Ecological niche modeling and distribution of Ornithodoros hermsi associated with tick-borne relapsing fever in western North America
Tick-borne relapsing fever in western North America is a zoonosis caused by the spirochete bacterium, Borrelia hermsii, which is transmitted by the bite of infected Ornithodoros hermsi ticks. The pathogen is maintained in natural cycles involving small rodent hosts such as chipmunks and tree squirre...
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description | Tick-borne relapsing fever in western North America is a zoonosis caused by the spirochete bacterium, Borrelia hermsii, which is transmitted by the bite of infected Ornithodoros hermsi ticks. The pathogen is maintained in natural cycles involving small rodent hosts such as chipmunks and tree squirrels, as well as the tick vector. In order for these ticks to establish sustained and viable populations, a narrow set of environmental parameters must exist, primarily moderate temperatures and moderate to high amounts of precipitation. Maximum Entropy Species Distribution Modeling (Maxent) was used to predict the species distribution of O. hermsi and B. hermsii through time and space based on current climatic trends and future projected climate changes. From this modeling process, we found that the projected current distributions of both the tick and spirochete align with known endemic foci for the disease. Further, global climate models predict a shift in the distribution of suitable habitat for the tick vector to higher elevations. Our predictions are useful for targeting surveillance efforts in areas of high risk in western North America, increasing the efficiency and accuracy of public health investigations and vector control efforts. |
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The pathogen is maintained in natural cycles involving small rodent hosts such as chipmunks and tree squirrels, as well as the tick vector. In order for these ticks to establish sustained and viable populations, a narrow set of environmental parameters must exist, primarily moderate temperatures and moderate to high amounts of precipitation. Maximum Entropy Species Distribution Modeling (Maxent) was used to predict the species distribution of O. hermsi and B. hermsii through time and space based on current climatic trends and future projected climate changes. From this modeling process, we found that the projected current distributions of both the tick and spirochete align with known endemic foci for the disease. Further, global climate models predict a shift in the distribution of suitable habitat for the tick vector to higher elevations. Our predictions are useful for targeting surveillance efforts in areas of high risk in western North America, increasing the efficiency and accuracy of public health investigations and vector control efforts.</description><identifier>ISSN: 1935-2735</identifier><identifier>ISSN: 1935-2727</identifier><identifier>EISSN: 1935-2735</identifier><identifier>DOI: 10.1371/journal.pntd.0006047</identifier><identifier>PMID: 29084219</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Animal Distribution ; Animal models ; Animals ; Arachnid Vectors - microbiology ; Arachnid Vectors - physiology ; Biology and Life Sciences ; Bird migration ; Borrelia ; Borrelia - genetics ; Borrelia - isolation & purification ; Borrelia - physiology ; Borrelia burgdorferi ; Causes of ; Climate ; Climate change ; Climate models ; Control ; Distribution ; Earth Sciences ; Ecological distribution ; Ecological niches ; Ecology and Environmental Sciences ; Ecosystem ; Endemic species ; Entropy ; Environmental factors ; Female ; Fever ; Global climate ; Global climate models ; Habitat loss ; Hosts ; Humans ; Laboratories ; Male ; Maximum entropy ; Medicine and Health Sciences ; Modelling ; Models, Biological ; Niches ; North America ; Ornithodoros - microbiology ; Ornithodoros - physiology ; People and places ; Public health ; Rainfall ; Relapsing fever ; Relapsing Fever - microbiology ; Relapsing Fever - transmission ; Soft ticks ; Spirochetes ; Squirrels ; Tick-borne diseases ; Tick-Borne Diseases - microbiology ; Tick-Borne Diseases - transmission ; Ticks ; Tropical diseases ; Zoonoses</subject><ispartof>PLoS