1
|
Condoleo R, Santori D, Sezzi E, Serra S, Tonon S, Eleni C, Bosco A, Papa Caminiti LN, Iulietto MF. Comparison of Direct and Indirect Detection of Toxoplasma gondii in Ovine Using Real-Time PCR, Serological and Histological Techniques. Animals (Basel) 2024; 14:1432. [PMID: 38791651 PMCID: PMC11117211 DOI: 10.3390/ani14101432] [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: 04/10/2024] [Revised: 05/03/2024] [Accepted: 05/06/2024] [Indexed: 05/26/2024] Open
Abstract
Toxoplasma gondii is a zoonotic pathogen and the ingestion of tissue cysts by consumption of lamb or mutton has been identified as a possible cause of infection in humans. Many serological surveys in sheep have been performed, showing relevant serological rates; however, while the detection of antibodies indicates an exposure to T. gondii, this does not necessarily imply the presence of tissue cysts in edible tissue. The current study aims to provide further understanding on the occurrence of T. gondii in sheep muscles and the strength of correlation between serological positivity and presence of the parasite in sheep. From 349 sheep, samples (i.e., blood, heart and diaphragm) were collected and subjected to ELISA tests, real-time PCR and histological tests. Despite the high seroprevalence, T. gondii DNA was detected in the heart and/or the diaphragm from 13 out of the 349 tested sheep (3.7%); all were adults (13/191). Furthermore, the histological tests did not reveal the presence of T. gondii tissue cysts in any of the examined portions of interventricular septum. It should be considered that the likelihood of detecting genetic material of the parasite is probably influenced by the uneven distribution of the tissue cysts in the carcass as well as the methodology applied. The findings of this study support the importance of describing the uncertainty associated with the data used for risk assessment to reduce inaccurate estimation or risk overestimation.
Collapse
Affiliation(s)
- Roberto Condoleo
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Davide Santori
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Erminia Sezzi
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Salvatore Serra
- Viterbo Local Health Unit, Veterinary Services, 01100 Viterbo, Italy;
| | - Sara Tonon
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Claudia Eleni
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Antonio Bosco
- Department of Veterinary Medicine, Federico II University, 80137 Naples, Italy;
| | - Lucy Nicole Papa Caminiti
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| | - Maria Francesca Iulietto
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, 00178 Rome, Italy; (D.S.); (E.S.); (S.T.); (C.E.); (L.N.P.C.); (M.F.I.)
| |
Collapse
|
2
|
Opsteegh M, Cuperus T, van Buuren C, Dam-Deisz C, van Solt-Smits C, Verhaegen B, Joeres M, Schares G, Koudela B, Egberts F, Verkleij T, van der Giessen J, Wisselink HJ. In vitro assay to determine inactivation of Toxoplasma gondii in meat samples. Int J Food Microbiol 2024; 416:110643. [PMID: 38452660 DOI: 10.1016/j.ijfoodmicro.2024.110643] [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: 12/20/2023] [Revised: 02/12/2024] [Accepted: 02/24/2024] [Indexed: 03/09/2024]
Abstract
Consumption of raw and undercooked meat is considered as an important source of Toxoplasma gondii infections. However, most non-heated meat products contain salt and additives, which affect T. gondii viability. It was our aim to develop an in vitro method to substitute the mouse bioassay for determining the effect of salting on T. gondii viability. Two sheep were experimentally infected by oral inoculation with 6.5 × 104 oocysts. Grinded meat samples of 50 g were prepared from heart, diaphragm, and four meat cuts. Also, pooled meat samples were either kept untreated (positive control), frozen (negative control) or supplemented with 0.6 %, 0.9 %, 1.2 % or 2.7 % NaCl. All samples were digested in pepsin-HCl solution, and digests were inoculated in duplicate onto monolayers of RK13 (a rabbit kidney cell line). Cells were maintained for up to four weeks and parasite growth was monitored by assessing Cq-values using the T. gondii qPCR on cell culture supernatant in intervals of one week and ΔCq-values determined. Additionally, 500 μL of each digest from the individual meat cuts, heart and diaphragm were inoculated in duplicate in IFNγ KO mice. Both sheep developed an antibody response and tissue samples contained similar concentrations of T. gondii DNA. From all untreated meat samples positive ΔCq-values were obtained in the in vitro assay, indicating presence and multiplication of viable parasites. This was in line with the mouse bioassay, with the exception of a negative mouse bioassay on one heart sample. Samples supplemented with 0.6 %-1.2 % NaCl showed positive ΔCq-values over time. The frozen sample and the sample supplemented with 2.7 % NaCl remained qPCR positive but with high Cq-values, which indicated no growth. In conclusion, the in vitro method has successfully been used to detect viable T. gondii in tissues of experimentally infected sheep, and a clear difference in T. gondii viability was observed between the samples supplemented with 2.7 % NaCl and those with 1.2 % NaCl or less.
