1
|
Lucius MD, Ji H, Altomare D, Doran R, Torkian B, Havighorst A, Kaza V, Zhang Y, Gasparian AV, Magagnoli J, Shankar V, Shtutman M, Kiaris H. Genomic variation in captive deer mouse (Peromyscus maniculatus) populations. BMC Genomics 2021; 22:662. [PMID: 34521341 PMCID: PMC8438655 DOI: 10.1186/s12864-021-07956-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 08/23/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Deer mice (genus Peromyscus) are the most common rodents in North America. Despite the availability of reference genomes for some species, a comprehensive database of polymorphisms, especially in those maintained as living stocks and distributed to academic investigators, is missing. In the present study we surveyed two populations of P. maniculatus that are maintained at the Peromyscus Genetic Stock Center (PGSC) for polymorphisms across their 2.5 × 109 bp genome. RESULTS High density of variation was identified, corresponding to one SNP every 55 bp for the high altitude stock (SM2) or 207 bp for the low altitude stock (BW) using snpEff (v4.3). Indels were detected every 1157 bp for BW or 311 bp for SM2. The average Watterson estimator for the BW and SM2 populations is 248813.70388 and 869071.7671 respectively. Some differences in the distribution of missense, nonsense and silent mutations were identified between the stocks, as well as polymorphisms in genes associated with inflammation (NFATC2), hypoxia (HIF1a) and cholesterol metabolism (INSIG1) and may possess value in modeling pathology. CONCLUSIONS This genomic resource, in combination with the availability of P. maniculatus from the PGSC, is expected to promote genetic and genomic studies with this animal model.
Collapse
Affiliation(s)
- Matthew D Lucius
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Hao Ji
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Diego Altomare
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Robert Doran
- Research Computing, Division of Information Technology, University of South Carolina, Columbia, SC, USA
| | - Ben Torkian
- Research Computing, Division of Information Technology, University of South Carolina, Columbia, SC, USA
| | - Amanda Havighorst
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Vimala Kaza
- Peromyscus Genetic Stock Center, University of South Carolina, Columbia, SC, USA
| | - Youwen Zhang
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Alexander V Gasparian
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Joseph Magagnoli
- Department of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA
| | - Vijay Shankar
- Center for Human Genetics, College of Science, Clemson University, Clemson, SC, USA
| | - Michael Shtutman
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA.
| | - Hippokratis Kiaris
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, USA.
- Peromyscus Genetic Stock Center, University of South Carolina, Columbia, SC, USA.
| |
Collapse
|
2
|
Han BA, O'Regan SM, Paul Schmidt J, Drake JM. Integrating data mining and transmission theory in the ecology of infectious diseases. Ecol Lett 2020; 23:1178-1188. [PMID: 32441459 PMCID: PMC7384120 DOI: 10.1111/ele.13520] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 01/21/2020] [Accepted: 03/27/2020] [Indexed: 01/07/2023]
Abstract
Our understanding of ecological processes is built on patterns inferred from data. Applying modern analytical tools such as machine learning to increasingly high dimensional data offers the potential to expand our perspectives on these processes, shedding new light on complex ecological phenomena such as pathogen transmission in wild populations. Here, we propose a novel approach that combines data mining with theoretical models of disease dynamics. Using rodents as an example, we incorporate statistical differences in the life history features of zoonotic reservoir hosts into pathogen transmission models, enabling us to bound the range of dynamical phenomena associated with hosts, based on their traits. We then test for associations between equilibrium prevalence, a key epidemiological metric and data on human outbreaks of rodent-borne zoonoses, identifying matches between empirical evidence and theoretical predictions of transmission dynamics. We show how this framework can be generalized to other systems through a rubric of disease models and parameters that can be derived from empirical data. By linking life history components directly to their effects on disease dynamics, our mining-modelling approach integrates machine learning and theoretical models to explore mechanisms in the macroecology of pathogen transmission and their consequences for spillover infection to humans.
