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. 2017 Oct 23;10:508. doi: 10.1186/s13071-017-2456-2

Toxoplasma gondii seroprevalence and genotype diversity in select wildlife species from the southeastern United States

Richard W Gerhold 1,2,#, Pooja Saraf 3,#, Alycia Chapman 1, Xuan Zou 3, Graham Hickling 2, William H Stiver 4, Allan Houston 5, Marcy Souza 1, Chunlei Su 3,
PMCID: PMC5654087  PMID: 29061166

Abstract

Background

Toxoplasma gondii is a widespread protozoan parasite that infects humans and other animals. Previous studies indicate some genotypes of T. gondii are more frequently isolated in wildlife than agricultural animals, suggesting a wild/feral animal diversity model. To determine seroprevalence and genetic diversity of T. gondii in southeastern US wildlife, we collected sera from 471 wild animals, including 453 mammals and 18 birds, between 2011 and 2014. These serum samples were assayed for T. gondii infection using the modified agglutination test (MAT). Heart or tongue tissues from 66 seropositive animals were bioassayed in mice and 19 isolates were obtained. The isolated parasites were genotyped by the polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) method employing 10 genetic markers.

Results

One hundred and ninety-six of 471 samples (41.6%) had a titer ≥1:32 and were considered positive for T. gondii infection. Of 453 mammals, 195 (43%) were seropositive, whereas only one (5.6%) of 18 birds was seropositive. The seroprevalence in mammals was significantly higher than in the birds. Mammalian hosts with adequate samples size (≥ 20) comprised white-tailed deer (n = 241), feral hogs (n = 100), raccoons (n = 34) and coyotes (n = 22), with seroprevalences of 41.0%, 51.0%, 50.0% and 72.7%, respectively. Coyotes had significantly higher seroprevalence than the white-tailed deer. Genotyping revealed five distinct genotypes, including the ToxoDB PCR-RFLP genotype #5 (a.k.a type 12) for 15 isolates, genotype #3 (a.k.a. type II) for 1 isolate, and genotypes #154, #167 and #216, each for 1 isolate. The results showed moderate to high infection rates of T. gondii in white-tailed deer, feral hogs, raccoons and coyotes. Genotyping results indicated limited genetic diversity and a dominance of genotype #5, which has been reported as a major type in wildlife in North America.

Conclusions

We conclude that T. gondii infection is common in game animals (white-tailed deer and feral hogs) in the southeastern US, which may pose a food safety risk to humans. Further research is necessary to understand T. gondii transmission from wildlife to farm animals and humans.

Keywords: Toxoplasma gondii, Toxoplasmosis, Wildlife

Background

Toxoplasmosis, caused by Toxoplasma gondii, is zoonotic and considered a leading cause of human morbidity attributed to food borne illness in the United States [1], and it is estimated that one-third of the world’s population is infected by this pathogen [2]. Women infected with T. gondii during pregnancy can have variable consequences including pregnancy complications, stillbirths and abortions. In immunocompromised patients, such as those with AIDS, encephalitis may occur, which is often fatal [2]. Toxoplasmosis is one of five neglected parasitic infections that have been targeted by the Centers for Disease Control and Prevention (CDC) for public health action. Infection with T. gondii can occur by ingestion of microscopic oocysts in contaminated food or water, or by ingestion of tissue cysts in undercooked or raw meat [2, 3], making it an important foodborne zoonotic pathogens.

Toxoplasma gondii infection occurs in many species of wild mammals and birds, particularly those that are carnivorous or ground dwelling. Clinical toxoplasmosis occurs in a wide variety of US wildlife, including threatened and endangered terrestrial and marine mammals and birds [4, 5]. Epidemiology studies of white-tailed deer populations have reported seroprevalence from 30% to 76% in areas including Pennsylvania, Minnesota, Mississippi, New Jersey, Iowa and Ohio [610]. A range of seroprevalence (15–84%) was observed in raccoons from Iowa, New Jersey, Ohio, Kansas, Illinois, Florida, Pennsylvania, Virginia and Wisconsin [1114]. A high seroprevalence in red and gray foxes (85.9%) was reported in Kentucky, Indiana, Michigan and Ohio [15, 16] and wild hogs from California and black bears from Pennsylvania also show seroprevalence of 17% and 75–80%, respectively [8, 17]. Antibodies against T. gondii (7–17%) were detected in wolves from remote areas in Alaska [18, 19]. Genotyping of wildlife isolates suggests that wild animals maintain a much greater diversity of T. gondii genotypes than agricultural animals [2022]. There is no reported association between T. gondii genotypes and disease manifestation, but some evidence suggests a relationship. For example, in South America, where wild animal populations are more dominant, severe cases of human toxoplasmosis were reported even in immunocompetent adults [2326], and the majority of these infections were attributed to unique genotypes. Recent studies have reported the presence of numerous genotypes in wildlife populations in North America. Currently, ToxoDB PCR-RFLP genotypes #4 and #5, also known as type 12, are recognized as the dominant type in North America wildlife [20, 21]. It is likely that some of these T. gondii strains from wildlife are highly virulent, posing a potential wildlife health risk and a higher risk for severe toxoplasmosis if transmitted in human populations.

