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Dissanayake RB, Stevenson M, Astudillo VG, Allavena R, Henning J. Anthropogenic and environmental factors associated with koala deaths due to dog attacks and vehicle collisions in South-East Queensland, Australia, 2009-2013. Sci Rep 2023; 13:14275. [PMID: 37652961 PMCID: PMC10471613 DOI: 10.1038/s41598-023-40827-w] [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] [Received: 12/14/2022] [Accepted: 08/17/2023] [Indexed: 09/02/2023] Open
Abstract
Populations of the iconic Australian koala are under constant decline. Their deaths are associated with rapid and extensive urbanization and the fragmentation of habitat areas. Using citizen science data on reported koala mortalities, we quantified the association between anthropogenic and environmental factors and the two leading causes of koala deaths, dog attacks and vehicle collisions. We achieved this objective using a case-control study design to compare the odds of exposure to a given risk factor for cases (a given cause of death) with the odds of exposure to a given risk factor for controls (all other causes of death). Koala deaths due to dog attacks were positively associated with registered dog population density and negatively associated with lot density whereas koala deaths due to vehicle collisions were positively associated with road density (road length per square kilometer) and negatively associated with human population density and distance to primary and secondary roads. The results of this research can be used to develop strategies to mitigate the risk of deaths due to dog attacks, for example by conducting educational awareness programs, promoting registration of dogs and discouraging free roaming of dogs. In a similar manner, in high-risk areas for vehicle collisions, over- or underpasses can be built to facilitate safe movement of koalas for road crossings or speed limits could be introduced to reduce the likelihood of premature koala deaths due to vehicle collisions.
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Affiliation(s)
- Ravi Bandara Dissanayake
- School of Veterinary Science, The University of Queensland, Gatton, QLD, 4343, Australia
- Food and Agriculture Organisation of the United Nations, Rome, Italy
| | - Mark Stevenson
- Melbourne Veterinary School, The University of Melbourne, Parkville, VIC, 3010, Australia
| | | | - Rachel Allavena
- School of Veterinary Science, The University of Queensland, Gatton, QLD, 4343, Australia
| | - Joerg Henning
- School of Veterinary Science, The University of Queensland, Gatton, QLD, 4343, Australia.
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2
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Chen CJ, Casteriano A, Green AC, Govendir M. A retrospective study on antibacterial treatments for koalas infected with Chlamydia pecorum. Sci Rep 2023; 13:12670. [PMID: 37542093 PMCID: PMC10403558 DOI: 10.1038/s41598-023-39832-w] [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] [Received: 02/08/2023] [Accepted: 07/31/2023] [Indexed: 08/06/2023] Open
Abstract
Chlamydiosis remains the leading infectious disease and is one of the key factors responsible for the dramatic reduction of koala populations in South-East Queensland (SEQ) and New South Wales (NSW) regions of Australia. Possible infection outcomes include blindness, infertility, painful cystitis, and death if left untreated. Studies have reported the treatment efficacy of chloramphenicol and doxycycline, which are the two most commonly administered treatments in diseased koalas, in clinical settings. However, none have directly compared the treatment efficacy of these antibacterials on koala survival. A retrospective study was essential to identify any relationships between the demographical information, and the animals' responses to the current treatment regimens. Associations were explored between six explanatory (sex; maturity; location; clinical signs, treatment; treatment duration) and two outcome variables (survival; post-treatment PCR). Results showed that female koalas had a statistical trend of lower odds of surviving when compared to males (OR = 0.36, p = 0.05). Koalas treated with chloramphenicol for ≥ 28 days had greater odds of surviving than when treated for < 28 days (OR = 8.8, p = 0.02), and those koalas administered doxycycline had greater odds of testing PCR negative when compared to chloramphenicol treatments (OR = 5.45, p = 0.008). There was no difference between the antibacterial treatments (chloramphenicol, doxycycline, and mixed/other) and the survival of koalas. Female koalas had greater odds of exhibiting UGT signs only (OR = 4.86, p < 0.001), and also greater odds of having both ocular and UGT clinical signs (OR = 5.29, p < 0.001) when compared to males. Of the koalas, 28.5% initially had no clinical signs but were PCR positive for C. pecorum. This study enables further understanding of the complex nature between chlamydial infection and response to antibacterial treatment.
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Affiliation(s)
- Chien-Jung Chen
- Sydney School of Veterinary Science, The University of Sydney, Sydney, NSW, Australia.
| | - Andrea Casteriano
- Sydney School of Veterinary Science, The University of Sydney, Sydney, NSW, Australia
| | - Alexandra Clare Green
- Sydney School of Veterinary Science, The University of Sydney, Sydney, NSW, Australia
| | - Merran Govendir
- Sydney School of Veterinary Science, The University of Sydney, Sydney, NSW, Australia
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3
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McLean D, Goldingay R, Letnic M. Diet of the Dingo in Subtropical Australian Forests: Are Small, Threatened Macropods at Risk? Animals (Basel) 2023; 13:2257. [PMID: 37508035 PMCID: PMC10376500 DOI: 10.3390/ani13142257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 06/14/2023] [Accepted: 07/06/2023] [Indexed: 07/30/2023] Open
Abstract
Carnivores fulfil important ecological roles in natural systems yet can also jeopardise the persistence of threatened species. Understanding their diet is, therefore, essential for managing populations of carnivores, as well as those of their prey. This study was designed to better understand the diet of an Australian apex predator, the dingo, and determine whether it poses a threat to at-risk small macropods in two floristically different yet geographically close reserves in subtropical Australia. Based on an analysis of 512 scats, dingo diets comprised 34 different prey taxa, of which 50% were common between reserves. Our findings add support to the paradigm that dingoes are opportunistic and generalist predators that prey primarily on abundant mammalian fauna. Their diets in the Border Ranges were dominated by possum species (frequency of occurrence (FOC) = 92.5%), while their diets in Richmond Range were characterised by a high prevalence of pademelon species (FOC = 46.9%). Medium-sized mammals were the most important dietary items in both reserves and across all seasons. The dietary frequency of medium-sized mammals was generally related to their availability (indexed by camera trapping); however, the avoidance of some species with high availability indicates that prey accessibility may also be important in dictating their dietary choices. Other prey categories were supplementary to diets and varied in importance according to seasonal changes in their availability. The diets included two threatened macropods, the red-legged pademelon and black-striped wallaby. Our availability estimates, together with earlier dietary studies spanning 30 years, suggest that the red-legged pademelon is resilient to the observed predation. The black-striped wallaby occurred in only two dingo scats collected from Richmond Range and was not detected by cameras so the threat to this species could not be determined. Two locally abundant but highly threatened species (the koala and long-nosed potoroo) were not detected in the dingoes' diets, suggesting dingoes do not at present pose a threat to these populations. Our study highlights the importance of site-based assessments, population monitoring and including data on prey availability in dietary investigations.