Collapse
Affiliation(s)
- Barbara A Han
- Cary Institute of Ecosystem Studies, Box AB Millbrook, NY, 12571, USA
| | - Suzanne M O'Regan
- Department of Mathematics and Statistics, North Carolina A&T State University, 1601 E. Market St., Greensboro, NC, 27411, USA
| | - John Paul Schmidt
- Odum School of Ecology, University of Georgia, 140 E. Green St., Athens, GA, 30602, USA.,Center for the Ecology of Infectious Diseases, University of Georgia, 203 D.W. Brooks Drive, Athens, GA, 30602, USA
| | - John M Drake
- Odum School of Ecology, University of Georgia, 140 E. Green St., Athens, GA, 30602, USA.,Center for the Ecology of Infectious Diseases, University of Georgia, 203 D.W. Brooks Drive, Athens, GA, 30602, USA
| |
Collapse
|
3
|
Vadell MV, Gómez Villafañe IE, Carbajo AE. Hantavirus infection and biodiversity in the Americas. Oecologia 2019; 192:169-177. [PMID: 31807865 DOI: 10.1007/s00442-019-04564-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 11/22/2019] [Indexed: 11/30/2022]
Abstract
Species diversity has been proposed to decrease prevalence of disease in a wide variety of host-pathogen systems, in a phenomenon labeled the dilution effect. This phenomenon was first proposed and tested for vector-borne diseases but was later extended to directly transmitted parasite systems such as hantavirus. Though there seems to be clear evidence for the dilution effect in some hantavirus/rodent systems, the generality of this hypothesis remains debated. In the present meta-analysis, we examined the evidence supporting the dilution effect for hantavirus/rodent systems in the Americas. General linear models employed on data from 56 field studies identified the abundance of the reservoir rodent species and its relative proportion in the community as the only relevant variables explaining the prevalence of antibodies against hantavirus in the reservoir. Thus, we found no clear support for the dilution effect hypothesis for hantavirus/rodent systems in the Americas.
Collapse
Affiliation(s)
- María Victoria Vadell
- Instituto de Investigación e Ingeniería Ambiental, Universidad Nacional de San Martín, Campus Miguelete, 25 de Mayo y Francia, 1650, San Martín, Buenos Aires, Argentina.
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina.
- Instituto Nacional de Medicina Tropical (INMeT)-ANLIS "Dr. Carlos G. Malbrán", Puerto Iguazú, Misiones, Argentina.
| | - Isabel Elisa Gómez Villafañe
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
- Departamento de Ecología, Genética y Evolución, IEGEBA (CONICET-UBA), Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Aníbal Eduardo Carbajo
- Instituto de Investigación e Ingeniería Ambiental, Universidad Nacional de San Martín, Campus Miguelete, 25 de Mayo y Francia, 1650, San Martín, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| |
Collapse
|
4
|
Torres-Pérez F, Palma RE, Boric-Bargetto D, Vial C, Ferrés M, Vial PA, Martínez-Valdebenito C, Pavletic C, Parra A, Marquet PA, Mertz GJ. A 19 Year Analysis of Small Mammals Associated with Human Hantavirus Cases in Chile. Viruses 2019; 11:v11090848. [PMID: 31547341 PMCID: PMC6784195 DOI: 10.3390/v11090848] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Revised: 09/07/2019] [Accepted: 09/09/2019] [Indexed: 12/13/2022] Open
Abstract
Small mammals present in areas where hantavirus cardiopulmonary syndrome (HCPS) cases had occurred in central and southern Chile were captured and analyzed to evaluate the abundance of rodents and seroprevalence rates of antibodies to Andes orthohantavirus (ANDV). Sampling areas ranged from the Coquimbo to Aysén regions (30–45° S approx.) regions. Ninety-two sites in peridomestic and countryside areas were evaluated in 19 years of sampling. An antibody against ANDV was detected by strip immunoassay in 58 of 1847 specimens captured using Sherman traps. Of the eleven species of rodents sampled, Abrothrix olivacea, Oligoryzomys longicaudatus and Abrothrix hirta were the most frequently trapped. O. longicaudatus had the highest seropositivity rate, and by logistic regression analysis, O. longicaudatus of at least 60 g had 80% or higher probability to be seropositive. Sex, age and wounds were significantly related to seropositivity only for O. longicaudatus. Across administrative regions, the highest seropositivity was found in the El Maule region (34.8–36.2° S), and the highest number of HCPS cases was registered in the Aysén region. Our results highlight the importance of long term and geographically extended studies, particularly for highly fluctuating pathogens and their reservoirs, to understand the implications of the dynamics and transmission of zoonotic diseases in human populations.
