Mapping the probability of detecting Burkholderia pseudomallei in rural rice paddy soil based on indicator kriging and spatial soil factor analysis

被引:4
作者
Saengnill, Wacharapong [1 ]
Charoenjit, Kitsanai [1 ]
Hrimpeng, Karnjana [2 ]
Jittimanee, Jutharat [3 ]
机构
[1] Burapha Univ, Fac Geoinformat, Chon Buri, Thailand
[2] Burapha Univ, Fac Sci, Dept Microbiol, Chon Buri, Thailand
[3] Ubon Ratchathani Univ, Coll Med & Publ Hlth, Ubon Ratchathani, Thailand
关键词
Burkholderia pseudomallei; indicator kriging; paddy soil; semivariogram; MELIOIDOSIS; EPIDEMIOLOGY;
D O I
10.1093/trstmh/traa029
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background: Melioidosis is an infectious disease commonly found in Thailand. This infectious disease is caused by Burkholderia pseudomallei in soil. This study aims to analyze the association between spatial soil factors and B. pseudomallei detection, as well as to map the probability of B. pseudomallei contamination based on indicator kriging in paddy soil. Methods: Seventy-eight soil samples were collected randomly on 22 April 2018 in various paddy fields. Oxidate, Gram staining and monoclonal antibody-based Latex agglutination assays were performed to confirm the presence of B. pseudomallei in soil samples. The association between B. pseudomallei detection and spatial soil factors including soil temperature, soil pH, soil texture and soil drainage were analyzed by the Mann-Whitney U test and chi(2) test. Subsequently, a semivariogram model and indicator kriging were used to map the probability of B. pseudomallei contamination. Results: Of the 78 samples, B. pseudomallei was detected in 32 (41.03%). The presence or absence of B. pseudomallei was not significantly associated with spatial soil factors. The semivariogram model showed that the Lag distance between positive B. pseudomallei samples was 90.51 m. Conclusion: The empirical semivariogram and indicator kriging are an alternative option for predicting the spatial distribution of B. pseudomallei in soil.
引用
收藏
页码:521 / 530
页数:10
相关论文
共 21 条
[1]  
[Anonymous], 2003, ArcGIS 9: using ArcGIS geostatistical analyst
[2]  
Bohling G., 2005, Introduction to Geostatistics and Variogram Analysis
[3]   Melioidosis: Epidemiology, pathophysiology, and management [J].
Cheng, AC ;
Currie, BJ .
CLINICAL MICROBIOLOGY REVIEWS, 2005, 18 (02) :383-+
[4]  
Daniel W.W., 2018, BIOSTATISTICS FDN AN, V11th ed.
[5]   Melioidosis in Thailand: Present and Future [J].
Hinjoy, Soawapak ;
Hantrakun, Viriya ;
Kongyu, Somkid ;
Kaewrakmuk, Jedsada ;
Wangrangsimakul, Tri ;
Jitsuronk, Siroj ;
Saengchun, Weerawut ;
Bhengsri, Saithip ;
Akarachotpong, Thantapat ;
Thamthitiwat, Somsak ;
Sangwichian, Ornuma ;
Anunnatsiri, Siriluck ;
Sermswan, Rasana W. ;
Lertmemongkolchai, Ganjana ;
Tharinjaroen, Chayada Sitthidet ;
Preechasuth, Kanya ;
Udpaun, Ratchadaporn ;
Chuensombut, Poomin ;
Waranyasirikul, Nisarat ;
Anudit, Chanihcha ;
Narenpitak, Surapong ;
Jutrakul, Yaowaruk ;
Teparrukkul, Prapit ;
Teerawattanasook, Nittaya ;
Thanvisej, Kittisak ;
Suphan, Alisa ;
Sukbut, Punchawee ;
Ploddi, Kritchavat ;
Sirichotirat, Poolsri ;
Chiewchanyon, Bongkoch ;
Rukseree, Kamolchanok ;
Hongsuwan, Maliwan ;
Wongsuwan, Gumphol ;
Sunthornsut, Pornpan ;
Wuthiekanun, Vanaporn ;
Sachaphimukh, Sandy ;
Wannapinij, Prapass ;
Chierakul, Wirongrong ;
Chewapreecha, Claire ;
Thaipadungpanit, Janjira ;
Chantratita, Narisara ;
Korbsrisate, Sunee ;
Taunyok, Apichai ;
Dunachie, Susanna ;
Palittapongarnpim, Prasit ;
Sirisinha, Stitaya ;
Kitphati, Rungrueng ;
Iamsirithaworn, Sopon ;
Chaowagul, Wipada ;
Chetchotisak, Ploenchan .
TROPICAL MEDICINE AND INFECTIOUS DISEASE, 2018, 3 (02)
[6]   Landscape Changes Influence the Occurrence of the Melioidosis Bacterium Burkholderia pseudomallei in Soil in Northern Australia [J].
Kaestli, Mirjam ;
Mayo, Mark ;
Harrington, Glenda ;
Ward, Linda ;
Watt, Felicity ;
Hill, Jason V. ;
Cheng, Allen C. ;
Currie, Bart J. .
PLOS NEGLECTED TROPICAL DISEASES, 2009, 3 (01)
[7]   Melioidosis in Southeast Asia [J].
Leelarasamee, A .
ACTA TROPICA, 2000, 74 (2-3) :129-132
[8]   Systematic Review and Consensus Guidelines for Environmental Sampling of Burkholderia pseudomallei [J].
Limmathurotsakul, Direk ;
Dance, David A. B. ;
Wuthiekanun, Vanaporn ;
Kaestli, Mirjam ;
Mayo, Mark ;
Warner, Jeffrey ;
Wagner, David M. ;
Tuanyok, Apichai ;
Wertheim, Heiman ;
Cheng, Tan Yoke ;
Mukhopadhyay, Chiranjay ;
Puthucheary, Savithiri ;
Day, Nicholas P. J. ;
Steinmetz, Ivo ;
Currie, Bart J. ;
Peacock, Sharon J. .
PLOS NEGLECTED TROPICAL DISEASES, 2013, 7 (03)
[9]   Burkholderia pseudomallei Is Spatially Distributed in Soil in Northeast Thailand [J].
Limmathurotsakul, Direk ;
Wuthiekanun, Vanaporn ;
Chantratita, Narisara ;
Wongsuvan, Gumphol ;
Amornchai, Premjit ;
Day, Nicholas P. J. ;
Peacock, Sharon J. .
PLOS NEGLECTED TROPICAL DISEASES, 2010, 4 (06)
[10]   Increasing Incidence of Human Melioidosis in Northeast Thailand [J].
Limmathurotsakul, Direk ;
Wongratanacheewin, Surasakdi ;
Teerawattanasook, Nittaya ;
Wongsuvan, Gumphol ;
Chaisuksant, Seksan ;
Chetchotisakd, Ploenchan ;
Chaowagul, Wipada ;
Day, Nicholas P. J. ;
Peacock, Sharon J. .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2010, 82 (06) :1113-1117