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Affiliation(s)
- Dusty McLean
- Faculty of Science and Engineering, Southern Cross University, Lismore, NSW 2480, Australia
| | - Ross Goldingay
- Faculty of Science and Engineering, Southern Cross University, Lismore, NSW 2480, Australia
| | - Mike Letnic
- Centre for Ecosystem Science, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW 2052, Australia
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4
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Addressing Threats and Ecosystem Intactness to Enable Action for Extinct in the Wild Species. DIVERSITY 2023. [DOI: 10.3390/d15020268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
The species listed as Extinct in the Wild (EW) in the IUCN Red List of Threatened Species consist of 84 plants and animals that have been lost from their indigenous range. EW species are therefore restricted to ex situ conservation facilities and often have populations founded with few individuals. Our analysis demonstrates that 60% of EW species are associated with ecoregions that have very low proportions of intact habitat. Furthermore, threats such as invasive species, pollution, and climate change affect just over half of EW species and compound the obstacles facing their reinstatement to the wild. Despite these bleak assessments, there are various options for EW recovery. We present five scenarios that encapsulate the circumstances facing EW species and suggest potential conservation action for each of these situations. We illustrate these scenarios using case studies of EW species that demonstrate how the various options of ex situ management, reintroduction, and assisted colonisation to new habitat can be used to address the very exacting requirements of EW species. Our aim is to present a broad review of the obstacles facing the recovery of EW species whilst inspiring action to prevent the extinction of the most imperilled species on the planet.
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5
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Tkaczynski A, Rundle‐Thiele S. Koala conservation in South East Queensland: A grey literature review analysis. CONSERVATION SCIENCE AND PRACTICE 2023. [DOI: 10.1111/csp2.12874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Affiliation(s)
- Aaron Tkaczynski
- Faculty of Business, Economics and Law University of Queensland St Lucia Queensland Australia
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6
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Beaman JE, Mulligan C, Moore C, Mitchell D, Narayan E, Burke da Silva K. Resident wild koalas show resilience to large-scale translocation of bushfire-rescued koalas. CONSERVATION PHYSIOLOGY 2023; 11:coac088. [PMID: 36726864 PMCID: PMC9885738 DOI: 10.1093/conphys/coac088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 11/11/2022] [Accepted: 01/12/2023] [Indexed: 06/18/2023]
Abstract
Wildlife translocation is increasingly utilized as a conservation management action, to mitigate the immediate negative effects of habitat loss and fragmentation (e.g. from land clearing or bushfires). Previous research has shown that stress responses can help or hinder survival in translocated wildlife and determine the efficacy of translocation as a conservation action. Yet these translocated animals are only one side of the equation, with translocation also potentially impacting the animals in the recipient population. We measured physiological markers of stress (faecal cortisol metabolite concentrations and neutrophil-lymphocyte ratios) and assessed health condition in a wild koala population one year after a major translocation of bushfire-rescued koalas on Kangaroo Island. We expected to find a high population density at the site (>0.75 koalas per hectare) and that resident koalas would show signs of chronic stress and ill health as a result of territorial conflict over food trees and reproductive opportunities. In contrast, we found that only one-fifth of the population remaining at the site were translocated koalas. The overall population density was also much lower (0.21 koalas per hectare) than anticipated. With no evidence of mass mortality at the site, we suggest that the majority of translocated koalas dispersed away from the site. Our stress marker measurements did not differ between the wild koalas and a sample of captive (non-display) koalas at the nearby Kangaroo Island Wildlife Park and were generally low compared to other studies. Veterinary examinations found that most koalas were in good body condition with very few diagnostic indicators of systemic ill health. Overall, our results suggest that, if there is adequate landscape-scale habitat connectivity and opportunity for dispersal, translocated koalas are likely to disperse from the site of release, with limited impacts on recipient koala populations at translocation release sites.
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Affiliation(s)
- Julian E Beaman
- College of Science and Engineering, Flinders University, Bedford Park, South Australia 5042
| | - Connor Mulligan
- College of Science and Engineering, Flinders University, Bedford Park, South Australia 5042
| | - Claire Moore
- College of Science and Engineering, Flinders University, Bedford Park, South Australia 5042
| | - Dana Mitchell
- Kangaroo Island Wildlife Park, 4068 Playford Hwy, Duncan, South Australia 5223
- Kangaroo Island Koala & Wildlife Rescue Centre, 4068 Playford Hwy, Duncan, South Australia 5223
| | - Edward Narayan
- School of Agriculture and Food Sciences, The University of Queensland, Lawes, Queensland 4343
| | - Karen Burke da Silva
- College of Science and Engineering, Flinders University, Bedford Park, South Australia 5042
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7
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Cristescu RH, Strickland K, Schultz AJ, Kruuk LEB, de Villiers D, Frère CH. Susceptibility to a sexually transmitted disease in a wild koala population shows heritable genetic variance but no inbreeding depression. Mol Ecol 2022; 31:5455-5467. [PMID: 36043238 PMCID: PMC9826501 DOI: 10.1111/mec.16676] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 08/19/2022] [Accepted: 08/23/2022] [Indexed: 01/11/2023]
Abstract
The koala, one of the most iconic Australian wildlife species, is facing several concomitant threats that are driving population declines. Some threats are well known and have clear methods of prevention (e.g., habitat loss can be reduced with stronger land-clearing control), whereas others are less easily addressed. One of the major current threats to koalas is chlamydial disease, which can have major impacts on individual survival and reproduction rates and can translate into population declines. Effective management strategies for the disease in the wild are currently lacking, and, to date, we know little about the determinants of individual susceptibility to disease. Here, we investigated the genetic basis of variation in susceptibility to chlamydia using one of the most intensively studied wild koala populations. We combined data from veterinary examinations, chlamydia testing, genetic sampling and movement monitoring. Out of our sample of 342 wild koalas, 60 were found to have chlamydia. Using genotype information on 5007 SNPs to investigate the role of genetic variation in determining disease status, we found no evidence of inbreeding depression, but a heritability of 0.11 (95% CI: 0.06-0.23) for the probability that koalas had chlamydia. Heritability of susceptibility to chlamydia could be relevant for future disease management, as it suggests adaptive potential for the population.
