Skip to main content
Erschienen in: Journal of Community Health 6/2019

03.07.2019 | Original Paper

Spatial Clusters and Non-spatial Predictors of Tick-Borne Disease Diagnosis in Indiana

verfasst von: Oghenekaro Omodior, Sina Kianersi, Maya Luetke

Erschienen in: Journal of Community Health | Ausgabe 6/2019

Einloggen, um Zugang zu erhalten

Abstract

The purpose of this study was two-fold. First, we sought to identify spatial clusters of self-reported tick-borne disease (TBD) diagnosis in Indiana. Secondly, we determined the significant predictors of self-reported TBD diagnosis in a sample of Indiana residents. Study participants were selected from existing online panels maintained by Qualtrics and completed a cross-sectional survey (n = 3003). Our primary outcome of interest was self-reported TBD diagnosis (Yes/No). Cases and background population were aggregated to the county level. We used a purely spatial discrete Poisson model in SatScan® to determine significant clusters of high-risk TBD diagnosis counties. We also used X2 tests in bivariate analyses, to identify potential predictor variables for inclusion in an initial model, and backward elimination selection method to identify the final model. Two clusters of counties with significant high relative risk of self-reported TBD diagnosis in the southeast and southwest of Indiana were detected. Males in Indiana were more likely to self-report TBD diagnosis compared to females. Study participants who conducted a thorough tick check after being outdoors were significantly less likely to report TBD diagnosis compared to those who did not. Increased positive perceptions of TBD personal protective measures were associated with reduced self-reported TBD diagnosis. Older study participants were less likely to self-report TBD diagnosis compared to younger participants. The identification of two clusters of TBD diagnosis in southern Indiana is consistent with a northern spread of TBDs and suggests a need for continued surveillance of the counties in the vicinity of the observed clusters. Future studies should be designed to identify risk factors for TBD diagnosis in the affected counties of Indiana.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
4.
Zurück zum Zitat Caminade, C., McIntyre, K. M., & Jones, A. E. (2018). Impact of recent and future climate change on vector-borne diseases. Annals of the New York Academy of Sciences., 1436, 157–173.CrossRef Caminade, C., McIntyre, K. M., & Jones, A. E. (2018). Impact of recent and future climate change on vector-borne diseases. Annals of the New York Academy of Sciences., 1436, 157–173.CrossRef
5.
Zurück zum Zitat Raghavan, R. K., Peterson, A. T., Cobos, M. E., Ganta, R., & Foley, D. (2019). Current and future distribution of the Lone Star Tick, Amblyomma americanum (L.)(Acari: Ixodidae) in North America. PloS ONE, 14(1), e0209082.CrossRef Raghavan, R. K., Peterson, A. T., Cobos, M. E., Ganta, R., & Foley, D. (2019). Current and future distribution of the Lone Star Tick, Amblyomma americanum (L.)(Acari: Ixodidae) in North America. PloS ONE, 14(1), e0209082.CrossRef
6.
Zurück zum Zitat Kugeler, K. J., Farley, G. M., Forrester, J. D., & Mead, P. S. (2015). Geographic distribution and expansion of human Lyme Disease, United States. Emerging Infectious Diseases, 21(8), 1455–1457.CrossRef Kugeler, K. J., Farley, G. M., Forrester, J. D., & Mead, P. S. (2015). Geographic distribution and expansion of human Lyme Disease, United States. Emerging Infectious Diseases, 21(8), 1455–1457.CrossRef
7.
Zurück zum Zitat Adjemian, J. Z., Krebs, J., Mandel, E., & McQuiston, J. (2009). Spatial clustering by disease severity among reported Rocky Mountain spotted fever cases in the United States, 2001–2005. The American Journal of Tropical Medicine and Hygiene, 80(1), 72–77.CrossRef Adjemian, J. Z., Krebs, J., Mandel, E., & McQuiston, J. (2009). Spatial clustering by disease severity among reported Rocky Mountain spotted fever cases in the United States, 2001–2005. The American Journal of Tropical Medicine and Hygiene, 80(1), 72–77.CrossRef