Collapse
Affiliation(s)
- Fernando Torres-Pérez
- Instituto de Biología, Pontificia Universidad Católica de Valparaíso, Valparaíso 2373223, Chile.
| | - R Eduardo Palma
- Laboratorio de Biología Evolutiva, Departamento de Ecología, Pontificia Universidad Católica de Chile; Santiago 8331150, Chile.
| | - Dusan Boric-Bargetto
- Instituto de Biología, Pontificia Universidad Católica de Valparaíso, Valparaíso 2373223, Chile.
| | - Cecilia Vial
- Programa Hantavirus, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina, Clínica Alemana, Universidad del Desarrollo, Santiago 7610658, Chile.
| | - Marcela Ferrés
- Laboratorio de Infectología y Virología Molecular, Red Salud UC-Christus, Departamento de Enfermedades Infecciosas e Inmunología Pediátricas, Pontificia Universidad Católica de Chile, Santiago 8330024, Chile.
| | - Pablo A Vial
- Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina, Clínica Alemana, Universidad del Desarrollo, Santiago 7610658, Chile.
| | - Constanza Martínez-Valdebenito
- Laboratorio de Infectología y Virología Molecular, Red Salud UC-Christus, Departamento de Enfermedades Infecciosas e Inmunología Pediátricas, Pontificia Universidad Católica de Chile, Santiago 8330024, Chile.
| | - Carlos Pavletic
- Oficina de Zoonosis y Control de Vectores, División de Políticas Publicas Saludables y Promoción, Subsecretaría de Salud Pública, Ministerio de Salud, Santiago 8320064, Chile.
| | - Alonso Parra
- Oficina de Zoonosis y Control de Vectores, División de Políticas Publicas Saludables y Promoción, Subsecretaría de Salud Pública, Ministerio de Salud, Santiago 8320064, Chile.
| | - Pablo A Marquet
- Departamento de Ecología, Pontificia Universidad Católica de Chile, Santiago 8331150, Chile.
| | - Gregory J Mertz
- Division of Infectious Diseases, Department of Internal Medicine, University of New Mexico, Albuquerque 87131, New Mexico.
