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Steiner M, Huettmann F, Bryans N, Barker B. With super SDMs (machine learning, open access big data, and the cloud) towards more holistic global squirrel hotspots and coldspots. Sci Rep 2024; 14:5204. [PMID: 38433273 PMCID: PMC10909860 DOI: 10.1038/s41598-024-55173-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 02/21/2024] [Indexed: 03/05/2024] Open
Abstract
Species-habitat associations are correlative, can be quantified, and used for powerful inference. Nowadays, Species Distribution Models (SDMs) play a big role, e.g. using Machine Learning and AI algorithms, but their best-available technical opportunities remain still not used for their potential e.g. in the policy sector. Here we present Super SDMs that invoke ML, OA Big Data, and the Cloud with a workflow for the best-possible inference for the 300 + global squirrel species. Such global Big Data models are especially important for the many marginalized squirrel species and the high number of endangered and data-deficient species in the world, specifically in tropical regions. While our work shows common issues with SDMs and the maxent algorithm ('Shallow Learning'), here we present a multi-species Big Data SDM template for subsequent ensemble models and generic progress to tackle global species hotspot and coldspot assessments for a more inclusive and holistic inference.
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Affiliation(s)
- Moriz Steiner
- IUCN Small Mammal Specialist Group (SMSG), IUCN, Rue Mauverney 28, 1196, Gland, Switzerland.
- IUCN Species Survival Commission (SSC), IUCN, Rue Mauverney 28, 1196, Gland, Switzerland.
- EWHALE Lab-Biology and Wildlife Department, Institute of Arctic Biology, University of Alaska Fairbanks (UAF), Fairbanks, AK, USA.
| | - F Huettmann
- EWHALE Lab-Biology and Wildlife Department, Institute of Arctic Biology, University of Alaska Fairbanks (UAF), Fairbanks, AK, USA
| | - N Bryans
- Oracle for Research, 2300 Oracle Wy, Austin, TX, 78741, USA
| | - B Barker
- Oracle for Research, 2300 Oracle Wy, Austin, TX, 78741, USA
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Seles M, Altziebler J, Gorkiewicz G, Kriegl L, Hatzl S, Ahyai S, Klasinc R, Zollner-Schwetz I, Krause R. Human Tularemia Epididymo-Orchitis Caused by Francisella tularensis Subspecies holartica, Austria. Emerg Infect Dis 2023; 29:2105-2107. [PMID: 37735772 PMCID: PMC10521599 DOI: 10.3201/eid2910.230436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/26/2023] Open
Abstract
A previously healthy man in Austria had tularemia epididymo-orchitis develop, leading to unilateral orchiectomy. Francisella tularensis subspecies holartica was detected by 16S rRNA gene sequencing analysis of inflamed granulomatous testicular tissue. Clinicians should suspect F. tularensis as a rare etiologic microorganism in epididymo-orchitis patients with relevant risk factors.
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Cruciani D, Crotti S, Paoloni D, La Morgia V, Felici A, Papa P, Cosseddu GM, Moscati L, Gobbi P. Health Status of the Eastern Grey Squirrel ( Sciurus carolinensis) Population in Umbria: Results of the LIFE Project 'U-SAVEREDS'. Animals (Basel) 2022; 12:ani12202741. [PMID: 36290127 PMCID: PMC9597752 DOI: 10.3390/ani12202741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 09/09/2022] [Accepted: 10/11/2022] [Indexed: 11/07/2022] Open
Abstract
Simple Summary Invasive alien species are non-native species introduced deliberately or unintentionally beyond their past or present natural distribution, and their introduction and spread threatens local biological diversity. The Eastern grey squirrel is native to North America and was introduced to the British Islands, Italy, and South Africa. Around the year 2000, a new population of grey squirrels was recorded in Perugia, central Italy, where the species populated an area of approximately 50 km2, both in woodland and urban areas. The Eastern grey squirrel represents a huge threat to the conservation of the native Eurasian red squirrel when the two species coexist. Moreover, given their confident behaviour with humans, the non-native squirrels can negatively impact public health. The U-SAVEREDS Project was set up for Eurasian red squirrel conservation in Umbria through the eradication of the alien species and it also provided information on the health status of the Eastern grey squirrel to identify any infectious agents. The recovery of zoonotic pathogens allowed to assess the Eastern grey squirrel’s impact on human and domestic and wild animals’ health, provide helpful feedback for the management and eradication procedures, and raise public awareness through environmental education. Abstract The introduction of the Eastern grey squirrel (Sciurus carolinensis) in Europe is one of the best-known cases of invasive alien species (IAS) colonisation, that poses a severe risk to the conservation of biodiversity. In 2003, it was released in a private wildlife park near the city of Perugia (Italy), where it is replacing the native Eurasian red squirrel (Sciurus vulgaris). The LIFE13 BIO/IT/000204 Project (U-SAVEREDS) was set up for the Sciurus vulgaris conservation in Umbria through an eradication campaign of grey squirrels. One hundred and fifty-four animals were analysed for bacteriological, mycological, virological, and serological investigations (C4 action). Sanitary screening showed that Sciurus carolinensis is a dermatophyte carrier, and therefore, it could cause public health issues for humans, considering its confident behaviour. Moreover, it has been marginally responsible for the spreading of Candida albicans, Coxiella burnetii, and Borrelia lusitaniae. Health status evaluation conducted on the Sciurus carolinensis population indicated that it is necessary to raise awareness of its impacts on biodiversity and human health. Moreover, the health status and behaviours of the IAS must be considered when control or eradication campaigns are planned.
