BTV and AHS risk associated with wind streams Beatriz Martínez López*, José Manuel Sánchez-Vizcaíno *[email protected] Animal Health Department Veterinary School University Complutense of Madrid (UCM), Spain www.sanidadanimal.info SECOND ANNUAL.

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Transcript BTV and AHS risk associated with wind streams Beatriz Martínez López*, José Manuel Sánchez-Vizcaíno *[email protected] Animal Health Department Veterinary School University Complutense of Madrid (UCM), Spain www.sanidadanimal.info SECOND ANNUAL.

BTV and AHS risk associated
with wind streams
Beatriz Martínez López*,
José Manuel Sánchez-Vizcaíno
*[email protected]
Animal Health Department
Veterinary School
University Complutense of Madrid (UCM), Spain
www.sanidadanimal.info
SECOND ANNUAL MEETING
Giulianova, Teramo, 9-11 December 2008
0.5 microgram
0.1 to 10 microgram
Barnum et al. 2004
0.73 to 6.1 microgram
Perez et al. 2006
Source: SeaWiFS Project, NASA/Goddard Space Flight Center, and ORBIMAGE
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Introduction of BTV (AHS) by wind
Pathway diagram
Culicoides is introduced into Europe by wind
Culicoides
becomes
infected
with BTV
Culicoides
survives
Culicoides contacs with
susceptible animal
BT symptoms
Culicoides transmits BTV
to susceptible animal
Bluetongue virus in
sheep, cows, goats,
camels or wild ruminants
Death
Recovery
Adapted from: EL PAíS, Sunday 16th novemeber, 2008
Objectives

Prediction of Culicoides introduction into Europe by wind
using the Dust REgional Atmospheric Model (DREAM)
Wind + Particle vehiculation + Deposition
?
?
?
?
?
?
DREAM: Dust REgional Atmospheric Model
Source: http://www.bsc.es/projects/earthscience/DREAM/
Hypothesis

There is a significant association
between the dust introduction into
Europe and the Culicoides introduction
by wind.
Dust introduction
Culicoides entrance
Materials and Methods
1. Data collection:

Introduction of dust into Europe*

Surface concentration (μg/m3/day)
2. Data analysis:

Temporal and spatial analysis of
dust introduction into Europe*

Outbreaks in N. Africa + Wind Outbreaks in Europe*?
*Only Spain has been analysed in detail (future work would include other European Countries)
1. Data collection
1. Data collection
1. Data collection
Cell: 0.5 x 0.5 degrees
1. Data collection
Surface
concentration
(μg/m3/day)*
Dry
dust
deposition
(g/m2/day)
Wet
dust
deposition
(g/m2/day)
Optical
Dust
depth
load (g/m2)
(2000-2006)
544,215 records
*amount of dust (μg = micrograms) per volume (m3) near to the soil (<2000 meters).
1. Data collection
Surface
concentration
(μg/m3/day)*
Dry
dust
deposition
(g/m2/day)
Wet
dust
deposition
(g/m2/day)
Optical
Dust
depth
load (g/m2)
(2000-2006)
(2000-2006)
544,215 records
*amount of dust (μg = micrograms) per volume (m3) near to the soil (<1000 meters).
2. Data analysis

Temporal and spatial
analysis of dust introduction
into Europe*:

When and where:



