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Murphy CM, Ganser C, Danyluk MD, Havelaar AH, Strawn LK. Describing the Die-Off of Generic Escherichia coli on Field-Grown Tomatoes in Virginia Using Nonlinear Inactivation Models. J Food Prot 2025; 88:100489. [PMID: 40118185 DOI: 10.1016/j.jfp.2025.100489] [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: 11/25/2024] [Revised: 02/17/2025] [Accepted: 03/14/2025] [Indexed: 03/23/2025]
Abstract
Agricultural water has been identified as a source of microbial contamination of fresh produce. When surface water is deemed unsafe or not of adequate sanitary quality under current U.S. regulations, growers can implement mitigation measures such as a time-to-harvest interval. Scientifically relevant data on die-off (i.e., inactivation rates) of generic Escherichia coli under field conditions are highly variable by growing region and season. This study used artificially contaminated water to evaluate generic E. coli die-off on tomatoes under field conditions. Field trials were conducted at two locations in Virginia during the summer and fall of 2015 and 2016. Contaminated water (4 log CFU/ml) was used to spray mature tomatoes, resulting in 2 log CFU/tomato of generic E. coli. Tomatoes were enumerated for 7d postcontamination. The relationship between E. coli, time, location, and season were modeled using Weibull and Biphasic models. Akaike's Information Criterion with small sample size bias adjustment was used to determine model fit. A combined site-season Biphasic model, with two distinct inactivation rates, was the most parsimonious model, with growing season contributing more significantly to model fit than site-specific differences. The Biphasic model estimated the mean daily die-off of E. coli populations before the breakpoint (0.87-1.16 d), at 1.47-2.24 log CFU/d with a mean decrease of 1.54-2.40 log CFU/d. After the breakpoint, E. coli populations decreased marginally, not at all, with mean daily die-off ranging from -0.05 to 0.07 log CFU/d. Findings indicate that generic E. coli die-off on tomatoes under field conditions undergoes an initial rapid decline within the first 20-28 h, followed by a slower, prolonged decrease. Environmental factors relating to seasonal differences were more effective at predicting die-off than site-specific differences. E. coli surviving beyond the breakpoint may drive the risk of foodborne illness.
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Affiliation(s)
- Claire M Murphy
- Department of Food Science and Technology, Virginia Tech, Blacksburg, Virginia, USA; School of Food Science, Washington State University Irrigated Agriculture Research and Extension Center, Prosser, WA 99350, USA
| | - Claudia Ganser
- Department of Animal Sciences, University of Florida, Gainesville, Florida, USA
| | - Michelle D Danyluk
- Department of Food Science, Citrus Research and Education Center, University of Florida, Lake Alfred, Florida, USA
| | - Arie H Havelaar
- Department of Animal Sciences, University of Florida, Gainesville, Florida, USA
| | - Laura K Strawn
- Department of Food Science and Technology, Virginia Tech, Blacksburg, Virginia, USA.
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2
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Alegbeleye O, Rhee MS. Growth of Listeria monocytogenes in fresh vegetables and vegetable salad products: An update on influencing intrinsic and extrinsic factors. Compr Rev Food Sci Food Saf 2024; 23:e13423. [PMID: 39169547 DOI: 10.1111/1541-4337.13423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 07/09/2024] [Accepted: 07/15/2024] [Indexed: 08/23/2024]
Abstract
The ability of foodborne pathogens to grow in food products increases the associated food safety risks. Listeria monocytogenes (Lm) is a highly adaptable pathogen that can survive and grow under a wide range of environmental circumstances, including otherwise inhibitory conditions, such as restrictive cold temperatures. It can also survive long periods under adverse environmental conditions. This review examines the experimental evidence available for the survival and growth of Lm on fresh vegetables and ready-to-eat vegetable salads. Published data indicate that, depending on certain intrinsic (e.g., nutrient composition) and extrinsic factors (e.g., storage temperature, packaging atmosphere), Lm can survive on and in a wide variety of vegetables and fresh-cut minimally processed vegetable salads. Studies have shown that temperature, modified atmosphere packaging, relative humidity, pH, water activity, background microbiota of vegetables, microbial strain peculiarities, and nutrient type and availability can significantly impact the fate of Lm in vegetables and vegetable salads. The influence of these factors can either promote its growth or decline. For example, some studies have shown that background microbiota inhibit the growth of Lm in vegetables and minimally processed vegetable salads, but others have reported a promoting, neutral, or insignificant effect on the growth of Lm. A review of relevant literature also indicated that the impact of most influencing factors is related to or interacts with other intrinsic or extrinsic factors. This literature synthesis contributes to the body of knowledge on possible strategies for improving food safety measures to minimize the risk of Lm-associated foodborne outbreaks involving vegetables and vegetable salads.