Collapse
Affiliation(s)
- Marieke Opsteegh
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Tryntsje Cuperus
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Chesley van Buuren
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Cecile Dam-Deisz
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Conny van Solt-Smits
- Wageningen Bioveterinary Research, Wageningen University and Research, P.O. Box 65, 8200 AB Lelystad, the Netherlands.
| | - Bavo Verhaegen
- Sciensano, Service of Foodborne Pathogens, Rue Juliette Wytsmanstraat 14, 1050 Brussels, Belgium.
| | - Maike Joeres
- Friedrich-Loeffler-Institut, Federal Research Institute for Animal Health, Institute of Epidemiology, National Reference Centre for Toxoplasmosis, Südufer 10, 17493 Greifswald-Insel Riems, Germany
| | - Gereon Schares
- Friedrich-Loeffler-Institut, Federal Research Institute for Animal Health, Institute of Epidemiology, National Reference Centre for Toxoplasmosis, Südufer 10, 17493 Greifswald-Insel Riems, Germany.
| | - Břetislav Koudela
- Department of Pathology and Parasitology, Faculty of Veterinary Medicine, University of Veterinary Sciences Brno, Palackého tř. 1946/1, 61242 Brno, Czech Republic.
| | - Frans Egberts
- Dutch Meat Products Association (VNV), P.O. Box 61, 2700 AB Zoetermeer, the Netherlands.
| | - Theo Verkleij
- Wageningen Food & Biobased Research, P.O. Box 17, 6700 AA Wageningen, the Netherlands.
| | - Joke van der Giessen
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Henk J Wisselink
- Wageningen Bioveterinary Research, Wageningen University and Research, P.O. Box 65, 8200 AB Lelystad, the Netherlands.
| |
Collapse
|
3
|
Calero-Bernal R, Gennari SM, Cano S, Salas-Fajardo MY, Ríos A, Álvarez-García G, Ortega-Mora LM. Anti- Toxoplasma gondii Antibodies in European Residents: A Systematic Review and Meta-Analysis of Studies Published between 2000 and 2020. Pathogens 2023; 12:1430. [PMID: 38133313 PMCID: PMC10745778 DOI: 10.3390/pathogens12121430] [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: 10/19/2023] [Revised: 11/24/2023] [Accepted: 12/07/2023] [Indexed: 12/23/2023] Open
Abstract
Toxoplasmosis has a major impact on animal and public health. Information regarding the seroprevalence of human Toxoplasma gondii infections from a European perspective has not yet been compiled to date. Thus, the present review summarized available resident data from the period 2000-2020. The overall seroprevalence of anti-T. gondii IgG was 32.1%, with great variability between countries (n = 30). The subgroup analysis identified different pooled prevalence data depending on the geographic area (p < 0.0001), target population (p = 0.0147), and serological diagnosis assays used (p = 0.0059). A high heterogeneity (I2 = 100%, p < 0.001; Q = 3.5e+05, d.f. = 135, p < 0.001) and degree of publication bias (Egger's test = 6.14, p < 0.001) were observed among the 134 studies considered. The occurrence of anti-T. gondii IgM, which was reported in 64.7% of studies, reached a pooled seroprevalence of 0.6%. In addition, among the eight main risk factors identified, "contact with soil", "consumption of undercooked beef", and "intake of unwashed vegetables" were the most significantly associated with infections. The fact that one-third of the European population has been exposed to T. gondii justifies extra efforts to harmonize surveillance systems and develop additional risk-factor analyses based on detailed source attribution assessment.
