Surveillance of Host-Seeking Ticks in the Flint Hills Region (USA) and Associations with Environmental Determinants
Abstract
1. Introduction
2. Results
3. Discussion
4. Materials and Methods
4.1. Study Area
4.2. Tick Survey and Classification
4.3. Sample Handling and DNA Extraction
4.3.1. Positive Control Construction
4.3.2. Real-Time PCR
4.4. Environmental Data
4.5. Statistical Analysis
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Goodger, W.J.; Carpenter, T.; Riemann, H. Estimation of economic loss associated with anaplasmosis in California beef cattle. J. Am. Vet. Med. Assoc. 1979, 174, 1333–1336. [Google Scholar]
- Alderink, F.J.; Dietrich, R.A. Economic and Epidemiological Implications of Anaplasmosis in Texas Beef Cattle Herds. Available online: https://core.ac.uk/download/pdf/18488711.pdf (accessed on 6 August 2021).
- Okafor, C.C.; Collins, S.L.; Daniel, J.A.; Harvey, B.; Coetzee, J.; Whitlock, B. Factors associated with seroprevalence of bovine anaplasmosis in Texas. Vet. Parasitol. Reg. Stud. Rep. 2018, 14, 32–40. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Raghavan, R.K.; Harrington, J.; Anderson, G.A.; Hutchinson, J.S.; Debey, B.M. Environmental, climatic, and residential neighborhood determinants of feline tularemia. Vector Borne Zoonotic Dis. 2013, 13, 449–456. [Google Scholar] [CrossRef] [Scilit]
- Raghavan, R.K.; Neises, D.; Goodin, U.G.; Andresen, D.A.; Ganta, R.R. Bayesian spatio-temporal analysis and geospatial risk factors of human monocytic ehrlichiosis. PLoS ONE 2014, 9, e100850. [Google Scholar] [CrossRef] [Scilit]
- Raghavan, R.K.; Almes, K.; Goodin, D.G.; Harrington, J.A., Jr.; Stackhouse, P.W., Jr. Spatially heterogeneous land cover/land use and climatic risk factors of tick-borne feline cytauxzoonosis. Vector Borne Zoonotic Dis. 2014, 14, 486–495. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Raghavan, R.K.; Goodin, D.G.; Neises, D.; Anderson, G.A.; Ganta, R.R. Hierarchical Bayesian spatio–temporal analysis of climatic and socio–economic determinants of Rocky Mountain spotted fever. PLoS ONE 2016, 11, e0150180. [Google Scholar] [CrossRef] [Scilit]
- Hanzlicek, G.A.; Raghavan, R.K.; Ganta, R.R.; Anderson, G.A. Bayesian space-time patterns and climatic determinants of bovine anaplasmosis. PLoS ONE 2016, 11, e0151924. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Savage, H.M.; Godsey, M.S., Jr.; Tatman, J.; Burkhalter, K.L.; Hamm, A.; Panella, N.A.; Ghosh, A.; Raghavan, R.K. Surveillance for Heartland and Bourbon viruses in eastern Kansas, June 2016. J. Med. Entomol. 2018, 55, 1613–1616. [Google Scholar] [CrossRef] [Scilit]
- Savage, H.M.; Godsey, M.S., Jr.; Panella, N.A.; Burkhalter, K.L.; Manford, J.; Trevino-Garrison, I.C.; Straily, A.; Wilson, S.; Bowen, J.; Raghavan, R.K. Surveillance for tick-borne viruses near the location of a fatal human case of Bourbon virus (Family Orthomyxoviridae: Genus Thogotovirus) in eastern Kansas, 2015. J. Med. Entomol. 2018, 55, 701–705. [Google Scholar] [CrossRef] [Scilit]
