Seasonal decomposition and climatic factors with morbidity malaria incidence in Banjar district, Indonesia
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Abstract
Malaria is a serious health problem in Indonesia, and it is important to understand the disease. Climatic factors play an important role in malaria transmission. Understanding the characteristics of this disease will benefit the health monitoring system and provide ways to address this problem. This study aimed to determine the effect of climatic factors with morbidity malaria incidence in Banjar district, Indonesia. Malaria case data (2015–2022) were obtained from the Banjar Health Office, South Kalimantan province, while climate data were obtained from the Meteorology, Climatology, and Geophysics Agency. A multivariable linear regression model was developed to analyze the relationship between climate factors and malaria cases, and a forecasting model was used to analyze trends over time. Our findings show that malaria cases peak twice a year in November–January and April–May. Rainfall and wind speed—both maximum and average—were identified as key climatic variables impacting malaria incidence. These findings suggest that local health authorities can utilize climatic data to forecast malaria trends and implement timely interventions before transmission peaks.
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Agyekum, T. P., Botwe, P. K., Arko-Mensah, J., Issah, I., Acquah, A. A., Hogarh, J. N., Dwomoh, D., Robins, T. G., & Fobil, J. N. (2021). A systematic review of the effects of temperature on Anopheles mosquito development and survival: Implications for malaria control in a future warmer climate. International Journal of Environmental Research and Public Health, 18(14), Article 7255. https://doi.org/10.3390/ijerph18147255
Akpan, G. E., Adepoju, K. A., & Oladosu, O. R. (2019). Potential distribution of dominant malaria vector species in tropical region under climate change scenarios. PLoS ONE, 14(6), Article e0218523. https://doi.org/10.1371/journal.pone.0218523
Alimi, T. O., Fuller, D. O., Qualls, W. A., Herrera, S. V., Arevalo-Herrera, M., Quinones, M. L., Lacerda, M. V. G., & Beier, J. C. (2015). Predicting potential ranges of primary malaria vectors and malaria in northern South America based on projected changes in climate, land cover and human population. Parasites & Vectors, 8(1), Article 431. https://doi.org/10.1186/s13071-015-1033-9
Alout, H., Roche, B., Dabiré, R. K., & Cohuet, A. (2017). Consequences of insecticide resistance on malaria transmission. PLoS Pathogens, 13(9), Article e1006499. https://doi.org/10.1371/journal.ppat.1006499
Arsin, A. A. (2012). Malaria in Indonesia a review of epidemiologic aspects. Masagena Press. [in Indonesian]
Ayanlade, A., Sergi, C. M., Sakdapolrak, P., Ayanlade, O. S., Di Carlo, P., Babatimehin, O. I., Weldemariam, L. F., & Jegede, M. O. (2022). Climate change engenders a better early warning system development across Sub-Saharan Africa: The malaria case. Resources, Environment and Sustainability, 10, Article 100080. https://doi.org/10.1016/j.resenv.2022.100080
Barros, F. S. M., & Honório, N. A. (2015). Deforestation and malaria on the Amazon frontier: Larval clustering of Anopheles darlingi (Diptera: Culicidae) determines focal distribution of malaria. The American Journal of Tropical Medicine and Hygiene, 93(5), 939–953. https://doi.org/10.4269/ajtmh.15-0042
Basu, S., & Sahi, P. K. (2017). Malaria: An update. The Indian Journal of Pediatrics, 84, 521–528. https://doi.org/10.1007/s12098-017-2332-2
Caminade, C., Kovats, S., Rocklöv, J., Tompkins, A. M., Morse, A. P., Colón-González, F. J., Stenlund, H., Martens, P., & Lloyd, S. J. (2014). Impact of climate change on global malaria distribution. Proceedings of the National Academy of Sciences, 111(9), 3286–3291. https://doi.org/10.1073/pnas.1302089111
