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Global Plant Virus Management:
Diagnostics, Surveillance, and Modelling
Jan Kreuze, Wilmer J. Cuellar, Lava Kumar, B.M. Prasanna,
Aman Omondi
www.cgiar.org
Plant Health Management under Changing Climates
Need for a Revitalized Strategy and Innovative Approaches
Plant Health and Rapid
Response to Protect Food
Security and Livelihoods
www.cgiar.org
Better understanding of the major diseases contributing to crop
losses, their epidemiology and cheap rapid accurate diagnostics
Next generation diagnostics
Predicting risk
Characterization & surveillance of
(new & emerging) pathogens
disease management
germplasm exchange
crop improvement
Appropriate diagnostics technologies
www.cgiar.org
Surveillance/monitoring using HTS
Cytoplasm
Nucleus
siRNA
Initiation
Rnase
RdRp
Maintenance,
amplification
Complementary ssRNA or dsRNA
Targeted RNA
degradation
DNA-virus
(e.g. geminivirus)
overlapping ssRNAs
Systemic signal
RISC
nuclease complex
”Degradative
PCR”
dsRNA (RNA virus)
Replicating RNA virus
1. Illumina
sequencing
2. assembly into
contigs
3. search for
similarity in
databases
using BLAST
1. Rolling circle
amplification
2. Nanopore
sequencing
www.cgiar.org
The African sweetpotato virome
~2000 samples and bioinformatics pipeline for virus identification using siRNA assembly
and genome subtraction
www.cgiar.org
virus database &
reference-guided
assembly
sRNA reads
Alignment to reference
t
Contigs
virus Undetermined contigs
virus
Concatenateand remove redundancy
Non-redundant contigs
Alignment of sRNA readsbackto
contigs & correct baseerrors
Non-redundant contigs
(base error corrected)
BLASTN against virus nucleotide
database
Contigs without hit
BLASTX againstvirus protein
database
t
siRNAsize profile
Alignment to hos
optional sequences
Host-derived sRNA Unmapped
reads sRNA reads
Host-derived contigs
De novo assembly
Contigs
Alignment to hos
sequences
Unmapped contigs
Small RNA sequence analysis pipeline:
VirusDetect
www.cgiar.org
http://bioinfo.bti.cornell.edu/virome/index
www.cgiar.org
New viruses:
Potyviruses: 3
Ampeloviruses: 3
Mitoviruses: many
Nepovirus
Soymovirus
Emaravirus
Begomoviruses
Alphasatellites
Results: the viruses
3193viruses from 1168samples
www.cgiar.org
Are all viruses relevant?
https://doi.org/10.3389/fpls.2020.00313 https://doi.org/10.1094/PDIS-06-19-1196-RE
www.cgiar.org
Can we make predictions about likely
occurance beyond evaluated areas?
Variable Value
Unique Locations 98
TrainingAUC 0.997
Equal training sensitivity and
specificity logistic threshold
0.23
Cultivation intensity 33.67
Biomes ecoregion 24.16
TemperatureSeasonality 18.96
WWF ecoregion 12.07
Latitude 3.73
Totaltop 5 92.54
Example for begomoviruses: Niche analysis using
MaxEnt modeling and bioclimatic-ecosystem
variables
Gamarra et al. 2020:
https://doi.org/10.1016/j.virusres.2020.198107
https://doi.org/10.1016/j.virusres.2020.198109
Example for PYVV: phenology modeling
for surveillance
www.cgiar.org
For simple sap
extraction
Portable
and battery
operated
BioRanger
Easy to interpret
Lyophilized reagents
Field LAMP kit
Njere et al., 2018: https://doi.org/10.1007/s00705-018-3706-0
Wanjala et al., 2020: https://doi.org/10.1094/PDIS-06-19-1196-RE
www.cgiar.org
BBTV surveillance system
Real-time
• Reporting
• Mapping
• Diagnosis
• Control
www.cgiar.org
Remote Sensing for Disease (risk) Mapping
Selveraj et al., 2020: https://doi.org/10.1016/j.isprsjprs.2020.08.025
www.cgiar.org
CMD in SEA: dev. standard protocols
https://pestdisplace.org
Cuellar et al., 2021 https://hdl.handle.net/20.500.11766/67115
RCA and sequencing of circular
DNA: Only 1 (out of 12) species of
cassava-infecting begomovirus is
present in SEA: Sri Lankan cassava
mosaic virus (SLCMV)
Leiva et al., 2020. https://doi.org/10.1128/MRA.01274-19
Field Lab
www.cgiar.org
Cassava Mosaic Disease in SEA
>30,000 observations
CMD in:
Thailand
Cambodia
Vietnam
Lao PDR
China