The role of wildlife in the transmission of T. gondii demands increased efforts to catalog the major sources of human T. gondii infection. Continued characterization is critical to understanding the potential risks of T. gondii to wildlife populations and its zoonotic implications. Seroprevalence and genotyping data from the southeast region of the United States have been insufficient to determine the pattern of T. gondii transmission in the area. Hence, in this study, we focused on determining seroprevalence and characterizing strains isolated from wildlife in this region.

Methods

Serum with or without corresponding fresh heart or tongue tissue samples was collected from hunter-killed, road killed, nuisance killed (i.e. feral hogs), or research collected animals from multiple southeastern states (Table 1). Tissue samples were refrigerated until serological screening was completed.

Table 1.

Seroprevalence of T. gondii in wildlife by county and State in the southeastern USA

State of origin County/Site Species Seropositive/ total Seroprevalence (%)
Tennessee (n = 309; 293 mammals, 16 birds) Loudon white-tailed deer 5/9 55.6
Knox opossum 1/2 50.0
woodchuck 1/4 25.0
mink 1/1 100
raccoon 5/12 41.7
gray fox 2/3 66.7
opossum 2/3 66.7
pigeon 1/1 100
othera 0/32 0
Coffee white-tailed deer 1/3 33.3
gray squirrel 0/9 0
Ames Plant coyote 11/17 54.1
white-tailed deer 40/77 51.9
raccoon 5/8 62.5
opossum 3/7 42.9
GSMNP black bear 0/1 0
feral hog 11/27 40.7
Kingston raccoon 7/13 53.8
Oak Ridge white-tailed deer 18/64 28.1
AEDC, Decherd white-tailed deer 2/14 14.2
Jefferson raccoon 0/1 0
Roane mink 0/1 0
South Carolina (n = 74) Laurens white-tailed deer 33/74 44.6
North Carolina (n = 74) GSMNP feral hog 40/73 54.8
black bear 0/1 0
Georgia (n = 6) Jefferson gray fox 0/1 0
Putnam coyote 5/5 100
Alabama (n = 4) Brent woodchuck 0/1 0
Hale eastern cottontail 0/1 0
armadillo 0/1 0
gray squirrel 0/1 0
Kentucky (n = 4) Perry elk 2/3 66.7
Knott elk 0/1 0

Overall prevalence = 196/471 (41.6%)

Abbreviations: GSMNP Great Smoky Mountain National Park, AEDC Arnold Engineering development complex

aTotal 32 samples (15 mammals, 17 birds): one sample from each of the following wildlife: American crow, American robin, beaver, belted kingfisher, chickadee, chimney swift, fox squirrel, gray catbird, hermit thrush, house sparrow, oven bird, pileated woodpecker, rock pigeon, tufted titmice and turkey vulture. Two samples from: eastern chipmunk, blue jay and mourning dove. Four samples from: gray squirrel. Seven samples from eastern cottontail

Screening for T. gondii was performed at the clinical parasitology laboratory at the University of Tennessee, College of Veterinary Medicine using the MAT test as previously described [27, 28]. This assay is used to detect anti-T. gondii antibodies in blood, serum and other bodily fluids from a wide variety of wildlife and domestic species. Animals were considered Toxoplasma positive if IgG antibodies were detected at ≥ 1:32 dilution on MAT. Three to 5 g of heart or tongue tissue from some seropositive hosts were processed and used in bioassays of mice to propagate T. gondii [29]. To facilitate isolation of T. gondii, mice were treated with 15 μl/ml dexamethasone in drinking water at the time of inoculation of processed animal tissues. Mice showing clinical signs of infection (roughed fur and lethargic) were terminated, peritoneal lavage are collected and inoculated to cell culture to expand the parasites. All nonclinical mice were terminated on day 14 post-inoculation, peritoneal lavage was collected and inoculated to cell culture. Isolated T. gondii strains were genotyped by multiplex multilocus nested PCR-RFLP (Mn-PCR-RFLP) employing 10 genetic markers [30].

