Predicting the geographical distributions of the macaque hosts and mosquito vectors of Plasmodium knowlesi malaria in forested and non-forested areas

Parasites and Vectors

Volumn 9, Issue 1, 2016, Pages

  Moyes, Catherine L ^a   Shearer, Freya M ^a   Huang, Zhi ^b   Wiebe, Antoinette ^a   Gibson, Harry S ^b   Nijman, Vincent ^c   Mohd Azlan, Jayasilan ^d   Brodie, Jedediah F ^e   Malaivijitnond, Suchinda ^f   Linkie, Matthew ^g   Samejima, Hiromitsu ^h   O'Brien, Timothy G ⁱ   Trainor, Colin R ^j,k   Hamada, Yuzuru ^l   Giordano, Anthony J ^m,n   Kinnaird, Margaret F ⁱ   Elyazar, Iqbal R F ^o   Sinka, Marianne E ^b   Vythilingam, Indra ^p   Bangs, Michael J ^q,r   Pigott, David M ^s   Weiss, Daniel J ^b   Golding, Nick ^a   Hay, Simon I ^s,t   more..

^a UNIVERSITY OF OXFORD   (United Kingdom)

^b UNIVERSITY OF OXFORD   (United Kingdom)

^c OXFORD BROOKES UNIVERSITY   (United Kingdom)

^d UNIVERSITI MALAYSIA SARAWAK   (Malaysia)

^e UNIVERSITY OF BRITISH COLUMBIA   (Canada)

^f CHULALONGKORN UNIVERSITY   (Thailand)

^g FAUNA AND FLORA INTERNATIONAL   (United Kingdom)

^h INSTITUTE FOR GLOBAL ENVIRONMENTAL STRATEGIES   (Japan)

ⁱ MPALA RESEARCH CENTRE   (Kenya)

^j CHARLES DARWIN UNIVERSITY   (Australia)

^k UNIVERSITY OF BALLARAT   (Australia)

^l KYOTO UNIVERSITY   (Japan)

^m Field Projects and Conservation Science   (United States)

ⁿ Eijkman Oxford Clinical Research Unit ^*  (United States)

^o OXFORD UNIVERSITY CLINICAL RESEARCH UNIT   (Viet Nam)

^p UNIVERSITY OF MALAYA   (Malaysia)

^q KASETSART UNIVERSITY   (Thailand)

^r Public Health and Malaria Control Department Papua   (Indonesia)

^s UNIVERSITY OF WASHINGTON   (United States)

^t UNIVERSITY OF OXFORD   (United Kingdom)

more..

Author keywords

Deforestation; Species distribution model

Indexed keywords

ARTICLE; CONTROLLED STUDY; CROPLAND; DIRUS; FOREST; GEOGRAPHIC DISTRIBUTION; LEUCOSPHYRUS; MACACA FASCICULARIS; MACACA LEONINA; MACACA NEMESTRINA; MOSQUITO; NONHUMAN; PLASMODIUM KNOWLESI MALARIA; SPECIES DISTRIBUTION; TREE; URBAN AREA; VEGETATION; WETLAND; ANIMAL; ISOLATION AND PURIFICATION; MACACA; MALARIA; MONKEY DISEASES; PARASITOLOGY; PHYSIOLOGY; PLASMODIUM KNOWLESI; SOUTHEAST ASIA;

ANIMALS; ASIA, SOUTHEASTERN; CULICIDAE; FORESTS; MACACA; MALARIA; MONKEY DISEASES; PLASMODIUM KNOWLESI;

EID: 84966365375     PISSN: None     EISSN: 17563305     Source Type: Journal    
DOI: 10.1186/s13071-016-1527-0     Document Type: Article

References (64)