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Affiliation(s)
- Romane H. Cristescu
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQueenslandAustralia
| | - Kasha Strickland
- Institute of Ecology and EvolutionUniversity of EdinburghEdinburghUK
| | - Anthony J. Schultz
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQueenslandAustralia,Icelandic Museum of Natural History (Náttúruminjasafn Íslands)ReykjavikIceland
| | - Loeske E. B. Kruuk
- Institute of Ecology and EvolutionUniversity of EdinburghEdinburghUK,Research School of BiologyAustralian National UniversityCanberraAustralian Capital TerritoryAustralia
| | | | - Céline H. Frère
- School of Biological SciencesUniversity of QueenslandSt LuciaQueenslandAustralia
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8
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Crowther MS, Rus AI, Mella VSA, Krockenberger MB, Lindsay J, Moore BD, McArthur C. Patch quality and habitat fragmentation shape the foraging patterns of a specialist folivore. Behav Ecol 2022; 33:1007-1017. [DOI: 10.1093/beheco/arac068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 06/17/2022] [Accepted: 06/28/2022] [Indexed: 11/14/2022] Open
Abstract
Abstract
Research on use of foraging patches has focused on why herbivores visit or quit patches, yet little is known about visits to patches over time. Food quality, as reflected by higher nutritional quality and lower plant defenses, and physical patch characteristics, which offer protection from predators and weather, affect patch use and hence should influence their revisitation. Due to the potentially high costs of moving between patches, fragmented habitats are predicted to complicate foraging decisions of many animals. We aimed to determine how food quality, shelter availability and habitat fragmentation influence tree reuse by a specialist folivore, the koala, in a fragmented agricultural landscape. We GPS-tracked 23 koalas in northern New South Wales, Australia and collated number of revisits, average residence time, and average time-to-return to each tree. We measured tree characteristics including food quality (foliar nitrogen and toxic formylated phloroglucinol compounds, FPCs concentrations), tree size, and tree connectedness. We also modeled the costs of locomotion between trees. Koalas re-visited isolated trees with high leaf nitrogen disproportionately often. They spent longer time in trees with high leaf nitrogen, and in large trees used for shelter. They took longer to return to trees with low leaf nitrogen. Tree connectivity reduced travel costs between patches, being either individual or groups of trees. FPC levels had no detectable effect on patch revisitation. We conclude that food quality and shelter drive koala tree re-visits. Scattered, isolated trees with nutrient-rich leaves are valuable resource patches for koalas despite movement costs to reach them.
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Affiliation(s)
- Mathew S Crowther
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales 2006 , Australia
| | - Adrian I Rus
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales 2006 , Australia
| | - Valentina S A Mella
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales 2006 , Australia
- Sydney School of Veterinary Science, University of Sydney , Sydney, New South Wales 2006 , Australia
| | - Mark B Krockenberger
- Sydney School of Veterinary Science, University of Sydney , Sydney, New South Wales 2006 , Australia
- The Westmead Institute for Medical Research , 176 Hawkesbury Road, Westmead, New South Wales 2145 , Australia
- Marie Bashir Institute for Emerging Infectious diseases and Biosecurity, University of Sydney , 176 Hawkesbury Road, Westmead, New South Wales 2145 , Australia
| | - Jasmine Lindsay
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales 2006 , Australia
| | - Ben D Moore
- Hawkesbury Institute for the Environment, Western Sydney University , Richmond, New South Wales 2753 , Australia
| | - Clare McArthur
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales 2006 , Australia
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9
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Hohwieler KR, Villiers DL, Cristescu RH, Frere CH. Genetic erosion detected in a specialist mammal living in a fast‐developing environment. CONSERVATION SCIENCE AND PRACTICE 2022. [DOI: 10.1111/csp2.12738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Affiliation(s)
- Katrin R. Hohwieler
- Global Change Ecology Research Group University of the Sunshine Coast, School of Science, Technology and Engineering Sippy Down Queensland Australia
| | | | - Romane H. Cristescu
- Global Change Ecology Research Group University of the Sunshine Coast, School of Science, Technology and Engineering Sippy Down Queensland Australia
| | - Celine H. Frere
- School of Biological Sciences University of Queensland St Lucia QLD Australia
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10
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Goldingay RL, McHugh D, Parkyn JL. Multiyear monitoring of threatened iconic arboreal mammals in a mid‐elevation conservation reserve in eastern Australia. Ecol Evol 2022; 12:e8935. [PMID: 35646314 PMCID: PMC9130560 DOI: 10.1002/ece3.8935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 04/25/2022] [Indexed: 12/02/2022] Open
Abstract
Multiyear investigations of population dynamics are fundamental to threatened species conservation. We used multiseason occupancy based on spotlight surveys to investigate dynamic occupancy of the koala and the greater glider over an 8‐year period that encompassed a severe drought in year 6. We combined our occupancy estimates with literature estimates of density to estimate the population sizes of these species within the focal conservation reserve. Both species showed substantial yearly variation in the probability of detection (koala: 0.13–0.24; greater glider: 0.12–0.36). Detection of the koala did not follow any obvious pattern. Low detection of the greater glider coincided with the drought and two subsequent years. We suggest the low detection reflected a decline in abundance. The probability of occupancy of the koala was estimated to be 0.88 (95% CI: 0.75–1.0) in year 8. Autonomous recording units were also used in year 8, enabling an independent occupancy estimate of 0.80 (0.64–0.90). We found no evidence of a drought‐induced decline in the koala. Habitat variables had a weak influence on koala occupancy probabilities. The probability of occupancy of the greater glider changed little over time, from 0.52 (95% CI: 0.24–0.81) to 0.63 (0.42–0.85) in year 8. Modeling suggested that the probability of colonization was positively influenced by the percentage cover of rainforest. Increased cover of these nonbrowse trees may reflect thermal buffering, site productivity, or soil moisture. We estimate that our study reserve is likely to contain >900 adult koalas and >2400 adult greater gliders. These are among some of the first reserve‐wide estimates for these species. Our study reserve can play an important role in the conservation of both species.
