1
|
Mason CJ, Nelson RC, Weaver M, Simmonds TJ, Geib SM, Shikano I. Assessing the impact of diet formulation and age on targeted bacterial establishment in laboratory and mass-reared Mediterranean fruit fly using full-length 16S rRNA sequencing. Microbiol Spectr 2025:e0288124. [PMID: 40372041 DOI: 10.1128/spectrum.02881-24] [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: 11/08/2024] [Accepted: 03/25/2025] [Indexed: 05/16/2025] Open
Abstract
Insect gut microbiota play important roles in host health and interactions with the environment. In laboratory and mass-reared insects, gut microbiomes can differ in composition and function compared to wild conspecifics. For fruit flies, such as the Mediterranean fruit fly (medfly; Ceratitis capitata), these changes can influence male performance and behavior. Overall, understanding factors that influence the ability of bacteria to establish in hosts is important for the establishment of lost or novel microbiota in mass-reared insects. The goal of this study was to evaluate how host age and diet-inoculation method influenced bacterial establishment in laboratory and mass-reared medflies. We used an Enterobacter strain with antibiotic resistance and coupled it with full-length PacBio Kinnex 16S rRNA sequencing to track the establishment of the specific isolates under different adult dietary conditions. We also used two longstanding reared lines of medfly in our study. Our results identified that diet had a strong interaction with age. The target bacterial isolate was detected in medfly when inoculated with liquid diet regardless of age, but those fed a slurry-based diet and a separate water source had less establishment. This was consistent for both fly rearing lines used in the study. 16S rRNA sequencing corroborated the establishment of the specific strain but also revealed some species/strain-level variation of Enterobacter sequences associated with the flies. Additionally, our study illustrates that long-read 16S rRNA sequencing may afford improved characterization of species- and strain-level distribution of Enterobacteriaceae in insects. IMPORTANCE Insects form intimate relationships with gut microorganisms that can help facilitate several important roles. The goal of our study was to evaluate factors that influence microbial establishment in lines of the Mediterranean fruit fly (medfly), an important pest species worldwide. Mass-reared insects for the sterile insect technique often possess gut microbiomes that substantially differ from wild flies, which can impact their performance in pest control contexts. Here, we show that liquid-based formulations can be utilized to manipulate the gut microbiota of mass-reared medflies. Furthermore, using near full-length 16S rRNA metabarcoding sequencing, we uncovered strain-level diversity that was not immediately obvious using other approaches. This is a notable finding, as it suggests that full-length 16S rRNA approaches can have marked improvements for some taxa compared to fewer hypervariable regions at approximately the same cost. Our results provide new avenues for exploring and interrogating medfly-microbiome interactions.
Collapse
Affiliation(s)
- Charles J Mason
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, Hawaii, USA
| | - Rosalie C Nelson
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, Hawaii, USA
- Department of Plant and Environmental Protection Sciences, College of Tropical Agriculture and Human Resources, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| | - Mikinley Weaver
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, Hawaii, USA
- Oak Ridge Institute for Science and Education, Oak Ridge Associated Universities, Oak Ridge, Tennessee, USA
| | - Tyler J Simmonds
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, Hawaii, USA
- Oak Ridge Institute for Science and Education, Oak Ridge Associated Universities, Oak Ridge, Tennessee, USA
| | - Scott M Geib
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, Hawaii, USA
| | - Ikkei Shikano
- Department of Plant and Environmental Protection Sciences, College of Tropical Agriculture and Human Resources, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| |
Collapse
|
2
|
Mason CJ. Evaluating impacts of radiation-induced sterilization on the performance and gut microbiome of mass-reared Mediterranean fruit fly (Ceratitis capitata) in Hawai'i. JOURNAL OF ECONOMIC ENTOMOLOGY 2024; 117:1867-1875. [PMID: 39121386 DOI: 10.1093/jee/toae173] [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: 04/18/2024] [Revised: 06/28/2024] [Accepted: 07/16/2024] [Indexed: 08/11/2024]
Abstract
Sterile insect technique (SIT) is a useful strategy for preventing and mitigative establishment of invasive insect species. SIT of the pest tephritid Mediterranean fruit fly, Ceratitis capitata (Wiedemann, 1824)WiedemannWiedemann, has been effective in preventing population establishment in vulnerable agricultural areas of the United States. However, irradiation-induced sterilization can have detrimental impacts resulting in reduced performance metrics. Mediterranean fruit fly males reared for SIT have been shown to have differences in their microbiomes relative to other population sources, which has been postulated to be a factor in how well flies compete with wild conspecifics. To identify baseline performance metrics on the effects of irradiation on the gut microbiome of mass-reared flies in Hawai'i, a study was performed to assess performance metrics and microbiome (bacterial 16S rRNA) variation across multiple timepoints. Mediterranean fruit fly pupae were selected from mass-reared trays intended for release, and paired samples were either irradiated or remained as controls and transported to the laboratory for evaluation. Irradiated flies exhibited fewer successful fliers, more rapid mortality rates, and were less active relative to control nonirradiated flies. Contrary to initial expectations, irradiation did not exert substantial impacts on the composition or diversity of bacterial reads. Samples were primarily comprised of sequences classified as Klebsiella and there were low levels of both read and taxonomic diversity relative to other 16S surveys of medfly. Although this study does not demonstrate a strong effect of irradiation alone on the Mediterranean fruit fly microbiome, there are several explanations for this discrepancy.