8.
Zurück zum Zitat Jones, E., Hinckley, A., Hook, S., Meek, J., Backenson, B., Kugeler, K., et al. (2018). Pet ownership increases human risk of encountering ticks. Zoonoses and Public Health, 65(1), 74–79.CrossRef Jones, E., Hinckley, A., Hook, S., Meek, J., Backenson, B., Kugeler, K., et al. (2018). Pet ownership increases human risk of encountering ticks. Zoonoses and Public Health, 65(1), 74–79.CrossRef
9.
Zurück zum Zitat Richardson, M., Khouja, C., & Sutcliffe, K. (2018). Interventions to prevent Lyme disease in humans: A systematic review. Preventive Medicine Reports., 13, 16–22.CrossRef Richardson, M., Khouja, C., & Sutcliffe, K. (2018). Interventions to prevent Lyme disease in humans: A systematic review. Preventive Medicine Reports., 13, 16–22.CrossRef
10.
Zurück zum Zitat Connally, N. P., Durante, A. J., Yousey-Hindes, K. M., Meek, J. I., Nelson, R. S., & Heimer, R. (2009). Peridomestic Lyme disease prevention: Results of a population-based case–control study. American Journal of Preventive Medicine, 37(3), 201–206.CrossRef Connally, N. P., Durante, A. J., Yousey-Hindes, K. M., Meek, J. I., Nelson, R. S., & Heimer, R. (2009). Peridomestic Lyme disease prevention: Results of a population-based case–control study. American Journal of Preventive Medicine, 37(3), 201–206.CrossRef
11.
Zurück zum Zitat Omodior, O., Pennington-Gray, L., & Donohoe, H. (2015). Efficacy of the theory of planned behavior in predicting the intention to engage in tick-borne disease personal protective behavior amongst visitors to an outdoor recreation center. Journal of Park and Recreation Administration., 33(2), 37–53. Omodior, O., Pennington-Gray, L., & Donohoe, H. (2015). Efficacy of the theory of planned behavior in predicting the intention to engage in tick-borne disease personal protective behavior amongst visitors to an outdoor recreation center. Journal of Park and Recreation Administration., 33(2), 37–53.
12.
Zurück zum Zitat Donohoe, H., Omodior, O., & Roe, J. (2018). Tick-borne disease occupational risks and behaviors of Florida Fish, Wildlife, and Parks Service employees: A health belief model perspective. Journal of Outdoor Recreation and Tourism, 22, 9–17.CrossRef Donohoe, H., Omodior, O., & Roe, J. (2018). Tick-borne disease occupational risks and behaviors of Florida Fish, Wildlife, and Parks Service employees: A health belief model perspective. Journal of Outdoor Recreation and Tourism, 22, 9–17.CrossRef
13.
Zurück zum Zitat Stefanoff, P., Rosinska, M., Samuels, S., White, D. J., Morse, D. L., & Randolph, S. E. (2012). A national case-control study identifies human socio-economic status and activities as risk factors for tick-borne encephalitis in Poland. PLoS ONE, 7(9), e45511.CrossRef Stefanoff, P., Rosinska, M., Samuels, S., White, D. J., Morse, D. L., & Randolph, S. E. (2012). A national case-control study identifies human socio-economic status and activities as risk factors for tick-borne encephalitis in Poland. PLoS ONE, 7(9), e45511.CrossRef
14.
Zurück zum Zitat Slunge, D., & Boman, A. (2018). Learning to live with ticks? The role of exposure and risk perceptions in protective behaviour against tick-borne diseases. PLoS ONE, 13(6), e0198286.CrossRef Slunge, D., & Boman, A. (2018). Learning to live with ticks? The role of exposure and risk perceptions in protective behaviour against tick-borne diseases. PLoS ONE, 13(6), e0198286.CrossRef
15.
