Shape and rate of movement of the invasion front of Xylella fastidiosa spp. pauca in Puglia

In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area ex...

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Published inScientific reports Vol. 11; no. 1; pp. 1061 - 14
Main Authors Kottelenberg, David, Hemerik, Lia, Saponari, Maria, van der Werf, Wopke
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 13.01.2021
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Abstract In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5–12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
AbstractList In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5–12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5–12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5-12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
Abstract In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5–12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5-12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread, prompting the initiation of management measures to contain the outbreak. Estimates of the shape of the disease front and the rate of area expansion are needed to inform management, e.g. the delineation of buffer zones. However, empirical estimates of the invasion front and the rate of spread of OQDS are not available. Here, we analysed the hundreds of thousands of records of monitoring data on disease occurrence in Puglia to estimate the shape of the invasion front and the rate of movement of the front. The robustness of estimation was checked using simulation. The shape of the front was best fitted by a logistic function while using a beta-binomial error distribution to model variability around the expected proportion of infected trees. The estimated rate of movement of the front was 10.0 km per year (95% confidence interval: 7.5-12.5 km per year). This rate of movement is at the upper limit of previous expert judgements. The shape of the front was flatter than expected. The fitted model indicates that the disease spread started approximately in 2008. This analysis underpins projections of further disease spread and the need for preparedness in areas that are still disease free.
ArticleNumber 1061
Author Kottelenberg, David
van der Werf, Wopke
Hemerik, Lia
Saponari, Maria
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/33441697$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1371/journal.pone.0119618
10.1111/j.1744-7348.2012.00533.x
10.1007/s12600-015-0498-6
10.1007/s00285-019-01376-x
10.1038/s41598-017-00077-z
10.1094/PHYTO-08-18-0319-FI
10.1890/01-0619
10.1094/PDIS.2003.87.4.329
10.2307/j.ctvcm4g37
10.1128/AEM.01521-19
10.1094/PDIS.2004.88.5.446
10.1086/282449
10.1111/ppa.13238
10.1111/nph.15177
10.1126/science.348.6235.620
10.1007/s10530-017-1393-5
10.1038/hdy.1950.27
10.1094/PHYTO.1999.89.6.495
10.1111/epp.12575
10.1515/9781400840908
10.1016/j.ecolecon.2021.107024
10.2903/j.efsa.2013.3468
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References White, Bullock, Hooftman, Chapman (CR11) 2017; 19
Strona, Carstens, Beck (CR13) 2017; 7
Bolker (CR27) 2008
Kriticos (CR8) 2015; 10
CR19
CR17
Di Serio (CR16) 2019; 16
Soubeyrand (CR12) 2018; 219
Martelli (CR22) 2016; 44
CR34
CR33
CR32
Saponari, Boscia, Nigro, Martelli (CR1) 2013; 95
CR30
Wallace (CR24) 1966; 100
Bateman (CR23) 1950; 4
Willson (CR26) 1993; 107
Okubo (CR25) 1980
Stokstad (CR4) 2015; 348
White, Navas-Cortés, Bullock, Boscia, Chapman (CR31) 2020; 69
Saponari, Giampetruzzi, Loconsole, Boscia, Saldarelli (CR6) 2018; 109