Collapse
Affiliation(s)
- Charles J Mason
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, Hilo, HI 96720, USA
| |
Collapse
|
3
|
Zhu YX, Wang XY, Yang TY, Zhang HH, Li TP, Du YZ. Mechanisms of bacterial and fungal community assembly in leaf miners during transition from natural to laboratory environments. Front Microbiol 2024; 15:1424568. [PMID: 39091307 PMCID: PMC11291455 DOI: 10.3389/fmicb.2024.1424568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 07/09/2024] [Indexed: 08/04/2024] Open
Abstract
Environmental heterogeneity partly drives microbial succession in arthropods, while the microbial assembly mechanisms during environmental changes remain largely unknown. Here, we explored the temporal dynamics and assembly mechanisms within both bacterial and fungal communities in Liriomyza huidobrensis (Blanchard) during the transition from field to laboratory conditions. We observed a decrease in bacterial diversity and complexity of bacterial-fungal co-occurrence networks in leaf miners transitioning from wild to captive environments. Both neutral and null models revealed that stochastic processes, particularly drift (contributing over 70%), play a crucial role in governing bacterial and fungal community assembly. The relative contribution of ecological processes such as dispersal, drift, and selection varied among leaf miners transitioning from wild to captive states. Furthermore, we propose a hypothetical scenario for the assembly and succession of microbial communities in the leaf miner during the short- and long-term transition from the wild to captivity. Our findings suggest that environmental heterogeneity determines the ecological processes governing bacterial and fungal community assembly in leaf miners, offering new insights into microbiome and mycobiome assembly mechanisms in invasive pests amidst environmental change.
Collapse
Affiliation(s)
- Yu-Xi Zhu
- Department of Entomology, College of Plant Protection, Yangzhou University, Yangzhou, China
| | - Xin-Yu Wang
- Department of Entomology, College of Plant Protection, Yangzhou University, Yangzhou, China
| | - Tian-Yue Yang
- Department of Entomology, College of Plant Protection, Yangzhou University, Yangzhou, China
| | - Huan-Huan Zhang
- Institute of Vegetable, Tibet Academy of Agriculture and Animal Husbandry Science, Lhasa, China
| | - Tong-Pu Li
- Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, Jiangsu, China
| | - Yu-Zhou Du
- Department of Entomology, College of Plant Protection, Yangzhou University, Yangzhou, China
| |
Collapse
|
4
|
Towett-Kirui S, Morrow JL, Close S, Royer JE, Riegler M. Bacterial Communities Are Less Diverse in a Strepsipteran Endoparasitoid than in Its Fruit Fly Hosts and Dominated by Wolbachia. MICROBIAL ECOLOGY 2023; 86:2120-2132. [PMID: 37103495 PMCID: PMC10497669 DOI: 10.1007/s00248-023-02218-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 04/03/2023] [Indexed: 06/19/2023]
Abstract
Microbiomes play vital roles in insect fitness and health and can be influenced by interactions between insects and their parasites. Many studies investigate the microbiome of free-living insects, whereas microbiomes of endoparasitoids and their interactions with parasitised insects are less explored. Due to their development in the constrained environment within a host, endoparasitoids are expected to have less diverse yet distinct microbiomes. We used high-throughput 16S rRNA gene amplicon sequencing to characterise the bacterial communities of Dipterophagus daci (Strepsiptera) and seven of its tephritid fruit fly host species. Bacterial communities of D. daci were less diverse and contained fewer taxa relative to the bacterial communities of the tephritid hosts. The strepsipteran's microbiome was dominated by Pseudomonadota (formerly Proteobacteria) (> 96%), mainly attributed to the presence of Wolbachia, with few other bacterial community members, indicative of an overall less diverse microbiome in D. daci. In contrast, a dominance of Wolbachia was not found in flies parasitised by early stages of D. daci nor unparasitised flies. Yet, early stages of D. daci parasitisation resulted in structural changes in the bacterial communities of parasitised flies. Furthermore, parasitisation with early stages of D. daci with Wolbachia was associated with a change in the relative abundance of some bacterial taxa relative to parasitisation with early stages of D. daci lacking Wolbachia. Our study is a first comprehensive characterisation of bacterial communities in a Strepsiptera species together with the more diverse bacterial communities of its hosts and reveals effects of concealed stages of parasitisation on host bacterial communities.