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Affiliation(s)
- Deborah Cruciani
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
- Correspondence:
| | - Silvia Crotti
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
| | | | - Valentina La Morgia
- Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA), Via Vitaliano Brancati 48, 00144 Roma, Italy
| | - Andrea Felici
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
| | - Paola Papa
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
| | - Gian Mario Cosseddu
- Istituto Zooprofilattico Sperimentale del Lazio e della Toscana “M. Aleandri” (IZSLT), Via Appia Nuova 1411, 00178 Roma, Italy
- Istituto Zooprofilattico Sperimentale Abruzzo e Molise “G. Caporale” (IZSAM), Campo Boario, 64100 Teramo, Italy
| | - Livia Moscati
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
| | - Paola Gobbi
- Istituto Zooprofilattico Sperimentale dell’Umbria e delle Marche “Togo Rosati” (IZSUM), Via G. Salvemini 1, 06126 Perugia, Italy
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Natural Infection of a European Red Squirrel (Sciurus vulgaris) with Francisella tularensis subsp. Holarctica. J Wildl Dis 2021; 57:970-973. [PMID: 34424987 DOI: 10.7589/jwd-d-20-00182] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 04/14/2021] [Indexed: 11/20/2022]
Abstract
Postmortem examination and immunohistochemical and bacteriologic analyses on a free-ranging European red squirrel (Sciurus vulgaris) revealed a systemic infection with Francisella tularensis. Genome sequencing and single-nucleotide polymorphism analysis were consistent with F. tularensis subs. holarctica clade B.45. Tularemia has not previously been reported in this species.
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Jahan NA, Lindsey LL, Larsen PA. The Role of Peridomestic Rodents as Reservoirs for Zoonotic Foodborne Pathogens. Vector Borne Zoonotic Dis 2021; 21:133-148. [PMID: 33351736 DOI: 10.1089/vbz.2020.2640] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Although rodents are well-known reservoirs and vectors for a number of zoonoses, the functional role that peridomestic rodents serve in the amplification and transmission of foodborne pathogens is likely underappreciated. Clear links have been identified between commensal rodents and outbreaks of foodborne pathogens throughout Europe and Asia; however, comparatively little research has been devoted to studying this relationship in the United States. In particular, regional studies focused on specific rodent species and their foodborne pathogen reservoir status across the diverse agricultural landscapes of the United States are lacking. We posit that both native and invasive species of rodents associated with food-production pipelines are likely sources of seasonal outbreaks of foodborne pathogens throughout the United States. In this study, we review the evidence that identifies peridomestic rodents as reservoirs for foodborne pathogens, and we call for novel research focused on the metagenomic communities residing at the rodent-agriculture interface. Such data will likely result in the identification of new reservoirs for foodborne pathogens and species-specific demographic traits that might underlie seasonal enteric disease outbreaks. Moreover, we anticipate that a One Health metagenomic research approach will result in the discovery of new strains of zoonotic pathogens circulating in peridomestic rodents. Data resulting from such research efforts would directly inform and improve upon biosecurity efforts, ultimately serving to protect our food supply.
