02/09/2012
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Acknowledgment • • •
Environmental factors and an eco-epidemiological model of malaria in Indonesia
Semua korban/penderita malaria Responden + Data Collector Tim Tim Entomolgist di lapangan • • •
Timor (Agus Samol+Imanuel Tamelan) + Kebumen (Agung C) + Sukabumi (Maman S) Dinkes Prov NTT, Dinkes Kab se-Daratan Timor, Dinkes Kebumen, Dinkes Sukabumi BPRV Salatiga
•
Pembimbing:
• • • • •
Penyandang Dana: ARC (Discovery) Grant Commonwealth of Australia School of Environmental Planning - Griffith University FAN IRGSC think tank members Bappeda NTT
• •
Griffith University: Prof Pat Dale, A.Prof Neil Sipe, Prof Clyde Wild Indonesia: Prof Sugeng M (UGM) + Dr Damar T Bowono (Litbang Kemenkes)
Ermi Ndoen 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
IRGSC
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Ho ho ho … Saya nyamuk Malaria
Topik diskusi hari ini …. • Permasalahan Malaria dikaitkan dengan konteks NTT • Research Fokus • Hasil dan Diskusi • Rekomendasi • Penutup
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No animal in the world has touched so directly and profoundly the lives of so many human beings. For all of history and all over the globe she has been a nuisance, a pain, and an angel of death. Mosquitoes have felled great leaders, decimated armies, and decided the fates of nation. …
Nama saya Anopheles
(Spielman & D'Antonio, 2001, p. xv,– “Mosquito - the Story of Man's Deadliest Foe”)
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Pembunuh terbesar sepanjang masa
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Malaria dalam Angka 3.3 Miliar 106 24 Juta
Tidak sekadar Angka kesakitan dan kematian Orang terkenal yang mati atau sakit malaria Source: http://www.malariasite.com/malaria/history_victims.htm
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
Penduduk Dunia yang tinggal di daerah endemis malaria (WHO, 2010) Negara Endemis Malaria Indonesia termasuk top 10 Negara Endemis Malaria Kasus malaria (confirmed) di seluruh dunia, 2010
325 ribu
Jumlah kematian akibat malaria di dunia, 2010
230 Ribu
Jumlah Kasus Malaria (Confirmed) di Indonesia, 2012
432
Jumlah kematian akibat malaria yang dilaporkan di Indonesia, 2010
Malaria berdampak pada
• • • • • • •
40 % public health expenditures (WHO, 2009) 30-50 % inpatient hospital admissions (WHO, 2009) 60% outpatient visit at Health Centers (WHO, 2009) 1.3% reduction in economic growth (WHO, 2009) 12 % reduction of income (WHO, 1998) 3-8 % School absenteeism (Trape et al, 1993) Indonesia lost US$ 56.5 juta per tahun (UNDP, 2004)
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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02/09/2012
IRGSC
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http://gamapserver.who.int/gho/interactive_charts/malaria/cases/atlas.html
IRGSC
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IRGSC
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http://gamapserver.who.int/gho/interactive_charts/malaria/cases/atlas.html
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Malaria = Penyakit infeksi protozoa dari genus Plasmodium Ada lebih dari 50 jenis parasit Plasmodium, hanya 5 yang menularkan malaria: 1.
P. malarie (Golgi, 1886 Italia)
2. 3.
P. vivax (Golgi, 1886 Italia) P. falciparun (Celli & Marchiava, 1890)
4. 5.
P. ovale (Stephens, 1922) P. knowlesi (Singh et al., 2004; Cox-Singh & Singh, 2008) Types of Parasite P. vivax
Agent factors
Geographical Distribution
Penyebaran luas pada daerah tropis dan subtropis P vivax banyak di temukan di Indonesia
P. falciparum
Penyebarannya luas terutama pada daerah tropis dan subtropis.
P. malariae
Penyebarannya luas, tapi mengelompok pada lokasi geografi tertentu (cluster).
P. ovale
Kebanyakan di daerah tropical Africa, terutama di Pantai Barat Afrika
P. knowlesi
Serawak – Semenanjung Malaysia
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Producing Knowledge, Inspiring Policy Innovation and Change The geographic distribution of ten important malaria vectors in Indonesia
Host (Pejamu)
• Manusia (host intermediate) • Nyamuk Anopheles (host definitive)
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(MoH, 2005)
>400 Anopheles species di dunia ~ 80 Anopheles species yang dapat menularkan malaria Ada ~ 24 Anopheles species malaria di Indonesia Ada ~ 10 Anopheles species dominant malaria di Indonesia (O'Connor & Soepanto, 1989; Takken et al., 1990; Laihad, 2000).