neglected tropical diseases, 2017-10, Vol.11 (10), p.e0006047</ispartof><rights>COPYRIGHT 2017 Public Library of Science</rights><rights>2017 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: associated with tick-borne relapsing fever in western North America. PLoS Negl Trop Dis11(10): e0006047. https://doi.org/10.1371/journal.pntd.0006047</rights><rights>2017 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: associated with tick-borne relapsing fever in western North America. PLoS Negl Trop Dis11(10): e0006047. https://doi.org/10.1371/journal.pntd.0006047</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c624t-7db86f9d2bfa4e4e8acc264e161b36cbce8d2c6b4003563f30451c93e5cc4d853</citedby><cites>FETCH-LOGICAL-c624t-7db86f9d2bfa4e4e8acc264e161b36cbce8d2c6b4003563f30451c93e5cc4d853</cites><orcidid>0000-0002-5674-3546</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5679642/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5679642/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,864,885,2101,2927,23865,27923,27924,53790,53792,79471,79472</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29084219$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Coburn, Jenifer</contributor><creatorcontrib>Sage, Kylie M</creatorcontrib><creatorcontrib>Johnson, Tammi L</creatorcontrib><creatorcontrib>Teglas, Michael B</creatorcontrib><creatorcontrib>Nieto, Nathan C</creatorcontrib><creatorcontrib>Schwan, Tom G</creatorcontrib><title>Ecological niche modeling and distribution of Ornithodoros hermsi associated with tick-borne relapsing fever in western North America</title><title>PLoS neglected tropical diseases</title><addtitle>PLoS Negl Trop Dis</addtitle><description>Tick-borne relapsing fever in western North America is a zoonosis caused by the spirochete bacterium, Borrelia hermsii, which is transmitted by the bite of infected Ornithodoros hermsi ticks. The pathogen is maintained in natural cycles involving small rodent hosts such as chipmunks and tree squirrels, as well as the tick vector. In order for these ticks to establish sustained and viable populations, a narrow set of environmental parameters must exist, primarily moderate temperatures and moderate to high amounts of precipitation. Maximum Entropy Species Distribution Modeling (Maxent) was used to predict the species distribution of O. hermsi and B. hermsii through time and space based on current climatic trends and future projected climate changes. From this modeling process, we found that the projected current distributions of both the tick and spirochete align with known endemic foci for the disease. Further, global climate models predict a shift in the distribution of suitable habitat for the tick vector to higher elevations. Our predictions are useful for targeting surveillance efforts in areas of high risk in western North America, increasing the efficiency and accuracy of public health investigations and vector control efforts.</description><subject>Animal Distribution</subject><subject>Animal models</subject><subject>Animals</subject><subject>Arachnid Vectors - microbiology</subject><subject>Arachnid Vectors - physiology</subject><subject>Biology and Life Sciences</subject><subject>Bird migration</subject><subject>Borrelia</subject><subject>Borrelia - genetics</subject><subject>Borrelia - isolation & purification</subject><subject>Borrelia - physiology</subject><subject>Borrelia burgdorferi</subject><subject>Causes of</subject><subject>Climate</subject><subject>Climate change</subject><subject>Climate models</subject><subject>Control</subject><subject>Distribution</subject><subject>Earth Sciences</subject><subject>Ecological distribution</subject><subject>Ecological niches</subject><subject>Ecology and Environmental Sciences</subject><subject>Ecosystem</subject><subject>Endemic species</subject><subject>Entropy</subject><subject>Environmental factors</subject><subject>Female</subject><subject>Fever</subject><subject>Global climate</subject><subject>Global climate models</subject><subject>Habitat loss</subject><subject>Hosts</subject><subject>Humans</subject><subject>Laboratories</subject><subject>Male</subject><subject>Maximum entropy</subject><subject>Medicine and Health