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Affiliation(s)
- Nusrat A Jahan
- Department of Veterinary and Biomedical Sciences, College of Veterinary Medicine, University of Minnesota, St. Paul, Minnesota, USA
| | - Laramie L Lindsey
- Department of Veterinary and Biomedical Sciences, College of Veterinary Medicine, University of Minnesota, St. Paul, Minnesota, USA
| | - Peter A Larsen
- Department of Veterinary and Biomedical Sciences, College of Veterinary Medicine, University of Minnesota, St. Paul, Minnesota, USA
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Abstract
This chapter includes diseases of animals in the order Rodentia, in which there are over 2000 species representing 40% of all mammals. This incredibly diverse order includes members inhabiting every continent, either naturally or in human-made environments. While rodents have been the cause or implicated in disease transmission that has lead to human pandemics, such as the Black Death, and the decimation of certain animal species, like island-dwelling birds; genetically modified rodents have contributed significantly to the advancement of biomedical research and human health. There are more than 50 species of endangered rats, mice, voles, squirrels, and marmots. The recent extinction of the Bramble Cay melomys represents the first human-induced rodent extinction linked to climate change. Rodents are the reservoir host of several human and domestic pathogens of concern listed by OIE. Herein, we highlight those diseases of rodents that lead to clinically important gross and microscopic lesions.
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Vander Haegen WM, Orth GR, Johnston AN, Linders MJ. Endemic diseases affect population dynamics of tree squirrels in contrasting landscapes. J Wildl Manage 2017. [DOI: 10.1002/jwmg.21383] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
| | - Gene R. Orth
- Washington Department of Fish and Wildlife600 Capitol Way NorthOlympiaWA 98501USA
| | - Aaron N. Johnston
- School of Environmental and Forest SciencesUniversity of WashingtonBox 352100SeattleWA 98195USA
| | - Mary J. Linders
- Washington Department of Fish and Wildlife600 Capitol Way NorthOlympiaWA 98501USA
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Rossow H, Forbes KM, Tarkka E, Kinnunen PM, Hemmilä H, Huitu O, Nikkari S, Henttonen H, Kipar A, Vapalahti O. Experimental Infection of voles with Francisella tularensis indicates their amplification role in tularemia outbreaks. PLoS One 2014; 9:e108864. [PMID: 25271640 PMCID: PMC4182746 DOI: 10.1371/journal.pone.0108864] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Accepted: 08/26/2014] [Indexed: 11/21/2022] Open
Abstract
Tularemia outbreaks in humans have been linked to fluctuations in rodent population density, but the mode of bacterial maintenance in nature is unclear. Here we report on an experiment to investigate the pathogenesis of Francisella tularensis infection in wild rodents, and thereby assess their potential to spread the bacterium. We infected 20 field voles (Microtus agrestis) and 12 bank voles (Myodes glareolus) with a strain of F. tularensis ssp. holarctica isolated from a human patient. Upon euthanasia or death, voles were necropsied and specimens collected for histological assessment and identification of bacteria by immunohistology and PCR. Bacterial excretion and a rapid lethal clinical course with pathological changes consistent with bacteremia and tissue necrosis were observed in infected animals. The results support a role for voles as an amplification host of F. tularensis, as excreta and, in particular, carcasses with high bacterial burden could serve as a source for environmental contamination.
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Affiliation(s)
- Heidi Rossow
- Department of Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
| | - Kristian M. Forbes
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
- Finnish Forest Research Institute, Vantaa, Finland
| | - Eveliina Tarkka
- Division of Clinical Microbiology, Helsinki University Hospital Laboratory (HUSLAB), Helsinki, Finland
| | - Paula M. Kinnunen
- Centre for Biothreat Preparedness, Centre for Military Medicine, Finnish Defence Forces, Helsinki, Finland
| | - Heidi Hemmilä
- Centre for Biothreat Preparedness, Centre for Military Medicine, Finnish Defence Forces, Helsinki, Finland
| | - Otso Huitu
- Finnish Forest Research Institute, Vantaa, Finland
| | - Simo Nikkari
- Centre for Biothreat Preparedness, Centre for Military Medicine, Finnish Defence Forces, Helsinki, Finland
| | | | - Anja Kipar
- Department of Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
- Finnish Centre for Laboratory Animal Pathology, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
- School of Veterinary Science and Department of Infection Biology, Institute of Global Health, University of Liverpool, Liverpool, United Kingdom
| | - Olli Vapalahti
- Department of Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
- Division of Clinical Microbiology, Helsinki University Hospital Laboratory (HUSLAB), Helsinki, Finland
- Department of Virology, Haartman Institute, University of Helsinki, Helsinki, Finland
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