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Corn-Cotton-Soybean
Pests & Resistance Situation
Celso Omoto
ESALQ / USP
celso.omoto@usp.br
• Brazilian agriculture: implications for IPM
• Cross-crop pests
• Research Projects -- IRAC-BR
ESALQ/USP – Prof. Celso Omoto
- Helicoverpa armigera
- Spodoptera frugiperda
PROMIP – Dr. Marcelo Poletti
- Euschistus heros
- Bemisia tabaci
Instituto Biológico – Dr. Mário E. Sato
- Tetranychus urticae
OUTLINE
Available at: http://www.economist.com/node/16886442
The miracle of Cerrado
Corn Production Area in Brazil (1990-2013)
(million of hectares)
Source: CONAB
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
1st Season 2nd Season
OCT NOV DEC JAN FEB MAR APR MAY JUN JUL AUG SEP
1st season
2nd season
Winter
Corn-Growing Seasons in Brazil
 6.8 million ha
 9.0 million ha
Cotton
 0.893 million ha
Source: Conab / IBGE (2013)
Soybean
 27.7 million ha
• 1980´s 2 to 4 insecticide sprays
Production cost: US$ 300-400/ha
• 1990´s  5 to 7 insecticide sprays
Production cost: US$ 500-600/ha
• 2000´s  6 a 8 insecticide sprays
Production cost: US$ 800/ha
• 2012/13  > 10 insecticide sprays
Production cost:  US$ 950/ha
Soybean in Western Bahia
Source: ADAB, ABAPA, AIBA, Fundação BA
Major Cropping Systems in
Western Bahia, Brazil
Source: Círculo Verde
Cross-Crop Pests
Corn
Spodoptera frugiperda
Helicoverpa spp.
Stink bugs and other bugs
Aphids
Whiteflies
Cotton
Spodoptera frugiperda
S. eridania
S. cosmioides
Helicoverpa spp.
Heliothis virescens
Chrysodeixis includens
Stink bugs and other bugs
Whiteflies
Spider mites
Soybean
Spodoptera frugiperda
S. eridania
S. cosmioides
Helicoverpa spp.
Heliothis virescens
Chrysodeixis includens
Stink bugs and other bugs
Whiteflies
Spider mites
Chrysodeixis includens in soybean and cotton
Credit: Paulo E. Saran
Tetranychid mites in soybean and cotton
Credit: Paulo E. Saran
Credit: Flávio Moscardi
Bemisia tabaci Biotype B
Stink bugs in cotton
Credit: Paulo E. Saran
Dysdercus spp.
Credit: Paulo E. Saran
Soybean Maize
Millet
Credit: Paulo E. Saran
S. frugiperda
in cotton and soybean crops
Increase problem of Spodoptera spp.
in cotton and soybean crops
Increase problem of Heliothis virescens in soybean
Credit: Paulo E. Saran
Detection of Helicoverpa armigera in Brazil
in 2013
Source: Czepak et al. (2013); Spetch et al. (2013)
Barbosa, 2012Credit: Barbosa
 Flubendiamide
 Chlorantraniliprole
 Spinosad
 Spinetoram
 Lufenuron
 Novaluron
 Chlorfluazuron
 Methoxifenozide
 Chlorfenapyr
 Indoxacarb
 Metaflumizone
 Thiodicarb
 Methomyl
 Chlorpyrifos Source: Embrapa (2013)
Insecticides for Emergency Use Permit
 Bacillus thuringiensis
 NPV
 Bifenthrin
 Zeta cypermethrin
 Chlorantraniliprole + Lambda-cyhalothrin
 Bifenthrin + Zeta cypermethrin
 Bifenthrin + Carbosulfan
 Novaluron + Methomyl
 Lufenuron + Profenofos
http://www.pesticideresistance.com
48 active ingredients
 686 cases
 246 locations
Resistance cases in the world - H. armigera
Spinosad
Bifenthrin
Zeta cypermethrin
Lambda-cyhalothrin
Fenvarelate
Thiodicarb
Chlorpyrifos
Goiás
Minas
Gerais
São Paulo
Understanding the genetic variability and
susceptibility to insecticides and Bt proteins
in Helicoverpa spp. populations in Brazil
BahiaMato Grosso
Mato Grosso
do Sul
Paraná
Rio Grande
do Sul
Ceará
Samples of Helicoverpa spp.