Mazzi, Dorn (CR15) 2012; 160
CR2
CR3
CR5
Mukasa, Rubaihayo, Valkonen (CR9) 2003; 87
CR7
Kot, Lewis, Van Den Driessche (CR18) 1996; 77
Aylor (CR28) 2003; 84
CR21
CR20
Abboud, Bonnefon, Parent, Soubeyrand (CR14) 2019; 79
Gent, Schwartz, Khosla (CR10) 2004; 88
van den Bosch, Metz, Zadoks (CR29) 1999; 89
Landa (CR35) 2020; 86
C Abboud (79279_CR14) 2019; 79
SB Mukasa (79279_CR9) 2003; 87
DJ Kriticos (79279_CR8) 2015; 10
G Strona (79279_CR13) 2017; 7
MF Willson (79279_CR26) 1993; 107
E Stokstad (79279_CR4) 2015; 348
M Kot (79279_CR18) 1996; 77
M Saponari (79279_CR1) 2013; 95
79279_CR20
79279_CR21
DH Gent (79279_CR10) 2004; 88
79279_CR19
79279_CR17
SM White (79279_CR31) 2020; 69
A Okubo (79279_CR25) 1980
AI Bateman (79279_CR23) 1950; 4
79279_CR5
79279_CR7
F van den Bosch (79279_CR29) 1999; 89
M Saponari (79279_CR6) 2018; 109
SM White (79279_CR11) 2017; 19
79279_CR33
79279_CR34
D Mazzi (79279_CR15) 2012; 160
B Wallace (79279_CR24) 1966; 100
79279_CR30
79279_CR2
DE Aylor (79279_CR28) 2003; 84
79279_CR3
79279_CR32
GP Martelli (79279_CR22) 2016; 44
F Di Serio (79279_CR16) 2019; 16
B Bolker (79279_CR27) 2008
S Soubeyrand (79279_CR12) 2018; 219
BB Landa (79279_CR35) 2020; 86
References_xml – volume: 16
  start-page: 1
  year: 2019
  end-page: 102
  ident: CR16
  article-title: Collection of data and information on biology and control of vectors of xylella fastidiosa
  publication-title: EFSA J.
– ident: CR2
– ident: CR30
– volume: 10
  start-page: e0119618
  year: 2015
  ident: CR8
  article-title: The potential distribution of invading in North America: Is it just a matter of time?
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0119618
– ident: CR33
– volume: 160
  start-page: 97
  year: 2012
  end-page: 113
  ident: CR15
  article-title: Movement of insect pests in agricultural landscapes
  publication-title: Ann. Appl. Biol.
  doi: 10.1111/j.1744-7348.2012.00533.x
– volume: 44
  start-page: 1
  year: 2016
  end-page: 10
  ident: CR22
  article-title: The current status of the quick decline syndrome of olive in southern Italy
  publication-title: Phytoparasitica
  doi: 10.1007/s12600-015-0498-6
– volume: 79
  start-page: 765
  year: 2019
  end-page: 789
  ident: CR14
  article-title: Dating and localizing an invasion from post-introduction data and a coupled reaction-diffusion-absorption model
  publication-title: J. Math. Biol.
  doi: 10.1007/s00285-019-01376-x
– volume: 7
  start-page: 1
  year: 2017
  end-page: 8
  ident: CR13
  article-title: Network analysis reveals why will persist in Europe
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-00077-z
– volume: 109
  start-page: 175
  year: 2018
  end-page: 186
  ident: CR6
  article-title: in olive in Apulia: Where we stand
  publication-title: Phytopathology
  doi: 10.1094/PHYTO-08-18-0319-FI
– year: 1980
  ident: CR25
  publication-title: Diffusion and Ecological Problems: Mathematical Models
– volume: 84
  start-page: 1989
  year: 2003
  end-page: 1997
  ident: CR28
  article-title: Spread of plant disease on a continental scale: role of aerial dispersal of pathogens
  publication-title: Ecology
  doi: 10.1890/01-0619
– ident: CR21
– volume: 87
  start-page: 329
  year: 2003
  end-page: 335
  ident: CR9
  article-title: Incidence of viruses and virus like diseases of sweetpotato in Uganda
  publication-title: Plant Dis.
  doi: 10.1094/PDIS.2003.87.4.329
– volume: 77
  start-page: 2027
  year: 1996
  end-page: 2042
  ident: CR18
  article-title: Dispersal data and the spread of invading organisms
  publication-title: Source Ecol.
