophagous species and individuals than traps not baited with this combination. These results showed that accelerated emissions of DMDS and DMTS from carcasses caused by early colonists may contribute to community assembly during carrion insect succession.
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Affiliation(s)
- Minobu Ito
- Department of Biology, Graduate School of ScienceToho UniversityFunabashiJapan
| | - Atsuko Nishigaki
- Department of Environmental Science, Graduate School of ScienceToho UniversityFunabashiJapan
| | - Masami Hasegawa
- Department of Biology, Graduate School of ScienceToho UniversityFunabashiJapan
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von Hoermann C, Weithmann S, Sikorski J, Nevo O, Szpila K, Grzywacz A, Grunwald JE, Reckel F, Overmann J, Steiger S, Ayasse M. Linking bacteria, volatiles and insects on carrion: the role of temporal and spatial factors regulating inter-kingdom communication via volatiles. ROYAL SOCIETY OPEN SCIENCE 2022; 9:220555. [PMID: 36061525 PMCID: PMC9428529 DOI: 10.1098/rsos.220555] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 08/10/2022] [Indexed: 06/15/2023]
Abstract
Multi-kingdom community complexity and the chemically mediated dynamics between bacteria and insects have recently received increased attention in carrion research. However, the strength of these inter-kingdom interactions and the factors that regulate them are poorly studied. We used 75 piglet cadavers across three forest regions to survey the relationship between three actors (epinecrotic bacteria, volatile organic compounds (VOCs) and flies) during the first 4 days of decomposition and the factors that regulate this interdependence. The results showed a dynamic bacterial change during decomposition (temperature-time index) and across the forest management gradient, but not between regions. Similarly, VOC emission was dynamic across a temperature-time index and the forest management gradient but did not differ between regions. However, fly occurrence was dynamic across both space and time. The strong interdependence between the three actors was mainly regulated by the temperature-time index and the study regions, thereby revealing regulation at temporal and spatial scales. Additionally, the actor interdependence was stable across a gradient of forest management intensity. By combining different actors of decomposition, we have expanded our knowledge of the holistic mechanisms regulating carrion community dynamics and inter-kingdom interactions, an important precondition for better describing food web dynamics and entire ecosystem functions.
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Affiliation(s)
- Christian von Hoermann
- Department of Conservation and Research, Bavarian Forest National Park, Grafenau, Germany
| | - Sandra Weithmann
- Institute of Evolutionary Ecology and Conservation Genomics, University of Ulm, Ulm, Germany
| | - Johannes Sikorski
- Department of Microbial Ecology and Diversity Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
| | - Omer Nevo
- Institute of Evolutionary Ecology and Conservation Genomics, University of Ulm, Ulm, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Krzysztof Szpila
- Department of Ecology and Biogeography, Nicolaus Copernicus University, Torun, Poland
| | - Andrzej Grzywacz
- Department of Ecology and Biogeography, Nicolaus Copernicus University, Torun, Poland
| | - Jan-Eric Grunwald
- Bavarian State Criminal Police Office, SG 204, Microtraces/Biology, 80636 Munich, Germany
| | - Frank Reckel
- Bavarian State Criminal Police Office, SG 204, Microtraces/Biology, 80636 Munich, Germany
| | - Jörg Overmann
- Department of Microbial Ecology and Diversity Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
| | - Sandra Steiger
- Department of Evolutionary Animal Ecology, University of Bayreuth, Bayreuth, Germany
| | - Manfred Ayasse
- Institute of Evolutionary Ecology and Conservation Genomics, University of Ulm, Ulm, Germany
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Gómez-Escobar E, Alavez-Rosas D, Castellanos D, Quintero-Fong L, Liedo P, Malo EA. Effect of Aging on Three Lures Used for Monitoring Ceratitis capitata (Diptera: Tephritidae): Release Rate, Volatile Composition, and Fly Recaptures. JOURNAL OF ECONOMIC ENTOMOLOGY 2022; 115:133-142. [PMID: 34958104 DOI: 10.1093/jee/toab246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Indexed: 06/14/2023]
Abstract
Prevention and control programs for Ceratitis capitata require a large supply of lures and traps for use in established trapping networks and mass-trapping suppression measures. The main lures currently used are: Trimedure (TML), three-component Biolure (BL), and Ceratrap (CT). The aim of this study was to determine the release rates of these lures, the chemical composition of their volatiles, and how these parameters change with exposure time. Tests were conducted under field conditions at three different elevations (25, 500, and 1,300 masl) during the dry and rainy seasons in Chiapas, Mexico. We found that for TML and BL, the release rate was similar in both seasons and at all three elevations. In the case of CT, the release rate was greater during the dry season and at the lowest elevation during the rainy season. With the caveat of using solid-phase microextraction technique for identification of lure compounds in this study, we found that the volatile compounds of TML were maintained throughout the rainy season, however, in the dry season, some compounds could not be detected. The volatile compounds emitted by BL were trimethylamine, ammonium acetate, and acetamide. Among volatile compounds of CT, acetic acid was the most abundant in the rainy season, while minor compounds were only detected during the first five weeks. Recapture rates were affected by elevation in the three lures tested and there was a significant interaction between elevation in exposure time for TML and BL.