Collapse
Affiliation(s)
- Sharon Towett-Kirui
- Hawkesbury Institute for the Environment, Western Sydney University, Locked Bag 1797, Penrith, NSW, 2751, Australia
| | - Jennifer L Morrow
- Hawkesbury Institute for the Environment, Western Sydney University, Locked Bag 1797, Penrith, NSW, 2751, Australia
| | - Shannon Close
- Queensland Department of Agriculture and Fisheries, EcoSciences Precinct, Boggo Road, Dutton Park, QLD, 4102, Australia
| | - Jane E Royer
- Queensland Department of Agriculture and Fisheries, EcoSciences Precinct, Boggo Road, Dutton Park, QLD, 4102, Australia
| | - Markus Riegler
- Hawkesbury Institute for the Environment, Western Sydney University, Locked Bag 1797, Penrith, NSW, 2751, Australia.
| |
Collapse
|
5
|
Mason CJ, Auth J, Geib SM. Gut bacterial population and community dynamics following adult emergence in pest tephritid fruit flies. Sci Rep 2023; 13:13723. [PMID: 37607978 PMCID: PMC10444893 DOI: 10.1038/s41598-023-40562-2] [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: 05/03/2023] [Accepted: 08/13/2023] [Indexed: 08/24/2023] Open
Abstract
Gut microbiota are important contributors to insect success. Host-microbe interactions are dynamic and can change as hosts age and/or encounter different environments. A turning point in these relationships the transition from immature to adult life stages, particularly for holometabolous insects where there is radical restructuring of the gut. Improved knowledge of population and community dynamics of gut microbiomes upon adult emergence inform drivers of community assembly and physiological aspects of host-microbe interactions. Here, we evaluated the bacterial communities of the pest tephritid species melon fly (Zeugodacus cucurbitae) and Medditeranean fruit fly (medfly, Ceratitis capitata) associated with the pupae life stage and timepoints immediately following adult eclosion. We used a combination of culturing to determine cultivatable bacterial titers, qPCR to determine 16S-rRNA SSU copy numbers, and 16S V4 sequencing to determine changes in communities. Both culturing and qPCR revealed that fly bacterial populations declined upon adult emergence by 10 to 100-fold followed by recovery within 24 h following eclosion. Titers reached ~ 107 CFUs (~ 108 16S rRNA copies) within a week post-emergence. We also observed concurrent changes in amplicon sequence variance (ASVs), where the ASV composition differed overtime for both melon fly and medfly adults at different timepoints. Medfly, in particular, had different microbiome compositions at each timepoint, indicating greater levels of variation before stabilization. These results demonstrate that tephritid microbiomes experience a period of flux following adult emergence, where both biomass and the makeup of the community undergoes dramatic shifts. The host-microbe dynamics we document suggest plasticity in the community and that there may be specific periods where the tephritid gut microbiome may be pliable to introduce and establish new microbial strains in the host.
Collapse
Affiliation(s)
- Charles J Mason
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, 64 Nowelo Street, Hilo, HI, 96720, USA.