– ident: CR19
– year: 2008
  ident: CR27
  publication-title: Ecological Models and Data in R
  doi: 10.2307/j.ctvcm4g37
– volume: 86
  start-page: e01521
  year: 2020
  end-page: e1619
  ident: CR35
  article-title: Emergence of a plant pathogen in europe associated with multiple intercontinental introductions
  publication-title: Appl. Environ. Microbiol.
  doi: 10.1128/AEM.01521-19
– volume: 88
  start-page: 446
  year: 2004
  end-page: 452
  ident: CR10
  article-title: Distribution and incidence of in Colorado and its relation to onion plant population and yield
  publication-title: Plant Dis.
  doi: 10.1094/PDIS.2004.88.5.446
– volume: 100
  start-page: 551
  year: 1966
  end-page: 563
  ident: CR24
  article-title: On the Dispersal of
  publication-title: Am. Nat.
  doi: 10.1086/282449
– volume: 69
  start-page: 1403
  year: 2020
  end-page: 1413
  ident: CR31
  article-title: Estimating the epidemiology of emerging outbreaks in olives
  publication-title: Plant Pathol.
  doi: 10.1111/ppa.13238
– volume: 219
  start-page: 824
  year: 2018
  end-page: 836
  ident: CR12
  article-title: Inferring pathogen dynamics from temporal count data: the emergence of in France is probably not recent
  publication-title: New Phytol.
  doi: 10.1111/nph.15177
– ident: CR3
– volume: 348
  start-page: 620
  year: 2015
  ident: CR4
  article-title: Italy’s olives under siege: Blight alarms officials across Europe
  publication-title: Science
  doi: 10.1126/science.348.6235.620
– volume: 19
  start-page: 1825
  year: 2017
  end-page: 1837
  ident: CR11
  article-title: Modelling the spread and control of in the early stages of invasion in Apulia, Italy
  publication-title: Biol. Invasions
  doi: 10.1007/s10530-017-1393-5
– ident: CR17
– volume: 4
  start-page: 353
  year: 1950
  end-page: 363
  ident: CR23
  article-title: Is gene dispersion normal?
  publication-title: Heredity (Edinb).
  doi: 10.1038/hdy.1950.27
– volume: 89
  start-page: 495
  year: 1999
  end-page: 505
  ident: CR29
  article-title: Pandemics of focal plant disease, a model
  publication-title: Phytopathology
  doi: 10.1094/PHYTO.1999.89.6.495
– ident: CR32
– ident: CR34
– ident: CR5
– ident: CR7
– volume: 95
  start-page: 668
  year: 2013
  ident: CR1
  article-title: Identification of DNA sequences related to in oleander, almond and olive trees exhibiting leaf scorch symptoms in Apulia (southern Italy)
  publication-title: J. Plant Pathol.
– ident: CR20
– volume: 107
  start-page: 260
  issue: 108
  year: 1993
  end-page: 280
  ident: CR26
  article-title: Dispersal mode, seed shadows, and colonization patterns
  publication-title: Vegetatio
– volume: 107
  start-page: 260
  issue: 108
  year: 1993
  ident: 79279_CR26
  publication-title: Vegetatio
– volume: 4
  start-page: 353
  year: 1950
  ident: 79279_CR23
  publication-title: Heredity (Edinb).
  doi: 10.1038/hdy.1950.27
– ident: 79279_CR21
  doi: 10.1111/epp.12575
– volume: 77
  start-page: 2027
  year: 1996
  ident: 79279_CR18
  publication-title: Source Ecol.
– volume: 69
  start-page: 1403
  year: 2020
  ident: 79279_CR31
  publication-title: Plant Pathol.
  doi: 10.1111/ppa.13238
– volume: 10
  start-page: e0119618
  year: 2015
  ident: 79279_CR8
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0119618
– volume: 88
  start-page: 446
  year: 2004
  ident: 79279_CR10
  publication-title: Plant Dis.
  doi: 10.1094/PDIS.2004.88.5.446
– ident: 79279_CR33
– volume: 79
  start-page: 765
  year: 2019
  ident: 79279_CR14
  publication-title: J. Math. Biol.
  doi: 10.1007/s00285-019-01376-x
– ident: 79279_CR7
– ident: 79279_CR5
– volume: 87
  start-page: 329
  year: 2003
  ident: 79279_CR9
  publication-title: Plant Dis.
  doi: 10.1094/PDIS.2003.87.4.329
– volume-title: Diffusion and Ecological Problems: Mathematical Models
  year: 1980
  ident: 79279_CR25
– volume: 16
  start-page: 1
  year: 2019
  ident: 79279_CR16
  publication-title: EFSA J.