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Affiliation(s)
- Ross L. Goldingay
- Faculty of Science Southern Cross University Lismore New South Wales Australia
| | - Darren McHugh
- Faculty of Science Southern Cross University Lismore New South Wales Australia
| | - Jonathan L. Parkyn
- Faculty of Science Southern Cross University Lismore New South Wales Australia
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11
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Law B, Gonsalves L, Burgar J, Brassil T, Kerr I, O'Loughlin C, Eichinski P, Roe P. Regulated timber harvesting does not reduce koala density in north-east forests of New South Wales. Sci Rep 2022; 12:3968. [PMID: 35273315 PMCID: PMC8913802 DOI: 10.1038/s41598-022-08013-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Accepted: 02/24/2022] [Indexed: 11/09/2022] Open
Abstract
The compatibility of forestry and koala conservation is a controversial issue. We used a BACIPS design to assess change in koala density after selective harvesting with regulations to protect environmental values. We also assessed additional sites heavily harvested 5-10 years previously, now dominated by young regeneration. We used replicate arrays of acoustic sensors and spatial count modelling of male bellowing to estimate male koala density over 3600 ha. Paired sites in nearby National Parks served as controls. Naïve occupancy was close to 100% before and after harvesting, indicating koalas were widespread across all arrays. Average density was higher than expected for forests in NSW, varying between arrays from 0.03-0.08 males ha-1. There was no significant effect of selective harvesting on density and little change evident between years. Density 5-10 years after previous heavy harvesting was equivalent to controls, with one harvested array supporting the second highest density in the study. Within arrays, density was similar between areas mapped as selectively harvested or excluded from harvest. Density was also high in young regeneration 5-10 years after heavy harvesting. We conclude that native forestry regulations provided sufficient habitat for koalas to maintain their density, both immediately after selective harvesting and 5-10 years after heavy harvesting.
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Affiliation(s)
- Brad Law
- Forest Science, NSW Primary Industries, Parramatta, Australia.
| | - Leroy Gonsalves
- Forest Science, NSW Primary Industries, Parramatta, Australia
| | | | - Traecey Brassil
- Forest Science, NSW Primary Industries, Parramatta, Australia
| | - Isobel Kerr
- Forest Science, NSW Primary Industries, Parramatta, Australia
| | | | - Phil Eichinski
- Queensland University of Technology, Brisbane, Australia
| | - Paul Roe
- Queensland University of Technology, Brisbane, Australia
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12
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Schultz AJ, Strickland K, Cristescu RH, Hanger J, de Villiers D, Frère CH. Testing the effectiveness of genetic monitoring using genetic non-invasive sampling. Ecol Evol 2022; 12:e8459. [PMID: 35127011 PMCID: PMC8794716 DOI: 10.1002/ece3.8459] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 10/26/2021] [Accepted: 11/26/2021] [Indexed: 01/07/2023] Open
Abstract
Effective conservation requires accurate data on population genetic diversity, inbreeding, and genetic structure. Increasingly, scientists are adopting genetic non-invasive sampling (gNIS) as a cost-effective population-wide genetic monitoring approach. gNIS has, however, known limitations which may impact the accuracy of downstream genetic analyses. Here, using high-quality single nucleotide polymorphism (SNP) data from blood/tissue sampling of a free-ranging koala population (n = 430), we investigated how the reduced SNP panel size and call rate typical of genetic non-invasive samples (derived from experimental and field trials) impacts the accuracy of genetic measures, and also the effect of sampling intensity on these measures. We found that gNIS at small sample sizes (14% of population) can provide accurate population diversity measures, but slightly underestimated population inbreeding coefficients. Accurate measures of internal relatedness required at least 33% of the population to be sampled. Accurate geographic and genetic spatial autocorrelation analysis requires between 28% and 51% of the population to be sampled. We show that gNIS at low sample sizes can provide a powerful tool to aid conservation decision-making and provide recommendations for researchers looking to apply these techniques to free-ranging systems.