Zurück zum Zitat Aenishaenslin, C., Michel, P., Ravel, A., Gern, L., Milord, F., Waaub, J.-P., et al. (2015). Factors associated with preventive behaviors regarding Lyme disease in Canada and Switzerland: A comparative study. BMC Public Health, 15(1), 185.CrossRef Aenishaenslin, C., Michel, P., Ravel, A., Gern, L., Milord, F., Waaub, J.-P., et al. (2015). Factors associated with preventive behaviors regarding Lyme disease in Canada and Switzerland: A comparative study. BMC Public Health, 15(1), 185.CrossRef
16.
Zurück zum Zitat Herrington, J. E., Jr. (2004). Risk perceptions regarding ticks and Lyme disease: A national survey. American Journal of Preventive Medicine, 26(2), 135–140.CrossRef Herrington, J. E., Jr. (2004). Risk perceptions regarding ticks and Lyme disease: A national survey. American Journal of Preventive Medicine, 26(2), 135–140.CrossRef
17.
Zurück zum Zitat Mowbray, F., Amlôt, R., & Rubin, G. J. (2014). Predictors of protective behaviour against ticks in the UK: A mixed methods study. Ticks and Tick-Borne Diseases, 5(4), 392–400.CrossRef Mowbray, F., Amlôt, R., & Rubin, G. J. (2014). Predictors of protective behaviour against ticks in the UK: A mixed methods study. Ticks and Tick-Borne Diseases, 5(4), 392–400.CrossRef
18.
Zurück zum Zitat Beaujean, D. J. M. A., Bults, M., van Steenbergen, J. E., & Voeten, H. A. C. M. (2013). Study on public perceptions and protective behaviors regarding Lyme disease among the general public in the Netherlands: Implications for prevention programs. BMC Public Health, 13(1), 225.CrossRef Beaujean, D. J. M. A., Bults, M., van Steenbergen, J. E., & Voeten, H. A. C. M. (2013). Study on public perceptions and protective behaviors regarding Lyme disease among the general public in the Netherlands: Implications for prevention programs. BMC Public Health, 13(1), 225.CrossRef
19.
Zurück zum Zitat Arıkan, I., Kasifoglu, N., Metintas, S., & Kalyoncu, C. (2010). Knowledge, beliefs, and practices regarding tick bites in the Turkish population in a rural area of the Middle Anatolian Region. Tropical Animal Health and Production, 42(4), 669–675.CrossRef Arıkan, I., Kasifoglu, N., Metintas, S., & Kalyoncu, C. (2010). Knowledge, beliefs, and practices regarding tick bites in the Turkish population in a rural area of the Middle Anatolian Region. Tropical Animal Health and Production, 42(4), 669–675.CrossRef
21.
Zurück zum Zitat Bayles, B. R., Evans, G., & Allan, B. F. (2013). Knowledge and prevention of tick-borne diseases vary across an urban-to-rural human land-use gradient. Ticks and Tick-Borne Diseases, 4(4), 352–358.CrossRef Bayles, B. R., Evans, G., & Allan, B. F. (2013). Knowledge and prevention of tick-borne diseases vary across an urban-to-rural human land-use gradient. Ticks and Tick-Borne Diseases, 4(4), 352–358.CrossRef
22.
Zurück zum Zitat Aenishaenslin, C., Bouchard, C., Koffi, J. K., & Ogden, N. H. (2017). Exposure and preventive behaviours toward ticks and Lyme disease in Canada: Results from a first national survey. Ticks and Tick-Borne Diseases, 8(1), 112–118.CrossRef Aenishaenslin, C., Bouchard, C., Koffi, J. K., & Ogden, N. H. (2017). Exposure and preventive behaviours toward ticks and Lyme disease in Canada: Results from a first national survey. Ticks and Tick-Borne Diseases, 8(1), 112–118.CrossRef
24.
Zurück zum Zitat Kulldorff, M., Heffernan, R., Hartman, J., Assunçao, R., & Mostashari, F. (2005). A space–time permutation scan statistic for disease outbreak detection. PLoS Medicine, 2(3), e59.CrossRef Kulldorff, M., Heffernan, R., Hartman, J., Assunçao, R., & Mostashari, F. (2005). A space–time permutation scan statistic for disease outbreak detection. PLoS Medicine, 2(3), e59.CrossRef
25.
Zurück zum Zitat Kulldorff, M. (2017). SaTScan user guide for version 9.4. 2015. Kulldorff, M. (2017). SaTScan user guide for version 9.4. 2015.
26.