- Raghavan, R.K.; Goodin, D.G.; Dryden, M.W.; Hroobi, A.; Gordon, D.M.; Cheng, C.; Nair, A.D.; Jakkula, L.U.; Hanzlicek, G.A.; Anderson, G.A.; et al. Heterogeneous associations of ecological attributes with tick-borne Rickettsial pathogens in a periurban landscape. Vector Borne Zoonotic Dis. 2016, 16, 569–576. [Google Scholar] [CrossRef] [Scilit]
- Halos, L.; Bord, S.; Cotté, V.; Gasqui, P.; Abrial, D.; Barnouin, J.; Boulouis, H.-J.; Vayssier-Taussat, M.; Vourc, G. Ecological factors characterizing the prevalence of bacterial tick-borne pathogens in Ixodes ricinus ticks in pastures and woodlands. Appl. Environ. Microbiol. 2010, 76, 4413–4420. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Johnson, T.L.; Boegler, K.A.; Clark, R.J.; Delorey, M.J.; Bjork, J.K.H.; Dorr, F.M.; Schiffman, E.K.; Neitzel, D.F.; Monaghan, A.J.; Eisen, R.J. An acarological risk model predicting the density and distribution of host-seeking Ixodes scapularis nymphs in Minnesota. Am. J. Trop. Med. Hyg. 2018, 98, 1671–1682. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Polito, V.J.; Baum, K.; Payton, M.E.; Little, S.E.; Fuhlendorf, S.D.; Reichard, M.V. Tick abundance and levels of infestation on cattle in response to patch burning. Rangel. Ecol. Manag. 2013, 66, 545–552. [Google Scholar] [CrossRef] [Scilit]
- Gleim, E.R.; Zemtsova, G.E.; Berghaus, R.; Levin, M.L.; Conner, M.; Yabsley, M.J. Frequent prescribed fires can reduce risk of tick-borne diseases. Sci. Rep. 2019, 9, 1–10. [Google Scholar] [CrossRef] [Scilit]
- Barnard, D.R. Aspects of the bovine host-lone star tick interaction process in forage areas. In Morphology, Physiology and Behavioral Ecology of Ticks; Sauer, J.R., Hair, J.A., Eds.; Horwood: Chichester, UK, 1986; pp. 428–444. [Google Scholar]
- Hair, J.A.; Bowman, J. Behavioral ecology of Amblyomma americanum (L.). In Morphology, Physiology and Behavioral Ecology of Ticks; Sauer, J.R., Hair, J.A., Eds.; Horwood: Chichester, UK, 1986; pp. 406–427. [Google Scholar]
- White, S.C.; Mock, D.E. Ixodes scapularis (Acari: Ixodidae) in Kansas: A new distribution record. J. Med. Èntomol. 1991, 28, 872–873. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kollars, T.M.; Oliver, J.H.; Kollars, P.G.; Durden, L.A. Seasonal activity and host associations of Ixodes scapularis (Acari: Ixodidae) in southeastern Missouri. J. Med. Èntomol. 1999, 36, 720–726. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Hroobi, A.; Boorgula, G.D.; Gordon, D.; Bai, J.; Goodin, D.; Anderson, G.; Wilson, S.; Staggs, A.; Raghavan, R.K. Diversity and seasonality of host-seeking ticks in a periurban environment in the central Midwest (USA). PLoS ONE 2021, 16, e0250272. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Remesar, S.; Fernández, P.D.; Venzal, J.M.; Pérez-Creo, A.; Prieto, A.; Estrada-Peña, A.; López, C.M.; Panadero, R.; Fernández, G.; Díez-Baños, P.; et al. Tick species diversity and population dynamics of Ixodes ricinus in Galicia (north-western Spain). Ticks Tick Borne Dis. 2018, 10, 132–137. [Google Scholar] [CrossRef] [Scilit]