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Affiliation(s)
- Anthony James Schultz
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQldAustralia
- Icelandic Museum of Natural History (Náttúruminjasafn Íslands)ReykjavikIceland
| | - Kasha Strickland
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQldAustralia
- Department of Aquaculture and Fish BiologyHólar UniversityHólarIceland
| | - Romane H. Cristescu
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQldAustralia
| | | | | | - Céline H. Frère
- Global Change Ecology Research GroupUniversity of the Sunshine CoastSippy DownsQldAustralia
- School of Biological SciencesUniversity of QueenslandSt LuciaQldAustralia
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13
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Law B, Kerr I, Gonsalves L, Brassil T, Eichinski P, Truskinger A, Roe P. Mini‐acoustic sensors reveal occupancy and threats to koalas
Phascolarctos cinereus
in private native forests. J Appl Ecol 2021. [DOI: 10.1111/1365-2664.14099] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Brad Law
- Forest Science NSW Primary Industries Parramatta NSW Australia
| | - Isobel Kerr
- Forest Science NSW Primary Industries Parramatta NSW Australia
| | - Leroy Gonsalves
- Forest Science NSW Primary Industries Parramatta NSW Australia
| | - Traecey Brassil
- Forest Science NSW Primary Industries Parramatta NSW Australia
| | - Phil Eichinski
- Queensland University of Technology Brisbane Qld Australia
| | | | - Paul Roe
- Queensland University of Technology Brisbane Qld Australia
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14
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Cristescu RH, Gardiner R, Terraube J, McDonald K, Powell D, Levengood AL, Frère CH. Difficulties of assessing the impacts of the 2019–2020 bushfires on koalas. AUSTRAL ECOL 2021. [DOI: 10.1111/aec.13120] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Romane H Cristescu
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Riana Gardiner
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Julien Terraube
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Kye McDonald
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Dan Powell
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Alexis L. Levengood
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
| | - Céline H Frère
- Global Change Ecology Research Group University of the Sunshine Coast Sippy Downs Queensland Australia
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15
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Corcoran E, Denman S, Hamilton G. Evaluating new technology for biodiversity monitoring: Are drone surveys biased? Ecol Evol 2021; 11:6649-6656. [PMID: 34141247 PMCID: PMC8207445 DOI: 10.1002/ece3.7518] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 03/14/2021] [Accepted: 03/17/2021] [Indexed: 11/16/2022] Open
Abstract
Drones and machine learning-based automated detection methods are being used by ecologists to conduct wildlife surveys with increasing frequency. When traditional survey methods have been evaluated, a range of factors have been found to influence detection probabilities, including individual differences among conspecific animals, which can thus introduce biases into survey counts. There has been no such evaluation of drone-based surveys using automated detection in a natural setting. This is important to establish since any biases in counts made using these methods will need to be accounted for, to provide accurate data and improve decision-making for threatened species. In this study, a rare opportunity to survey a ground-truthed, individually marked population of 48 koalas in their natural habitat allowed for direct comparison of the factors impacting detection probability in both ground observation and drone surveys with manual and automated detection. We found that sex and host tree preferences impacted detection in ground surveys and in manual analysis of drone imagery with female koalas likely to be under-represented, and koalas higher in taller trees detected less frequently when present. Tree species composition of a forest stand also impacted on detections. In contrast, none of these factors impacted on automated detection. This suggests that the combination of drone-captured imagery and machine learning does not suffer from the same biases that affect conventional ground surveys. This provides further evidence that drones and machine learning are promising tools for gathering reliable detection data to better inform the management of threatened populations.
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Affiliation(s)
- Evangeline Corcoran
- School of Biological and Environmental SciencesQueensland University of TechnologyBrisbaneQldAustralia
| | - Simon Denman
- School of Electrical Engineering and RoboticsQueensland University of TechnologyBrisbaneQldAustralia
| | - Grant Hamilton
- School of Biological and Environmental SciencesQueensland University of TechnologyBrisbaneQldAustralia
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16
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Christensen DL, Harmon KC, Wehr NH, Price MR. Mammal-exclusion fencing improves the nesting success of an endangered native Hawaiian waterbird. PeerJ 2021; 9:e10722. [PMID: 33717665 PMCID: PMC7931714 DOI: 10.7717/peerj.10722] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 12/16/2020] [Indexed: 11/30/2022] Open
Abstract
Invasive predator control is often critical to improving the nesting success of endangered birds, but methods of control vary in cost and effectiveness. Poison-baiting or trapping and removal are relatively low-cost, but may have secondary impacts on non-target species, and may not completely exclude mammals from nesting areas. Mammal-exclusion fencing has a substantial up-front cost, but due to cost savings over the lifetime of the structure and the complete exclusion of mammalian predators, this option is increasingly being utilized to protect threatened species such as ground-nesting seabirds. However, non-mammalian predators are not excluded by these fences and may continue to impact nesting success, particularly in cases where the fence is designed for the protection of waterbirds, open to an estuary or wetland on one side. Thus, there remains a research gap regarding the potential gains in waterbird nesting success from the implementation of mammal-exclusion fencing in estuarine systems. In this study, we compared the nesting success of endangered Hawaiian Stilts (Ae‘o; Himantopus mexicanus knudseni) within a mammal-exclusion fence to that of breeding pairs in a nearby wetland where trapping was the sole means for removing invasive mammals. We predicted success would be greater for breeding pairs inside the exclusion fence and the hatchlings inside the enclosure would spend more time in the nesting area than hatchlings at the unfenced site. During a single breeding season following construction of a mammal-exclusion fence, we used motion-activated game cameras to monitor nests at two sites, one site with mammal-exclusion fencing and one site without. Clutch sizes and hatch rates were significantly greater at the fenced site than the unfenced site, but time spent by chicks in the nesting area did not differ between sites. These results add to the mounting body of evidence that demonstrates the effectiveness of mammal-exclusion fencing in protecting endangered birds and suggests it can aid endangered Hawaiian waterbirds toward recovery. These results also suggest that the single greatest predatory threat to the Hawaiian Stilt may be invasive mammals, despite a host of known non-mammalian predators including birds, crabs, turtles, and bullfrogs, as the complete exclusion of mammals resulted in significant gains in nesting success. As additional fences are built, future studies are necessary to compare nesting success among multiple sites and across multiple seasons to determine potential gains in fledging success and recruitment.
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Affiliation(s)
- Dain L Christensen
- Department of Natural Resources and Environmental Management, College of Tropical Agriculture and Human Resources, University of Hawaii at Mānoa, Honolulu, Hawaii, United States of America
| | - Kristen C Harmon
- Department of Natural Resources and Environmental Management, College of Tropical Agriculture and Human Resources, University of Hawaii at Mānoa, Honolulu, Hawaii, United States of America
| | - Nathaniel H Wehr
- Department of Natural Resources and Environmental Management, College of Tropical Agriculture and Human Resources, University of Hawaii at Mānoa, Honolulu, Hawaii, United States of America
| | - Melissa R Price
- Department of Natural Resources and Environmental Management, College of Tropical Agriculture and Human Resources, University of Hawaii at Mānoa, Honolulu, Hawaii, United States of America
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17
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Beranek CT, Roff A, Denholm B, Howell LG, Witt RR. Trialling a real-time drone detection and validation protocol for the koala (Phascolarctos cinereus). AUSTRALIAN MAMMALOGY 2021. [DOI: 10.1071/am20043] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Remotely piloted aircraft system (RPAS), or drone, technology has emerged as a promising survey method for the cryptic koala. We demonstrate an in-field protocol for wild koala RPAS surveys which provides real-time validation of thermal signatures. During 15 trial flights using a quadcopter drone (DJI Matrice 200 v2) we successfully detected and validated koala thermal signatures (n=12) using two in-field approaches: validation by on-ground observer (n=10) and validation using 4K footage captured and reviewed directly after the survey (n=2). We also provide detectability considerations relative to survey time, temperature, wildlife–RPAS interactions and detection of non-target species, which can be used to further inform RPAS survey protocols.