Collapse
Affiliation(s)
- Rafael Calero-Bernal
- SALUVET, Animal Health Department, Complutense University of Madrid, 28040 Madrid, Spain; (M.Y.S.-F.); (A.R.); (G.Á.-G.); (L.M.O.-M.)
| | - Solange María Gennari
- PhD Program in One Health, Faculty of Veterinary Medicine, University of Santo Amaro, São Paulo 04829-300, SP, Brazil;
- Faculty of Veterinary Medicine, University of São Paulo, São Paulo 05508-270, SP, Brazil
| | - Santiago Cano
- Computing Services, Research Support Center, Complutense University of Madrid, 28040 Madrid, Spain;
| | - Martha Ynés Salas-Fajardo
- SALUVET, Animal Health Department, Complutense University of Madrid, 28040 Madrid, Spain; (M.Y.S.-F.); (A.R.); (G.Á.-G.); (L.M.O.-M.)
| | - Arantxa Ríos
- SALUVET, Animal Health Department, Complutense University of Madrid, 28040 Madrid, Spain; (M.Y.S.-F.); (A.R.); (G.Á.-G.); (L.M.O.-M.)
| | - Gema Álvarez-García
- SALUVET, Animal Health Department, Complutense University of Madrid, 28040 Madrid, Spain; (M.Y.S.-F.); (A.R.); (G.Á.-G.); (L.M.O.-M.)
| | - Luis Miguel Ortega-Mora
- SALUVET, Animal Health Department, Complutense University of Madrid, 28040 Madrid, Spain; (M.Y.S.-F.); (A.R.); (G.Á.-G.); (L.M.O.-M.)
| |
Collapse
|
4
|
van den Berg OE, Stanoeva KR, Zonneveld R, Hoek-van Deursen D, van der Klis FR, van de Kassteele J, Franz E, Opsteegh M, Friesema IHM, Kortbeek LM. Seroprevalence of Toxoplasma gondii and associated risk factors for infection in the Netherlands: third cross-sectional national study. Epidemiol Infect 2023; 151:e136. [PMID: 37503608 PMCID: PMC10540174 DOI: 10.1017/s095026882300122x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 07/10/2023] [Accepted: 07/24/2023] [Indexed: 07/29/2023] Open
Abstract
A third nationally representative serosurvey was performed to study the changes in Toxoplasma gondii (T. gondii) seroprevalence in the Netherlands over a 20-year time span and to identify and confirm risk factors for acquired toxoplasmosis. This cross-sectional study (conducted in 2016/2017) was designed similarly to the previous two studies (1995/1996 and 2006/2007) and included a questionnaire and serum sampling among Dutch residents. Factors associated with seropositivity for T. gondii were determined using multivariable analysis of the questionnaire-derived data. The earlier observed decrease in T. gondii seroprevalence between 1995/1996 and 2006/2007 (from 40.5% to 26.0%) did not continue into 2016/2017 (29.9%). Similarly to the previous studies, the seroprevalence increased with age and varied among regions. In all studies, higher T. gondii seropositivity was associated with increasing age, lower educational level, not living in the Southeast, and eating raw or semi-cooked pork. The incidence of congenital toxoplasmosis was estimated at 1.3/1000 (95% CI 0.9-1.8) live-born children in 2017. As the seroprevalence of T. gondii in the Netherlands did not decrease over the last decade, an increase in public health awareness is needed and prevention measures may need to be taken to achieve a further reduction in T. gondii infections in the Netherlands.