Dabaro, D., Birhanu, Z., Negash, A., Hawaria, D., & Yewhalaw, D. (2021). Effects of rainfall, temperature and topography on malaria incidence in elimination targeted district of Ethiopia. Malaria Journal, 20(1), Article 104. https://doi.org/10.1186/s12936-021-03641-1
Fahmi, F., Pasaribu, A. P., Theodora, M., & Wangdi, K. (2022). Correction: Spatial analysis to evaluate risk of malaria in Northern Sumatera, Indonesia. Malaria Journal, 21(1), Article 335. https://doi.org/10.1186/s12936-022-04285-5
Ferrao, J. L., Niquisse, S., Mendes, J. M., & Painho, M. (2018). Mapping and modelling malaria risk areas using climate, socio-demographic and clinical variables in Chimoio, Mozambique. International Journal of Environmental Research and Public Health, 15(4), Article 795. https://doi.org/10.3390/ijerph15040795
Gage, K. L., Burkot, T. R., Eisen, R. J., & Hayes, E. B. (2008). Climate and vectorborne diseases. American Journal of Preventive Medicine, 35(5), 436–450. https://doi.org/10.1016/j.amepre.2008.08.030
Google LLC. (2021). Google Covid-19 community mobility reports 2020–2021. Google. https://www.google.com/covid19/mobility/
Grigg, M. J., Cox, J., William, T., Jelip, J., Fornace, K. M., Brock, P. M., von Seidlein, L., Barber, B. E., Anstey, N. M., Yeo, T. W., & Drakeley, C. J. (2017). Individual-level factors associated with the risk of acquiring human Plasmodium knowlesi malaria in Malaysia: A case-control study. The Lancet Planetary Health, 1(3), e97–e104. https://doi.org/10.1016/S2542-5196(17)30031-1
Indriyati, L., Sembiring, W. S. R. G., & Rosanji, A. (2017). Diversity of Anopheles Spp in the malaria endemic area of Siayuh village, Kotabaru district, South Kalimantan province. ASPIRATOR-Journal of Vector-Borne Disease Studies, 9(1), 11–20. https://doi.org/10.22435/aspirator.v9i1.4979.11-20 [in Indonesian]
Kaewpitoon, S. J., Loyd, R. A., Kaewpitoon, S., & Rujirakul, R. (2015). Malaria risk areas in Thailand border. Journal of the Medical Association of Thai, 98(4), 17–21.
Kar, N. P., Kumar, A., Singh, O. P., Carlton, J. M., & Nanda, N. (2014). A review of malaria transmission dynamics in forest ecosystems. Parasites & Vectors, 7(1), Article 265. https://doi.org/10.1186/1756-3305-7-265
Kelly-Hope, L. A., Hemingway, J., & McKenzie, F. E. (2009). Environmental factors associated with the malaria vectors Anopheles gambiae and Anopheles funestus in Kenya. Malaria Journal, 8(1), Article 268. https://doi.org/10.1186/1475-2875-8-268
Kotepui, M., & Kotepui, K. U. (2018). Impact of weekly climatic variables on weekly malaria incidence throughout Thailand: A country-based six-year retrospective study. Journal of Environmental and Public Health, 2018(1), Article 8397815. https://doi.org/10.1155/2018/8397815
Kronthaler, F., & Zöllner, S. (2021). Data analysis with RStudio: An easygoing introduction. Springer Nature. https://doi.org/10.1007/978-3-662-62518-7
Kweka, E. J., Kimaro, E. E., & Munga, S. (2016). Effect of deforestation and land use changes on mosquito productivity and development in Western Kenya Highlands: Implication for malaria risk. Frontiers in Public Health, 4, Article 238. https://doi.org/10.3389/fpubh.2016.00238
Li, X. H., Kondrashin, A., Greenwood, B., Lindblade, K., Galappaththy, G. L., & Alonso, P. (2019). A historical review of WHO certification of malaria elimination. Trends in Parasitology, 35(2), 163–171. https://doi.org/10.1016/j.pt.2018.11.011
Lyons, C. L., Coetzee, M., & Chown, S. L. (2013). Stable and fluctuating temperature effects on the development rate and survival of two malaria vectors, Anopheles arabiensis and Anopheles funestus. Parasites & Vectors, 6(1), Article 104. https://doi.org/10.1186/1756-3305-6-104
Manh, B. H., Clements, A. C. A., Thieu, N. Q., Hung, N. M., Hung, L. X., Hay, S. I., Hien, T. T., Wertheim, H. F. L., Snow, R. W., & Horby, P. (2011). Social and environmental determinants of malaria in space and time in Viet Nam. International Journal for Parasitology, 41(1), 109–116. https://doi.org/10.1016/j.ijpara.2010.08.005