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18
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Lizárraga D, Timms P, Quigley BL, Hanger J, Carver S. Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease. Front Vet Sci 2020; 7:530686. [PMID: 33102563 PMCID: PMC7546032 DOI: 10.3389/fvets.2020.530686] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 08/21/2020] [Indexed: 11/16/2022] Open
Abstract
Background: Chlamydial disease is a major factor negatively affecting koala populations. Vaccination is a promising management option that would result in immune-mediated protection against disease. Measuring and assessing vaccine efficacy can be challenging owing to both direct and indirect interactions caused by vaccination. In this study, we investigate vaccine-immune-chlamydial load-disease relationships from MOMP (major outer membrane protein) vaccine trials to protect healthy free-ranging koalas against Chlamydia-related diseases. Methods: We created a priori hypotheses based on data sources and perceived direct and indirect interactions from koalas vaccinated 6 months prior. Each hypothesis was tested as a structural equation model separately for either the urogenital or the ocular site to evaluate possible causality among measured variables. Model averaging was used as multiple models fit the data, and the strength of relationships was examined through averaged coefficients and the raw data. Results: We found more relationships in urogenital models as compared to ocular models, particularly those with interleukin 17 (IL17) mRNA expression compared to models with interferon gamma (IFNγ) expression. In the averaged model with IL17, urogenital chlamydial load was positively associated with disease and negatively associated with IL17 expression. MOMP vaccination had a trending effect for reducing urogenital chlamydial load and also had a strong effect on increasing IL17 expression. Not surprisingly, urogenital chlamydial load was a positive predictor for the development of urogenital disease at 6 months post-vaccination. Conclusions: Despite multiple potential sources of variation owing to the koalas in this study being free-ranging, our analyses provide unique insights into the effects of vaccinating against Chlamydia. Using structural equation modeling, this study has helped illuminate that the expression of the immune cytokine IL17 is linked to MOMP vaccination, and animals with a high urogenital chlamydial load expressed less IL17 and were more likely to develop disease, enhancing previous investigations. Going beyond univariate statistics, the methods used in this study can be applied to other preclinical vaccination experiments to identify important direct and indirect factors underpinning the effects of a vaccine.
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Affiliation(s)
- David Lizárraga
- School of Natural Sciences, University of Tasmania, Hobart, TAS, Australia.,Genecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, Australia
| | - Peter Timms
- Genecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, Australia
| | - Bonnie L Quigley
- Genecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, Australia
| | - Jon Hanger
- Endeavour Veterinary Ecology Pty Ltd., Toorbul, QLD, Australia
| | - Scott Carver
- School of Natural Sciences, University of Tasmania, Hobart, TAS, Australia
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19
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Robbins A, Hanger J, Jelocnik M, Quigley BL, Timms P. Koala immunogenetics and chlamydial strain type are more directly involved in chlamydial disease progression in koalas from two south east Queensland koala populations than koala retrovirus subtypes. Sci Rep 2020; 10:15013. [PMID: 32929174 PMCID: PMC7490398 DOI: 10.1038/s41598-020-72050-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Accepted: 08/18/2020] [Indexed: 02/02/2023] Open
Abstract
Chlamydial disease control is increasingly utilised as a management tool to stabilise declining koala populations, and yet we have a limited understanding of the factors that contribute to disease progression. To examine the impact of host and pathogen genetics, we selected two geographically separated south east Queensland koala populations, differentially affected by chlamydial disease, and analysed koala major histocompatibility complex (MHC) genes, circulating strains of Chlamydia pecorum and koala retrovirus (KoRV) subtypes in longitudinally sampled, well-defined clinical groups. We found that koala immunogenetics and chlamydial genotypes differed between the populations. Disease progression was associated with specific MHC alleles, and we identified two putative susceptibility (DCb 03, DBb 04) and protective (DAb 10, UC 01:01) variants. Chlamydial genotypes belonging to both Multi-Locus Sequence Typing sequence type (ST) 69 and ompA genotype F were associated with disease progression, whereas ST 281 was associated with the absence of disease. We also detected different ompA genotypes, but not different STs, when long-term infections were monitored over time. By comparison, KoRV profiles were not significantly associated with disease progression. These findings suggest that chlamydial genotypes vary in pathogenicity and that koala immunogenetics and chlamydial strains are more directly involved in disease progression than KoRV subtypes.
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Affiliation(s)
- Amy Robbins
- Genecology Research Centre, University of the Sunshine Coast, 90 Sippy Downs Drive, Sippy Downs, QLD, 4556, Australia.,Endeavour Veterinary Ecology Pty Ltd, 1695 Pumicestone Road, Toorbul, QLD, 4510, Australia
| | - Jonathan Hanger
- Endeavour Veterinary Ecology Pty Ltd, 1695 Pumicestone Road, Toorbul, QLD, 4510, Australia
| | - Martina Jelocnik
- Genecology Research Centre, University of the Sunshine Coast, 90 Sippy Downs Drive, Sippy Downs, QLD, 4556, Australia
| | - Bonnie L Quigley
- Genecology Research Centre, University of the Sunshine Coast, 90 Sippy Downs Drive, Sippy Downs, QLD, 4556, Australia
| | - Peter Timms
- Genecology Research Centre, University of the Sunshine Coast, 90 Sippy Downs Drive, Sippy Downs, QLD, 4556, Australia.
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20
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Quigley BL, Timms P. Helping koalas battle disease - Recent advances in Chlamydia and koala retrovirus (KoRV) disease understanding and treatment in koalas. FEMS Microbiol Rev 2020; 44:583-605. [PMID: 32556174 PMCID: PMC8600735 DOI: 10.1093/femsre/fuaa024] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 06/14/2020] [Indexed: 12/31/2022] Open
Abstract
The iconic Australian marsupial, the koala (Phascolarctos cinereus), has suffered dramatic population declines as a result of habitat loss and fragmentation, disease, vehicle collision mortality, dog attacks, bushfires and climate change. In 2012, koalas were officially declared vulnerable by the Australian government and listed as a threatened species. In response, research into diseases affecting koalas has expanded rapidly. The two major pathogens affecting koalas are Chlamydia pecorum, leading to chlamydial disease and koala retrovirus (KoRV). In the last eight years, these pathogens and their diseases have received focused study regarding their sources, genetics, prevalence, disease presentation and transmission. This has led to vast improvements in pathogen detection and treatment, including the ongoing development of vaccines for each as a management and control strategy. This review will summarize and highlight the important advances made in understanding and combating C. pecorum and KoRV in koalas, since they were declared a threatened species. With complementary advances having also been made from the koala genome sequence and in our understanding of the koala immune system, we are primed to make a significant positive impact on koala health into the future.