 A total of 274 Helicoverpa caterpillars were collected at 19
sampling sites from six different crops
 Species identification was carried out using the sequence
fragment of COI mitochondrial gene by comparing with H. zea
and H. armigera species barcodes and determining homology
with BlastN tool.
Maize
•BA
•SP
•MG
Maize
H. zea H. zea H. armigera
•BA
•SP
•MG
•PR
•RS
•GO
•BA
Millet
H. zea H. armigera
•BA
Cotton
•BA
•MA
H. armigeraH. zea
•BA
Bean
H. armigera
•BA
Sorghum
H. armigera
•BA
Cotton
H. zea
•CE
Bean
H. armigera
•BA
Soybean
H. armigera
•BA
•MT
•MS
Cotton
H. armigera
•BA
Soybean
H. armigera
•BA
•MT
•MA
Apr - Jun/2012 Sep-Nov/2012 Dec-Mar/2013
•MS
•MT
Leite et al.(2014) – Plos One
Geographic distributions of COI haplotypes of H.
armigera and H. zea
H. zeaH. armigera Leite et al.(2014) – Plos One
Species # individuals
(samples)
#
Haplotypes
Haplotype
Diversity
(Hd)
Nucleotide
Diversity
(Pi)
Tajima's D
test (p
value)
Fu's Fs
test (p
value)
H.
armigera 139 (14) 31 0.821 0.0028
-1.729
(<0.01)
-26.361
(<0.01)
H. zea 135 (16) 20 0.42 0.0011
-2.190
(<0.01)
-22.912
(<0.01)
Leite et al.(2014) – Plos One
No genetic structure in H. armigera and H. zea populations
High genetic diversity in H. armigera and H. zea populations
Haplotype network based COI sequences from H.
armigera and H. zea samples collected in Brazil
H. zeaH. armigera Leite et al.(2014) – Plos One
Haplotype network based COI sequences from H. armigera
samples from Brazil and Old World specimens
Diet Overlay Bioassay
3rd instar larvae;
30 µL cell;
6-8 concentrations;
 After 2 and 4 days;
 Probit Analysis.
 Spinosyns
 Diamides
 Benzoylurea
Diacylhydrazin
Pyrazole
Oxydiazine
Topical Bioassay
3rd instar larvae;
1 µL larvae;
6-8 concentrations;
 After 24 and 48 h
 Probit Analysis.
 Deltamethrin
 Fenvarelate
 Thiodicarb
 Chlorpyrifos
Screen with Intacta Soybean
(Cry1Ac)
and some insecticides
(pyrethroids, diamides and
spinosyns)
Larvae (F1)
(≥ 110 larvae/isofemale)
Larvae (F0) Isofemale (F0)
Adults (F1)
(≥ 40 male+female)
Larvae (F2)
(120 larvae/isofemale)
Adults (F0)
F2 screen
Andow & Alstad (1998)
Goiás
Minas
Gerais
São Paulo
Resistance Monitoring
1996-2014
BahiaMato Grosso
Mato Grosso
do Sul
Paraná
Rio Grande
do Sul
Spodoptera frugiperda
FrequencyofResistance(%)
Omoto et al. (in prep.)
Insecticide Resistance Monitoring in Rio Verde,
Goiás State, Brazil
FrequencyofResistance(%)
Omoto et al. (in prep.)
Insecticide Resistance Monitoring in Rio Verde,
Goiás State, Brazil
Chemical Class IRAC Classification
Organophosphates 1B
Pyrethroids 3
Benzoylureas 11
Spinosyns 5
Carbamates 1A
Indoxacarb 22A
Diamides 28
Bacillus thuringiensis 16
High f(R)
Low to
intermetiate
f(R)
?