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Affiliation(s)
- Oluwadara Alegbeleye
- Department of Food Science and Nutrition, Faculty of Food Engineering, Universidade Estadual de Campinas, Campinas, Brazil
| | - Min Suk Rhee
- Department of Biotechnology, College of Life Sciences and Biotechnology, Korea University, Seoul, South Korea
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Sunil S, Walsky T, Henry M, Kemmerling L, Pajor M, Guo X, Murphy SI, Ivanek R, Wiedmann M. A longitudinal study on the bacterial quality of baby spinach cultivated in Arizona and California. Appl Environ Microbiol 2024; 90:e0055324. [PMID: 38995040 PMCID: PMC11337821 DOI: 10.1128/aem.00553-24] [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: 03/22/2024] [Accepted: 06/17/2024] [Indexed: 07/13/2024] Open
Abstract
In the U.S., baby spinach is mostly produced in Arizona (AZ) and California (CA). Characterizing the impact of growing region on the bacterial quality of baby spinach can inform quality management practices in industry. Between December 2021 and December 2022, baby spinach was sampled after harvest and packaging for microbiological testing, including shelf-life testing of packaged samples that were stored at 4°C. Samples were tested to (i) determine bacterial concentration, and (ii) obtain and identify bacterial isolates. Packaged samples from the Salinas, CA, area (n = 13), compared to those from the Yuma, AZ, area (n = 9), had a significantly higher bacterial concentration, on average, by 0.78 log10 CFU/g (P < 0.01, based on aerobic, mesophilic plate count data) or 0.67 log10 CFU/g (P < 0.01, based on psychrotolerant plate count data); the bacterial concentrations of harvest samples from the Yuma and Salinas areas were not significantly different. Our data also support that an increase in preharvest temperature is significantly associated with an increase in the bacterial concentration on harvested and packaged spinach. A Fisher's exact test and linear discriminant analysis (effect size), respectively, demonstrated that (i) the genera of 2,186 bacterial isolates were associated (P < 0.01) with growing region and (ii) Pseudomonas spp. and Exiguobacterium spp. were enriched in spinach from the Yuma and Salinas areas, respectively. Our findings provide preliminary evidence that growing region and preharvest temperature may impact the bacterial quality of spinach and thus could inform more targeted strategies to manage produce quality. IMPORTANCE In the U.S., most spinach is produced in Arizona (AZ) and California (CA) seasonally; typically, spinach is cultivated in the Yuma, AZ, area during the winter and in the Salinas, CA, area during the summer. As the bacterial quality of baby spinach can influence consumer acceptance of the product, it is important to assess whether the bacterial quality of baby spinach can vary between spinach-growing regions. The findings of this study provide insights that could be used to support region-specific quality management strategies for baby spinach. Our results also highlight the value of further evaluating the impact of growing region and preharvest temperature on the bacterial quality of different produce commodities.
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Affiliation(s)
- Sriya Sunil
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Tamara Walsky
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Mikayla Henry
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Leonie Kemmerling
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Magdalena Pajor
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Xiaodong Guo
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Sarah I. Murphy
- Department of Population Medicine and Diagnostic Sciences, Cornell University, Ithaca, New York, USA
| | - Renata Ivanek
- Department of Population Medicine and Diagnostic Sciences, Cornell University, Ithaca, New York, USA
| | - Martin Wiedmann
- Department of Food Science, Cornell University, Ithaca, New York, USA
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Wang Z, Fu C, Tian J, Wang W, Peng D, Dai X, Tian H, Zhou X, Li L, Yin H. Responses of the bacterial community of tobacco phyllosphere to summer climate and wildfire disease. FRONTIERS IN PLANT SCIENCE 2022; 13:1050967. [PMID: 36618666 PMCID: PMC9811124 DOI: 10.3389/fpls.2022.1050967] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 11/08/2022] [Indexed: 06/17/2023]
Abstract
Both biotic and abiotic factors continually affect the phyllospheric ecology of plants. A better understanding of the drivers of phyllospheric community structure and multitrophic interactions is vital for developing plant protection strategies. In this study, 16S rRNA high-throughput sequencing was applied to study how summer climatic factors and bacterial wildfire disease have affected the composition and assembly of the bacterial community of tobacco (Nicotiana tabacum L.) phyllosphere. Our results indicated that three time series groups (T1, T2 and T3) formed significantly distinct clusters. The neutral community model (NCM) and beta nearest taxon index (betaNTI) demonstrated that the overall bacterial community assembly was predominantly driven by stochastic processes. Variance partitioning analysis (VPA) further showed that the complete set of the morbidity and climatic variables together could explain 35.7% of the variation of bacterial communities. The node numbers of the molecular ecological networks (MENs) showed an overall uptrend from T1 to T3. Besides, Pseudomonas is the keystone taxa in the MENs from T1 to T3. PICRUSt2 predictions revealed significantly more abundant genes of osmoprotectant biosynthesis/transport in T2, and more genes for pathogenicity and metabolizing organic substrate in T3. Together, this study provides insights into spatiotemporal patterns, processes and response mechanisms underlying the phyllospheric bacterial community.