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Usia : anak > rentan Jenis kelamin : ibu hamil dpt anemia > berat Ras: ada ras dg kekebalan alamiah Riwayat malaria sebelumnya Cara hidup : sering di luar rumah malam hari Sosial ekonomi : sosek di daerah endemis erat hubungan dg infeksi malaria Status gizi : gizi < baik rentan infeksi Immunitas : immunitas alami bisa terbentuk jika tinggal di daerah endemis
• •
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Impact of malaria in pregnancy
Manusia (host intermediate) • • • • • •
IRGSC
Pregnancy -Increases susceptibility -More infections -More severe
Pregnant woman -Asymptomatic to acute clinical illness / death -Severe anaemia
Effects depend on -Malaria endemicity -Maternal age -Gravidity -HIV status
Foetus -Miscarriage -Stillbirth -Low birth weight (2x) IUGR / Preterm Longer term effects -Neonatal and post neonatal mortality -Immune modulation (susceptibility) -Infant anaemia -Infant growth? -neuro-cognitive development?
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Beban Malaria Pada Kehamilan
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Data Pendukung (2) lanjutan…
Sumber : Poespoprodjo,dkk;2008 (RSMM Timika 2004 – 2008)
1. Malaria Pada Ibu Hamil
3. Bayi Berat Lahir Rendah (< 2500 gr) Ibu dengan Malaria : OR = 1.9 [95%CI 1.6-2.3],p<0.0001 Ibu dengan Pf -182g [95%CI: 146-217], p<0.0001 Pv -108g [95%CI: 56-161], p=0.003
18% (808/4419) Ibu Hamil terkonfirmasi menderita malaria pada saat masuk rumah sakit untuk bersalin. 60% P. falciparum, 32% P.vivax, 4.5% Mixed, 3.5% Lainnya Hanya 30% di antaranya yang disertai demam/gejala klinis
4. Kematian Perinatal Ibu dengan Pf : OR = 2.9 [95%CI: 1.9-4.2], p<0.0001
3.9% (32/808) menunjukkan tanda-tanda malaria berat
Anemia berat : OR=2.6 [95%CI,1.7-3.8], p<0.0001
Satu kematian ibu : P.vivax dengan sepsis bakterial berat 2. Anemia pada Ibu Bersalin yang berhubungan dengan Malaria
5. Kelahiran Prematur Ibu dengan Malaria : OR= 1.5 [(95%CI, 1.2-1.9), p=0.001]
Maternal Pf : Hb Drop of 1.2 g/dl; Anemia Berat :OR 2.8 [95%CI 2.1-3.7],p<0.0001 Maternal Pv : Hb Drop of 0.50 g/dl; Anemia Sedang :OR 1.5 [95%CI 1.1-2.0],p=0.006
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Status Kesehatan Anak di Daerah Endemik Malaria Kematian neonatal Kematian bayi (per 1000 LH) (per 1000 LH) 24
41
64
Papua Barat
21
36
62
Maluku
25
59
93
Maluku Utara
32
51
74
NTT
31
57
80
Rata-rata Indonesia Timur Nasional
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Lancet: Global causes of child deaths – Malaria = 7%
Kematian balita (Per 1000 BLT)
Papua
NTB
IRGSC
34
72
92
27.8
52.7
77.5
20
34
Data di NTT ?