Graziosi et al., 2016. https://doi.org/10.1002/ps.4250 Siriwan et al., 2020. https://doi.org/10.1016/j.virusres.2020.197959
www.cgiar.org
Tracking SLCMV genome evolution
EA
SEA
https://nextstrain.org/community/pestdisplace/CMDASIA1?c=virus&r=location
Cuellar et al., 2021
www.cgiar.org
EA
SEA
These extra 7 amino acids
are involved in virulence
Siriwan et al., 2020​. https://doi.org/10.1016/j.virusres.2020.197959
Wang et al., 2020. https://doi.org/10.1094/MPMI-06-19-0163-FI
www.cgiar.org
Field
Plant
Leaves
• Sample collection:
994 geo-referenced potato leaf
samples
Drying Weighting
The Peruvian potato virome
www.cgiar.org
PVY
(40.3%)
PVV
(23.8%)
PVA
PVS
(16.9%)
PLRV
(3.7%)
PYV
(2.6%)
APLV (2.2%)
APMMV (2.7%)
APMoV (9.6%)
PMTV (3.8%)
PVB (20.6%)
PBRSV (0.2%)
PVT (0.3%)
Nepo (6.7%)
Como (7.4%)
AVB (1.2%)
Badna (6.0%)
Faba(1.9%)
Torrado(4.8%)
Ophio (1.5%) Poty (1.2%) Carla (1.0%) Enamo Tobra Potex Tepo Polero Pomo
Chera
Tymo
545
175
341
60
45
192
134
124
34
26
177
74
68 60 48
28
38
72
15
26
37
General results
PVX
(72.4%)
Fuentes et al., 2021:
https://doi.org/10.3390/v13040644
Fuentes et al., 2020:
https://doi.org/10.1094/PHYTO-08-20-0354-FI
Fuentes et al., 2022: https://doi.org/10.1094/PDIS-09-21-1897-RE
(15.1%)
Fuentes et al. 2020: https://doi.org/10.1094/PHYTO-
08-20-0354-FI
Silvestre et al., 2020:
https://doi.org/10.1016/j.virusres.
2020.197944
www.cgiar.org
• Observed since 1990 in Arequipa, Moquegua and Tacna and studied as SB26 and SB29
• Isometric virus, two dsRNA sizes, transmitted by South American potato psyllid (Russelliana solanicola)
and generated losses of between 35-85% depending on the variety
• Farmers changed their planting dates to manage the disease or quit potato al together and it is no
longer considered a problem
• It was never determined what type of virus it was
Rugose stunting disease of potato: the
history of the emergence and decline of a
viral disease
www.cgiar.org
PVX
(72.4%)
PVY
(40.3%)
PVV
(23.8%)
PVA
(15.1%)
PVS
(16.9%)
PLRV
(3.7%)
PYV
(2.6%)
APLV (2.2%)
APMMV (2.7%)
APMoV (9.6%)
PMTV (3.8%)
PVB (20.6%)
PBRSV (0.2%)
PVT (0.3%)
Nepo (6.7%)
Como (7.4%)
AVB (1.2%)
Badna (6.0%)
Torrado(4.8%)
Faba(1.9%) Ophio (1.5%) Poty (1.2%) Carla (1.0%) Enamo Tobra Potex Tepo Polero Pomo
Chera
Tymo
545
175
341
60
45 192
134
124
34
26
177
74
68 60 48
28
38
72
15
26
37
Are any of the new viruses of relevance?
www.cgiar.org
Potato rugose stunting virus is a torradovirus
and present in low frequencies in potatoes
throughout Peru
www.cgiar.org
Maize Lethal Necrosis (MLN)in Africa
www.cgiar.org
MLN Diagnostics and Surveillance
 MLN Diagnostics and
Surveillance: Coordinated by
CIMMYT and implemented
by NPPOs in five countries in
eastern Africa (Ethiopia,
Kenya, Uganda, Rwanda, and
Tanzania) and three countries
in southern Africa (Malawi,
Zambia, and Zimbabwe).
 MLN Toolbox in partnership
with NPPOs and Aarhus
University.
www.cgiar.org
Tracking MLN Dynamics over the Years
Prasanna et al. (2020): https://doi.org/10.1016/j.virusres.2020.197943
www.cgiar.org
MLN Management in Africa
Success through I
ntegration of Various Components
No scope for complacency as MLN causing viruses are
still prevalent in eastern Africa and are not eradicated..
www.cgiar.org
The way forward
Many different databases that
are unlinked, sometimes even for
same diseases
More data=more power to
predict & prepare
Need to make databases
interoperable and FAIR
(Findable, Accessible,
Interoperable and Reusable)
Requires development of
Application Program Interface &
specifications
www.cgiar.org
CGIAR Germplasm Health Program
•Global network committed to ensuring phytosanitary compliance and safe distribution of pest-free
germplasm
• Prevention of transboundary spread of pathogens through germplasm
AU-IAPSC
Kumar et al., 2021; Plants 10(2), 328; https://www.mdpi.com/2223-7747/10/2/328
Tools, technologies, strategies and policies for pest-free
distribution of plant genetic resources
Thank you!

