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Pacific Conservation Biology Pacific Conservation Biology Society
A journal dedicated to conservation and wildlife management in the Pacific region.
RESEARCH ARTICLE (Open Access)

Influence of landscape features on the distribution of the vulnerable frog species Mixophyes iteratus in the Tweed Valley, northern New South Wales, Australia

Gregory W. Lollback https://orcid.org/0009-0009-2849-6638 A * , Michele A. Lockwood https://orcid.org/0000-0003-4730-2199 B and David S. Hannah A
+ Author Affiliations
- Author Affiliations

A Engineering, Tweed Shire Council, PO Box 816, Murwillumbah, NSW 2484, Australia.

B Jagun Alliance Aboriginal Corporation, 26 Carrington Street, Lismore, NSW 2480, Australia.

* Correspondence to: glollback@tweed.nsw.gov.au

Handling Editor: Dan Lunney

Pacific Conservation Biology 31, PC24079 https://doi.org/10.1071/PC24079
Submitted: 31 October 2024  Accepted: 21 May 2025  Published: 12 June 2025

© 2025 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Context

Knowing more about the influence of landscape features on occurrence or abundance may aid in conservation management of the vulnerable frog species Mixophyes iteratus in Australia.

Aims

We aimed to understand how M. iteratus is influenced by landscape features and fill in the knowledge gap on species distribution within the Tweed Valley landscape of northern New South Wales.

Methods

The species was sampled at 40 stream-based transects spread across the Tweed Valley during three breeding seasons, from 2019 to 2022. Occupancy analysis and general additive models were used to investigate the relationship between landscape features and frog occurrence and maximum frog count, respectively. Landscape variables included elevation, proportion of vegetation cover, stream morphology, and distance to conservation reserves.

Key results

Mixophyes iteratus distribution was concentrated in the western half of the Tweed Valley, over a range of landscape features. Landscape features did not strongly affect distribution at specific scales or in general. There was some spatial clustering of maximum frog count, especially in large, forested areas in the south and south-west of the Tweed Valley. Detection rate was higher in this study when compared to a previous study with shorter transects.

Conclusions

Modelling suggests that M. iteratus occurred over a broad distribution within the western half of the Tweed Valley before broad scale clearing occurred. Species occurrence is wider than previously thought; however, population strongholds appear to be within large tracts of forest.

Implications

Species conservation that is informed by small scale habitat selection would be enhanced by knowledge of landscape scale distribution.

Keywords: Anura, count, detection rate, habitat selection, landscape scale, Mixophyes iteratus, occupancy, Tweed Valley.

References

Anstis M (2013) ‘Tadpoles and frogs of Australia.’ (New Holland: Sydney, NSW, Australia)

Atobe T, Osada Y, Takeda H, Kuroe M, Miyashita T (2014) Habitat connectivity and resident shared predators determine the impact of invasive bullfrogs on native frogs in farm ponds. Proceedings of the Royal Society B: Biological Sciences 281, 20132621.
| Crossref | Google Scholar |

Banks B, Beebee TJC (1987) Factors influencing breeding site choice by the pioneering amphibian Bufo calamita. Ecography 10, 14-21.
| Crossref | Google Scholar |

Blomquist SM, Hunter ML, Jr. (2010) A multi-scale assessment of amphibian habitat selection: wood frog response to timber harvesting. Écoscience 17, 251-264.
| Crossref | Google Scholar |

Bosch J, Martínez-Solano I (2003) Factors influencing occupancy of breeding ponds in a montane amphibian assemblage. Journal of Herpetology 37, 410-413.
| Crossref | Google Scholar |

Brown C, Nowakowski AJ, Keung NC, Lawler SP, Todd BD (2021) Untangling multi-scale habitat relationships of an endangered frog in streams to inform reintroduction programs. Ecosphere 12, e03799.
| Crossref | Google Scholar |

Burnham KP, Anderson DR (2002) ‘Model selection and multimodel inference: a practical information-theoretic approach.’ 2nd edn. (Springer: New York)

da Silva FR, Gibbs JP, Rossa-Feres DDC (2011) Breeding habitat and landscape correlates of frog diversity and abundance in a tropical agricultural landscape. Wetlands 31, 1079-1087.
| Crossref | Google Scholar |

D’Amore A, Hemingway V, Wasson K (2010) Do a threatened native amphibian and its invasive congener differ in response to human alteration of the landscape? Biological Invasions 12, 145.
| Crossref | Google Scholar |

Erős T, Campbell Grant EH (2015) Unifying research on the fragmentation of terrestrial and aquatic habitats: patches, connectivity and the matrix in riverscapes. Freshwater Biology 60, 1487-1501.
| Crossref | Google Scholar |