1. World Health Organization. World malaria report 2014. Geneva: World Health Organization; 2014.
2. Barber BE, William T, Grigg MJ, Menon J, Auburn S, Marfurt J, Anstey NM, Yeo TW. A prospective comparative study of knowlesi, falciparum, and vivax malaria in Sabah, Malaysia: High proportion with severe disease from Plasmodium knowlesi and Plasmodium vivax but no mortality with early referral and artesunate therapy. Clin Infect Dis. 2013;56(3):383-97.
3. Singh B, Daneshvar C. Human infections and detection of Plasmodium knowlesi. Clin Microbiol Rev. 2013;26(2):165-84.
4. Moyes CL, Henry AJ, Golding N, Huang Z, Singh B, Baird JK, Newton PN, Huffman M, Duda KA, Drakeley CJ, et al. Defining the geographical range of the Plasmodium knowlesi reservoir. PLoS Negl Trop Dis. 2014;8(3):e2780.
5. WHO Regional Office for the Western Pacific. Informal consultation on the public health importance of Plasmodium knowlesi. Manila: World Health Organization; 2011. p. 36.
6. Cox-Singh J. Knowlesi malaria in Vietnam. Malar J. 2009;8:269.
7. Millar SB, Cox-Singh J. Human infections with Plasmodium knowlesi-zoonotic malaria. Clin Microbiol Infect. 2015;21(7):640-8.
8. Divis PCS, Singh B, Anderios F, Hisam S, Matusop A, Kocken CH, Assefa SA, Duffy CW, Conway DJ. Admixture in humans of two divergent Plasmodium knowlesi populations associated with different macaque host species. PLoS Path. 2015;11(5):e1004888.
9. Cox-Singh J, Culleton R. Plasmodium knowlesi: from severe zoonosis to animal model. Trends Parasitol. 2015;31(6):232-8.
10. Mueller M, Schlagenhauf P. Plasmodium knowlesi in travellers, update 2014. Int J Infect Dis. 2014;22:55-64.
11. Jongwutiwes S, Buppan P, Kosuvin R, Seethamchai S, Pattanawong U, Sirichaisinthop J, Putaporntip C. Plasmodium knowlesi malaria in humans and macaques, Thailand. Emerg Infect Dis. 2011;17(10):1799-806.
12. Lee KS, Divis PC, Zakaria SK, Matusop A, Julin RA, Conway DJ, Cox-Singh J, Singh B. Plasmodium knowlesi: reservoir hosts and tracking the emergence in humans and macaques. PLoS Pathog. 2011;7(4):e1002015.
13. Assefa S, Lim C, Preston MD, Duffy CW, Nair MB, Adroub SA, Kadir KA, Goldberg JM, Neafsey DE, Divis P, et al. Population genomic structure and adaptation in the zoonotic malaria parasite Plasmodium knowlesi. Proc Natl Acad Sci U S A. 2015;112(42):13027-32.
14. Roos C, Thanh VN, Walter L, Nadler T. Molecular systematics of Indochinese primates. Vietn J Primatol. 2007;1(1):41-53.
15. Malaivijitnond S, Arsaithamkul V, Tanaka H, Pomchote P, Jaroenporn S, Suryobroto B, Hamada Y. Boundary zone between northern and southern pig-tailed macaques and their morphological differences. Primates. 2012;53(4):377-89.
16. Zhu H, Li J, Zheng H. Human natural infection of Plasmodium knowlesi. Chin J Parasitol Parasit Dis. 2006;24(1):70.
17. Jiang N, Chang Q, Sun X, Lu H, Yin J, Zhang Z, Wahlgren M, Chen Q. Co-infections with Plasmodium knowlesi and other malaria parasites, Myanmar. Emerg Infect Dis. 2010;16(9):1476-8.
18. Marchand RP, Culleton R, Maeno Y, Quang NT, Nakazawa S. Co-infections of Plasmodium knowlesi, P. falciparum, and P. vivax among humans and Anopheles dirus mosquitoes, Southern Vietnam. Emerg Infect Dis. 2011;17(7):1232-9.