Time series analysis
ArcGIS
Is there any correlation
between outbreak
ocurrence in North Africa,
dust introduction and
outbreak ocurrence in
Europe?
Preliminary Results
2006_10
2006_07
2006_04
2006_01
2005_10
2005_07
2005_04
2005_01
2004_10
2004_07
2004_04
2004_01
2003_10
2003_07
2003_04
2003_01
2002_10
2002_07
2002_04
2002_01
2001_10
2001_07
2001_04
2001_01
2000_10
2000_07
2000_04
2000_01
2000
2001
2002
2003
2004
2005
Surface concentration (μg/m3)
5000
4500
2006
4000
3500
3000
2500
2000
1500
1000
500
0
400
2001
2002
2003
2004
2005
2006
300
250
0
150
5
100
0
2000
350
200
5
Andalucía
450
5
0
Balearic Islands
2000
2001
2002
2003
2004
2005
2006
50
0
1
7
13
19
25
31
37
43
49
55
61
67
73
79
85
91
97
103
109
115
121
127
133
139
145
151
157
163
169
175
181
187
193
199
205
211
0
Surface
concentration
(μg/m3)
45
2000_01
2000_03
2000_05
2000_07
2000_09
2000_11
2001_01
2001_03
2001_05
2001_07
2001_09
2001_11
2002_01
2002_03
2002_05
2002_07
2002_09
2002_11
2003_01
2003_03
2003_05
2003_07
2003_09
2003_11
2004_01
2004_03
2004_05
2004_07
2004_09
2004_11
2005_01
2005_03
2005_05
2005_07
2005_09
2005_11
2006_01
2006_03
2006_05
2006_07
2006_09
2006_11
50
April - July
209
210
204
206
40
35
30
25
20
15
10
5
0
50
40
20
10
30
0
20
2000_01
2000_03
2000_05
2000_07
2000_09
2000_11
2001_01
2001_03
2001_05
2001_07
2001_09
2001_11
2002_01
2002_03
2002_05
2002_07
2002_09
2002_11
2003_01
2003_03
2003_05
2003_07
2003_09
2003_11
2004_01
2004_03
2004_05
2004_07
2004_09
2004_11
2005_01
2005_03
2005_05
2005_07
2005_09
2005_11
2006_01
2006_03
2006_05
2006_07
2006_09
2006_11
60
April60- July
50
10
0
132
146
132
146
30
40
200
150
100
BTV introduction in
50
Balearic Islands
*Only primary outbreaks in Baleares are considered
50
Dust in Baleares
40
Outbreaks* in Baleares
Outbreaks in Morrocco
Outbreaks in Tunisia
Number of outbreaks
30
20
76
10
0
28
Dec
Nov
Oct
Sep
Ago
Jul
Jun
May
Mar
Feb
0
Jan
BTV-2
104 outbreaks
Apr
BTV-2
Morocco
Argelia
Tunisia
Outbreaks in Argelia
200
BTV-4
Morocco
Argelia
Tunisia
150
4 outbreaks
100
BTV introduction in
50
Balearic Islands
40
4
0
Dec
Nov
Oct
Sep
Jul
Jun
May
Apr
Mar
Ago
Dust in Baleares
Outbreaks* in Baleares
Outbreaks in Morrocco
Outbreaks in Tunisia
Outbreaks in Argelia
Number of outbreaks
20
10
*Only primary outbreaks in Baleares are considered
Undereporting?
Winds from Sardinia?
50
30
Feb
Jan
0
Winds from Sardinia?
200
Morocco
Argelia
Tunisia
150
100
BTV
in
230introduction
outbreaks
BTV-4
50
Dec
Nov
Oct
Sep
Ago
Jul
Jun
May
Mar
Feb
Jan
Apr
Andalucía
0
BTV-4
*Only primary outbreaks in Andalucía are considered
50
Dust in Andalucía
40
Outbreaks* in Andalucía
Outbreaks in Morrocco
Outbreaks in Tunisia
Outbreaks in Argelia
30
20
230
10
0
BTV introduction in
BTV-4
Andalucía
*Only primary outbreaks in Andalucía are considered
50
Dust in Andalucía
40
Outbreaks* in Andalucía
Outbreaks in Morrocco
Outbreaks in Tunisia
30
20
10
0
Undereporting?
Overwintering?
Outbreaks in Argelia
Conclusions

Culicoides introduction is most likely to occur in the
south-east part of Spain and Canary Islands
(sporadically in Balearic Islands)

Highest Culicoides introduction may occur between
April and July

Outbreaks in N. Africa + Wind  High risk for
introduction of BTV (AHS) infected Culicoides


Outbreaks in Argelia/Tunisia  Risk for Balearic Islands
Outbreaks in Morocco  Risk for Andalucía

(Only when high number of outbreaks in N. Africa occur???)
Future work (2009)

Complete analysis of data for all Europe and for years 2007 and 2008

Study the correlation between dust introduction and outbreak
ocurrence (include variables such as Tª, relative humidity, etc.)
Dust Andalucía
50
20
10
0
Tunisia Outbreaks
Argelia Outbreaks

Include
winds
countries (not
Africa) comingprecipitation
intoArgelia
Europe
Morrocco
outbreaksfrom other
T_min_abs
T_max_abs
Dust Andalucía
Outbreaks Andalucía
Tunisia Outbreaks
Outbreaks

Morrocco outbreaks
T_min_abs
T_max_abs
precipitation
Analysis
of the spatial
origin of the
wind and probability
of
Culicoides survival during the wind vehiculation
40
30
Outbreaks Andalucía

Future modeling specifically for Culicoides introduction:

“DREAM” adaptation for Culicoides  ”CREAM”??
Thanks for your
attention !