Fahrig L, Pedlar JH, Pope SE, Taylor PD, Wegner JF (1995) Effect of road traffic on amphibian density. Biological Conservation 73, 177-182.
| Crossref | Google Scholar |

Ficetola GF, De Bernardi F (2004) Amphibians in a human-dominated landscape: the community structure is related to habitat features and isolation. Biological Conservation 119, 219-230.
| Crossref | Google Scholar |

Ficetola GF, Marziali L, Rossaro B, De Bernardi F, Padoa-Schioppa E (2011) Landscape–stream interactions and habitat conservation for amphibians. Ecological Applications 21, 1272-1282.
| Crossref | Google Scholar | PubMed |

Goldingay R, Taylor B (2006) How many frogs are killed on a road in north-east New South Wales? Australian Zoologist 33, 332-336.
| Crossref | Google Scholar |

Goldingay RL, Newell DA, Graham M (1999) The status of rainforest stream frogs in north-eastern New South Wales: decline or recovery? In ‘Declines and disappearances of Australian frogs’. (Ed. A Campbell) pp. 64–71. (Environment Australia: Canberra, ACT, Australia)

Green J, Govindarajulu P, Higgs E (2021) Multiscale determinants of Pacific chorus frog occurrence in a developed landscape. Urban Ecosystems 24, 587-600.
| Crossref | Google Scholar | PubMed |

Hazell D (2003) Frog ecology in modified Australian landscapes: a review. Wildlife Research 30, 193-205.
| Crossref | Google Scholar |

Hazell D, Cunnningham R, Lindenmayer D, Mackey B, Osborne W (2001) Use of farm dams as frog habitat in an Australian agricultural landscape: factors affecting species richness and distribution. Biological Conservation 102, 155-169.
| Crossref | Google Scholar |

Hinderer RK, Litt AR, McCaffery M (2021) Habitat selection by a threatened desert amphibian. Ecology and Evolution 11, 536-546.
| Crossref | Google Scholar | PubMed |

Hines JE (2006) PRESENCE - Software to estimate patch occupancy and related parameters. Available at http://www.mbr-pwrc.usgs.gov/software/presence.html

Hodgkison S, Hero J-M (2001) Daily behavior and microhabitat use of the waterfall frog, Litoria nannotis in Tully Gorge, eastern Australia. Journal of Herpetology 35, 116-120.
| Crossref | Google Scholar |

Jackson HB, Fahrig L (2012) What size is a biologically relevant landscape? Landscape Ecology 27, 929-941.
| Crossref | Google Scholar |

Knapp RA, Matthews KR, Preisler HK, Jellison R (2003) Developing probabilistic models to predict amphibian site occupancy in a patchy landscape. Ecological Applications 13, 1069-1082.
| Crossref | Google Scholar |

Kolozsvary MB, Swihart RK (1999) Habitat fragmentation and the distribution of amphibians: patch and landscape correlates in farmland. Canadian Journal of Zoology 77, 1288-1299.
| Crossref | Google Scholar |

Krebs CJ (1994) ‘Ecology: the experimental analysis of dstribution and abundance.’ 4th edn. (HarperCollins College Publishers: New York, NY, USA)

Lehtinen RM, Carfagno GLF (2011) Habitat selection, the included niche, and coexistence in plant-specialist frogs from Madagascar. Biotropica 43, 58-67.
| Crossref | Google Scholar |

Lemckert F (1999) Impacts of selective logging on frogs in a forested area of northern New South Wales. Biological Conservation 89, 321-328.
| Crossref | Google Scholar |

Lemckert F, Mahony M (2010) The relationship among multiple-scale habitat variables and pond use by Anurans in northern New South Wales, Australia. Herpetological Conservation and Biology 5, 537-547.
| Google Scholar |

Lewis BD, Rohweder DA (2005) Distribution, habitat, and conservation status of the giant barred frog Mixophyes iteratus in the Bungawalbin catchment, northeastern New South Wales. Pacific Conservation Biology 11, 189-197.
| Crossref | Google Scholar |

Lollback GW, Lockwood MA, Hannah DS (2021) New information on site occupancy and detection rate of Mixophyes iteratus and implications for management. Pacific Conservation Biology 27, 244.
| Crossref | Google Scholar |

MacKenzie DI, Nichols JD, Lachman GB, Droege S, Royle JA, Langtimm CA (2002) Estimating site occupancy rates when detection probabilities are less than one. Ecology 83, 2248-2255.
| Crossref | Google Scholar |