Insecticide Resistance Status of Spodoptera
frugiperda in Brazil
2013/14 p
Source: CÉLERES® | % of total maize area | Updated in August 2013
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
06/07 07/08 08/09 09/10 10/11 11/12 12/13 p
Total 1st Season 2nd Season
Adoption of transgenic maize technology in Brazil
(% cultivated area)
Bt crops in Brazil
Source: CTNBio (2013)
Crop Bt protein(s)
Cotton Cry1Ac
Cry1Ac/Cry1F
Cry1Ac/Cry2Ab2
Cry1Ab/Cry2Ae
Corn Cry1Ab
Cry1F
Cry1A.105/Cry2Ab2
VIP3Aa20
Cry1Ab/VIP3Aa20
Cry1A.105/Cry2Ab2/Cry1F
Cry1Ab/Cry1F
Cry1A.105/Cry2Ab2/Cry3Bb1
Soybean Cry1Ac
High Risk of Resistance Evolution
• Single protein events
• Not a high-dose event to major target pests
• Low refuge compliance
• Intense selection pressure with different Bt
crops
Bt Protein
Crop Technology Cry1 Cry2 VIP
Corn Yieldgard®; Agrisure TL® Cry1Ab
Herculex®™ Cry1F
Viptera™ Vip3A
Agrisure Viptera™ Cry1Ab Vip3A
Optimum™ Intrasect™ Cry1Ab + Cry1F
Yieldgard VT PRO™ Cry1A.105 Cry2Ab
PowerCore™ Cry1A.105 + Cry1F Cry2Ab
Cotton Bollgard® Cry1Ac
Bollgard II® Cry1Ac Cry2Ab
Widestrike™ Cry1Ac + Cry1F
TwinLink® Cry1Ab Cry2Ae
Soybean Intacta RR2 PRO™ Cry1Ac
Bt crops in Brazil
• Cry1A.105 + Cry2Ab2
• Cry1Ab + VIP3Aa20
• Cry1A.105 + Cry2Ab2 + Cry1F
• Cry1Ab + Cry1F
Bt corn
• Cry1Ac + Cry2Ab
• Cry1Ac + Cry1F
• Cry1Ab + Cry1Ae
Bt cotton
Spodoptera frugiperda
Fall armyworm
Helicoverpa zea
Corn earworm
Diatraea saccharalis
Sugarcane borer
Bt maize in Brazil:
Key Target Pests at Risk
Helicoverpa armigera
Cry1Ab
Cry1F
Vip3A
Cry1Ab + Cry1F
Cry1Ab + Vip3A
Cry1A.105 + Cry2Ab
Cry1A.105 + Cry2Ab + Cry1F
10% Refuge
Alabama argillacea
Cotton leafworm
Heliothis virescens
Tobacco budworm
Spodoptera frugiperda
Fall armyworm
Pectinophora gossypiella
Pink bollworm
Chrysodeixis ncludens
Soybean looper
Bt cotton in Brazil:
Key Target Pests at Risk
Helicoverpa armigera
Cry1Ac
Cry1Ac + Cry2Ab
Cry1Ac + Cry1F
Cry1Ab + Cry2Ae
20% Refuge
Anticarsia gemmatalis
Velvetbean caterpillar
Chrysodeixis includens
Soybean looper
Heliothis virescens
Tobacco budworm
Bt soybean in Brazil:
Key Target Pests
• Cry1Ac (2010)  20% refuge area
Helicoverpa armigera
Bt crop Refuge
Susceptible
Resistant
Refuge
Susceptible
or
Resistant?
SusceptibleResistant
 Depend on the Bt protein and concentration
expressed in the plant
Intense selection pressure with Bt crops
Bt crops  Changes in pest population dynamics
Bt Corn
Spodoptera frugiperda
Helicoverpa spp.
Stink bugs & other bugs
Aphids
Whiteflies
Bt Cotton
Spodoptera frugiperda
S. eridania
S. cosmioides
Helicoverpa spp.
Heliothis virescens
Chrysodeixis includens
Stink bugs and other bugs
Whiteflies
Spider mites
Bt Soybean
Spodoptera frugiperda
S. eridania
S. cosmioides
Helicoverpa spp.