Collapse
Affiliation(s)
- Oda E. van den Berg
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Kamelia R. Stanoeva
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
- European Public Health Microbiology Training Programme (EUPHEM), European Centre for Disease Prevention and Control (ECDC), Stockholm, Sweden
| | - Rens Zonneveld
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
- Department of Medical Microbiology and Infection Prevention, Academic Medical Centre, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Denise Hoek-van Deursen
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Fiona R. van der Klis
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Jan van de Kassteele
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Eelco Franz
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Marieke Opsteegh
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Ingrid H. M. Friesema
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Laetitia M. Kortbeek
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| |
Collapse
|
5
|
Ahmed F, Cappai MG, Morrone S, Cavallo L, Berlinguer F, Dessì G, Tamponi C, Scala A, Varcasia A. Raw meat based diet (RMBD) for household pets as potential door opener to parasitic load of domestic and urban environment. Revival of understated zoonotic hazards? A review. One Health 2021; 13:100327. [PMID: 34584928 PMCID: PMC8455362 DOI: 10.1016/j.onehlt.2021.100327] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 09/11/2021] [Accepted: 09/14/2021] [Indexed: 11/18/2022] Open
Abstract
RMBD (acronym of Raw Meat Based Diet) and BARF diets (acronym for Biologically Appropriate Raw Food or Bones and Raw Food) account dietary regimens based on raw ingredients (including raw meat), popular in pet feeding. Animal tissues and organs as well as other uncooked ingredients are more and more popularly used by pet owners to feed household pets. However, the increased risk of exposure to microbiological and parasitic agents poses the question as to whether such diets may be recommendable to be handled and offered to domestic cats and dogs co-living in domestic and urban environment. Above all, the threat of human and animal infections by parasites from raw meat fed to pets is not sufficiently explored and tracked, meanwhile deserving particular surveillance, instead. At this regard, raw meat feeding to pets may represent a route of exposure to the increased risk of environmental load. In fact, some parasites typically found in rural environment can be given the chance to complete their life-cycle, for the closeness between definitive and intermediate hosts. This is of particular concern, as potentially infected pets serving as definitive hosts can become a continuous source of environmental diffusion of parasites, both at domestic and urban level. The handling of raw meat requires adequate knowledge and awareness of the hygienic principles to prevent the onset of disorders related to both manipulation by pet owners and uncooked food consumption by the pet. This review aimed to shed a comprehensive overview of the hygienic aspects related to raw pet feeding, as to handling of raw meat in domestic environment, with special emphasis on parasitic agents and related zoonotic hazards.
Collapse
Affiliation(s)
- Fahad Ahmed
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
- Chair of Animal Nutrition, University of Sassari, Italy
| | | | - Sarah Morrone
- Chair of Animal Nutrition, University of Sassari, Italy
| | - Lia Cavallo
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
| | - Fiammetta Berlinguer
- Chair of Animal Physiology of the Department of Veterinary Medicine, University of Sassari, Italy
| | - Giorgia Dessì
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
| | - Claudia Tamponi
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
| | - Antonio Scala
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
| | - Antonio Varcasia
- Animal Parasitology and Parasitic Diseases Institute, University of Sassari, Italy
| |
Collapse
|
6
|
Deng H, Exel KE, Swart A, Bonačić Marinović AA, Dam-Deisz C, van der Giessen JWB, Opsteegh M. Digging into Toxoplasma gondii infections via soil: A quantitative microbial risk assessment approach. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 755:143232. [PMID: 33160663 DOI: 10.1016/j.scitotenv.2020.143232] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 10/05/2020] [Accepted: 10/16/2020] [Indexed: 06/11/2023]
Abstract
Soil has been identified as an important source of exposure to a variety of chemical and biological contaminants. Toxoplasma gondii is one of those potential biological contaminants associated with serious health effects in pregnant women and immunocompromised patients. Gardening or consumption of homegrown vegetables may present an important route of T. gondii infection via accidental ingestion of soil. In the Netherlands, there is quantitative information on the risk of T. gondii infection via meat products, but not on the risk of infection through soil. The objective of this study was to develop a quantitative microbial risk assessment (QMRA) model for estimating the risk associated with T. gondii exposure via accidental soil ingestion in the Netherlands. In order to obtain the needed information, a magnetic capture method for detection of T. gondii oocysts in soil samples was developed, and T. gondii DNA was detected using qPCR targeting the 529 bp repeat element. The method was shown to provide 95% probability of detection (95% CI: 88-100%) when at least 34 oocysts are present in 25 g of soil. T. gondii DNA was detected in 5 of 148 soil samples with interpretable results (3%, 95% CI: 1.5-7.7%). Results for 18 samples were not interpretable due to PCR inhibition. The estimated amount of oocysts presented in qPCR positive samples was quantified by a linear model, and the amount varied from 8 to 478 in 25 g of soil. The estimated incidence rate of T. gondii infection from the QMRA model via soil varied from 0.3 to 1.8 per 1000 individuals per day. Several data gaps (e.g., soil contamination/ingestion and oocysts viability) have been identified in this study, the structure of the model can be applied to obtain more accurate estimates of the risk of T. gondii infection via soil when data become available.