Mayor SJ, Schneider DC, Schaefer JA, Mahoney SP (2009) Habitat selection at multiple scales. Écoscience 16, 238-247.
| Crossref | Google Scholar |

Mazerolle MJ, Desrochers A, Rochefort L (2005) Landscape characteristics influence pond occupancy by frogs after accounting for detectability. Ecological Applications 15, 824-834.
| Crossref | Google Scholar |

McEwan AL, Johnson CJ, Todd M, Govindarajulu P (2021) Resource selection and movement of the coastal tailed frog in response to forest harvesting. Forest Ecology and Management 497, 119448.
| Crossref | Google Scholar |

Meyer E, Hines H, Hero J-M (2001) ‘Wet forest frogs of south-east Queensland.’ (Griffith University: Qld)

Moraga AD, Martin AE, Fahrig L (2019) The scale of effect of landscape context varies with the species’ response variable measured. Landscape Ecology 34, 703-715.
| Crossref | Google Scholar |

Office of Environment and Heritage (2012) Tweed LGA Vegetation 2012. VIS_ID 3912. Available at https://datasets.seed.nsw.gov.au/dataset/tweed-lga-vegetation-2012-vis_id-3912e0407

Pizzatto L, Stockwell M, Clulow S, Clulow J, Mahony M (2016) Finding a place to live: conspecific attraction affects habitat selection in juvenile green and golden bell frogs. Acta Ethologica 19, 1-8.
| Crossref | Google Scholar |

Pope SE, Fahrig L, Merriam HG (2000) Landscape complementation and metapopulation effects on leopard frog populations. Ecology 81, 2498-2508.
| Crossref | Google Scholar |

Pulsford SA, Lindenmayer DB, Driscoll DA (2017) Reptiles and frogs conform to multiple conceptual landscape models in an agricultural landscape. Diversity and Distributions 23, 1408-1422.
| Crossref | Google Scholar |

QGIS Development Team (2023) QGIS Geographic Information System. Available at https://www.qgis.org

R Core Team (2021) R: A language and environment for statistical computing. Available at https://www.R-project.org/

Saunders DA, Hobbs RJ, Margules CR (1991) Biological consequences of ecosystem fragmentation: a review. Conservation Biology 5, 18-32.
| Crossref | Google Scholar |

Shuker JD, Hero J-M (2012) Perch substrate use by the threatened wallum sedge frog (Litoria olongburensis) in wetland habitats of mainland eastern Australia. Australian Journal of Zoology 60, 219-224.
| Crossref | Google Scholar |

Simpkins CA, Shuker JD, Lollback GW, Castley JG, Hero JM (2014) Environmental variables associated with the distribution and occupancy of habitat specialist tadpoles in naturally acidic, oligotrophic waterbodies. Austral Ecology 39, 95-105.
| Crossref | Google Scholar |

State Government of NSW and Department of Planning and Environment (2022) NSW state vegetation type map, accessed from The Sharing and Enabling Environmental Data Portal. Available at https://datasets.seed.nsw.gov.au/dataset/95437fbd-2ef7-44df-8579-d7a64402d42d [Accessed 8 November 2023]

Straughan IR (1968) A taxonomic review of the genus Mixophyes (Anura, Leptodactylidae). Proceedings of the Linnean Society of New South Wales 93, 52-59.
| Google Scholar |

Stubbs BJ (2012) Saviour to scourge: a history of the introduction and spread of the camphor tree (Cinnamomum camphora) in eastern Australia. In ‘Australia’s Ever-changing Forests VI: Proceedings of the Eighth National Conference on Australian Forest History’. Australian Forest History Series. (Eds BJ Stubbs, J Lennon, A Specht, J Taylor). (Australian Forest History Society Inc.: Canberra, Australia)

Van Buskirk J, Smith DC (2021) Ecological causes of fluctuating natural selection on habitat choice in an amphibian. Evolution 75, 1862-1877.
| Crossref | Google Scholar | PubMed |

Vos CC, Chardon JP (1998) Effects of habitat fragmentation and road density on the distribution pattern of the moor frog Rana arvalis. Journal of Applied Ecology 35, 44-56.
| Crossref | Google Scholar |

Vos CC, Stumpel AHP (1996) Comparison of habitat-isolation parameters in relation to fragmented distribution patterns in the tree frog (Hyla arborea). Landscape Ecology 11, 203-214.
| Crossref | Google Scholar |

Wood SN (2017) ‘Generalized additive models: an introduction with R.’ 2nd edn. (CRC Press/Taylor & Francis Group: Boca Raton)