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Affiliation(s)
- Zhenhua Wang
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Changwu Fu
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Jinyan Tian
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Wei Wang
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Deyuan Peng
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Xi Dai
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Hui Tian
- Zhangjiajie Tobacco Company of Hunan Province, Zhangjiajie, China
| | - Xiangping Zhou
- Yongzhou Tobacco Company of Hunan Province, Yongzhou, China
| | - Liangzhi Li
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy of Ministry of Education, Central South University, Changsha, China
| | - Huaqun Yin
- School of Minerals Processing and Bioengineering, Central South University, Changsha, China
- Key Laboratory of Biometallurgy of Ministry of Education, Central South University, Changsha, China
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Koutsoumanis KP, Misiou OD, Kakagianni MN. Climate change threatens the microbiological stability of non-refrigerated foods. Food Res Int 2022; 162:111990. [DOI: 10.1016/j.foodres.2022.111990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 09/20/2022] [Accepted: 09/26/2022] [Indexed: 11/04/2022]
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Katsini L, Bhonsale S, Akkermans S, Roufou S, Griffin S, Valdramidis V, Misiou O, Koutsoumanis K, Muñoz López CA, Polanska M, Van Impe JF. Quantitative methods to predict the effect of climate change on microbial food safety: A needs analysis. Trends Food Sci Technol 2022. [DOI: 10.1016/j.tifs.2021.07.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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7
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Feliciano RJ, Boué G, Membré JM. Overview of the Potential Impacts of Climate Change on the Microbial Safety of the Dairy Industry. Foods 2020; 9:E1794. [PMID: 33287137 PMCID: PMC7761758 DOI: 10.3390/foods9121794] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Accepted: 12/01/2020] [Indexed: 12/29/2022] Open
Abstract
Climate change is expected to affect many different sectors across the food supply chain. The current review paper presents an overview of the effects of climate change on the microbial safety of the dairy supply chain and suggest potential mitigation strategies to limit the impact. Raw milk, the common raw material of dairy products, is vulnerable to climate change, influenced by changes in average temperature and amount of precipitation. This would induce changes in the microbial profile and heat stress in lactating cows, increasing susceptibility to microbial infection and higher levels of microbial contamination. Moreover, climate change affects the entire dairy supply chain and necessitates adaptation of all the current food safety management programs. In particular, the review of current prerequisite programs might be needed as well as revisiting the current microbial specifications of the receiving dairy products and the introduction of new pretreatments with stringent processing regimes. The effects on microbial changes during distribution and consumer handling also would need to be quantified through the use of predictive models. The development of Quantitative Microbial Risk Assessment (QMRA) models, considering the whole farm-to-fork chain to evaluate risk mitigation strategies, will be a key step to prioritize actions towards a climate change-resilient dairy industry.
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Affiliation(s)
| | | | - Jeanne-Marie Membré
- Secalim UMR1014, INRAE, Oniris Chantrerie, CS 40706, CEDEX 3, 44307 Nantes, France; (R.J.F.); (G.B.)