To compare seroprevalence of different populations, data analysis was performed using statistical software SAS version 9.4. Chi-square tests were conducted to determine if there was statistically significant difference among different sampling groups. Logistic regression was used to compute the odds ratios of infection among different groups. Association of serum MAT titer with success of isolating T. gondii in bioassay was assessed by linear regression analysis using SAS GLM procedure (SAS 9.4).

Results

Seroprevalence of T. gondii

A total of 471 serum/plasma samples were collected from 31 wildlife species (16 mammal and 15 bird species) between 2011 and 2014 (Table 2). Samples originated in six southeast states, comprising Alabama, Georgia, Kentucky, North Carolina, South Carolina and Tennessee (Table 1). From 471 samples, 41.6% (196/471) had MAT titers ≥ 1:32 and were considered positive for T. gondii infection (Tables 1, 2). Nine mammalian (white-tailed deer, opossum, raccoon, coyote, feral hog, woodchuck, elk, gray fox and mink) and 1 bird species (rock pigeon) collected from five southeastern states had seropositive individuals (Tables 12). Mammal hosts with samples size ≥ 10 individuals comprised white-tailed deer (n = 241), feral hogs (n = 100), raccoons (n = 34), coyotes (n = 22), opossum (n = 12) and gray squirrels (n = 14) and had seroprevalences of 41%, 51%, 50%, 72.7%, 50% and 0%, respectively.

Table 2.

Seroprevalence of T. gondii in southeastern wildlife species in USA

Host No. of samples MAT titers Seroprevalence (%)
< 1:32 1:32–1:128 1:256–1:1024 1:2048–1:8192 > 1:8192
Mammals (n = 453, seropositive 195)
 White-tailed deer 241 142 59 11 11 18 41.0
 Feral hog 100 49 33 13 4 1 51.0
 Raccoon 34 17 6 7 0 4 50.0
 Coyote 22 6 5 4 4 3 72.7
 Woodchuck 5 4 1 0 0 0 20.0
 Elk 4 2 1 1 0 0 50.0
 Gray fox 4 2 2 0 0 0 50.0
 Mink 2 1 0 0 1 0 50.0
 Opossum 12 6 3 2 1 0 50.0
 Gray squirrel 14 14 0 0 0 0 0
 Eastern cottontail 8 8 0 0 0 0 0
 Black bear 2 2 0 0 0 0 0
 Armadillo 1 1 0 0 0 0 0
 Beaver 1 1 0 0 0 0 0
 Eastern chipmunk 2 2 0 0 0 0 0
 Fox squirrel 1 1 0 0 0 0 0
Birds (n = 18, seropositive 1)
 Blue jay 2 2 0 0 0 0 0
 Mourning dove 2 2 0 0 0 0 0
 American crow 1 1 0 0 0 0 0
 American robin 1 1 0 0 0 0 0
 Belted kingfisher 1 1 0 0 0 0 0
 Chickadee 1 1 0 0 0 0 0
 Chimney swift 1 1 0 0 0 0 0
 Gray catbird 1 1 0 0 0 0 0
 Hermit thrush 1 1 0 0 0 0 0
 House sparrow 1 1 0 0 0 0 0
 Oven bird 1 1 0 0 0 0 0
 Pileated woodpecker 1 1 0 0 0 0 0
 Rock pigeon 2 1 1 0 0 0 50.0
 Tufted titmice 1 1 0 0 0 0 0
 Turkey vulture 1 1 0 0 0 0 0
Total 471 275 111 38 21 26 41.6% (196/471)

In Tennessee, 309 serum samples from 29 animal species were collected and tested from 10 counties/sites (Table 1). Overall, 37.5% (116/309) were positive for T. gondii infection. In South Carolina, 74 serum samples from white-tailed deer in Laurens County were tested, with 44.5% (33/74) seropositive. In North Carolina, 74 serum samples (73 from feral hogs, 1 from a black bear) were collected from the GSMNP (Table 1), 54.1% (40/74) positive. For feral hogs, 54.8% (40/73) were positive to T. gondii infection. In Georgia, 6 serum samples were collected from 5 coyotes and 1 gray fox in Jefferson and Putnam counties (Table 1). The 5 samples from coyotes in Putnam County were all seropositive. Four serum samples from 4 animal species in Alabama were all negative (Table 1). Two of 4 samples from elk in Kentucky were positive (50%).