45 Sumber : SDKI 2007 Sumber : http://www.sciencedirect.com/science/article/pii/S0140673612605601
3
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Status Derajat Kesehatan Masyarakat di NTT Angka Kematian
NTT
BAYI/IMR (Per 1000 LH) IBU/MMR (Per 100.000 LH) BALITA (Per 1000 LH) PREVALENSI GIZI Gizi Buruk Gizi Kurang Gizi Baik Gizi Lebih Umur Harapan Hidup Laki-Laki Perempuan L/P
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Situasi Malaria di NTT Annual Parasite Incidence (2007-2011)
INDONESIA 57 306 80
34 228 44
9,4% 24,2% 64,4% 2,0%
5.40% 13.40% 77.20% 4.30%
62,9 THN 67,2 THN 65,1 THN
70,5 THN
40
30
20
10
0
2007 32
API
2008 28
2009 31
2010 29
2011 26
Source: Profile Kesehatan NTT Tahun 2009 Source: Data Program Malaria, DINKES NTT
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Situasi Malaria di NTT - 2011 API BY DISTRCITS IN NTT - 2011 200
Demographic profile
187
Malaria Profile - 2011
API (0/00) POPULATION 4,694,269
180 160
Clinical Cases 99,375 Malaria Tested 470,800 Confirmed 121,599
140
Babies
Mal + 115,357 5,336 Pregnant Women 126,941 3,704
120 100
API 46.3 29.2
AMI 21.17
API 25.90
78
80
Confirmed Malaria Cases by Age Groups
67
60
45 36
40
32
32
10 - 14 Yo 12%
28
25
23
20
19
16
20
16
14
13
9
6
3
3
2
5-9 Yo 16%
Other 50%
-
Preg Women 3% Unkown 2%
1-4 Yo 18% Babies 4%
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Malaria Program Performances (Lab) - 2011 Clinical Cases 99,375
= 45 % of Total Malaria Cases (Clinical + Confirmed)
Malaria Tested 470,800
Lab
RDT
365,494 78%
105,306 22%
Microscopy Quality % 85.08 77.33 22.93
API and Error Rate Microscopy 200.00
API
150.00
R² = 0.7742
100.00 50.00 API
Linear (API)
0.00
10.00
20.00
30.00 Error rate (%)
40.00
50.00
4.39 18.00 15.86 11.74 45.00 3.05 1.96 100.00
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Malaria Program Performances (Treatment & Protection) - 2011 POPULATION 4,694,269
ABER = 10%
Sensitivity Spesifity Error Rate
5,336 21,884 19,287 14,278 54,723 3,704 2,387 121,599
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60.00
Range 50 - 100 % 58 - 100 % 2.6 - 48%
Confirmed 121,599
API 25.90
Malaria Tested 470,800
Confirmed 121,599
ACT TREATMENT RATE
API 25.90 SPR
API and Error Rate Microscopy District Lembata Sikka Nagekeo Ende Belu Average Prov Sumba Barat TTU Kota Manggarai
API 187.49 67.38 35.66 31.97 27.84 25.90 19.63 6.04 2.91 1.74
ERROR RATE 48.19 37.78 12.26 21.72 21.23 22.93 11.43 3.33 2.63 8.70
Note: Crosscheck data is not completed yet. Source: Dinkes NTT, April 2012
Type of Parasites
IRGSC
Babies 1-4 Yo 5-9 Yo 10 - 14 Yo > 15 Yo Preg Women Unkown TOTAL
> 15 Yo 45%
126,941 94,888 3,704
60,211
49.52 %
54,247 31
44.61 % 0.03%
Po
-
-
Mix
7,110
Total
121,599
25.83 % Pf
55.36
5.85 % 100.00
Total
BEDNET
MALARIA SCREENING FOR PREGNANT WOMEN
Pregnant Women Mal Screening Mal Positive
Pf Pv Pm
75% 4%
69,503 57.16 %
Routine ANC Pregnant Women FIC Campaign 5 Yo Children Rep women + Mal Total
67,371 39,371 33,444 32,180 8,382 180,748
37.27 21.78 18.50 17.80 4.64 100
Preg Wmen Babies
126,941 115,357
Bednet 106,742 33,444
Percent 84% 29%
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Environmental factors
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Kenapa Faktor lingkungan?
Malaria transmission cannot be separated from dynamic interaction between the classical triad of host, agent and environment, the three major components of this disease (Aron & Patz, 2001).
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Theory Blum Status Kesehatan
Perilaku nyamuk
Theory Blum (1974)
mating - host seeking - blood feeding – resting - ovipositing
Derajat kesehatan masyarakat dipengaruhi oleh 4 faktor yaitu :
Udara - Cuaca
1.Lingkungan, 2. Perilaku, 3. Pelayanan kesehatan, dan 4. Keturunan
IRGSC
Kata Malaria berasal dari bahasa Itali: - mal (=bad) dan - aria (=air) - Menjelaskan bahwa sakit malaria disebabkan oleh “miasma” yang berasal dari rawa-rawa di sekitar Roma. - Juga sering dikenal dengan “jungle fever, marsh fever, paludal fever, or swamp fever”.
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Air Jenis-jenis tempat perindukan
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Telur
Jentik saat istirahat di air Jentik yang sudah mau jadi nyamuk
5-7 hari jentik jadi nyamuk
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Nyamuk malaria aktif mencari darah sejak matahari terbenam hingga matahari terbit
•
•
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Satu sporozoite bisa menginfeksi host vertebrata. 10 sporozoites dari P. vivax bisa 100% menyebabkan malaria pada manusia
Infective
Dose IRGSC
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Hubungan Causal Penyakit
Mengapa Eco-epidemiology?