Heliothis virescens
Chrysodeixis includens
Stink bugs & other bugs
Whiteflies
Spider mites
PLANT HEALTH PROGRAM IN
WESTERN BAHIA REGION
• Prefer Bt crops expressing at least 2 proteins
with different mode of action
• Promote implementation of structured refuges
(ideally of 50%) (and alternative hosts)
• Crop calendar (crop-free period)
• Exploit biological control agents
• Chemical control (rotation of MoA and prefer
selective insecticides)
• Cultural control
Need to integrate Bt crops with
other pest control tactics
IPM to Area-Wide Management
Field Farm
IPM
Group of farms
IPM
groups
Region
Area-wide
management

D. Murray
Academia Industry
Farmers,
Consultants
Major Challenge: Implementation of IRM
 Education, Research and Regulatory Issues
Laboratório de Resistência de Artrópodes a Pesticidas
Acknowledgments

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Corn-Cotton-Soybean Pests & Resistance Situation

  • 1. Corn-Cotton-Soybean Pests & Resistance Situation Celso Omoto ESALQ / USP celso.omoto@usp.br
  • 2. • Brazilian agriculture: implications for IPM • Cross-crop pests • Research Projects -- IRAC-BR ESALQ/USP – Prof. Celso Omoto - Helicoverpa armigera - Spodoptera frugiperda PROMIP – Dr. Marcelo Poletti - Euschistus heros - Bemisia tabaci Instituto Biológico – Dr. Mário E. Sato - Tetranychus urticae OUTLINE
  • 4. Corn Production Area in Brazil (1990-2013) (million of hectares) Source: CONAB 0 2,000 4,000 6,000 8,000 10,000 12,000 14,000 1st Season 2nd Season
  • 5. OCT NOV DEC JAN FEB MAR APR MAY JUN JUL AUG SEP 1st season 2nd season Winter Corn-Growing Seasons in Brazil  6.8 million ha  9.0 million ha Cotton  0.893 million ha Source: Conab / IBGE (2013) Soybean  27.7 million ha
  • 6. • 1980´s 2 to 4 insecticide sprays Production cost: US$ 300-400/ha • 1990´s  5 to 7 insecticide sprays Production cost: US$ 500-600/ha • 2000´s  6 a 8 insecticide sprays Production cost: US$ 800/ha • 2012/13  > 10 insecticide sprays Production cost:  US$ 950/ha Soybean in Western Bahia Source: ADAB, ABAPA, AIBA, Fundação BA
  • 7. Major Cropping Systems in Western Bahia, Brazil Source: Círculo Verde
  • 8. Cross-Crop Pests Corn Spodoptera frugiperda Helicoverpa spp. Stink bugs and other bugs Aphids Whiteflies Cotton Spodoptera frugiperda S. eridania S. cosmioides Helicoverpa spp. Heliothis virescens Chrysodeixis includens Stink bugs and other bugs Whiteflies Spider mites Soybean Spodoptera frugiperda S. eridania S. cosmioides Helicoverpa spp. Heliothis virescens Chrysodeixis includens Stink bugs and other bugs Whiteflies Spider mites
  • 9. Chrysodeixis includens in soybean and cotton Credit: Paulo E. Saran
  • 10. Tetranychid mites in soybean and cotton Credit: Paulo E. Saran Credit: Flávio Moscardi
  • 12. Stink bugs in cotton Credit: Paulo E. Saran
  • 13. Dysdercus spp. Credit: Paulo E. Saran Soybean Maize Millet
  • 14. Credit: Paulo E. Saran S. frugiperda in cotton and soybean crops
  • 15. Increase problem of Spodoptera spp. in cotton and soybean crops
  • 16. Increase problem of Heliothis virescens in soybean Credit: Paulo E. Saran
  • 17. Detection of Helicoverpa armigera in Brazil in 2013 Source: Czepak et al. (2013); Spetch et al. (2013)
  • 18.
  • 20.  Flubendiamide  Chlorantraniliprole  Spinosad  Spinetoram  Lufenuron  Novaluron  Chlorfluazuron  Methoxifenozide  Chlorfenapyr  Indoxacarb  Metaflumizone  Thiodicarb  Methomyl  Chlorpyrifos Source: Embrapa (2013) Insecticides for Emergency Use Permit  Bacillus thuringiensis  NPV  Bifenthrin  Zeta cypermethrin  Chlorantraniliprole + Lambda-cyhalothrin  Bifenthrin + Zeta cypermethrin  Bifenthrin + Carbosulfan  Novaluron + Methomyl  Lufenuron + Profenofos
  • 21. http://www.pesticideresistance.com 48 active ingredients  686 cases  246 locations Resistance cases in the world - H. armigera Spinosad Bifenthrin Zeta cypermethrin Lambda-cyhalothrin Fenvarelate Thiodicarb Chlorpyrifos
  • 22. Goiás Minas Gerais São Paulo Understanding the genetic variability and susceptibility to insecticides and Bt proteins in Helicoverpa spp. populations in Brazil BahiaMato Grosso Mato Grosso do Sul Paraná Rio Grande do Sul Ceará
  • 23. Samples of Helicoverpa spp.  A total of 274 Helicoverpa caterpillars were collected at 19 sampling sites from six different crops  Species identification was carried out using the sequence fragment of COI mitochondrial gene by comparing with H. zea and H. armigera species barcodes and determining homology with BlastN tool.