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Affiliation(s)
- Enoc Gómez-Escobar
- Programa Moscamed (SADER-IICA), Avenida Central S/N, Metapa de Domínguez, Chiapas, CP 30860, México
| | - David Alavez-Rosas
- Instituto de Biociencias, Universidad Autónoma de Chiapas, Boulevard Príncipe Akishino S/N, Solidaridad 2000, Tapachula, Chiapas, CP 30798, México
| | - David Castellanos
- Programa Moscamed (SADER-IICA), Avenida Central S/N, Metapa de Domínguez, Chiapas, CP 30860, México
| | - Luis Quintero-Fong
- Representación SENASICA-SADER, Programa Moscamed Guatemala, 16 calle. No. 3-38 Zona 10, Ciudad de Guatemala, Guatemala
| | - Pablo Liedo
- El Colegio de la Frontera Sur, Carretera Antiguo Aeropuerto Km. 2.5, Tapachula, Chiapas, CP 30700, México
| | - Edi A Malo
- El Colegio de la Frontera Sur, Carretera Antiguo Aeropuerto Km. 2.5, Tapachula, Chiapas, CP 30700, México
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Sladecek FXJ, Dötterl S, Schäffler I, Segar ST, Konvicka M. Succession of Dung-Inhabiting Beetles and Flies Reflects the Succession of Dung-Emitted Volatile Compounds. J Chem Ecol 2021; 47:433-443. [PMID: 33830431 DOI: 10.1007/s10886-021-01266-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 01/27/2021] [Accepted: 03/17/2021] [Indexed: 11/28/2022]
Abstract
Chemical cues, such as volatile organic compounds (VOCs), are often essential for insects to locate food. Relative to the volume of studies on the role of VOCs in insect-plant relationships, the role of VOCs emitted by dung and carrion in mediating the behavior of insect decomposers is understudied. Such relationships may provide a mechanistic understanding of the temporal axis of community assembly processes in decomposing insect communities. We focused on the temporal succession of volatiles released by cow dung pats and the potential influence on dung-inhabiting insects. Using gas chromatography/mass spectrometry we identified and quantified VOCs released from dung 1-h, and 1, 2 3, 5, and 7 d-old. We then related changes in VOCs to successional patterns of dung-inhabiting beetles and flies. We detected 54 VOCs which could be assigned to two successional groups, with chemical turnover in dung changing around day 2. The early successional group consisted primarily of aliphatic alcohols and phenols, and the late one of aliphatic esters, nitrogen- and sulfur-bearing compounds. Flies were predominately associated with the early successional group, mainly with 1-butanol. Beetles were associated predominately with the late-successional group, mainly with dimethyl trisulfide. This association between insect and chemical successional patterns supports the idea that habitat filtering drives the community assembly of dung-inhabiting insects on an aging resource. Moreover, the affinity of both insect groups to specific VOC groups provides a mechanistic explanation for the predictability of successional patterns found in dung-inhabiting insect communities.
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Affiliation(s)
- Frantisek Xaver Jiri Sladecek
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Branisovska 31, 370 05, Ceske Budejovice, Czech Republic. .,Department of Zoology, Faculty of Science, University of South Bohemia, Branisovska 31, 370 05, Ceske Budejovice, Czech Republic.
| | - Stefan Dötterl
- Department of Biosciences, Plant Ecology, University of Salzburg, Salzburg, Austria
| | - Irmgard Schäffler
- Department of Biosciences, Plant Ecology, University of Salzburg, Salzburg, Austria
| | | | - Martin Konvicka
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Branisovska 31, 370 05, Ceske Budejovice, Czech Republic.,Department of Zoology, Faculty of Science, University of South Bohemia, Branisovska 31, 370 05, Ceske Budejovice, Czech Republic
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Qasim M, Xiao H, He K, Noman A, Liu F, Chen MY, Hussain D, Jamal ZA, Li F. Impact of landfill garbage on insect ecology and human health. Acta Trop 2020; 211:105630. [PMID: 32673623 DOI: 10.1016/j.actatropica.2020.105630] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 07/12/2020] [Accepted: 07/12/2020] [Indexed: 11/28/2022]
Abstract
The landfill garbage includes organic and inorganic matter. The organic matter covers more than 50% of the total waste material. Due to improper management of landfill garbage, it causes serious risks to human health directly by the emission of toxic gasses. On the other hand, landfill sites are the natural habitat of several microbes and arthropods. The present discussion illustrates the impact of landfill garbage on insect ecology and human health. Here, we highlighted the arthropod density as well as diversity. Moreover, the population of insect vectors of various diseases, insect scavengers as well as pollinators has been pinpointed. It shows that landfill sites and adjacent areas are hotspots for a wide variety of arthropods. The proper management of landfill sites could reduce the population dynamics of various insect pests, and health risks could be decreased in low-and middle-income countries.
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Affiliation(s)
- Muhammad Qasim
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China.
| | - Huamei Xiao
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China; College of Life Sciences and Resource Environment, Key Laboratory of Crop Growth and Development Regulation of Jiangxi Province, Yichun University, Yichun 336000, China
| | - Kang He
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China
| | - Ali Noman
- Department of Botany, Government College University, Faisalabad 38040, Pakistan
| | - Feiling Liu
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China
| | - Meng-Yao Chen
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China
| | - Dilbar Hussain
- Entomological Research Institute, Ayub Agricultural Research Institute, Faisalabad 38850, Pakistan
| | - Zakia A Jamal
- Biology Department, Faculty of Science Yanbu, Taibah University, Al-Sharm, Yanbu El-Bahr, 46429, Saudi Arabia
| | - Fei Li
- Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Insect Sciences, College of Agriculture & Biotechnology, Zhejiang University, Hangzhou 310058, China.
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