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Affiliation(s)
- Bonnie L Quigley
- Genecology Research Centre, University of the Sunshine Coast,
90 Sippy Downs Drive, Sippy Downs, Queensland, 4556, Australia
| | - Peter Timms
- Genecology Research Centre, University of the Sunshine Coast,
90 Sippy Downs Drive, Sippy Downs, Queensland, 4556, Australia
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21
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Schultz AJ, Cristescu RH, Hanger J, Loader J, de Villiers D, Frère CH. Inbreeding and disease avoidance in a free-ranging koala population. Mol Ecol 2020; 29:2416-2430. [PMID: 32470998 DOI: 10.1111/mec.15488] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 05/11/2020] [Indexed: 11/30/2022]
Abstract
Habitat destruction and fragmentation are increasing globally, forcing surviving species into small, isolated populations. Isolated populations typically experience heightened inbreeding risk and associated inbreeding depression and population decline; although individuals in these populations may mitigate these risks through inbreeding avoidance strategies. For koalas, as dietary specialists already under threat in the northern parts of their range, increased habitat fragmentation and associated inbreeding costs are of great conservation concern. Koalas are known to display passive inbreeding avoidance through sex-biased dispersal, although population isolation will reduce dispersal pathways. We tested whether free-ranging koalas display active inbreeding avoidance behaviours. We used VHF tracking data, parentage reconstruction, and veterinary examination results to test whether free-ranging female koalas avoid mating with (a) more closely related males; and (b) males infected with sexually transmitted Chlamydia pecorum. We found no evidence that female koalas avoid mating with relatively more related available mates. In fact, as the relatedness of potential mates increases, so did inbreeding events. We also found no evidence that female koalas can avoid mating with males infected with C. pecorum. The absence of active inbreeding avoidance mechanisms in koalas is concerning from a conservation perspective, as small, isolated populations may be at even higher risk of inbreeding depression than expected. At risk koala populations may require urgent conservation interventions to augment gene flow and reduce inbreeding risks. Similarly, if koalas are not avoiding mating with individuals with chlamydial disease, populations may be at higher risk from disease than anticipated, further impacting population viability.
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Affiliation(s)
- Anthony J Schultz
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, QLD, Australia
| | - Romane H Cristescu
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, QLD, Australia
| | - Jon Hanger
- Endeavour Veterinary Ecology Pty Ltd, Toorbul, QLD, Australia
| | - Jo Loader
- Endeavour Veterinary Ecology Pty Ltd, Toorbul, QLD, Australia
| | | | - Celine H Frère
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, QLD, Australia
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22
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Barth BJ, FitzGibbon SI, Gillett A, Wilson RS, Moffitt B, Pye GW, Adam D, Preece H, Ellis WA. Scattered paddock trees and roadside vegetation can provide important habitat for koalas (Phascolarctos cinereus) in an agricultural landscape. AUSTRALIAN MAMMALOGY 2020. [DOI: 10.1071/am18031] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Habitat loss and fragmentation threaten the survival of koalas in Queensland. In rural landscapes, remaining koala habitat is often in the form of scattered paddock trees, patches of vegetation and roadside vegetation. The aims of this study were to (1) quantify the use of these three habitat types; (2) determine whether there is an increased use of scattered trees during the breeding season; and (3) describe the movement characteristics (daily step-length and turning angle) of koalas in different habitat types. To do this, koalas were caught and fitted with global positioning system (GPS) loggers that recorded their daily locations. We found koalas utilised all three habitat types in both breeding and non-breeding seasons, but roadside vegetation and scattered trees were utilised significantly more than expected based on their availability within the landscape. We found no significant difference in step-length or turning angles in scattered trees compared with patches of vegetation. We conclude that scattered trees are a critical element of habitat in this rural landscape. This work provides evidence that retaining or planting scattered trees within the rural landscape would likely complement or possibly enhance the conservation value of rural landscapes for koalas.
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23
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Longitudinal study of wild koalas (Phascolarctos cinereus) reveals chlamydial disease progression in two thirds of infected animals. Sci Rep 2019; 9:13194. [PMID: 31519969 PMCID: PMC6744427 DOI: 10.1038/s41598-019-49382-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Accepted: 08/23/2019] [Indexed: 01/12/2023] Open
Abstract
Chlamydial disease threatens many of Australia’s koala populations, and yet our understanding of chlamydial epidemiology and disease dynamics in koalas is limited by a lack of comprehensive, longitudinal population studies. To address this, we utilised longitudinal samples from a large-scale population study of wild koalas in south-east Queensland, to follow chlamydial infections over time and to investigate some of the drivers of disease progression. Our findings show, firstly, that almost two thirds of chlamydial infections progressed to disease, challenging the notion that chlamydial infections in koalas commonly remain chronic and asymptomatic. Secondly, disease progression at the urogenital tract site was associated with infection load, and urogenital tract shedding was significantly higher when koalas acquired a new infection. Thirdly, chronic chlamydial exposure was not necessary for pathogenic sequelae to develop, such as infertility and mortality. Fourthly, ompA-characterised strain sub-types may reflect tissue tropisms and pathogenicity, and the chlamydial status of some chronically infected koalas may be explained by reinfections with novel genotypes. Finally, successful antimicrobial treatment provided only short-term protection against reinfection and disease progression in susceptible koalas. These findings highlight the importance of identifying and preventing chlamydial infections in koalas, informing new population management strategies and research priorities.