Comparison of seroprevalence in different wildlife hosts and geographical locations

Seroprevalence in mammals was 39.2% (195/453), which was significantly higher than in birds (5.6%, 1/18) (Chi-square test: χ 2 = 6.10, df = 1, P = 0.014; Odds ratio: 12.84; 95% CI: 1.695–97.26). Among the mammal populations with sample size ≥ 20, including Tennessee (115/293), South Carolina (33/74) and North Carolina (40/74), there was no statistically significant difference in seroprevalence (Chi-square test: χ 2 = 5.36, df = 2, P = 0.068). Comparison of seroprevalence for white-tailed deer and feral hogs that had sample size ≥ 20 in different geographical locations was performed. Seroprevalence rates in white-tailed deer from Ames Plantation (Tennessee), Oak Ridge (Tennessee) and Laurens (South Carolina) were 51.9, 28.1 and 44.6%, respectively (Table 1). White-tailed deer from Ames Plantation and Laurens had significantly higher odds of being positive than those in Oak Ridge (Chi-square test: χ 2 = 8.14, df = 2, P = 0.017), with Laurens vs Oak Ridge, odds ratio 2.057 (95% CI: 1.009–4.192); Ames Plantation vs Oak Ridge, odds ratio 2.763 (95% CI: 1.365–5.590). Seroprevalence rates in white-tailed deer from Ames Plantation and Laurens were not significantly different (odds ratio 1.343, 95% CI: 0.708–2.548). Seroprevalence rates in feral hogs from GSMNP Tennessee and GSMNP North Carolina were 40.7 and 54.8%, respectively (Table 1). There was no statistically significant difference between the two groups (Chi-square test: χ 2 = 1.54, df = 1, P = 0.215; Odds ratio: 1.763; 95% CI: 0.720–4.317).

Comparison of seroprevalence was also conducted for wildlife species that had sample size ≥ 20 regardless of geographical locations. These species included white-tailed deer (n = 241), feral hogs (n = 100), raccoons (n = 34) and coyotes (n = 22), which had seroprevalence rates of 41.0, 51.0, 50.0, and 72.7%, respectively (Table 2). Significant difference was detected (Chi-square test: χ 2 = 9.24, df = 3, P = 0.026), with coyotes having a significantly higher infection rate than white-tailed deer (odds ratio 3.825, 95% CI 1.446–10.117). No differences were detected among other species.

Isolation and genotyping of T. gondii strains

Tissue (hearts and tongues) from 66 seropositive wildlife samples were bioassayed in mice. These samples comprised: 33 from white-tailed deer, 11 from feral hogs, 8 from raccoons, 8 from coyotes, 2 from elks, 2 from opossums, 1 from mink and 1 from gray fox. Nineteen T. gondii isolates were obtained by bioassay (13 from white-tailed deer, 3 from feral hogs, 2 from coyotes and 1 from a mink) (Table 3). For tissue samples with MAT titers of 32, 128, 512, 2048, 4096 and ≥ 8192, the rates of obtaining T. gondii isolates in bioassay were 0, 15, 12.5, 20, 66.7 and 62.5%, respectively. There was a significant correlation between MAT titers and the success rates of bioassay (GLM linear regression coefficient r = 0.88, P = 0.021).

Table 3.