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PHI PowerPoint Template (1).pptx

  • 1. Global Plant Virus Management: Diagnostics, Surveillance, and Modelling Jan Kreuze, Wilmer J. Cuellar, Lava Kumar, B.M. Prasanna, Aman Omondi
  • 2. www.cgiar.org Plant Health Management under Changing Climates Need for a Revitalized Strategy and Innovative Approaches Plant Health and Rapid Response to Protect Food Security and Livelihoods
  • 3. www.cgiar.org Better understanding of the major diseases contributing to crop losses, their epidemiology and cheap rapid accurate diagnostics Next generation diagnostics Predicting risk Characterization & surveillance of (new & emerging) pathogens disease management germplasm exchange crop improvement Appropriate diagnostics technologies
  • 4. www.cgiar.org Surveillance/monitoring using HTS Cytoplasm Nucleus siRNA Initiation Rnase RdRp Maintenance, amplification Complementary ssRNA or dsRNA Targeted RNA degradation DNA-virus (e.g. geminivirus) overlapping ssRNAs Systemic signal RISC nuclease complex ”Degradative PCR” dsRNA (RNA virus) Replicating RNA virus 1. Illumina sequencing 2. assembly into contigs 3. search for similarity in databases using BLAST 1. Rolling circle amplification 2. Nanopore sequencing
  • 5. www.cgiar.org The African sweetpotato virome ~2000 samples and bioinformatics pipeline for virus identification using siRNA assembly and genome subtraction
  • 6. www.cgiar.org virus database & reference-guided assembly sRNA reads Alignment to reference t Contigs virus Undetermined contigs virus Concatenateand remove redundancy Non-redundant contigs Alignment of sRNA readsbackto contigs & correct baseerrors Non-redundant contigs (base error corrected) BLASTN against virus nucleotide database Contigs without hit BLASTX againstvirus protein database t siRNAsize profile Alignment to hos optional sequences Host-derived sRNA Unmapped reads sRNA reads Host-derived contigs De novo assembly Contigs Alignment to hos sequences Unmapped contigs Small RNA sequence analysis pipeline: VirusDetect
  • 8. www.cgiar.org New viruses: Potyviruses: 3 Ampeloviruses: 3 Mitoviruses: many Nepovirus Soymovirus Emaravirus Begomoviruses Alphasatellites Results: the viruses 3193viruses from 1168samples
  • 9. www.cgiar.org Are all viruses relevant? https://doi.org/10.3389/fpls.2020.00313 https://doi.org/10.1094/PDIS-06-19-1196-RE
  • 10. www.cgiar.org Can we make predictions about likely occurance beyond evaluated areas? Variable Value Unique Locations 98 TrainingAUC 0.997 Equal training sensitivity and specificity logistic threshold 0.23 Cultivation intensity 33.67 Biomes ecoregion 24.16 TemperatureSeasonality 18.96 WWF ecoregion 12.07 Latitude 3.73 Totaltop 5 92.54 Example for begomoviruses: Niche analysis using MaxEnt modeling and bioclimatic-ecosystem variables Gamarra et al. 2020: https://doi.org/10.1016/j.virusres.2020.198107 https://doi.org/10.1016/j.virusres.2020.198109 Example for PYVV: phenology modeling for surveillance
  • 11. www.cgiar.org For simple sap extraction Portable and battery operated BioRanger Easy to interpret Lyophilized reagents Field LAMP kit Njere et al., 2018: https://doi.org/10.1007/s00705-018-3706-0 Wanjala et al., 2020: https://doi.org/10.1094/PDIS-06-19-1196-RE
  • 12. www.cgiar.org BBTV surveillance system Real-time • Reporting • Mapping • Diagnosis • Control
  • 13. www.cgiar.org Remote Sensing for Disease (risk) Mapping Selveraj et al., 2020: https://doi.org/10.1016/j.isprsjprs.2020.08.025
  • 14. www.cgiar.org CMD in SEA: dev. standard protocols https://pestdisplace.org Cuellar et al., 2021 https://hdl.handle.net/20.500.11766/67115 RCA and sequencing of circular DNA: Only 1 (out of 12) species of cassava-infecting begomovirus is present in SEA: Sri Lankan cassava mosaic virus (SLCMV) Leiva et al., 2020. https://doi.org/10.1128/MRA.01274-19 Field Lab