19. Jiram AI, Vythilingam I, NoorAzian YM, Yusof YM, Azahari AH, Fong M-Y. Entomologic investigation of Plasmodium knowlesi vectors in Kuala Lipis, Pahang, Malaysia. Malar J. 2012;11:213.
20. Vythilingam I, Tan CH, Asmad M, Chan ST, Lee KS, Singh B. Natural transmission of Plasmodium knowlesi to humans by Anopheles latens in Sarawak, Malaysia. Trans R Soc Trop Med Hyg. 2006;100(11):1087-8.
21. Wong M, Chua T, Leong C, Khaw LT, Fornace K, Wan-Sulaiman W-Y, William T, Drakeley CJ, Ferguson H, Vythilingam I. Seasonal and spatial dynamics of the primary vector of Plasmodium knowlesi within a major transmission focus in Sabah, Malaysia. PLoS Negl Trop Dis. 2015;9(10):e0004135.
22. Vythilingam I, Lim YAL, Venugopalan B, Ngui R, Leong CS, Wong ML, Khaw L, Goh X, Yap N, Sulaiman WYW, et al. Plasmodium knowlesi malaria an emerging public health problem in Hulu Selangor, Selangor, Malaysia (2009-2013): epidemiologic and entomologic analysis. Parasit Vectors. 2014;7:436.
23. Wharton RH, Eyles DE, Cheong WH, Warren M. Studies to determine vectors of monkey malaria in Malaya. Ann Trop Med Parasitol. 1964;58(1):56-77.
24. Sinka ME, Bangs MJ, Manguin S, Chareonviriyaphap T, Patil AP, Temperley WH, Gething PW, Elyazar IRF, Kabaria CW, Harbach RE, et al. The dominant Anopheles vectors of human malaria in the Asia-Pacific region: occurrence data, distribution maps and bionomic precis. Parasit Vectors. 2011;4:89.
25. Weiss DJ, Mappin B, Dalrymple U, Bhatt S, Cameron E, Hay SI, Gething PW. Re-examining environmental correlates of Plasmodium falciparum malaria endemicity: a data-intensive variable selection approach. Malar J. 2015;14(1):574.
26. User Guide for the MODIS Land Cover Type Product (MCD12Q1) [ http://www.bu.edu/lcsc/files/2012/08/MCD12Q1-user-guide.pdf ]. Accessed 20 Apr 2014.
27. Potapov P, Yaroshenko A, Turubanova S, Dubinin M, Laestadius L, Thies C, Aksenov D, Egorov A, Yesipova Y, Glushkov I, et al. Mapping the world's intact forest landscapes by remote sensing. Ecol Soc 2008; 13(2):51.
28. Bhatt S, Gething PW, Brady OJ, Messina JP, Farlow AW, Moyes CL, Drake JM, Brownstein JS, Hoen AG, Sankoh O, et al. The global distribution and burden of dengue. Nature. 2013;496(7446):504-7.
29. Elith J, Leathwick JR, Hastie T. A working guide to boosted regression trees. J Anim Ecol. 2008;77(4):802-13.
30. De'ath G. Boosted trees for ecological modeling and prediction. Ecology. 2007;88(1):243-51.
31. Elith J, Graham CH, Anderson RP, Dudik M, Ferrier S, Guisan A, Hijmans RJ, Huettmann F, Leathwick JR, Lehmann A, et al. Novel methods improve prediction of species' distributions from occurrence data. Ecography. 2006;29(2):129-51.
32. Phillips S, Dudik M, Elith J, Graham C, Lehmann A, Leathwick J, Ferrier S. Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. Ecol Appl. 2009;19:181-97.
33. Fleiss J, Levin B, Paik M. Statistical methods for rates and proportions. Hoboken: John Wiley & Sons; 2003.
34. Hijmans RJ. Cross-validation of species distribution models: removing spatial sorting bias and calibration with a null model. Ecology. 2012;93(3):679-88.