Isolation of T. gondii by bioassay in mice

Sample ID Host Location Date sample collected MAT titer Days between collection and inoculation Positive in cell culture/mice useda Isolate ID
17 wtd TN 10/8/2011 ≥ 8192 6 3/3 TgMnkTn17
40 wtd SC 10/15/2011 ≥ 8192 16 2/3 TgWtdSc40
43 wtd SC 10/15/2011 ≥ 8192 16 2/3 TgWtdSc43
60 wtd SC 10/15/2011 ≥ 8192 16 3/3 TgWtdSc60
78 wtd SC 11/13/2011 ≥ 8192 9 2/2 TgWtdSc78
88 wtd SC 11/13/2011 ≥ 8192 9 2/2 TgWtdSc88
98 wtd SC 11/13/2011 2048 9 2/2 TgWtdSc98
99 wtd SC 11/13/2011 2048 9 2/2 TgWtdSc99
110 wtd SC 11/13/2011 ≥ 8192 9 2/2 TgWtdSc110
113 wtd SC 11/13/2011 ≥ 8192 9 2/2 TgWtdSc113
122 coyote TN 1/21/2012 512 12 1/1 TgCyTn122
142 coyote TN 2/2/2012 4096 14 2/2 TgCyTn142
194 feral hog. NC 1/28/2013 4096 16 2/3 TgHogNc194
227 feral hog NC 4/9/2013 128 16 2/3 TgHogNc227
335 wtd TN 11/12/2013 128 9 1/2 TgWtdTn335
372 wtd TN 12/9/2013 ≥ 8192 4 2/2 TgWtdTn372
387 wtd TN 12/9/2013 ≥ 8192 4 2/2 TgWtdTn387
399 wtd TN 12/15/2013 2048 8 1/2 TgWtdTn399
452 feral hog NC 1/16/2014 128 18 2/3 TgHogNc452

Abbreviations: NC North Carolina, SC South Carolina, TN Tennessee, wtd white-tailed deer

aNumber of mice from which T. gondii was successfully isolated and expanded in cell culture versus total number of mice used for bioassay

The 19 T. gondii isolates were genotyped by the 10 PCR-RFLP markers (Table 4). Five distinct genotypes were identified: ToxoDB PCR-RFLP genotype #5 (15 isolates), #3 (1 isolate), #154 (1 isolate), #167 (1 isolate) and #216 (1 isolate). Of the 13 isolates obtained from white-tailed deer, 9 were from South Carolina and 4 from Tennessee.

Table 4.

Genotyping of T. gondii isolates from wildlife

ID Host Location SAG1 5′-3′ SAG2 alt. SAG2 SAG3 BTUB GRA6 c22-8 c29-2 L358 PK1 Apico Genotype
TgWtdSc40 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc43 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc60 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc78 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc99 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc113 wtd SC u-1 II II II II II II II I II I #5
TgWtdSc88 wtd SC I II II III II II II u-1 III II I #154
TgWtdSc98 wtd SC II or III I I I I I I III III III III #167
TgWtdSc110 wtd SC I I I III III I III III III I III #216
TgHogNc194 feral hog NC u-1 II II II II II II nd I nd nd #5
TgHogNc227 feral hog NC u-1 II II II II II II nd I nd nd #5
TgHogNc452 feral hog NC u-1 II II II II II II II I II I #5
TgMnkTn17 mink TN II or III II II II II II II II II II I #3
TgCyTn122 coyote TN u-1 II II II II II II II I II I #5
TgCyTn142 coyote TN u-1 II II II II II II II I II I #5
TgWtdTn335 wtd TN u-1 II II II II II II II I II I #5
TgWtdTn372 wtd TN u-1 II II II II II II II I II I #5
TgWtdTn387 wtd TN u-1 II II II II II II II I II I #5
TgWtdTn399 wtd TN u-1 II II II II II II II I II I #5

Abbreviations: NC North Carolina, nd no data, SC South Carolina, TN Tennessee, wtd white tailed deer

Discussion

The present study demonstrates that T. gondii infection is widespread in wild mammals from the southeastern United States. We collected sera from 471 wild animals (453 mammals and 18 birds) between 2011 and 2014. Overall, 41.6% were positive for T. gondii infection, however, only one of the 18 birds was seropositive (Table 2). The seroprevalence in mammals was significantly higher than in the birds. Among the most frequently sampled mammal species (white-tailed deer, feral hog, raccoon and coyote, n ≥ 20 each), seroprevalence varies from 41% to 72.7%, with that for coyote significantly higher than for white-tailed deer (Table 2), which supports the general idea that carnivores have higher infection rates than herbivores.