| | - Jean Auth
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, 64 Nowelo Street, Hilo, HI, 96720, USA
| | - Scott M Geib
- Tropical Pest Genetics and Molecular Biology Research Unit, Daniel K Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, USDA, 64 Nowelo Street, Hilo, HI, 96720, USA
| |
Collapse
|
6
|
Rupawate PS, Roylawar P, Khandagale K, Gawande S, Ade AB, Jaiswal DK, Borgave S. Role of gut symbionts of insect pests: A novel target for insect-pest control. Front Microbiol 2023; 14:1146390. [PMID: 36992933 PMCID: PMC10042327 DOI: 10.3389/fmicb.2023.1146390] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 02/15/2023] [Indexed: 03/15/2023] Open
Abstract
Insects possess beneficial and nuisance values in the context of the agricultural sector and human life around them. An ensemble of gut symbionts assists insects to adapt to diverse and extreme environments and to occupy every available niche on earth. Microbial symbiosis helps host insects by supplementing necessary diet elements, providing protection from predators and parasitoids through camouflage, modulation of signaling pathway to attain homeostasis and to trigger immunity against pathogens, hijacking plant pathways to circumvent plant defence, acquiring the capability to degrade chemical pesticides, and degradation of harmful pesticides. Therefore, a microbial protection strategy can lead to overpopulation of insect pests, which can drastically reduce crop yield. Some studies have demonstrated increased insect mortality via the destruction of insect gut symbionts; through the use of antibiotics. The review summarizes various roles played by the gut microbiota of insect pests and some studies that have been conducted on pest control by targeting the symbionts. Manipulation or exploitation of the gut symbionts alters the growth and population of the host insects and is consequently a potential target for the development of better pest control strategies. Methods such as modulation of gut symbionts via CRISPR/Cas9, RNAi and the combining of IIT and SIT to increase the insect mortality are further discussed. In the ongoing insect pest management scenario, gut symbionts are proving to be the reliable, eco-friendly and novel approach in the integrated pest management.
Collapse
Affiliation(s)
- Pravara S. Rupawate
- Department of Zoology, Sangamner Nagarpalika Arts, D. J. Malpani Commerce and B. N. Sarda Science College (Autonomous), Sangamner, Maharashtra, India
| | - Praveen Roylawar
- Department of Botany, Sangamner Nagarpalika Arts, D. J. Malpani Commerce and B. N. Sarda Science College (Autonomous), Sangamner, Maharashtra, India
| | | | - Suresh Gawande
- ICAR-Directorate of Onion and Garlic Research, Pune, India
| | - Avinash B. Ade
- Department of Botany, Savitribai Phule Pune University, Pune, India
| | - Durgesh Kumar Jaiswal
- Department of Botany, Savitribai Phule Pune University, Pune, India
- *Correspondence: Durgesh Kumar Jaiswal,
| | - Seema Borgave
- Department of Zoology, Sangamner Nagarpalika Arts, D. J. Malpani Commerce and B. N. Sarda Science College (Autonomous), Sangamner, Maharashtra, India
- Seema Borgave,
| |
Collapse
|
7
|
Hendrycks W, Delatte H, Moquet L, Bourtzis K, Mullens N, De Meyer M, Backeljau T, Virgilio M. Eating eggplants as a cucurbit feeder: Dietary shifts affect the gut microbiome of the melon fly Zeugodacus cucurbitae (Diptera, Tephritidae). Microbiologyopen 2022; 11:e1307. [PMID: 36031958 PMCID: PMC9380402 DOI: 10.1002/mbo3.1307] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 07/09/2022] [Accepted: 07/09/2022] [Indexed: 11/10/2022] Open
Abstract
While contemporary changes in feeding preferences have been documented in phytophagous insects, the mechanisms behind these processes remain to be fully clarified. In this context, the insect gut microbiome plays a central role in adaptation to novel host plants. The cucurbit frugivorous fruit fly Zeugodacus cucurbitae (Diptera, Tephritidae) has occasionally been reported on "unconventional" host plants from different families, including Solanaceae. In this study, we focus on wild parental (F0 ) adults and semiwild first filial (F1 ) larvae of Z. cucurbitae from multiple sites in La Réunion and explore how the gut microbiome composition changes when this fly is feeding on a noncucurbit host (Solanum melongena). Our analyses show nonobvious gut microbiome responses following the F0 -F1 host shift and the importance of not just diet but also local effects, which heavily affected the diversity and composition of microbiomes. We identified the main bacterial genera responsible for differences between treatments. These data further stress the importance of a careful approach when drawing general conclusions based on laboratory populations or inadequately replicated field samples.