Mau, F., Tallan, M. M., & Bullu, A. K. (2020). Climate fluctuations and malaria incidence before elimination in East Sumba regency, East Nusa Tenggara province. Journal of Health Epidemiology and Communicable Diseases, 6(2), 42–48. https://doi.org/10.22435/jhecds.v6i2.3615
Mbouna, A. D., Tamoffo, A. T., Asare, E. O., Lenouo, A., & Tchawoua, C. (2023). Malaria metrics distribution under global warming: Assessment of the VECTRI malaria model over Cameroon. International Journal of Biometeorology, 67(1), 93–105. https://doi.org/10.1007/s00484-022-02388-x
Mercado, C. E. G., Lawpoolsri, S., Sudathip, P., Kaewkungwal, J., Khamsiriwatchara, A., Pan-ngum, W., Yimsamran, S., Lawawirojwong, S., Ho, K., Ekapirat, N., Maude, R. R., Wiladphaingern, J., Carrara, V. I., Day, N. P. J., Dondorp, A. M., & Maude, R. J. (2019). Spatiotemporal epidemiology, environmental correlates, and demography of malaria in Tak Province, Thailand (2012–2015). Malaria Journal, 18(1), Article 240. https://doi.org/10.1186/s12936-019-2871-2
Mordecai, E. A., Ryan, S. J., Caldwell, J. M., Shah, M. M., & LaBeaud, A. D. (2020). Climate change could shift disease burden from malaria to arboviruses in Africa. The Lancet Planetary Health, 4(9), e416–e423. https://doi.org/10.1016/S2542-5196(20)30178-9
Naserrudin, N. A., Culleton, R., Hod, R., Jeffree, M. S., Ahmed, K., & Hassan, M. R. (2022). Exploring the key anthropological drivers of and barriers to zoonotic malaria preventative behaviour in a community exposed to Plasmodium knowlesi infection in Malaysia: Protocol for a qualitative study with a participatory research design. BMJ Open, 12, Article e060866. https://doi.org/10.1136/bmjopen-2022-060866
Ninphanomchai, S., Chansang, C., Hii, Y. L., Rocklöv, J., & Kittayapong, P. (2014). Predictiveness of disease risk in a global outreach tourist setting in Thailand using meteorological data and vector-borne disease incidences. International Journal of Environmental Research and Public Health, 11(10), 10694–10709. https://doi.org/10.3390/ijerph111010694
Obala, A. A., Kutima, H. L., Nyamogoba, H. D. N., Mwangi, A. W., Simiyu, C. J., Magak, G. N., Khwa-Otsyula, B. O., & Ouma, J. H. (2012). Anopheles gambiae and Anopheles arabiensis population densities and infectivity in Kopere village, Western Kenya. The Journal of Infection in Developing Countries, 6(08), 637–643. https://doi.org/10.3855/jidc.1979
Ohrt, C., Roberts, K. W., Sturrock, H. J. W., Wegbreit, J., Lee, B. Y., & Gosling, R. D. (2015). Information systems to support surveillance for malaria elimination. The American Journal of Tropical Medicine and Hygiene, 93(1), 145–152. https://doi.org/10.4269/ajtmh.14-0257
Parihar, R. S., Bal, P. K., Saini, A., Mishra, S. K., & Thapliyal, A. (2022). Potential future malaria transmission in Odisha due to climate change. Scientific Reports, 12(1), Article 9048. https://doi.org/10.1038/s41598-022-13166-5
Pinchoff, J., Chaponda, M., Shields, T., Lupiya, J., Kobayashi, T., Mulenga, M., Moss, W. J., & Curriero, F. C. (2015). Predictive malaria risk and uncertainty mapping in Nchelenge district, Zambia: Evidence of widespread, persistent risk and implications for targeted interventions. The American Journal of Tropical Medicine and Hygiene, 93(6), 1260–1267. https://doi.org/10.4269/ajtmh.15-0283
Ramdzan, A. R., Ismail, A., & Zanib, Z. S. M. (2020). Prevalence of malaria and its risk factors in Sabah, Malaysia. International Journal of Infectious Diseases, 91, 68–72. https://doi.org/10.1016/j.ijid.2019.11.026
Ranjha, R., & Sharma, A. (2021). Forest malaria: The prevailing obstacle for malaria control and elimination in India. BMJ Global Health, 6(5), Article e005391. https://doi.org/10.1136/bmjgh-2021-005391
Rejeki, D. S. S., Nurhayati, N., Aji, B., Murhandarwati, E. E. H., & Kusnanto, H. (2018). A time series analysis: Weather factors, human migration and malaria cases in endemic area of Purworejo, Indonesia, 2005–2014. Iranian Journal of Public Health, 47(4), 499–509.