Among the three geographical locations with mammal samples size ≥ 20, Tennessee (n = 293), South Carolina (n = 74) and North Carolina (n = 74), seroprevalence rates varied from 39.2% to 54.1%, however, there was no statistically significant difference. Among white-tailed deer populations from three different locations, Ames Plantation (Tennessee), Oak Ridge (Tennessee), and Laurens (South Carolina), seroprevalence in Oak Ridge was significantly lower than the other two populations, which warrants future studies to understand what factors contribute to such a difference. Seroprevalence rates in feral hogs from North Carolina and Tennessee sides of the Great Smoky Mountains National Park were, in general, not significantly different, which is expected given the similar environment.

In this study, the success rate of bioassay was 28.8% (19/66). Efficiency of bioassay can be affected by many factors, such as how long the tissue samples were stored before inoculated to mice, the amount of tissues used, and the type of tissues used. In addition, tissue cysts may not evenly distribute in the muscle or brain tissues of infected animals, and successfully obtaining cysts variable between samples. We did an analysis of MAT titers vs success rates in bioassay; it showed a positive correlation, suggesting higher titers may have higher parasite load in the tissues.

Genotype #5 (a.k.a. type 12) is the most common circulating genotype in wildlife in this region of the US, which is in agreement with previous studies reporting the prevalence of genotype #5 in white-tailed deer populations [20, 31]. Genotypes #156 and #167 have been previously reported from goats in the USA [32]. Two isolates from coyote (TgWtdTn122 and TgWtdTn142) and 1 mink isolate (TgMnkTn17) obtained from Tennessee, belong to genotype #5 and #3, respectively. Genotype #3 (type II) of T. gondii is the most dominant lineage distributed globally. Furthermore, the 2 feral hog isolates (TgHogNc194 and TgHogNc227) from North Carolina also belonged to genotype #5, which is commonly distributed in North America [31]. We were unable to assess the virulence of T. gondii strains in mice during the bioassay, as mice were treated with dexamethasone to suppress their immune responses and the experiments were terminated on day 14 post-infection.

Conclusions

In addition to the commonly observed genotypes, we also isolated several non-clonal types circulating in sampled populations. This is of interest, as previous epidemiological studies have reported a link between the prevalence of non-clonal genotypes and cases of congenital ocular and severe disseminated toxoplasmosis in areas such as Brazil [33]. White-tailed deer is one of the dominant wildlife species found in North America and venison a common game meat. Thus, the high seroprevalence in this species indicates that deer could serve as a potential source of human infection. Hence, people consuming wild venison should be advised to cook the meat properly and use caution while handling the raw meat. Future genotyping and seroprevalence studies in wildlife hosts, and analysis of their role in the transmission cycle, will increase the understanding of risks associated with T. gondii in human populations.

Acknowledgements

We acknowledge the following that assisted on the project: Sharon Patton, Heidi Wyrosdick, Caroline Grunewald, Lauren Maestas, Teresa Moody, Al Claiborne, Lauren Henderson, Caroline Brown, and Jill Wilson. Julia Zhu assisted with statistical analysis of the data.

Funding

Funding for this project was provided by the University of Tennessee’s MCERV Program 2011 to RWG and CS.

Availability of data and materials

All data generated and analyzed in this study are included in this paper.

Abbreviations

MAT

Modified agglutination test

PCR-RFLP

Polymerase chain reaction-restriction fragment length polymorphism

Authors’ contributions

RWG and CS: participated in experimental design and coordination of the study. RWG and PS: participated in drafting and revision of the manuscript. GH, WHS, AH and MS: participated in sample collection and revision of the manuscript. AC: contributed to serological analysis of samples and revision of the manuscript. XZ, PS and CS: contributed to molecular genetic analysis of samples. All authors read and approved the final manuscript.

Ethics approval and consent to participate

The use and care of laboratory mice for this study were approved by the Institutional Animal Care and Use Committee of the University of Tennessee (Permit ID Number: 1419-0111).

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Contributor Information

Richard W. Gerhold, Email: rgerhold@utk.edu

Pooja Saraf, Email: psaraf@utk.edu.

Alycia Chapman, Email: buggirl@utk.edu.

Xuan Zou, Email: chunleisu47@gmail.com.

Graham Hickling, Email: ghickling@gmail.com.

William H. Stiver, Email: bill_stiver@nps.gov

Allan Houston, Email: ahouston@amesplantation.org.

Marcy Souza, Email: msouza@utk.edu.

Chunlei Su, Email: csu1@utk.edu.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

All data generated and analyzed in this study are included in this paper.


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