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24
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Cristescu RH, Miller RL, Schultz AJ, Hulse L, Jaccoud D, Johnston S, Hanger J, Booth R, Frère CH. Developing noninvasive methodologies to assess koala population health through detecting Chlamydia from scats. Mol Ecol Resour 2019; 19:957-969. [PMID: 30681773 DOI: 10.1111/1755-0998.12999] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Revised: 11/13/2018] [Accepted: 01/14/2019] [Indexed: 01/17/2023]
Abstract
Wildlife diseases are a recognized driver of global biodiversity loss, have substantial economic impacts, and are increasingly becoming a threat to human health. Disease surveillance is critical but remains difficult in the wild due to the substantial costs and potential biases associated with most disease detection methods. Noninvasive scat surveys have been proposed as a health monitoring methodology to overcome some of these limitations. Here, we use the known threat of Chlamydia disease to the iconic, yet vulnerable, koala Phascolarctos cinereus to compare three methods for Chlamydia detection in scats: multiplex quantitative PCR, next generation sequencing, and a detection dog specifically trained on scats from Chlamydia-infected koalas. All three methods demonstrated 100% specificity, while sensitivity was variable. Of particular interest is the variable sensitivity of these diagnostic tests to detect sick individuals (i.e., not only infection as confirmed by Chlamydia-positive swabs, but with observable clinical signs of the disease); for koalas with urogenital tract disease signs, sensitivity was 78% with quantitative PCR, 50% with next generation genotyping and 100% with the detection dog method. This may be due to molecular methods having to rely on high-quality DNA whereas the dog most likely detects volatile organic compounds. The most appropriate diagnostic test will vary with disease prevalence and the specific aims of disease surveillance. Acknowledging that detection dogs might not be easily accessible to all, the future development of affordable and portable "artificial noses" to detect diseases from scats in the field might enable cost-effective, rapid and large-scale disease surveillance.
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Affiliation(s)
- Romane H Cristescu
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
| | - Russell L Miller
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
| | - Anthony J Schultz
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
| | - Lyndal Hulse
- School of Agriculture and Food Sciences, University of Queensland, Gatton, Queensland, Australia
| | - Damian Jaccoud
- Diversity Arrays Technology, University of Canberra, Bruce, Australian Capital Territory, Australia
| | - Stephen Johnston
- School of Agriculture and Food Sciences, University of Queensland, Gatton, Queensland, Australia
| | - Jon Hanger
- Endeavour Veterinary Ecology, Toorbul, Queensland, Australia
| | - Rosie Booth
- Australia Zoo Wildlife Hospital, Beerwah, Queensland, Australia
| | - Céline H Frère
- Global Change Ecology Research Group, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
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25
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Corcoran E, Denman S, Hanger J, Wilson B, Hamilton G. Automated detection of koalas using low-level aerial surveillance and machine learning. Sci Rep 2019; 9:3208. [PMID: 30824795 PMCID: PMC6397288 DOI: 10.1038/s41598-019-39917-5] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 02/04/2019] [Indexed: 11/24/2022] Open
Abstract
Effective wildlife management relies on the accurate and precise detection of individual animals. These can be challenging data to collect for many cryptic species, particularly those that live in complex structural environments. This study introduces a new automated method for detection using published object detection algorithms to detect their heat signatures in RPAS-derived thermal imaging. As an initial case study we used this new approach to detect koalas (Phascolarctus cinereus), and validated the approach using ground surveys of tracked radio-collared koalas in Petrie, Queensland. The automated method yielded a higher probability of detection (68–100%), higher precision (43–71%), lower root mean square error (RMSE), and lower mean absolute error (MAE) than manual assessment of the RPAS-derived thermal imagery in a comparable amount of time. This new approach allows for more reliable, less invasive detection of koalas in their natural habitat. This new detection methodology has great potential to inform and improve management decisions for threatened species, and other difficult to survey species.
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Affiliation(s)
- Evangeline Corcoran
- School of Earth, Environmental and Biological Sciences, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia
| | - Simon Denman
- School of Electrical Engineering and Computer Science, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia
| | - Jon Hanger
- Endeavour Veterinary Ecology Pty Ltd, 1695 Pumicestone Rd, Toorbul, QLD, 4510, Australia
| | - Bree Wilson
- Endeavour Veterinary Ecology Pty Ltd, 1695 Pumicestone Rd, Toorbul, QLD, 4510, Australia
| | - Grant Hamilton
- School of Earth, Environmental and Biological Sciences, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia.
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26
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Passive acoustics and sound recognition provide new insights on status and resilience of an iconic endangered marsupial (koala Phascolarctos cinereus) to timber harvesting. PLoS One 2018; 13:e0205075. [PMID: 30379836 PMCID: PMC6209150 DOI: 10.1371/journal.pone.0205075] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 09/16/2018] [Indexed: 11/19/2022] Open
Abstract
Retention forestry aims to mitigate impacts of native forestry on biodiversity, but data are limited on its effectiveness for threatened species. We used acoustics to investigate the resilience of a folivorous marsupial, the koala Phascolarctos cinereus, to timber harvesting where a key mitigation practice is landscape exclusion of harvesting. We deployed acoustic recorders at 171 sites to record male bellows (~14,640 hours) for use in occupancy modelling and for comparisons of bellow rate (bellows night-1). Surveys targeted modelled medium-high quality habitat, with sites stratified by time since logging and logging intensity, including old growth as a reference. After scanning recordings with software to identify koala bellows, we found a high probability of detection (~0.45 per night), but this varied with minimum temperature and recorder type. Naïve occupancy was ~ 64% across a broad range of forests, which was at least five times more than expected based on previous surveys using alternative methods. After accounting for imperfect detection, probability of occupancy was influenced by elevation (-ve), cover of important browse trees (+ve), landscape NDVI (+ve) and extent of recent wildfire (-ve, but minor effect). Elevation was the most influential variable, though the relationship was non-linear and low occupancy was most common at tableland elevations (> 1000 m). Neither occupancy nor bellow rate were influenced by timber harvesting intensity, time since harvesting or local landscape extent of harvesting or old growth. Extrapolation of occupancy across modelled habitat indicates that the hinterland forests of north-east NSW support a widespread, though likely low density koala population that is considerably larger than previously estimated. Retention forestry has a significant role to play in mitigating harvesting impacts on biodiversity, including for forest specialists, but localised studies are needed to optimise prescriptions for koalas.
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