- Schulze, T.L.; Jordan, R.A.; Hung, R.W. Effects of selected meteorological factors on diurnal questing of Ixodes scapularis and Amblyomma americanum (Acari: Ixodidae). J. Med. Èntomol. 2001, 38, 318–324. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Harlan, H.J.; Foster, W.A. Micrometeorologic factors affecting field host-seeking activity of adult Dermacentor variabilis (Acari: Ixodidae). J. Med. Èntomol. 1990, 27, 471–479. [Google Scholar] [CrossRef] [Scilit]
- Sonenshine, D.E.; Haines, G. A convenient method for controlling populations of the american dog tick, Dermacentor variabilis (Acari: Ixodidae) in the natural environment. J. Med. Èntomol. 1985, 22, 577–583. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Haile, D.G.; Mount, G.A. Computer simulation of population dynamics of the lone star tick, Amblyomma americanum (Acari: Ixodidae). J. Med. Èntomol. 1987, 24, 356–369. [Google Scholar] [CrossRef] [Scilit]
- Yoder, J.A.; Rosendale, A.J.; Benoit, J.B. Short day-triggered quiescence promotes water conservation in the American dog tick, Dermacentor variabilis. J. Comp. Physiol. B 2015, 186, 287–296. [Google Scholar] [CrossRef] [Scilit]
- Yoder, J.A.; Hedges, B.Z.; Benoit, J.B. Water balance of the American dog tick, Dermacentor variabilis, throughout its development with comparative observations between field-collected and laboratory-reared ticks. Int. J. Acarol. 2012, 38, 334–343. [Google Scholar] [CrossRef] [Scilit]
- Campbell, A.; Harris, D.L. Reproduction of the American dog tick, Dermacentor variabilis, under laboratory and field conditions. Environ. Èntomol. 1979, 8, 734–739. [Google Scholar] [CrossRef] [Scilit]
- Civitello, D.J.; Flory, S.L.; Clay, K. Exotic grass invasion reduces survival of Amblyomma americanum and Dermacentor variabilis ticks (Acari: Ixodidae). J. Med. Èntomol. 2008, 45, 867–872. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Raghavan, R.K.; Peterson, A.T.; Cobos, M.E.; Ganta, R.; Foley, D. Current and future distribution of the lone star tick, Amblyomma americanum (L.) (Acari: Ixodidae) in north America. PLoS ONE 2019, 14, e0209082. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Boorgula, G.D.Y.; Peterson, A.T.; Foley, D.H.; Ganta, R.R.; Raghavan, R.K. Assessing the current and future potential geographic distribution of the American dog tick, Dermacentor variabilis (Say) (Acari: Ixodidae) in north America. PLoS ONE 2020, 15, e0237191. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Raghavan, R.K.; Barker, S.; Cobos, M.E.; Barker, D.; Teo, E.J.M.; Foley, D.H.; Nakao, R.; Lawrence, K.; Heath, A.C.G.; Peterson, A.T. Potential spatial distribution of the newly introduced long-horned tick, Haemaphysalis longicornis in north America. Sci. Rep. 2019, 9, 1–8. [Google Scholar] [CrossRef] [Scilit]
- Randolph, S.E.; Storey, K. Impact of microclimate on immature tick-rodent host interactions (Acari: Ixodidae): Implications for parasite transmission. J. Med. Èntomol. 1999, 36, 741–748. [Google Scholar] [CrossRef] [Scilit]
- Smith, C.N.; Cole, M.M. Effect of length of day on the activity and hibernation of the American dog tick, Dermacentor variabilis (Say) (Acarina: Ixodidae). Ann. Èntomol. Soc. Am. 1941, 34, 426–431. [Google Scholar] [CrossRef] [Scilit]