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8
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Belias AM, Sbodio A, Truchado P, Weller D, Pinzon J, Skots M, Allende A, Munther D, Suslow T, Wiedmann M, Ivanek R. Effect of Weather on the Die-Off of Escherichia coli and Attenuated Salmonella enterica Serovar Typhimurium on Preharvest Leafy Greens following Irrigation with Contaminated Water. Appl Environ Microbiol 2020; 86:e00899-20. [PMID: 32591379 PMCID: PMC7440809 DOI: 10.1128/aem.00899-20] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 06/21/2020] [Indexed: 11/25/2022] Open
Abstract
The Food Safety Modernization Act (FSMA) includes a time-to-harvest interval following the application of noncompliant water to preharvest produce to allow for microbial die-off. However, additional scientific evidence is needed to support this rule. This study aimed to determine the impact of weather on the die-off rate of Escherichia coli and Salmonella on spinach and lettuce under field conditions. Standardized, replicated field trials were conducted in California, New York, and Spain over 2 years. Baby spinach and lettuce were grown and inoculated with an ∼104-CFU/ml cocktail of E. coli and attenuated Salmonella Leaf samples were collected at 7 time points (0 to 96 h) following inoculation; E. coli and Salmonella were enumerated. The associations of die-off with study design factors (location, produce type, and bacteria) and weather were assessed using log-linear and biphasic segmented log-linear regression. A segmented log-linear model best fit die-off on inoculated leaves in most cases, with a greater variation in the segment 1 die-off rate across trials (-0.46 [95% confidence interval {95% CI}, -0.52, -0.41] to -6.99 [95% CI, -7.38, -6.59] log10 die-off/day) than in the segment 2 die-off rate (0.28 [95% CI, -0.20, 0.77] to -1.00 [95% CI, -1.16, -0.85] log10 die-off/day). A lower relative humidity was associated with a faster segment 1 die-off and an earlier breakpoint (the time when segment 1 die-off rate switches to the segment 2 rate). Relative humidity was also found to be associated with whether die-off would comply with FSMA's specified die-off rate of -0.5 log10 die-off/day.IMPORTANCE The log-linear die-off rate proposed by FSMA is not always appropriate, as the die-off rates of foodborne bacterial pathogens and specified agricultural water quality indicator organisms appear to commonly follow a biphasic pattern with an initial rapid decline followed by a period of tailing. While we observed substantial variation in the net culturable population levels of Salmonella and E. coli at each time point, die-off rate and FSMA compliance (i.e., at least a 2 log10 die-off over 4 days) appear to be impacted by produce type, bacteria, and weather; die-off on lettuce tended to be faster than that on spinach, die-off of E. coli tended to be faster than that of attenuated Salmonella, and die-off tended to become faster as relative humidity decreased. Thus, the use of a single die-off rate for estimating time-to-harvest intervals across different weather conditions, produce types, and bacteria should be revised.
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Affiliation(s)
| | - Adrian Sbodio
- Department of Plant Sciences, University of California, Davis, California, USA
| | - Pilar Truchado
- Department of Food Science and Technology, CEBAS-CSIC (Spanish National Research Council), Murcia, Spain
| | - Daniel Weller
- Department of Food Science, Cornell University, Ithaca, New York, USA
- Department of Biostatistics and Computational Biology, University of Rochester, Rochester, New York, USA
| | - Janneth Pinzon
- Department of Plant Sciences, University of California, Davis, California, USA
| | - Mariya Skots
- Department of Plant Sciences, University of California, Davis, California, USA
| | - Ana Allende
- Department of Food Science and Technology, CEBAS-CSIC (Spanish National Research Council), Murcia, Spain
| | - Daniel Munther
- Department of Mathematics, Cleveland State University, Cleveland, Ohio, USA
| | - Trevor Suslow
- Department of Plant Sciences, University of California, Davis, California, USA
- Produce Marketing Association, Newark, Delaware, USA
| | - Martin Wiedmann
- Department of Food Science, Cornell University, Ithaca, New York, USA
| | - Renata Ivanek
- Department of Population Medicine and Diagnostic Sciences, Cornell University, New York, USA
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9
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Structure and variation of root-associated microbiomes of potato grown in alfisol. World J Microbiol Biotechnol 2019; 35:181. [PMID: 31728652 DOI: 10.1007/s11274-019-2761-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Accepted: 11/05/2019] [Indexed: 02/03/2023]
Abstract