Traditional Epidemiological Framework
Ecological - Epidemiological Framework
Agent
Social SYSTEMS
Host
Environment
Ecological
Global
Epidemics
Disease
Paul R. Epstein, M.D., M.P.H. http://med.harvard.edu/chge 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Proses evolusi modern epidemiology Eco-epidemiology
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Eco-epidemiology Concept Konsep eco-epidemiology malaria di proposed pertama kali oleh Bruce-Chwatt (Gilles, 1993) dan kemudian mulai dikembangkan oleh World Health Organization (WHO, 2006a). Epidemiology is “the study of the distribution and determinants of healthrelated states and events and the application of this study to control of health problems” (Last, 1996, p. 1099)
Source : Susser & Susser, (1996a, p. 676) 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
Eco-epidemiology is defined as the “study of ecological influences on human health”. It is also defined as a “Conceptual approach combining molecular, societal, and population-based aspects to study a health-related problem” (Medical Dictionary, 2009).
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Beberapa Konsep Eco-epidemiology malaria 1. Lancet: presented a systematic review of reducing the burden of malaria in different ecological settings from the past to the present emphasising that a sustainable strategy for malaria control approach, with respect to different ecological settings: 1) malaria of deep forest, forest fringe and hills; 2) rural malaria attributable to water resources development and management; 3) rural malaria attributable to wetlands, rivers, streams, coast and nonagricultural man-made habitats; 4) urban and peri-urban malaria. (Keiser, et al, 2005) 2. In Venezuela, Morales (2006) highlighted the importance of eco-epidemiology as a new vision and discipline in fighting and preventing diseases including malaria, and its use in current public health policy.
Beberapa contoh pendekatan ecoepidemiolagy malaria di Indonesia
Species Sanitation
3. In India, the National Institute of Malaria Research (NIMR), through the integrated disease vector project, also used the eco-epidemiological settings to study malaria and its control with respect to different ecotypes and malaria epidemiology (NIMR, 2007) Source: Takken, et al. (1990)
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Variable Eco-epidemiological sebagai faktor risiko malaria yang diteliti
Konsep Eco-epidemiological model dalam penelitian 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Study Areas
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Research Q 1
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Significant results
Research Q 2 - 3
Belu memiliki kasus malaria tertinggi dibanding kab/kota lain di Timor Barat
Matrix of the mean differences of the average AMI (logarithmic transformed ) by districts in West Timor 2003–2006
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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T-test result for mean difference of average AMI (logarithmic transformed) between villages located on the districts boundary and non-boundaries of West Timor
Kasus malaria lebih tinggi pada desa-desa yang terletak pada “zona perbatasan”
ANOVA results investigating differences in average AMI (log-transformed) by topographic settings in West Timor
Semakin tinggi altititude semakin rendah kasus malaria
Spatial distribution of average malaria cases (2003-2006) boundary villages on the districts’ boundary in West Timor
1st
Average malaria incidence (2003-2006) by altitude in West Timor
Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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1st
Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Cuaca VS Malaria The correlation results between the population density and the average monthly malaria incidence in West Timor, 2003–2006
Pearson correlation result for rainfall and monthly malaria incidence in nine villages of West Timor, 2003–2006
Pearson correlation result for temperature, relative humidity, wind speed and monthly malaria incidence in Lasiana Village of West Timor, 2003–2006
Semakin tinggi kepadatan penduduk semakin rendah kasus malaria Malaria spatial distribution based on population density by villages in West Timor
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
Kasus malaria dipengaruhi oleh jumah hari hujan, suhu dan kelembaban Pada musim kering, jumlah desa yang berisiko tinggi malaria lebih banyak dibanding pada musim hujan 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Entomology survey sites – West Timor
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Survey entomology di West Timor
Average local weather condition in West Timor during entomological survey
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A schematic topographical feature of malaria vectors distribution in West Timor