- Childs, J.E.; Paddock, C.D. The ascendancy of Amblyomma americanum as a vector of pathogens affecting humans in the United States. Annu. Rev. Entomol. 2003, 48, 307–337. [Google Scholar] [CrossRef] [Scilit]
- Savage, H.M.; Godsey, M.S.G., Jr.; Lambert, A.; Panella, N.A.; Burkhalter, K.L.; Harmon, J.R.; Lash, R.R.; Ashley, D.C.; Nicholson, W.L. First detection of Heartland virus (Bunyaviridae: Phlebovirus) from field collected arthropods. Am. J. Trop. Med. Hyg. 2013, 89, 445–452. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Raghavan, R.K.; Goodin, D.G.; Hanzlicek, G.A.; Zolnerowich, G.; Dryden, M.W.; Anderson, G.A.; Ganta, R.R. Maximum entropy-based ecological niche model and bio-climatic determinants of lone star tick (Amblyomma americanum) niche. Vector Borne Zoonotic Dis. 2016, 16, 205–211. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bishopp, F.C.; Trembley, H.L. Distribution and hosts of certain north American ticks. J. Parasitol. 1945, 31. [Google Scholar] [CrossRef] [Scilit]
- Tugwell, P.; Lancaster, J.L., Jr. Notes on the seasonal occurrence of six tick species in northwest Arkansas. J. Kans. Entomol. Soc. 1963, 36, 167–171. [Google Scholar]
- Kocan, K.M.; Hair, J.A.; Ewing, S.A. Ultrastructure of Anaplasma marginale Theiler in Dermacentor andersoni stiles and Dermacentor variabilis (Say). Am. J. Vet. Res. 1980, 41, 1966–1976. [Google Scholar] [PubMed]
- Logan, T.M.; Kocan, K.M.; Edwards, W.; Hair, J.A.; Claypool, P.L.; Ewing, S.A. Persistence of colonies of Anaplasma marginale in overwintering Dermacentor variabilis. Am. J. Vet. Res. 1987, 48. [Google Scholar]
- Stich, R.; Kocan, K.M.; Palmer, G.H.; Ewing, S.A.; Hair, J.A.; Barron, S.J. Transstadial and attempted transovarial transmission of Anaplasma marginale by Dermacentor variabilis. Am. J. Vet. Res. 1989, 50, 1377–1380. [Google Scholar]
- Coley, K. Identification guide to larval stages of ticks of medical importance in the USA. University Honors. Program Thesis, Georgia Southern University, Statesboro, GA, USA, 2015. [Google Scholar]
- Stich, R.W.; Blagburn, B.L.; Bowman, D.D.; Carpenter, C.; Cortinas, M.R.; Ewing, S.A.; Foley, D.; Foley, J.E.; Gaff, H.; Hickling, G.J.; et al. Quantitative factors proposed to influence the prevalence of canine tick-borne disease agents in the United States. Parasites Vectors 2014, 7, 1–8. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Knudson, C. An Introduction to Model-Fitting with the R Package GLMM. Available online: https://mran.microsoft.com/snapshot/2015-04-08/web/packages/glmm/vignettes/intro.pdf (accessed on 6 August 2021).
- R Core Team. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2018; Available online: https://www.R-project.org/ (accessed on 6 August 2021).


| Species | Year | Male | Female | Nymph | Larvae | Total |
|---|---|---|---|---|---|---|
| Amblyomma americanum | Year 1 | 518 | 782 | 1265 | 1309 | 3874 |
| Year 2 | 506 | 887 | 1447 | 1369 | 4209 | |
| Amblyomma maculatum | Year 1 | 222 | 269 | - | - | 491 |
| Year 2 | 203 | 271 | - | - | 474 | |
| Dermacentor variabilis | Year 1 | 321 | 450 | - | - | 771 |
| Year 2 | 286 | 424 | - | - | 710 | |
| Ixodes scapularis | Year 1 | 2 | 6 | - | - | 8 |
| Year 2 | 5 | 15 | - | - | 20 |