Sciences</subject><subject>Modelling</subject><subject>Models, Biological</subject><subject>Niches</subject><subject>North America</subject><subject>Ornithodoros - microbiology</subject><subject>Ornithodoros - physiology</subject><subject>People and places</subject><subject>Public health</subject><subject>Rainfall</subject><subject>Relapsing fever</subject><subject>Relapsing Fever - microbiology</subject><subject>Relapsing Fever - transmission</subject><subject>Soft ticks</subject><subject>Spirochetes</subject><subject>Squirrels</subject><subject>Tick-borne diseases</subject><subject>Tick-Borne Diseases - microbiology</subject><subject>Tick-Borne Diseases - transmission</subject><subject>Ticks</subject><subject>Tropical diseases</subject><subject>Zoonoses</subject><issn>1935-2735</issn><issn>1935-2727</issn><issn>1935-2735</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>DOA</sourceid><recordid>eNp1UtFuFCEUnRiNrdU_MErSxLddgQFmeDHZNFWbNPZFnwkDd3aoDKww28YP8L9lu9NmN9HwALmcc-65N6eq3hK8JHVDPt7GbQraLzdhskuMscCseVadElnzBW1q_vzgfVK9yvkWYy55S15WJ1TillEiT6s_lyb6uHZGexScGQCN0YJ3YY10sMi6PCXXbScXA4o9uknBTUO0McWMBkhjdkjnHI3TE1h0Xz7R5MzPRRdTAJTA603eifVwBwm5gO4hT5AC-hZTwa5GSKX36-pFr32GN_N9Vv34fPn94uvi-ubL1cXqemEEZdOisV0remlp12sGDFptDBUMiCBdLUxnoLXUiI5hXHNR9zVmnBhZAzeG2ZbXZ9X7ve7Gx6zmDWZFpOCEYEZoQVztETbqW7VJbtTpt4raqYdCTGulU5nQg5J1xxkpJqhtmLRCY8MJUNtpLqhomqL1ae627UawBsKUtD8SPf4JblDreKe4aKRgOzPns0CKv7Zlcf-xPKPWurhyoY9FzIwuG7XipDjhkuGCWv4DVY6F0ZkYoHelfkT4cEAYQPtpyNE_RCEfA9keaEoocoL-aUKC1S6qj67VLqpqjmqhvTvczhPpMZv1X6rF6JA</recordid><startdate>20171030</startdate><enddate>20171030</enddate><creator>Sage, Kylie M</creator><creator>Johnson, Tammi L</creator><creator>Teglas, Michael B</creator><creator>Nieto, Nathan C</creator><creator>Schwan, Tom G</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QL</scope><scope>7SS</scope><scope>7T2</scope><scope>7T7</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8C1</scope><scope>8FD</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>H95</scope><scope>H97</scope><scope>K9.</scope><scope>L.G</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>P64</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-5674-3546</orcidid></search><sort><creationdate>20171030</creationdate><title>Ecological niche modeling and distribution of Ornithodoros hermsi associated with tick-borne relapsing fever in western North America</title><author>Sage, Kylie M ; Johnson, Tammi L ; Teglas, Michael B ; Nieto, Nathan C ; Schwan, Tom G</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c624t-7db86f9d2bfa4e4e8acc264e161b36cbce8d2c6b4003563f30451c93e5cc4d853</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Animal Distribution</topic><topic>Animal models</topic><topic>Animals</topic><topic>Arachnid Vectors - microbiology</topic><topic>Arachnid Vectors - physiology</topic><topic>Biology and Life Sciences</topic><topic>Bird migration</topic><topic>Borrelia</topic><topic>Borrelia - genetics</topic><topic>Borrelia - isolation & purification</topic><topic>Borrelia - physiology</topic><topic>Borrelia burgdorferi</topic><topic>Causes of</topic><topic>Climate</topic><topic>Climate change</topic><topic>Climate models</topic><topic>Control</topic><topic>Distribution</topic><topic>Earth Sciences</topic><topic>Ecological distribution</topic><topic>Ecological niches</topic><topic>Ecology and Environmental Sciences</topic><topic>Ecosystem</topic><topic>Endemic species</topic><topic>Entropy</topic><topic>Environmental factors</topic><topic>Female</topic><topic>Fever</topic><topic>Global climate</topic><topic>Global climate models</topic><topic>Habitat loss</topic><topic>Hosts</topic><topic>Humans</topic><topic>Laboratories</topic><topic>Male</topic><topic>Maximum entropy</topic><topic>Medicine and Health Sciences</topic><topic>Modelling</topic><topic>Models, Biological</topic><topic>Niches</topic><topic>North America</topic><topic>Ornithodoros - microbiology</topic><topic>Ornithodoros - physiology</topic><topic>People and places</topic><topic>Public health</topic><topic>Rainfall</topic><topic>Relapsing fever</topic><topic>Relapsing Fever - microbiology</topic><topic>Relapsing Fever - transmission</topic><topic>Soft ticks</topic><topic>Spirochetes</topic><topic>Squirrels</topic><topic>Tick-borne