35. Macaca range maps. In: IUCN Red List of Threatened Species. Version 2013.2. [ http://www.iucnredlist.org/ ]. Accessed 12 Jun 2013.
36. Manguin S, Garros C, Dusfour I, Harbach RE, Coosemans M. Bionomics, taxonomy, and distribution of the major malaria vector taxa of Anopheles subgenus Cellia in Southeast Asia: An updated review. Infect Genet Evol. 2008;8(4):489-503.
37. Sallum MAM, Peyton EL, Harrison BA, Wilkerson RC. Revision of the Leucosphyrus group of Anopheles (Cellia) (Diptera, Culicidae). Rev Bras Entomol. 2005;49:1-152.
38. Hansen MC, Potapov PV, Moore R, Hancher M, Turubanova SA, Tyukavina A, Thau D, Stehman SV, Goetz SJ, Loveland TR, et al. High-resolution global maps of 21st-century forest cover change. Science. 2013;342(6160):850-3.
39. Carlson KM, Curran LM, Ratnasari D, Pittman AM, Soares-Filho BS, Asner GP, Trigg SN, Gaveau DA, Lawrence D, Rodrigues HO. Committed carbon emissions, deforestation, and community land conversion from oil palm plantation expansion in West Kalimantan, Indonesia. Proc Natl Acad Sci U S A. 2012;109(19):7559-64.
40. Froese GZL, Contasti AL, Mustari AH, Brodie JF. Disturbance impacts on large rain-forest vertebrates differ with edge type and regional context in Sulawesi, Indonesia. J Trop Ecol. 2015;31:509-17.
41. O'Brien TG, Kinnaird MF, Wibisono HT. Crouching tigers, hidden prey: Sumatran tiger and prey populations in a tropical forest landscape. Anim Conserv. 2003;6(2):131-9.
42. Brock PM, Fornace KM, Parmiter M, Cox J, Drakeley CJ, Ferguson HM, Kao RR. Plasmodium knowlesi transmission: integrating quantitative approaches from epidemiology and ecology to understand malaria as a zoonosis. Parasitology. 2016;143:389-400.
43. Rustam, Yasuda M, Tsuyuki S. Comparison of mammalian communities in a human-disturbed tropical landscape in East Kalimantan, Indonesia. Mamm Study. 2012;37(4):299-311.
44. Marchal V, Hill C. Primate crop-raiding: a study of local perceptions in four villages in North Sumatra, Indonesia. Primate Conserv. 2009;24:107-16.
45. Linkie M, Dinata Y, Nofrianto A, Leader-Williams N. Patterns and perceptions of wildlife crop raiding in and around Kerinci Seblat National Park, Sumatra. Anim Conserv. 2007;10(1):127-35.
46. Brodie JF, Giordano A, Zipkin E, Bernard H, Mohd-Azlan J, Ambu L. Correlation and persistence of hunting and logging impacts on tropical rainforest mammals. Conserv Biol. 2014;29(1):1-12.
47. Son VD, Malaivijitnond S, Gotoh S, Tri CQ, Hung NV, Hoang LV, Trang TC, Hamada Y. Report on present distribution and status of macaques in Vietnam. Lab Primate Newsl. 2009;48(1):10-4.
48. Malaivijitnond S, Hamada Y. Current situation and status of long-tailed macaques (Macaca fascicularis) in Thailand. Nat Hist J Chulalongkorn Univ. 2008;8:185-204.
49. Brotcorne F, Huynen MC, Savini T. Preliminary results on the behavioural ecology of a long-tailed macaque (Macaca fascicularis) population in disturbed urban habitats, Bangkok (Thailand). Folia Primatol. 2008;79(5):315.
50. Hambali K, Ismail A, Zulkifli S, Munir Md-Zain B, Amir A. Human-macaque conflict and pest behaviors of long-tailed macaques (Macaca fascicularis) in Kuala Selangor Nature Park. Trop Nat Hist. 2012;12(2):189-205.