Collapse
Affiliation(s)
- Wouter Hendrycks
- Department of BiologyRoyal Museum for Central Africa (RMCA)TervurenBelgium
- Evolutionary Ecology Group, Department of BiologyUniversity of AntwerpWilrijkBelgium
| | | | | | - Kostas Bourtzis
- Insect Pest Control LaboratoryJoint FAO/IAEA Centre of Nuclear Techniques in Food and AgricultureViennaAustria
| | - Nele Mullens
- Department of BiologyRoyal Museum for Central Africa (RMCA)TervurenBelgium
- Evolutionary Ecology Group, Department of BiologyUniversity of AntwerpWilrijkBelgium
| | - Marc De Meyer
- Department of BiologyRoyal Museum for Central Africa (RMCA)TervurenBelgium
| | - Thierry Backeljau
- Evolutionary Ecology Group, Department of BiologyUniversity of AntwerpWilrijkBelgium
- OD Taxonomy and PhylogenyRoyal Belgian Institute of Natural Sciences (RBINS)BrusselsBelgium
| | | |
Collapse
|
8
|
Bel Mokhtar N, Catalá-Oltra M, Stathopoulou P, Asimakis E, Remmal I, Remmas N, Maurady A, Britel MR, García de Oteyza J, Tsiamis G, Dembilio Ó. Dynamics of the Gut Bacteriome During a Laboratory Adaptation Process of the Mediterranean Fruit Fly, Ceratitis capitata. Front Microbiol 2022; 13:919760. [PMID: 35847076 PMCID: PMC9283074 DOI: 10.3389/fmicb.2022.919760] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 05/30/2022] [Indexed: 11/13/2022] Open
Abstract
Laboratory adaptation process used in sterile insect technique (SIT) programs can exert a significant impact on the insect-gut microbiome relationship, which may negatively impact the quality and performance of the fly. In the present study, changes in the gut microbiota that occur through laboratory adaptation of two Ceratitis capitata populations were investigated: Vienna 8 genetic sexing strain (GSS), a long-established control line, and a wild population recently introduced to laboratory conditions. The bacterial profiles were studied for both strains using amplicon sequencing of the 16S rRNA V3-V4 hypervariable region in larvae and in the gastrointestinal tract of teneral (1 day) and adults (5 and 15 days) reared under laboratory conditions for 14 generations (F0-F13). Findings demonstrated the development of distinct bacterial communities across the generations with differences in the bacterial composition, suggesting a strong impact of laboratory adaptation on the fly bacteriome. Moreover, different bacterial profiles were observed between wild and Vienna 8 FD-GSS displaying different patterns between the developmental stages. Proteobacteria, mainly members of the Enterobacteriaceae family, represented the major component of the bacterial community followed by Firmicutes (mainly in Vienna 8 FD-GSS adults) and Chlamydiae. The distribution of these communities is dynamic across the generations and seems to be strain- and age-specific. In the Vienna 8 FD-GSS population, Providencia exhibited high relative abundance in the first three generations and decreased significantly later, while Klebsiella was relatively stable. In the wild population, Klebsiella was dominant across most of the generations, indicating that the wild population was more resistant to artificial rearing conditions compared with the Vienna 8 FD-GSS colony. Analysis of the core bacteriome revealed the presence of nine shared taxa between most of the examined medfly samples including Klebsiella, Providencia, Pantoea, and Pseudomonas. In addition, the operational taxonomic unit co-occurrence and mutual exclusion networks of the wild population indicated that most of the interactions were classified as co-presence, while in the Vienna 8 FD-GSS population, the number of mutual exclusions and co-presence interactions was equally distributed. Obtained results provided a thorough study of the dynamics of gut-associated bacteria during the laboratory adaptation of different Ceratitis capitata populations, serving as guidance for the design of colonization protocols, improving the effectiveness of artificial rearing and the SIT application.
Collapse
Affiliation(s)
- Naima Bel Mokhtar
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, Agrinio, Greece
- Laboratory of Innovative Technology, National School of Applied Sciences of Tangier, Abdelmalek Essâadi University, Tétouan, Morocco
| | - Marta Catalá-Oltra
- Empresa de Transformación Agraria S.A., S.M.E., M.P. (TRAGSA), Paterna, Spain
| | - Panagiota Stathopoulou
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, Agrinio, Greece
| | - Elias Asimakis
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, Agrinio, Greece
| | - Imane Remmal
- Laboratory of Innovative Technology, National School of Applied Sciences of Tangier, Abdelmalek Essâadi University, Tétouan, Morocco
| | - Nikolaos Remmas
- Laboratory of Wastewater Management and Treatment Technologies, Department of Environmental Engineering, Democritus University of Thrace, Xanthi, Greece
| | - Amal Maurady
- Laboratory of Innovative Technology, National School of Applied Sciences of Tangier, Abdelmalek Essâadi University, Tétouan, Morocco
- Faculty of Sciences and Technology of Tangier, Abdelmalek Essâadi University, Tétouan, Morocco
| | - Mohammed Reda Britel
- Laboratory of Innovative Technology, National School of Applied Sciences of Tangier, Abdelmalek Essâadi University, Tétouan, Morocco
| | | | - George Tsiamis
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, Agrinio, Greece
| | - Óscar Dembilio
- Empresa de Transformación Agraria S.A., S.M.E., M.P. (TRAGSA), Paterna, Spain
| |
Collapse
|