diseases</topic><topic>Tick-Borne Diseases - microbiology</topic><topic>Tick-Borne Diseases - transmission</topic><topic>Ticks</topic><topic>Tropical diseases</topic><topic>Zoonoses</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sage, Kylie M</creatorcontrib><creatorcontrib>Johnson, Tammi L</creatorcontrib><creatorcontrib>Teglas, Michael B</creatorcontrib><creatorcontrib>Nieto, Nathan C</creatorcontrib><creatorcontrib>Schwan, Tom G</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Health and Safety Science Abstracts (Full archive)</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Virology and AIDS Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Public Health Database</collection><collection>Technology Research Database</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 1: Biological Sciences & Living Resources</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS neglected tropical diseases</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sage, Kylie M</au><au>Johnson, Tammi L</au><au>Teglas, Michael B</au><au>Nieto, Nathan C</au><au>Schwan, Tom G</au><au>Coburn, Jenifer</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Ecological niche modeling and distribution of Ornithodoros hermsi associated with tick-borne relapsing fever in western North America</atitle><jtitle>PLoS neglected tropical diseases</jtitle><addtitle>PLoS Negl Trop Dis</addtitle><date>2017-10-30</date><risdate>2017</risdate><volume>11</volume><issue>10</issue><spage>e0006047</spage><pages>e0006047-</pages><issn>1935-2735</issn><issn>1935-2727</issn><eissn>1935-2735</eissn><abstract>Tick-borne relapsing fever in western North America is a zoonosis caused by the spirochete bacterium, Borrelia hermsii, which is transmitted by the bite of infected Ornithodoros hermsi ticks. The pathogen is maintained in natural cycles involving small rodent hosts such as chipmunks and tree squirrels, as well as the tick vector. In order for these ticks to establish sustained and viable populations, a narrow set of environmental parameters must exist, primarily moderate temperatures and moderate to high amounts of precipitation. Maximum Entropy Species Distribution Modeling (Maxent) was used to predict the species distribution of O. hermsi and B. hermsii through time and space based on current climatic trends and future projected climate changes. From this modeling process, we found that the projected current distributions of both the tick and spirochete align with known endemic foci for the disease. Further, global climate models predict a shift in the distribution of suitable habitat for the tick vector to higher elevations. Our predictions are useful for targeting surveillance efforts in areas of high risk in western North America, increasing the efficiency and accuracy of public health investigations and vector control efforts.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>29084219</pmid><doi>10.1371/journal.pntd.0006047</doi><orcidid>https://orcid.org/0000-0002-5674-3546</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Animal Distribution Animal models Animals Arachnid Vectors - microbiology Arachnid Vectors - physiology Biology and Life Sciences Bird migration Borrelia Borrelia - genetics Borrelia - isolation & purification Borrelia - physiology Borrelia burgdorferi Causes of Climate Climate change Climate models Control Distribution Earth Sciences Ecological distribution Ecological niches Ecology and Environmental Sciences Ecosystem Endemic species Entropy Environmental factors Female Fever Global climate Global climate models Habitat loss Hosts Humans Laboratories Male Maximum entropy Medicine and Health Sciences Modelling Models, Biological Niches North America Ornithodoros - microbiology Ornithodoros - physiology People and places Public health Rainfall Relapsing fever Relapsing Fever - microbiology Relapsing Fever - transmission Soft ticks Spirochetes Squirrels Tick-borne diseases Tick-Borne Diseases - microbiology Tick-Borne Diseases - transmission Ticks Tropical diseases Zoonoses |
title | Ecological niche modeling and distribution of Ornithodoros hermsi associated with tick-borne relapsing fever in western North America |
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