Root-associated fungi and bacteria play a pivotal role in the plant-soil ecosystem by influencing both plant growth and immunity. The aim of this study was to unravel the biodiversity of the bacterial and fungal rhizosphere (RS) and rhizoplane (RP) microbiota of Zhukovskij rannij potato (Solanum tuberosum L.) cultivar growing in the Alfisol of Tatarstan, Russia. To assess the structure and diversity of microbial communities, we employed the 16S rRNA and internal transcribed spacer gene library technique. Overall, sequence analysis showed the presence of 3982 bacterial and 188 fungal operational taxonomic units (OTUs) in the RP, and 6018 bacterial and 320 fungal OTUs for in the RS. Comparison between microbial community structures in the RS and RP showed significant differences between these compartments. Biodiversity was higher in the RS than in the RP. Although members of Proteobacteria (RS-59.1 ± 4.9%; RP-54.5 ± 9.2%), Bacteroidetes (RS-23.19 ± 10.2%; RP-34.52 ± 10.4%) and Actinobacteria (RS-11.55 ± 4.9%; RP-7.7 ± 5.1%) were the three most dominant phyla, accounting for 94-98% of all bacterial taxa in both compartments, notable variations were observed in the primary dominance of classes and genera in RS and RP samples. In addition, our results demonstrated that the potato rhizoplane was significantly enriched with the genera Flavobacterium, Pseudomonas, Acinetobacter and other potentially beneficial bacteria. The fungal community was predominantly inhabited by members of the Ascomycota phylum (RS-81.4 ± 8.1%; RP-81.7 ± 5.7%), among which the genera Fusarium (RS-10.34 ± 3.41%; RP-9.96 ± 4.79%), Monographella (RS-7.66 ± 4.43%; RP-9.91 ± 5.87%), Verticillium (RS-4.6 ± 1.43%; RP-8.27 ± 3.63%) and Chaetomium (RS-4.95 ± 2.07%; RP-8.33 ± 4.93%) were particularly abundant. Interestingly, potato rhizoplane was significantly enriched with potentially useful fungal genera, such as Mortierella and Metacordiceps. A comparative analysis revealed that the abundance of Fusarium (a cosmopolitan plant pathogen) varied significantly depending on rotation variants, indicating a possible control of phytopathogenic fungi via management-induced shifts through crop rotational methods. Analysis of the core microbiome of bacterial and fungal community structure showed that the formation of bacterial microbiota in the rhizosphere and rhizoplane is dependent on the host plant.
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Luziatelli F, Ficca AG, Colla G, Baldassarre Švecová E, Ruzzi M. Foliar Application of Vegetal-Derived Bioactive Compounds Stimulates the Growth of Beneficial Bacteria and Enhances Microbiome Biodiversity in Lettuce. FRONTIERS IN PLANT SCIENCE 2019; 10:60. [PMID: 30804958 PMCID: PMC6370708 DOI: 10.3389/fpls.2019.00060] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2018] [Accepted: 01/16/2019] [Indexed: 05/02/2023]
Abstract
Many studies on plant biostimulants and organic fertilizers have been focused on the ability of these products to increase crop productivity and ameliorate crop tolerance to abiotic stresses. However, little information is available on their effect on plant microbiota, whereas it is well known that microorganisms associated with plant play crucial roles on the health and productivity of their host. The aim of this study was to evaluate the effect of a vegetal-derived protein hydrolysate (PH), a vegetal-derived PH enriched with copper (Cu-PH), and a tropical plant extract enriched with micronutrients (PE) on shoot growth and the epiphytic bacterial population of lettuce plants and the ability of these products to enhance the growth of beneficial or harmful bacteria. The three plant-derived products enhanced shoot biomass of lettuce plants indicating a biostimulant effect of the products. Data obtained using culture-independent (Terminal Restriction Fragment Length Polymorphism and Next Generation Sequencing) and culture-dependent approaches indicated that foliar application of commercial products altered the composition of the microbial population and stimulated the growth of specific bacteria belonging to Pantoea, Pseudomonas, Acinetobacter, and Bacillus genus. Data presented in this work demonstrated that some of these strains exhibited potential plant growth-promoting properties and/or biocontrol activity against fungi and bacteria phytopathogens including Fusarium, Trichoderma, and Erwinia species. No indication of potential health risks associated to the enrichment of human or plant bacterial pathogens emerged by the analysis of the microbiota of treated and no-treated plants. Overall, the findings presented in this study indicate that the commercial organic-based products can enhance the growth of beneficial bacteria occurring in the plant microbiota and signals produced by these bacteria can act synergistically with the organic compounds to enhance plant growth and productivity.