| |
Collapse
|
5
|
Izuogu AO, McNally KL, Harris SE, Youseff BH, Presloid JB, Burlak C, Munshi-South J, Best SM, Taylor RT. Interferon signaling in Peromyscus leucopus confers a potent and specific restriction to vector-borne flaviviruses. PLoS One 2017; 12:e0179781. [PMID: 28650973 PMCID: PMC5484488 DOI: 10.1371/journal.pone.0179781] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2017] [Accepted: 06/04/2017] [Indexed: 02/07/2023] Open
Abstract
Tick-borne flaviviruses (TBFVs), including Powassan virus and tick-borne encephalitis virus cause encephalitis or hemorrhagic fevers in humans with case-fatality rates ranging from 1-30%. Despite severe disease in humans, TBFV infection of natural rodent hosts has little noticeable effect. Currently, the basis for resistance to disease is not known. We hypothesize that the coevolution of flaviviruses with their respective hosts has shaped the evolution of potent antiviral factors that suppress virus replication and protect the host from lethal infection. In the current study, we compared virus infection between reservoir host cells and related susceptible species. Infection of primary fibroblasts from the white-footed mouse (Peromyscus leucopus, a representative host) with a panel of vector-borne flaviviruses showed up to a 10,000-fold reduction in virus titer compared to control Mus musculus cells. Replication of vesicular stomatitis virus was equivalent in P. leucopus and M. musculus cells suggesting that restriction was flavivirus-specific. Step-wise comparison of the virus infection cycle revealed a significant block to viral RNA replication, but not virus entry, in P. leucopus cells. To understand the role of the type I interferon (IFN) response in virus restriction, we knocked down signal transducer and activator of transcription 1 (STAT1) or the type I IFN receptor (IFNAR1) by RNA interference. Loss of IFNAR1 or STAT1 significantly relieved the block in virus replication in P. leucopus cells. The major IFN antagonist encoded by TBFV, nonstructural protein 5, was functional in P. leucopus cells, thus ruling out ineffective viral antagonism of the host IFN response. Collectively, this work demonstrates that the IFN response of P. leucopus imparts a strong and virus-specific barrier to flavivirus replication. Future identification of the IFN-stimulated genes responsible for virus restriction specifically in P. leucopus will yield mechanistic insight into efficient control of virus replication and may inform the development of antiviral therapeutics.
Collapse
MESH Headings
- Animals
- Cells, Cultured
- Disease Models, Animal
- Encephalitis Viruses, Tick-Borne/genetics
- Encephalitis Viruses, Tick-Borne/immunology
- Encephalitis Viruses, Tick-Borne/pathogenicity
- Encephalitis, Tick-Borne/genetics
- Encephalitis, Tick-Borne/immunology
- Encephalitis, Tick-Borne/virology
- Host Specificity/genetics
- Host Specificity/immunology
- Host-Pathogen Interactions/genetics
- Host-Pathogen Interactions/immunology
- Humans
- Interferon Type I/antagonists & inhibitors
- Interferon Type I/immunology
- Mice
- Peromyscus/genetics
- Peromyscus/immunology
- Peromyscus/virology
- RNA, Small Interfering/genetics
- RNA, Viral/genetics
- Receptor, Interferon alpha-beta/antagonists & inhibitors
- Receptor, Interferon alpha-beta/genetics
- Receptor, Interferon alpha-beta/immunology
- STAT1 Transcription Factor/antagonists & inhibitors
- STAT1 Transcription Factor/genetics
- STAT1 Transcription Factor/immunology
- Signal Transduction/genetics
- Signal Transduction/immunology
- Viral Nonstructural Proteins/immunology
- Virus Replication/genetics
- Virus Replication/immunology
Collapse
Affiliation(s)
- Adaeze O. Izuogu
- Department of Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, Ohio, United States of America
| | - Kristin L. McNally
- Innate Immunity and Pathogenesis Unit, Laboratory of Virology, Rocky Mountain Laboratories, DIR, NIAID, NIH, Hamilton, Montana, United States of America
| | - Stephen E. Harris
- The Graduate Center, City University of New York, New York, New York, United States of America
| | - Brian H. Youseff
- Department of Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, Ohio, United States of America
| | - John B. Presloid
- Department of Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, Ohio, United States of America
| | - Christopher Burlak
- Department of Surgery, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Jason Munshi-South
- Louis Calder Center-Biological Field Station, Fordham University, Armonk, New York, United States of America
| | - Sonja M. Best
- Innate Immunity and Pathogenesis Unit, Laboratory of Virology, Rocky Mountain Laboratories, DIR, NIAID, NIH, Hamilton, Montana, United States of America
| | - R. Travis Taylor
- Department of Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, Ohio, United States of America
| |
Collapse
|
6
|
Epidemiological dynamics of nephropathia epidemica in the Republic of Tatarstan, Russia, during the period of 1997-2013. Epidemiol Infect 2015; 144:618-26. [PMID: 26160776 DOI: 10.1017/s0950268815001454] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
This report summarizes epidemiological data on nephropathia epidemica (NE) in the Republic of Tatarstan, Russia. NE cases identified in the period 1997-2013 were investigated in parallel with the hantavirus antigen prevalence in small rodents in the study area. A total of 13 930 NE cases were documented in all but one district of Tatarstan, with most cases located in the central and southeastern districts. The NE annual incidence rate exhibited a cyclical pattern, with the highest numbers of cases being registered once in every 3-5 years. The numbers of NE cases rose gradually from July to November, with the highest morbidity in adult males. The highest annual disease incidence rate, 64·4 cases/100 000 population, was observed in 1997, with a total of 2431 NE cases registered. NE cases were mostly associated with visiting forests and agricultural activities. The analysis revealed that the bank vole Myodes glareolus not only comprises the majority of the small rodent communities in the region, but also consistently displays the highest hantavirus prevalence compared to other small rodent species.
