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9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai Mara region of Kenya 1 C. Tungwony, 2 M. Sardelis, 1 S. Kasili, 1 V. Sherwood, 1 J Indiazi, 1 S. Kelempu, 3 A. Anyamba, 4 A. Azad, 4 K. Macaluso 1 U.S. Army Medical Research Unit – Kenya 2 Uniformed Services University of Health Sciences 3 NASA 4 University of Maryland
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Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

Dec 20, 2015

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Page 1: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the

Maasai Mara region of Kenya1C. Tungwony, 2M. Sardelis, 1S. Kasili, 1V. Sherwood, 1J Indiazi,

1S. Kelempu, 3A. Anyamba, 4A. Azad, 4K. Macaluso1 U.S. Army Medical Research Unit – Kenya 2 Uniformed Services University of Health Sciences 3 NASA 4University of Maryland

Page 2: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

African Tick Bite Fever (ATBF) is a spotted fever caused by Rickettsiae africae and vectored by ticks

Rickettsiae africae was first reported in ticks in Maasai Mara, in 2003, following fatal tourist case

Maasai Mara is a national game reserve and popular tourist destination

Maasai Mara is characterized by diverse vegetation

GIS employed to help identify prevalent tick habitat

Introduction

Page 3: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

The Maasai Mara Game Reserve and adjacent Conservation area totals 750 square miles

It is 2000m (5,200 ft) above the sea level

Inhabited by the Maasai community (livestock keepers)

It is characterized by shrubby grassland and riverine forest

Study Area: People and Vegetation

Maasai Mara National Game Reserve

Page 4: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Page 5: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Page 6: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Study Area: Rainfall and Temperature

Average Monthly Temperature

0

5

10

15

20

25

30

JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

Month

Tem

per

atu

res

(o

C)

Maximiun Minimum

Average Monthly Rainfall

0

20

40

60

80

100

120

140

JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

Month

Ra

infa

ll (

mm

)

Page 7: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Six Different vegetation types selected for tick collection

50 collection sites

GPS recorded locations of each collection site

Three collections: April, September, December (2002)

Collection methods: drags and picking off animals

Tick Collection

Page 8: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Sept 2002Apr 2002

1. LANDSAT images (Enhanced Thematic Mapper, Satellite 7) from USGS

Vegetation Classification – 3 Steps

Page 9: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

2. Image processing

- Export to Idrisi 32

- Georeference

- Subset

- Natural Color composite

- Overlay GPS points

April

Vegetation Classification – 3 Steps

Page 10: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

3. Supervised Classification (Maximum Likelihood) used to identify land cover types

September

Vegetation Classification – 3 Steps

April

Page 11: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

3. Supervised Classification (Maximum Likelihood) used to identify land cover types

September

Vegetation Classification – 3 Steps

April

Page 12: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Vegetation Classes

Page 13: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Vegetation Classes

Page 14: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Results: April

KeyApril Collection

Village-density

1 - 10

11 - 20

21 - 40

40 - 60

60 - 100

1

2

3

4

Page 15: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Results: September

Page 16: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Results: December

Page 17: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Results: Combined

Page 18: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Any stage

0

20

40

60

80

100

FOR GA GG TG TG&B ALL

% o

f si

tes

po

siti

ve

Sep Dec Larvae

0

20

40

60

80

100

FOR GA GG TG TG&B ALL

% o

f si

tes

po

siti

ve

Sep Dec

Nymphs

0102030405060708090

100

FOR GA GG TG TG&B ALL

Habitat

% o

f si

tes

po

siti

ve

Sep Dec

Adults

0102030405060708090

100

FOR GA GG TG TG&B ALL

Habitat

% o

f site

s po

sitiv

e

Sep Dec

Adult ticks were only collected in December and were Observed at all other habitats.

Summary of locations and life stages.

Ticks collected in all habitat types except Grazed grass

For habitats positive for ticks larvae was likely to be Encountered in other habitats.

Fewer Nymphs were collected compared to Larvae in all habitats

Summary

Page 19: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Density: Cattle, Goat and Sheep

KeySheep & Goat

0 - 41

42 - 137

138 - 258

259 - 500

501 - 1100

Cattle

0 - 26

27 - 83

84 - 180

181 - 350

351 - 600

Page 20: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Vegetation Index

• High index values characterizes dense vegetation

April

September

Page 21: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Conclusion

GIS can help visualize risk areas and, with identification of tick populations, map areas for control programs

Identify spatial and temporal relationships important in disease transmission

Model risk of contracting vector borne diseases

The study has indicated that this area is rich ground for further studies of ATBF

Page 22: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

• Tanser, F.C; and Le Sueur, D. (2002) The application of geographical information systems to important public health problems in Africa. International journal of health geographics. Available from; http://www.ij-healthgeographics.com/content/1/1/4

• Lobitz, B. et al (1999) Climate and Infectious diseases: Use of remote sensing for detection of vibrio cholerae by indirect measurement. John Hopkins University

• Anno, S. et al (2000) Analysis of relationship between Anopheles subpictus larval densities and environmental parameters using remote sensing (RS), a global positioning system (GPS) and geographic information system (GIS). Kobe J. Med. Sci. 46, 231/243.

• Macaluso, K.R. et al (2003) Spotted Fever Group Rickettsiae in ticks from the Maasai Mara Region of Kenya. The society of Tropical Medicine and Hygiene. Am J. Trop. Med. Hyg., 68(5), 2003, PP. 551-553

• Rutherford, S.J. et al (2002) Spotted fever rickettsioses in Kenya (un published data)

References

Page 23: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL

Kenya Medical Research Institute

Mara Safari Club

Kenya Meteorological Department

International Livestock Research Institute

U.S. Geological Survey

Assaf Anyamba & Ed: GSFC - NASA

Acknowledgements

Page 24: Jacksonville, FL 9 – 12th February 2004 Triennial GIS Symposium Mapping of potential habitats for vectors of African Tick Bite Fever (ATBF) in the Maasai.

9 – 12th February 2004 Triennial GIS Symposium Jacksonville, FL