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Affiliation(s)
- Francesca Luziatelli
- Department for Innovation in Biological, Agrofood and Forest Systems, University of Tuscia, Viterbo, Italy
| | - Anna Grazia Ficca
- Department for Innovation in Biological, Agrofood and Forest Systems, University of Tuscia, Viterbo, Italy
| | - Giuseppe Colla
- Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
| | | | - Maurizio Ruzzi
- Department for Innovation in Biological, Agrofood and Forest Systems, University of Tuscia, Viterbo, Italy
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Impact of weather conditions, leaf age and irrigation water disinfection on the major epiphytic bacterial genera of baby spinach grown in an open field. Food Microbiol 2018; 78:46-52. [PMID: 30497607 DOI: 10.1016/j.fm.2018.09.015] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Revised: 08/27/2018] [Accepted: 09/24/2018] [Indexed: 12/21/2022]
Abstract
The effects of factors such as weather conditions, leaf age and irrigation water disinfection on the main bacterial genera (total bacterial, Enterobacteriaceae and Pseudomonas) of baby spinach were studied. Culture-dependent and independent quantification techniques were compared. Cultivation was carried out over two consecutive trials in commercial open field divided in two plots: 1) baby spinach irrigated with untreated surface water and 2) baby spinach irrigated with chlorine dioxide (ClO2) treated water. In all the cases, higher concentrations of bacteria were detected using molecular quantification in comparison with culture dependent techniques. Based on the obtained results, wind speed, solar radiation and relative humidity seem to have an impact on the levels of total bacterial, Enterobacteriaceae and Pseudomonas during cultivation of baby spinach. However, further studies would be needed to confirm this tendency. Water disinfection treatments (ClO2), when applied to irrigation water, impacted differently the bacterial genera evaluated in the present study. Thus, although no significant effects were observed in total bacterial enumerations of baby spinach irrigated with ClO2 treated water; significant reductions were detected in Enterobacteriaceae (19%) and Pseudomonas spp. (14%) levels. These results were also confirmed using specific culture-dependent methods. On the other hand, leaf age did not influence the levels of the main bacterial genera of baby spinach. Considering that, a large proportion of foodborne and pathogenic bacteria associated to fresh produce belong to the Enterobacteriaceae family and Pseudomonas genera, reductions in these bacterial groups could be beneficial. However, these groups are very diverse, making difficult to link the measurement of Enterobacteriaceae and Pseudomonas levels with the presence/abundance of potential pathogenic and spoilage microorganisms.
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12
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Truchado P, Gil MI, Reboleiro P, Rodelas B, Allende A. Impact of solar radiation exposure on phyllosphere bacterial community of red-pigmented baby leaf lettuce. Food Microbiol 2017; 66:77-85. [PMID: 28576376 DOI: 10.1016/j.fm.2017.03.018] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 03/24/2017] [Accepted: 03/29/2017] [Indexed: 11/27/2022]
Abstract
Solar radiation has been identified as a stress factor affecting phyllosphere associated bacteria colonization and survival during primary production. In the present study, the impact of different solar radiation doses on the phyllosphere microbiota of red-pigmented baby leaf lettuce cultivated in open field under commercial conditions was evaluated. Four weeks before harvest, the growing field was divided into four plots; each one was consecutively covered with one-week-interval with a light-excluding plastic to reduce the sunlight exposure. Four different solar radiation treatments were generated and cumulative photosynthetically active radiation (PAR) was used to differentiate treatments as follows: 4889 ± 428 μmol/m2/s (uncovered), 4265 ± 356 μmol/m2/s (covered for 1 week), 3602 ± 225 μmol/m2/s (covered for 2 weeks) and 3115 ± 313 μmol/m2/s (covered for 3 weeks). The size and composition of the phyllosphere bacterial community were determined by cultivation-depended (plate count) and independent (qPCR) techniques. Exposure to decreased levels of cumulative PAR did not produce significant differences in total bacterial community size, regardless of the chosen quantification techniques. However, total bacteria size quantified by qPCR was around 3.5 orders of magnitude higher than those obtained by plate count. The observed differences between cultivation-depended and independent techniques could be attributed to the presence of non-viable or viable but non-culturable (VBNC) bacteria. The bacterial community structure was analyzed using temperature gradient gel electrophoresis (TGGE), and significant differences were detected when the four solar treatment were compared. A qPCR approach was applied to the quantification of specific bacterial phyla and classes, previously identified in the phyllosphere of plants available literature, confirming that Proteobacteria, Bacteroidetes, Actinobacterias and Firmicutes were the most abundantly represented phyla in lettuce. Treatment comparison revealed higher proportions of Gammaproteobacteria as opposed to the Betaproteobacteria on the lettuce exposed to the lowest cumulative PAR dose (3115 ± 313 μmol/m2/s). The obtained results demonstrated that the solar radiation is a relevant environmental factor influencing the relative abundance of specific-groups of phyllosphere-associated bacteria in pigmented baby leaf lettuce.