Collapse
|
7
|
Carver S, Mills JN, Parmenter CA, Parmenter RR, Richardson KS, Harris RL, Douglass RJ, Kuenzi AJ, Luis AD. Toward a Mechanistic Understanding of Environmentally Forced Zoonotic Disease Emergence: Sin Nombre Hantavirus. Bioscience 2015; 65:651-666. [PMID: 26955081 PMCID: PMC4776718 DOI: 10.1093/biosci/biv047] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Understanding the environmental drivers of zoonotic reservoir and human interactions is crucial to understanding disease risk, but these drivers are poorly predicted. We propose a mechanistic understanding of human-reservoir interactions, using hantavirus pulmonary syndrome as a case study. Crucial processes underpinning the disease's incidence remain poorly studied, including the connectivity among natural and peridomestic deer mouse host activity, virus transmission, and human exposure. We found that disease cases were greatest in arid states and declined exponentially with increasing precipitation. Within arid environments, relatively rare climatic conditions (e.g., El Niño) are associated with increased rainfall and reservoir abundance, producing more frequent virus transmission and host dispersal. We suggest that deer mice increase their occupancy of peridomestic structures during spring-summer, amplifying intraspecific transmission and human infection risk. Disease incidence in arid states may increase with predicted climatic changes. Mechanistic approaches incorporating reservoir behavior, reservoir-human interactions, and pathogen spillover could enhance our understanding of global hantavirus ecology, with applications to other directly transmitted zoonoses.
Collapse
Affiliation(s)
- Scott Carver
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - James N Mills
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Cheryl A Parmenter
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Robert R Parmenter
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Kyle S Richardson
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Rachel L Harris
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Richard J Douglass
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Amy J Kuenzi
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| | - Angela D Luis
- Scott Carver ( ) and Rachel L. Harris are affiliated with the School of Biological Sciences at the University of Tasmania, in Hobart, Tasmania, Australia. James N. Mills is affiliated with the Special Pathogens Branch of the Division of Viral and Rickettsial Diseases at the Centers for Disease Control and Prevention and the Population Biology, Ecology, and Evolution Group at Emory University, in Atlanta, Georgia. Cheryl A. Parmenter is affiliated with the Museum of Southwestern Biology in the Department of Biology at the University of New Mexico, in Albuquerque. Robert R. Parmenter is affiliated with the Department of the Interior (National Park Service), in Jemez Springs, New Mexico. Kyle Richardson is affiliated with the Hopkirk Research Institute, at Massey University, in Palmerston North, New Zealand. SC, KR, Richard J. Douglass, and Amy J. Kuenzi are affiliated with the Department of Biology at Montana Tech of the University of Montana, in Butte. Angela D. Luis is affiliated with the College of Forestry and Conservation at the University of Montana, in Missoula
| |
Collapse
|