  • 24. Maize •BA •SP •MG Maize H. zea H. zea H. armigera •BA •SP •MG •PR •RS •GO •BA Millet H. zea H. armigera •BA Cotton •BA •MA H. armigeraH. zea •BA Bean H. armigera •BA Sorghum H. armigera •BA Cotton H. zea •CE Bean H. armigera •BA Soybean H. armigera •BA •MT •MS Cotton H. armigera •BA Soybean H. armigera •BA •MT •MA Apr - Jun/2012 Sep-Nov/2012 Dec-Mar/2013 •MS •MT Leite et al.(2014) – Plos One
  • 25. Geographic distributions of COI haplotypes of H. armigera and H. zea H. zeaH. armigera Leite et al.(2014) – Plos One
  • 26. Species # individuals (samples) # Haplotypes Haplotype Diversity (Hd) Nucleotide Diversity (Pi) Tajima's D test (p value) Fu's Fs test (p value) H. armigera 139 (14) 31 0.821 0.0028 -1.729 (<0.01) -26.361 (<0.01) H. zea 135 (16) 20 0.42 0.0011 -2.190 (<0.01) -22.912 (<0.01) Leite et al.(2014) – Plos One No genetic structure in H. armigera and H. zea populations High genetic diversity in H. armigera and H. zea populations
  • 27. Haplotype network based COI sequences from H. armigera and H. zea samples collected in Brazil H. zeaH. armigera Leite et al.(2014) – Plos One
  • 28. Haplotype network based COI sequences from H. armigera samples from Brazil and Old World specimens
  • 29. Diet Overlay Bioassay 3rd instar larvae; 30 µL cell; 6-8 concentrations;  After 2 and 4 days;  Probit Analysis.  Spinosyns  Diamides  Benzoylurea Diacylhydrazin Pyrazole Oxydiazine
  • 30. Topical Bioassay 3rd instar larvae; 1 µL larvae; 6-8 concentrations;  After 24 and 48 h  Probit Analysis.  Deltamethrin  Fenvarelate  Thiodicarb  Chlorpyrifos
  • 31. Screen with Intacta Soybean (Cry1Ac) and some insecticides (pyrethroids, diamides and spinosyns) Larvae (F1) (≥ 110 larvae/isofemale) Larvae (F0) Isofemale (F0) Adults (F1) (≥ 40 male+female) Larvae (F2) (120 larvae/isofemale) Adults (F0) F2 screen Andow & Alstad (1998)
  • 32. Goiás Minas Gerais São Paulo Resistance Monitoring 1996-2014 BahiaMato Grosso Mato Grosso do Sul Paraná Rio Grande do Sul Spodoptera frugiperda
  • 33. FrequencyofResistance(%) Omoto et al. (in prep.) Insecticide Resistance Monitoring in Rio Verde, Goiás State, Brazil
  • 34. FrequencyofResistance(%) Omoto et al. (in prep.) Insecticide Resistance Monitoring in Rio Verde, Goiás State, Brazil
  • 35. Chemical Class IRAC Classification Organophosphates 1B Pyrethroids 3 Benzoylureas 11 Spinosyns 5 Carbamates 1A Indoxacarb 22A Diamides 28 Bacillus thuringiensis 16 High f(R) Low to intermetiate f(R) ? Insecticide Resistance Status of Spodoptera frugiperda in Brazil
  • 36. 2013/14 p Source: CÉLERES® | % of total maize area | Updated in August 2013 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 06/07 07/08 08/09 09/10 10/11 11/12 12/13 p Total 1st Season 2nd Season Adoption of transgenic maize technology in Brazil (% cultivated area)
  • 37.