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Affiliation(s)
- Pilar Truchado
- Research Group on Quality, Safety and Bioactivity of Plant Foods, CEBAS-CSIC, Campus Universitario de Espinardo, 25, 30100, Murcia, Spain
| | - M Isabel Gil
- Research Group on Quality, Safety and Bioactivity of Plant Foods, CEBAS-CSIC, Campus Universitario de Espinardo, 25, 30100, Murcia, Spain
| | - Patricia Reboleiro
- Departamento de Microbiología, Facultad de Farmacia, Universidad de Granada, Granada, Spain; Instituto del Agua, Universidad de Granada, Granada, Spain
| | - Belén Rodelas
- Departamento de Microbiología, Facultad de Farmacia, Universidad de Granada, Granada, Spain; Instituto del Agua, Universidad de Granada, Granada, Spain
| | - Ana Allende
- Research Group on Quality, Safety and Bioactivity of Plant Foods, CEBAS-CSIC, Campus Universitario de Espinardo, 25, 30100, Murcia, Spain.
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13
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Laforest-Lapointe I, Messier C, Kembel SW. Tree phyllosphere bacterial communities: exploring the magnitude of intra- and inter-individual variation among host species. PeerJ 2016; 4:e2367. [PMID: 27635335 PMCID: PMC5012278 DOI: 10.7717/peerj.2367] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2016] [Accepted: 07/25/2016] [Indexed: 11/20/2022] Open
Abstract
Background The diversity and composition of the microbial community of tree leaves (the phyllosphere) varies among trees and host species and along spatial, temporal, and environmental gradients. Phyllosphere community variation within the canopy of an individual tree exists but the importance of this variation relative to among-tree and among-species variation is poorly understood. Sampling techniques employed for phyllosphere studies include picking leaves from one canopy location to mixing randomly selected leaves from throughout the canopy. In this context, our goal was to characterize the relative importance of intra-individual variation in phyllosphere communities across multiple species, and compare this variation to inter-individual and interspecific variation of phyllosphere epiphytic bacterial communities in a natural temperate forest in Quebec, Canada. Methods We targeted five dominant temperate forest tree species including angiosperms and gymnosperms: Acer saccharum, Acer rubrum, Betula papyrifera, Abies balsamea and Picea glauca. For one randomly selected tree of each species, we sampled microbial communities at six distinct canopy locations: bottom-canopy (1–2 m height), the four cardinal points of mid-canopy (2–4 m height), and the top-canopy (4–6 m height). We also collected bottom-canopy leaves from five additional trees from each species. Results Based on an analysis of bacterial community structure measured via Illumina sequencing of the bacterial 16S gene, we demonstrate that 65% of the intra-individual variation in leaf bacterial community structure could be attributed to the effect of inter-individual and inter-specific differences while the effect of canopy location was not significant. In comparison, host species identity explains 47% of inter-individual and inter-specific variation in leaf bacterial community structure followed by individual identity (32%) and canopy location (6%). Discussion Our results suggest that individual samples from consistent positions within the tree canopy from multiple individuals per species can be used to accurately quantify variation in phyllosphere bacterial community structure. However, the considerable amount of intra-individual variation within a tree canopy ask for a better understanding of how changes in leaf characteristics and local abiotic conditions drive spatial variation in the phyllosphere microbiome.
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Affiliation(s)
- Isabelle Laforest-Lapointe
- Centre d'étude de la forêt, Montreal, Canada; Sciences Biologiques, Université du Québec à Montréal, Montreal, Quebec, Canada
| | - Christian Messier
- Centre d'étude de la forêt, Montreal, Canada; Sciences Biologiques, Université du Québec à Montréal, Montreal, Quebec, Canada; ISFORT - Institut des Sciences de la Forêt Tempérée, Université du Québec en Outaouais, Ripon, Quebec, Canada
| | - Steven W Kembel
- Centre d'étude de la forêt, Montreal, Canada; Sciences Biologiques, Université du Québec à Montréal, Montreal, Quebec, Canada
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14
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Saini RK, Ko EY, Keum YS. Minimally processed ready-to-eat baby-leaf vegetables: Production, processing, storage, microbial safety, and nutritional potential. FOOD REVIEWS INTERNATIONAL 2016. [DOI: 10.1080/87559129.2016.1204614] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Ramesh Kumar Saini
- Department of Bioresources and Food Science, College of Life and Environmental Sciences, Konkuk University, Seoul, Korea
| | - Eun Young Ko
- Department of Bioresources and Food Science, College of Life and Environmental Sciences, Konkuk University, Seoul, Korea
| | - Young-Soo Keum
- Department of Bioresources and Food Science, College of Life and Environmental Sciences, Konkuk University, Seoul, Korea
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15