– ident: 79279_CR17
– volume: 109
  start-page: 175
  year: 2018
  ident: 79279_CR6
  publication-title: Phytopathology
  doi: 10.1094/PHYTO-08-18-0319-FI
– volume: 348
  start-page: 620
  year: 2015
  ident: 79279_CR4
  publication-title: Science
  doi: 10.1126/science.348.6235.620
– ident: 79279_CR19
– volume: 7
  start-page: 1
  year: 2017
  ident: 79279_CR13
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-00077-z
– volume: 84
  start-page: 1989
  year: 2003
  ident: 79279_CR28
  publication-title: Ecology
  doi: 10.1890/01-0619
– volume: 44
  start-page: 1
  year: 2016
  ident: 79279_CR22
  publication-title: Phytoparasitica
  doi: 10.1007/s12600-015-0498-6
– volume-title: Ecological Models and Data in R
  year: 2008
  ident: 79279_CR27
  doi: 10.1515/9781400840908
– volume: 95
  start-page: 668
  year: 2013
  ident: 79279_CR1
  publication-title: J. Plant Pathol.
– ident: 79279_CR20
  doi: 10.1016/j.ecolecon.2021.107024
– volume: 100
  start-page: 551
  year: 1966
  ident: 79279_CR24
  publication-title: Am. Nat.
  doi: 10.1086/282449
– volume: 219
  start-page: 824
  year: 2018
  ident: 79279_CR12
  publication-title: New Phytol.
  doi: 10.1111/nph.15177
– volume: 160
  start-page: 97
  year: 2012
  ident: 79279_CR15
  publication-title: Ann. Appl. Biol.
  doi: 10.1111/j.1744-7348.2012.00533.x
– ident: 79279_CR30
– ident: 79279_CR2
– ident: 79279_CR34
– ident: 79279_CR32
– volume: 19
  start-page: 1825
  year: 2017
  ident: 79279_CR11
  publication-title: Biol. Invasions
  doi: 10.1007/s10530-017-1393-5
– ident: 79279_CR3
  doi: 10.2903/j.efsa.2013.3468
– volume: 89
  start-page: 495
  year: 1999
  ident: 79279_CR29
  publication-title: Phytopathology
  doi: 10.1094/PHYTO.1999.89.6.495
– volume: 86
  start-page: e01521
  year: 2020
  ident: 79279_CR35
  publication-title: Appl. Environ. Microbiol.
  doi: 10.1128/AEM.01521-19
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Snippet In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread,...
In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease has spread,...
Abstract In 2013, Xylella fastidiosa spp. pauca was first reported in Puglia, Italy, causing the olive quick decline syndrome (OQDS). Since then the disease...
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StartPage 1061
SubjectTerms 631/158
631/158/1144
631/1647/767
631/449
Cultural heritage
Disease spread
Epidemics
Epidemiology
Flowers & plants
Humanities and Social Sciences
Infections
multidisciplinary
Pathogens
Plant diseases
Science
Science (multidisciplinary)
Xylella fastidiosa
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Title Shape and rate of movement of the invasion front of Xylella fastidiosa spp. pauca in Puglia
URI https://link.springer.com/article/10.1038/s41598-020-79279-x
https://www.ncbi.nlm.nih.gov/pubmed/33441697
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https://www.proquest.com/docview/2478039591
https://pubmed.ncbi.nlm.nih.gov/PMC7806996
https://doaj.org/article/6fc24bc6c314467e82833e9143422fac
Volume 11
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