  • 38. Bt crops in Brazil Source: CTNBio (2013) Crop Bt protein(s) Cotton Cry1Ac Cry1Ac/Cry1F Cry1Ac/Cry2Ab2 Cry1Ab/Cry2Ae Corn Cry1Ab Cry1F Cry1A.105/Cry2Ab2 VIP3Aa20 Cry1Ab/VIP3Aa20 Cry1A.105/Cry2Ab2/Cry1F Cry1Ab/Cry1F Cry1A.105/Cry2Ab2/Cry3Bb1 Soybean Cry1Ac
  • 39. High Risk of Resistance Evolution • Single protein events • Not a high-dose event to major target pests • Low refuge compliance • Intense selection pressure with different Bt crops
  • 40. Bt Protein Crop Technology Cry1 Cry2 VIP Corn Yieldgard®; Agrisure TL® Cry1Ab Herculex®™ Cry1F Viptera™ Vip3A Agrisure Viptera™ Cry1Ab Vip3A Optimum™ Intrasect™ Cry1Ab + Cry1F Yieldgard VT PRO™ Cry1A.105 Cry2Ab PowerCore™ Cry1A.105 + Cry1F Cry2Ab Cotton Bollgard® Cry1Ac Bollgard II® Cry1Ac Cry2Ab Widestrike™ Cry1Ac + Cry1F TwinLink® Cry1Ab Cry2Ae Soybean Intacta RR2 PRO™ Cry1Ac Bt crops in Brazil
  • 41. • Cry1A.105 + Cry2Ab2 • Cry1Ab + VIP3Aa20 • Cry1A.105 + Cry2Ab2 + Cry1F • Cry1Ab + Cry1F Bt corn • Cry1Ac + Cry2Ab • Cry1Ac + Cry1F • Cry1Ab + Cry1Ae Bt cotton
  • 42.
  • 43. Spodoptera frugiperda Fall armyworm Helicoverpa zea Corn earworm Diatraea saccharalis Sugarcane borer Bt maize in Brazil: Key Target Pests at Risk Helicoverpa armigera Cry1Ab Cry1F Vip3A Cry1Ab + Cry1F Cry1Ab + Vip3A Cry1A.105 + Cry2Ab Cry1A.105 + Cry2Ab + Cry1F 10% Refuge
  • 44. Alabama argillacea Cotton leafworm Heliothis virescens Tobacco budworm Spodoptera frugiperda Fall armyworm Pectinophora gossypiella Pink bollworm Chrysodeixis ncludens Soybean looper Bt cotton in Brazil: Key Target Pests at Risk Helicoverpa armigera Cry1Ac Cry1Ac + Cry2Ab Cry1Ac + Cry1F Cry1Ab + Cry2Ae 20% Refuge
  • 45. Anticarsia gemmatalis Velvetbean caterpillar Chrysodeixis includens Soybean looper Heliothis virescens Tobacco budworm Bt soybean in Brazil: Key Target Pests • Cry1Ac (2010)  20% refuge area Helicoverpa armigera
  • 47. Susceptible or Resistant? SusceptibleResistant  Depend on the Bt protein and concentration expressed in the plant
  • 48. Intense selection pressure with Bt crops
  • 49. Bt crops  Changes in pest population dynamics Bt Corn Spodoptera frugiperda Helicoverpa spp. Stink bugs & other bugs Aphids Whiteflies Bt Cotton Spodoptera frugiperda S. eridania S. cosmioides Helicoverpa spp. Heliothis virescens Chrysodeixis includens Stink bugs and other bugs Whiteflies Spider mites Bt Soybean Spodoptera frugiperda S. eridania S. cosmioides Helicoverpa spp. Heliothis virescens Chrysodeixis includens Stink bugs & other bugs Whiteflies Spider mites
  • 50. PLANT HEALTH PROGRAM IN WESTERN BAHIA REGION
  • 51. • Prefer Bt crops expressing at least 2 proteins with different mode of action • Promote implementation of structured refuges (ideally of 50%) (and alternative hosts) • Crop calendar (crop-free period) • Exploit biological control agents • Chemical control (rotation of MoA and prefer selective insecticides) • Cultural control Need to integrate Bt crops with other pest control tactics
  • 52. IPM to Area-Wide Management Field Farm IPM Group of farms IPM groups Region Area-wide management  D. Murray
  • 53.
  • 54. Academia Industry Farmers, Consultants Major Challenge: Implementation of IRM  Education, Research and Regulatory Issues
  • 55. Laboratório de Resistência de Artrópodes a Pesticidas Acknowledgments