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Luo M, Yang X, Hu JY, Jiao J, Mu FS, Song ZY, Gai QY, Qiao Q, Ruan X, Fu YJ. Antioxidant Properties of Phenolic Compounds in Renewable Parts of Crataegus pinnatifida inferred from Seasonal Variations. J Food Sci 2016; 81:C1102-9. [PMID: 27074499 DOI: 10.1111/1750-3841.13291] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2015] [Revised: 02/24/2016] [Accepted: 03/06/2016] [Indexed: 11/27/2022]
Abstract
In this study, the effect of seasonal variations on Crataegus pinnatifida, changes in antioxidant activity and active components in C. pinnatifida leaves, roots, twigs, and fruits from May to October were investigated. Through correlation analysis of climatic factors and 7 phenolic compounds yield, the phenolic compounds content was positively correlated with temperatures and daytime. The correlation coefficient of temperatures and daytime were 0.912 and 0.829, respectively. 1,1-diphenyl-2-picrylhydrazyl (DPPH) radical scavenging, 2,2'-azino-bis 3-ethylbenzothiazoline-6-sulphonic acid (ABTS) radical scavenging and reducing power tests were employed to evaluate the antioxidant activity of the C. pinnatifida. C. pinnatifida leaves exhibited significant advantages in terms of higher phenolic contents and excellent antioxidant activities. Principal component analysis (PCA) revealed that 2 main PC characterize the C. pinnatifida phenolic composition (82.1% of all variance). C. pinnatifida leaves in September possessed remarkable antioxidant activity. The results elucidate that C. pinnatifida leaves, as renewable parts, are suitable for application as antioxidant ingredients.
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Affiliation(s)
- Meng Luo
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China.,Collaborative Innovation Center for Development and Utilization of Forest Resources, Harbin, 150040, PR China
| | - Xuan Yang
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Jiao-Yang Hu
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Jiao Jiao
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China.,State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Fan-Song Mu
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China.,Collaborative Innovation Center for Development and Utilization of Forest Resources, Harbin, 150040, PR China
| | - Zhuo-Yue Song
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Qing-Yan Gai
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Qi Qiao
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Xin Ruan
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China
| | - Yu-Jie Fu
- Key Laboratory of Forest Plant Ecology, Ministry of Education, Northeast Forestry Univ, Harbin, 150040, PR China.,Collaborative Innovation Center for Development and Utilization of Forest Resources, Harbin, 150040, PR China
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16
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Liu C, Hofstra N, Franz E. Impacts of Climate and Management Variables on the Contamination of Preharvest Leafy Greens with Escherichia coli. J Food Prot 2016; 79:17-29. [PMID: 26735025 DOI: 10.4315/0362-028x.jfp-15-255] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The observed seasonality of foodborne disease suggests that climatic conditions play a role and that changes in the climate may affect the presence of pathogens. However, it is hard to determine whether this effect is direct or whether it works indirectly through other factors, such as farm management. This study aimed to identify the climate and management variables that are associated with the contamination (presence and concentration) of leafy green vegetables with E. coli. This study used data about E. coli contamination from 562 leafy green vegetables (lettuce and spinach) samples taken between 2011 and 2013 from 23 open-field farms in Belgium, Brazil, Egypt, Norway, and Spain. Mixed-effect logistic and linear regression models were used to study the statistical relationship between the dependent and independent variables. Climate variables and agricultural management practices together had a systematic influence on E. coli presence and concentration. The variables important for E. coli presence included the minimum temperature of the sampling day (odds ratio = 1.47), region, and application of inorganic fertilizer. The variables important for concentration (R(2) = 0.75) were the maximum temperature during the 3 days before sampling and the region. Temperature had a stronger influence (had a significant parameter estimate and the highest R(2)) than did management practices on E. coli presence and concentration. Region was a variable that masked many management variables, including rainwater, surface water, manure, inorganic fertilizer, and spray irrigation. Climate variables had a positive relationship with E. coli presence and concentration. Temperature, irrigation water type, fertilizer type, and irrigation method should be systematically considered in future studies of fresh produce safety.
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Affiliation(s)
- Cheng Liu
- Environmental Systems Analysis Group, Wageningen University, P.O. Box 47, 6700AA Wageningen, The Netherlands.
| | - Nynke Hofstra
- Environmental Systems Analysis Group, Wageningen University, P.O. Box 47, 6700AA Wageningen, The Netherlands
| | - Eelco Franz
- National Institute for Public Health and the Environment (RIVM), Centre Infectious Disease Control, 3720 BA Bilthoven, The Netherlands
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