Collapse
Affiliation(s)
- Huifang Deng
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Kitty E Exel
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands; Faculty of Veterinary Medicine, Utrecht University, Yalelaan 7, 3584 CL Utrecht, the Netherlands.
| | - Arno Swart
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Axel A Bonačić Marinović
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Cecile Dam-Deisz
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Johanna W B van der Giessen
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| | - Marieke Opsteegh
- National Institute for Public Health and the Environment (RIVM), P.O. Box 1, 3720 BA Bilthoven, the Netherlands.
| |
Collapse
|
7
|
Niu B, Liang R, Zhou G, Zhang Q, Su Q, Qu X, Chen Q. Prediction for Global Peste des Petits Ruminants Outbreaks Based on a Combination of Random Forest Algorithms and Meteorological Data. Front Vet Sci 2021; 7:570829. [PMID: 33490125 PMCID: PMC7817769 DOI: 10.3389/fvets.2020.570829] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 12/08/2020] [Indexed: 12/17/2022] Open
Abstract
Peste des Petits Ruminants (PPR) is an acute and highly contagious transboundary disease caused by the PPR virus (PPRV). The virus infects goats, sheep and some wild relatives of small domestic ruminants, such as antelopes. PPR is listed by the World Organization for Animal Health as an animal disease that must be reported promptly. In this paper, PPR outbreak data combined with WorldClim database meteorological data were used to build a PPR prediction model. Using feature selection methods, eight sets of features were selected: bio3, bio10, bio15, bio18, prec7, prec8, prec12, and alt for modeling. Then different machine learning algorithms were used to build models, among which the random forest (RF) algorithm was found to have the best modeling effect. The ACC value of prediction accuracy for the model on the training set can reach 99.10%, while the ACC on the test sets was 99.10%. Therefore, RF algorithms and eight features were finally selected to build the model in order to build the online prediction system. In addition, we adopt single-factor modeling and correlation analysis of modeling variables to explore the impact of each variable on modeling results. It was found that bio18 (the warmest quarterly precipitation), prec7 (the precipitation in July), and prec8 (the precipitation in August) contributed significantly to the model, and the outbreak of the epidemic may have an important relationship with precipitation. Eventually, we used the final qualitative prediction model to establish a global online prediction system for the PPR epidemic.
Collapse
Affiliation(s)
- Bing Niu
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Ruirui Liang
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Guangya Zhou
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Qiang Zhang
- Technical Center for Animal, Plant and Food Inspection and Quarantine of Shanghai Customs, Shanghai, China
| | - Qiang Su
- Guangxi Institute for Food and Drug Control, Nanning, China.,National Engineering Laboratory of Southwest Endangered Medicinal Resources Development, Guangxi Botanical Garden of Medicinal Plants, Nanning, China
| | | | - Qin Chen
- School of Life Sciences, Shanghai University, Shanghai, China
| |
Collapse
|