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25
70
20
60
Landing Rate (per hour)
Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
1st
Landing Rate (per hour)
1st
15 10
5
50 40 30 20 10
0 1800-
1900-
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0600
0 1800- 1900- 2000- 2100- 2200- 2300- 2400- 0100- 0200- 0300- 0400- 05001900 2000 2100 2200 2300 2400 0100 0200 0300 0400 0500 0600
Time of Night
Time of Night
The linear fitted model for An. aconitus host seeking activities
The 2O polynomial curve fitted model for An. barbirostris host seeking activities 25
Landing Rate (per hour)
Landing Rate (per hour)
120 100 80 60 40 20
20 15 10 5 0
0 1800-
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0100-
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0100
0200
0300
0400
0500
0600
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2200
2300
The 3O polynomial curve fitted model for An. subpictus host seeking activities
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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2300-
2400-
0100-
0200-
0300-
0400-
0500-
2400
0100
0200
0300
0400
0500
0600
Time of Night
Time of Night
2O
The polynomial curve fitted model for An. vagus host seeking activities in West Timor
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
Beberapa faktor manusia yang berkorelasi nyata dengan kejadian malaria
Types of potential mosquito breeding places in research areas Mangrove (a), creek (b), animal hoof prints (c1-c4), stagnant water in the river (d) and rice field with algae
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
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02/09/2012
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
Beberapa hasil significant dan rekomendasi
Vector malaria yang significant di Timor Barat dan rekomendasi intervensi
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
Recommendations for Future Malaria Control 1. Penularan malaria bersifat lokal spesifik, karena itu pendekatan ekoepidemiologis sangat membantu dalam penentuan strategi dan priorisasi program intervention dengan melihat berbagai faktor ekologis 2. Penggunaan teknologi GIS – pemahaman tentang faktor cuaca – perilaku vektor – perilaku manusia di daerah malaria sangat bermanfaat dalam proses pengambilan keputusan berbasis bukti untuk program malaria 3. Untuk konteks West Timor, prioritas program malaria terutama pada daerah pesisir dan desa-desa pada “zona perbatasan” . 4. Kelompok rentan seperti Ibu hamil dan Balita harus mendapat perhatian dalam program pencegahan dan penanggulangan malaria. 5. Di West Timor Anopheles species umumnya “feed and rest indoors”. Karena itu program pemberantasan nyamuk yang effektif adalah kelambu dan tidak anjurkan untuk IRS. 6. Penguatan quality assurance dalam progam malaria: logistik + lab 1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
Beberapa publikasi malaria 1.
Relationships between anopheline mosquitoes and topography in West Timor and Java, Indonesia. Ermi Ndoen, Clyde Wild, Pat Dale, Neil Sipe, Mike Dale. http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2939620/
2.
DUSK TO DAWN ACTIVITY PATTERNS OF ANOPHELINE MOSQUITOES IN WEST TIMOR AND JAVA, INDONESIA. Ermi Ndoen, Clyde Wild, Pat Dale, Neil Sipe and Mike. http://www.tm.mahidol.ac.th/seameo/2011-42-3/09-4743.pdf
3.
Mosquito Longevity, Vector Capacity, and Malaria Incidence in West Timor and Central Java, Indonesia. Ermi Ndoen, Clyde Wild, Pat Dale, Neil Sipe, Mike Dale. http://www.isrn.com/journals/ph/2012/143863/
4.
MALARIA IN INDONESIA: A SUMMARY OF RECENT RESEARCH INTO ITS ENVIRONMENTAL RELATIONSHIPS. Pat Dale, Neil Sipe, Sugi Anto, Bangkit Hutajulu, Ermi Ndoen, Meisy Papayungan, et al. http://www.tm.mahidol.ac.th/seameo/2005_36_1/01-3358.pdf
5.
A novel approach for modeling malaria incidence using complex categorical household data: The minimum message length (MML) method applied to Indonesian data. Gerhard Visser, Pat Dale, David Dowe, Ermi Ndoen, Mike Dale, Neil Sipe. Computational Ecology and Software, 2012, 2(3):140-159. http://www.iaees.org/publications/journals/ces/articles/2012-2(3)/a-novel-approach-for-modelingmalaria-incidence.pdf
1st Lunch Seminar of IRGSC – Kupang, 24 August 2012. Website: http://www.sustainability-k-governance.net/index.html
IRGSC
Institute of Resource Governance and Social Change
Producing Knowledge, Inspiring Policy Innovation and Change
Pencegahan Anti malarial drug Desmond Tutu Archbishop Emeritus
Kelambu Repellent Kawat nyamuk
ACT SP Quinine Primaquine
“…We have the means. We often lack the political will. Let us reverse this trend and make our world malaria free” http://www.mobilising4malaria.org/pages/en/quotes_and_statements.html#tutu
Vector Control + Modifikasi Lingkungan
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