| Covariate | Estimate | Std. Error | Pr (>|z|) | 95% CI |
|---|---|---|---|---|
| Accumulated temperature | 1.232 | 0.012 | 0.000 | 1.209, 1.256 |
| Photoperiod | 1.079 | 0.031 | 0.000 | 1.019, 1.140 |
| NDVI | 0.121 | 0.010 | 0.017 | 0.101, 0.1406 |
| Location | 1.553 | 0.496 | 0.015 | 0.580, 2.525 |
| Month | 0.811 | 0.213 | 0.007 | 0.039, 1.228 |
| Covariate | Estimate | Std. Error | Pr (>|z|) | 95% CI |
|---|---|---|---|---|
| Accumulated temperature | 1.421 | 0.119 | 0.000 | 1.877, 1.654 |
| Photoperiod | 1.549 | 0.088 | 0.001 | 1.376, 1.721 |
| Saturation deficit | −1.388 | 0.192 | 0.038 | −1.764, −1.011 |
| Location | 1.321 | 0.622 | 0.048 | 0.101, 2.540 |
| Month | 0.422 | 0.183 | 0.001 | 0.063, 0.780 |
| Covariate | Estimate | Std. Error | Pr (>|z|) | 95% CI |
|---|---|---|---|---|
| Accumulated temperature | 2.076 | 0.083 | 0.000 | 1.913, 2.238 |
| Photoperiod | 0.373 | 0.108 | 0.000 | 0.165, 0.588 |
| Mean relative humidity | −0.274 | 0.187 | 0.041 | −0.640, 0.092 |
| Location | 1.118 | 0.288 | 0.038 | 0.553, 1.682 |
| Month | 1.027 | 0.261 | 0.001 | 0.514, 1.538 |
| Species | Target Gene | Product Size | Primes /Probes | Sequence (5’-3’) |
|---|---|---|---|---|
| Amblyomma americanum | 16S rRNA | 150bp | * FP * RP * Pr | TTTAATTGGGGCGATTTAACTA CATCGAGGTCGCAAACTATT FAM-GAACCGTTATTAACGGACACTTGGA-BHQ-1 |
| Amblyomma maculatum | 16S rRNA | 178bp | * FP * RP * Pr | AAGGACAAGAAGACCCTAAGAATTT ATTACGCTGTTATCCCTAGAGTATTT CAL Fluor Red 610-TGAAATTTTTTAATTGGGGCGA-BHQ-2 |
| Dermacentor variabilis | 16S rRNA | 138bp | *FP * RP * Pr | TGGTATTTTGACTATACAAAGGTATT CCTTAATTTTAATAATTGTTTCTTCAC CAL Fluor Gold 540- TGCTAAGAGAATGGAATTACAGGGAATA-BHQ-1 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Spare, M.; Boorgula, G.D.; Thomson, D.; Bai, J.; Goodin, D.; Anderson, G.; Stich, R.W.; Hroobi, A.; Wilson, S.; Staggs, A.; et al. Surveillance of Host-Seeking Ticks in the Flint Hills Region (USA) and Associations with Environmental Determinants. Parasitologia 2021, 1, 137-147. https://doi.org/10.3390/parasitologia1030015
Spare M, Boorgula GD, Thomson D, Bai J, Goodin D, Anderson G, Stich RW, Hroobi A, Wilson S, Staggs A, et al. Surveillance of Host-Seeking Ticks in the Flint Hills Region (USA) and Associations with Environmental Determinants. Parasitologia. 2021; 1(3):137-147. https://doi.org/10.3390/parasitologia1030015
Chicago/Turabian StyleSpare, Mark, Gunavanthi D. Boorgula, Dan Thomson, Jianfa Bai, Doug Goodin, Gary Anderson, Roger W. Stich, Ali Hroobi, Savannah Wilson, Alexander Staggs, and et al. 2021. "Surveillance of Host-Seeking Ticks in the Flint Hills Region (USA) and Associations with Environmental Determinants" Parasitologia 1, no. 3: 137-147. https://doi.org/10.3390/parasitologia1030015
APA StyleSpare, M., Boorgula, G. D., Thomson, D., Bai, J., Goodin, D., Anderson, G., Stich, R. W., Hroobi, A., Wilson, S., Staggs, A., Bowers, A., Hamm, A., Tatman, J., & Raghavan, R. K. (2021). Surveillance of Host-Seeking Ticks in the Flint Hills Region (USA) and Associations with Environmental Determinants. Parasitologia, 1(3), 137-147. https://doi.org/10.3390/parasitologia1030015