Zurück zum Zitat Tjur, T. (2009). Coefficients of determination in logistic regression models—A new proposal: The coefficient of discrimination. The American Statistician, 63(4), 366–372.CrossRef Tjur, T. (2009). Coefficients of determination in logistic regression models—A new proposal: The coefficient of discrimination. The American Statistician, 63(4), 366–372.CrossRef
28.
Zurück zum Zitat LoGiudice, K., Ostfeld, R. S., Schmidt, K. A., & Keesing, F. (2003). The ecology of infectious disease: Effects of host diversity and community composition on Lyme disease risk. Proceedings of the National Academy of Sciences, 100(2), 567–571.CrossRef LoGiudice, K., Ostfeld, R. S., Schmidt, K. A., & Keesing, F. (2003). The ecology of infectious disease: Effects of host diversity and community composition on Lyme disease risk. Proceedings of the National Academy of Sciences, 100(2), 567–571.CrossRef
29.
Zurück zum Zitat Salkeld, D. J., & Lane, R. S. (2010). Community ecology and disease risk: Lizards, squirrels, and the Lyme disease spirochete in California, USA. Ecology, 91(1), 293–298.CrossRef Salkeld, D. J., & Lane, R. S. (2010). Community ecology and disease risk: Lizards, squirrels, and the Lyme disease spirochete in California, USA. Ecology, 91(1), 293–298.CrossRef
30.
Zurück zum Zitat Daltroy, L. H., Phillips, C., Lew, R., Wright, E., Shadick, N. A., Liang, M. H., et al. (2007). A controlled trial of a novel primary prevention program for Lyme disease and other tick-borne illnesses. Health Education & Behavior, 34(3), 531–542.CrossRef Daltroy, L. H., Phillips, C., Lew, R., Wright, E., Shadick, N. A., Liang, M. H., et al. (2007). A controlled trial of a novel primary prevention program for Lyme disease and other tick-borne illnesses. Health Education & Behavior, 34(3), 531–542.CrossRef
31.
Zurück zum Zitat Butler, A. D., Sedghi, T., Petrini, J. R., & Ahmadi, R. (2016). Tick-borne disease preventive practices and perceptions in an endemic area. Ticks and Tick-Borne Diseases, 7(2), 331–337.CrossRef Butler, A. D., Sedghi, T., Petrini, J. R., & Ahmadi, R. (2016). Tick-borne disease preventive practices and perceptions in an endemic area. Ticks and Tick-Borne Diseases, 7(2), 331–337.CrossRef
32.
Zurück zum Zitat Wallace, L. A. (1991). Comparison of risks from outdoor and indoor exposure to toxic chemicals. Environmental Health Perspectives, 95, 7–13.CrossRef Wallace, L. A. (1991). Comparison of risks from outdoor and indoor exposure to toxic chemicals. Environmental Health Perspectives, 95, 7–13.CrossRef
34.
Zurück zum Zitat Flynn, J., Slovic, P., & Mertz, C. K. (1994). Gender, race, and perception of environmental health risks. Risk Analysis, 14(6), 1101–1108.CrossRef Flynn, J., Slovic, P., & Mertz, C. K. (1994). Gender, race, and perception of environmental health risks. Risk Analysis, 14(6), 1101–1108.CrossRef
35.
Zurück zum Zitat Slovic, P., & Peters, E. (2006). Risk perception and affect. Current Directions in Psychological Science, 15(6), 322–325.CrossRef Slovic, P., & Peters, E. (2006). Risk perception and affect. Current Directions in Psychological Science, 15(6), 322–325.CrossRef
36.
Zurück zum Zitat Sheeran, P., Harris, P. R., & Epton, T. (2014). Does heightening risk appraisals change people’s intentions and behavior? A meta-analysis of experimental studies. Psychological Bulletin, 140(2), 511.CrossRef Sheeran, P., Harris, P. R., & Epton, T. (2014). Does heightening risk appraisals change people’s intentions and behavior? A meta-analysis of experimental studies. Psychological Bulletin, 140(2), 511.CrossRef
Metadaten
Titel
Spatial Clusters and Non-spatial Predictors of Tick-Borne Disease Diagnosis in Indiana
verfasst von
Oghenekaro Omodior
Sina Kianersi
Maya Luetke
Publikationsdatum
03.07.2019
Verlag
Springer US
Erschienen in
Journal of Community Health / Ausgabe 6/2019
Print ISSN: 0094-5145
Elektronische ISSN: 1573-3610
DOI
https://doi.org/10.1007/s10900-019-00691-0

Weitere Artikel der Ausgabe 6/2019

Journal of Community Health 6/2019 Zur Ausgabe