51. Sha JC, Hanya G. Diet, activity, habitat use, and ranging of two neighboring groups of food-enhanced long-tailed macaques (Macaca fascicularis). Am J Primatol. 2013;75(6):581-92.
52. Hamada Y, Kurita H, Goto S, Morimitsu Y, Malaivijitnond S, Pathonton F, Pathontone B, Kingsada P, Vongsombath C, Samouth F, et al. Distribution and present status of Macaques in Lao PDR. In: Nadler T, Rawson BM, Thinh VN, editors. Conservation primates in Indochina. Hanoi: Frankfurt Zoological Society and Conservation International; 2010. p. 288.
53. Coudrat C, Nekaris KA-I. Modelling niche differentiation of co-existing, elusive and morphologically similar species: A case study of four macaque species in Nakai-Nam Theun National protected area, Laos. Animals. 2013;3(1):45-62.
54. Albert A, Hambuckers A, Culot L, Savini T, Huynen M-C. Frugivory and seed dispersal by northern pigtailed macaques (Macaca leonina), in Thailand. Int J Primatol. 2013;34(1):170-93.
55. San AM, Hamada Y. Distribution and current status of long-tailed macaques (Macaca fascicularis aurea) in Myanmar. In: Gumert MD, Fuentes A, Jones-Engel L, editors. Monkeys on the edge: ecology and management of long-tailed macaques and their interface with humans, vol. 60. Cambridge: Cambridge University Press; 2011. p. 45-71.
56. Nijman V. The conservation status of mammals and birds in the Imawbum Mountains, Kachin State, Northern Myanmar. Cambridge: Fauna and Flora International; 2015. 76.
57. Riley EP, Priston NEC. Macaques in farms and folklore: Exploring the human-nonhuman primate interface in Sulawesi, Indonesia. Am J Primatol. 2010;72(10):848-54.
58. Jones-Engel L, Engel GA, Schillact MA, Froehlich J, Paputungan U, Kyes RC. Prevalence of enteric parasites in pet macaques in Sulawesi, Indonesia. Am J Primatol. 2004;62(2):71-82.
59. Jones-Engel L, Engel GA, Schillaci MA, Pacheco M, Escalante A. Malarial monkeys: reservoir for zoonotic infection? Am J Primatol. 2007;69(Suppl):40-1.
60. Tan CH, Vythilingam I, Matusop A, Chan ST, Singh B. Bionomics of Anopheles latens in Kapit, Sarawak, Malaysian Borneo in relation to the transmission of zoonotic simian malaria parasite Plasmodium knowlesi. Malar J. 2008;7:52.
61. William T, Rahman HA, Jelip J, Ibrahim MY, Menon J, Grigg MJ, Yeo TW, Anstey NM, Barber BE. Increasing incidence of Plasmodium knowlesi malaria following control of P. falciparum and P. vivax malaria in Sabah, Malaysia. PLoS Negl Trop Dis. 2013;7(1):e2026.
62. Fornace KM, Abidin TR, Alexander N, Brock P, Grigg MK, Murphy A, William T, Menon J, Drakeley CJ, Cox J. Association between landscape factors and spatial patterns of Plasmodium knowlesi infections in Sabah, Malaysia. Emerg Infect Dis. 2016;22(2):201-8.
63. Obsomer V, Defourny P, Coosemans M. Predicted distribution of major malaria vectors belonging to the Anopheles dirus complex in Asia: Ecological niche and environmental influences. PLoS One. 2012;7(11):e50475.
64. Maeno Y, Nguyen Tuyen Q, Culleton R, Kawai S, Masuda G, Nakazawa S, Marchand RP. Humans frequently exposed to a range of non-human primate malaria parasite species through the bites of Anopheles dirus mosquitoes in South-central Vietnam. Parasites Vectors. 2015;8:376.