  • 15. www.cgiar.org Cassava Mosaic Disease in SEA >30,000 observations CMD in: Thailand Cambodia Vietnam Lao PDR China Graziosi et al., 2016. https://doi.org/10.1002/ps.4250 Siriwan et al., 2020. https://doi.org/10.1016/j.virusres.2020.197959
  • 16. www.cgiar.org Tracking SLCMV genome evolution EA SEA https://nextstrain.org/community/pestdisplace/CMDASIA1?c=virus&r=location Cuellar et al., 2021
  • 17. www.cgiar.org EA SEA These extra 7 amino acids are involved in virulence Siriwan et al., 2020​. https://doi.org/10.1016/j.virusres.2020.197959 Wang et al., 2020. https://doi.org/10.1094/MPMI-06-19-0163-FI
  • 18. www.cgiar.org Field Plant Leaves • Sample collection: 994 geo-referenced potato leaf samples Drying Weighting The Peruvian potato virome
  • 19. www.cgiar.org PVY (40.3%) PVV (23.8%) PVA PVS (16.9%) PLRV (3.7%) PYV (2.6%) APLV (2.2%) APMMV (2.7%) APMoV (9.6%) PMTV (3.8%) PVB (20.6%) PBRSV (0.2%) PVT (0.3%) Nepo (6.7%) Como (7.4%) AVB (1.2%) Badna (6.0%) Faba(1.9%) Torrado(4.8%) Ophio (1.5%) Poty (1.2%) Carla (1.0%) Enamo Tobra Potex Tepo Polero Pomo Chera Tymo 545 175 341 60 45 192 134 124 34 26 177 74 68 60 48 28 38 72 15 26 37 General results PVX (72.4%) Fuentes et al., 2021: https://doi.org/10.3390/v13040644 Fuentes et al., 2020: https://doi.org/10.1094/PHYTO-08-20-0354-FI Fuentes et al., 2022: https://doi.org/10.1094/PDIS-09-21-1897-RE (15.1%) Fuentes et al. 2020: https://doi.org/10.1094/PHYTO- 08-20-0354-FI Silvestre et al., 2020: https://doi.org/10.1016/j.virusres. 2020.197944
  • 20. www.cgiar.org • Observed since 1990 in Arequipa, Moquegua and Tacna and studied as SB26 and SB29 • Isometric virus, two dsRNA sizes, transmitted by South American potato psyllid (Russelliana solanicola) and generated losses of between 35-85% depending on the variety • Farmers changed their planting dates to manage the disease or quit potato al together and it is no longer considered a problem • It was never determined what type of virus it was Rugose stunting disease of potato: the history of the emergence and decline of a viral disease
  • 21. www.cgiar.org PVX (72.4%) PVY (40.3%) PVV (23.8%) PVA (15.1%) PVS (16.9%) PLRV (3.7%) PYV (2.6%) APLV (2.2%) APMMV (2.7%) APMoV (9.6%) PMTV (3.8%) PVB (20.6%) PBRSV (0.2%) PVT (0.3%) Nepo (6.7%) Como (7.4%) AVB (1.2%) Badna (6.0%) Torrado(4.8%) Faba(1.9%) Ophio (1.5%) Poty (1.2%) Carla (1.0%) Enamo Tobra Potex Tepo Polero Pomo Chera Tymo 545 175 341 60 45 192 134 124 34 26 177 74 68 60 48 28 38 72 15 26 37 Are any of the new viruses of relevance?
  • 22. www.cgiar.org Potato rugose stunting virus is a torradovirus and present in low frequencies in potatoes throughout Peru
  • 24. www.cgiar.org MLN Diagnostics and Surveillance  MLN Diagnostics and Surveillance: Coordinated by CIMMYT and implemented by NPPOs in five countries in eastern Africa (Ethiopia, Kenya, Uganda, Rwanda, and Tanzania) and three countries in southern Africa (Malawi, Zambia, and Zimbabwe).  MLN Toolbox in partnership with NPPOs and Aarhus University.
  • 25. www.cgiar.org Tracking MLN Dynamics over the Years Prasanna et al. (2020): https://doi.org/10.1016/j.virusres.2020.197943
  • 26. www.cgiar.org MLN Management in Africa Success through I ntegration of Various Components No scope for complacency as MLN causing viruses are still prevalent in eastern Africa and are not eradicated..
  • 27. www.cgiar.org The way forward Many different databases that are unlinked, sometimes even for same diseases More data=more power to predict & prepare Need to make databases interoperable and FAIR (Findable, Accessible, Interoperable and Reusable) Requires development of Application Program Interface & specifications
  • 28. www.cgiar.org CGIAR Germplasm Health Program •Global network committed to ensuring phytosanitary compliance and safe distribution of pest-free germplasm • Prevention of transboundary spread of pathogens through germplasm AU-IAPSC Kumar et al., 2021; Plants 10(2), 328; https://www.mdpi.com/2223-7747/10/2/328 Tools, technologies, strategies and policies for pest-free distribution of plant genetic resources