Rejeki, D. S. S., Wijayanti, S. P. M., Octaviana, D., & Suratman, S. (2019). The effect of climate and intervention methods on malaria incidence: A time series analysis. Annals of Tropical Medicine and Public Health, 22(11), 123–129. https://doi.org/10.36295/ASRO.2019.221117
Ridha, M. R., Fakhrizal, D., Hidayat, S., & Liani, E. (2021). An overview of malaria elimination efforts in South Kalimantan from 2010 to 2018. International Journal of Public Health Science, 10(1), 97–102. http://doi.org/10.11591/ijphs.v10i1.20617
Salahi-Moghaddam, A., Khoshdel, A., Dalaei, H., Pakdad, K., Nutifafa, G. G., & Sedaghat, M. M. (2017). Spatial changes in the distribution of malaria vectors during the past 5 decades in Iran. Acta Tropica, 166, 45–53. https://doi.org/10.1016/j.actatropica.2016.11.001
Sitohang, V., Sariwati, E., Fajariyani, S. B., Hwang, D., Kurnia, B., Hapsari, R. K., Laihad, F. J., Sumiwi, M. E., Pronyk, P., & Hawley, W. A. (2018). Malaria elimination in Indonesia: Halfway there. The Lancet Global Health, 6(6), e604–e606. https://doi.org/10.1016/S2214109X(18)30198-0
Sugiarto, Kesumawati Hadi, U., Soviana, S., & Hakim, L. (2016). Confirmation of Anopheles peditaeniatus and Anopheles sundaicus as malaria vectors (Diptera: Culicidae) in Sungai Nyamuk village, Sebatik Island North Kalimantan, Indonesia using an enzyme-linked immunosorbent assay. Journal of Medical Entomology, 53(6), 1422–1424. https://doi.org/10.1093/jme/tjw100
Sugiarto, S. R., Baird, J. K., Singh, B., Elyazar, I., & Davis, T. M. E. (2022). The history and current epidemiology of malaria in Kalimantan, Indonesia. Malaria Journal, 21(1), Article 327. https://doi.org/10.1186/s12936-022-04366-5
Tainchum, K., Kongmee, M., Manguin, S., Bangs, M. J., & Chareonviriyaphap, T. (2015). Anopheles species diversity and distribution of the malaria vectors of Thailand. Trends in Parasitology, 31(3), 109–119. https://doi.org/10.1016/j.pt.2015.01.004
Tucker Lima, J. M., Vittor, A., Rifai, S., & Valle, D. (2017). Does deforestation promote or inhibit malaria transmission in the Amazon? A systematic literature review and critical appraisal of current evidence. Philosophical Transactions of the Royal Society B: Biological Sciences, 372(1722), Article 20160125. https://doi.org/10.1098/rstb.2016.0125
Vantaux, A., Riehle, M. M., Piv, E., Farley, E. J., Chy, S., Kim, S., Corbett, A. G., Fehrman, R. L., Pepey, A., Eiglmeier, K., Lek, D., Siv, S., Mueller, I., Vernick, K. D., & Witkowski, B. (2021). Anopheles ecology, genetics and malaria transmission in northern Cambodia. Scientific Reports, 11, Article 6458. https://doi.org/10.1038/s41598-021-85628-1
Varo, R., Chaccour, C., & Bassat, Q. (2020). Update on malaria. Medicina Clínica, 155(9), 395–402. https://doi.org/10.1016/j.medcli.2020.05.010
Villena, O. C., Ryan, S. J., Murdock, C. C., & Johnson, L. R. (2022). Temperature impacts the environmental suitability for malaria transmission by Anopheles gambiae and Anopheles stephensi. Ecology, 103(8), Article e3685. https://doi.org/10.1002/ecy.3685
Vohra, L. I., Aqib, M., Jamal, H., Mehmood, Q., & Yasin, F. (2023). Rising cases of dengue and malaria in flood affected areas of Pakistan: A major threat to the country’s healthcare system. Disaster Medicine and Public Health Preparedness, 17, Article e323. https://doi.org/10.1017/dmp.2022.293
WHO. (2018). Malaria surveillance, monitoring and evaluation: A reference manual. World Health Organization.
WHO. (2022). World malaria report 2022. World Health Organization.
Zayed, A., Moustafa, M., Tageldin, R., & Harwood, J. F. (2023). Effects of seasonal conditions on abundance of malaria vector Anopheles stephensi mosquitoes, Djibouti, 2018–2021. Emerging Infectious Diseases, 29(4), 801–805. https://doi.org/10.3201/eid2904.220549
