Habitat suitability models reveal the spatial signal of environmental DNA in riverine networks

被引:1
|
作者
Brantschen, Jeanine [1 ,2 ]
Fopp, Fabian [3 ,4 ]
Adde, Antoine [1 ,5 ]
Keck, Francois [1 ,2 ]
Guisan, Antoine [5 ,6 ]
Pellissier, Loic [3 ,4 ]
Altermatt, Florian [1 ,2 ]
机构
[1] Swiss Fed Inst Aquat Sci & Technol, Dept Aquat Ecol, Eawag, Dubendorf, Switzerland
[2] Univ Zurich, Fac Sci, Dept Evolutionary Biol & Environm Studies, Zurich, Switzerland
[3] Swiss Fed Inst Technol, Dept Environm Syst Sci, Zurich, Switzerland
[4] Swiss Fed Inst Forest Snow & Landscape Res, WSL, Dept Landscape Dynam & Ecol, Birmensdorf, Switzerland
[5] Univ Lausanne, Inst Earth Sci Dynam, Fac Geosci & Environm, Lausanne, Switzerland
[6] Univ Lausanne, Fac Biol & Med, Dept Ecol & Evolut, Lausanne, Switzerland
基金
瑞士国家科学基金会;
关键词
Aquatic; biodiversity; environmental DNA; insects; species distribution modeling; FRESH-WATER BIODIVERSITY; DISTRIBUTIONS; PREDICTIONS; TRANSPORT; SCIENCE;
D O I
10.1111/ecog.07267
中图分类号
X176 [生物多样性保护];
学科分类号
090705 ;
摘要
The rapid loss of biodiversity in freshwater systems asks for a robust and spatially explicit understanding of species' occurrences. As two complementing approaches, habitat suitability models provide information about species' potential occurrence, while environmental DNA (eDNA) based assessments provide indication of species' actual occurrence. Individually, both approaches are used in ecological studies to characterize biodiversity, yet they are rarely combined. Here, we integrated high-resolution habitat suitability models with eDNA-based assessments of aquatic invertebrates in riverine networks to understand their individual and combined capacity to inform on species' occurrence. We used eDNA sampling data from 172 river sites and combined the detection of taxa from three insect orders (Ephemeroptera, Plecoptera, Trichoptera; hereafter EPT) with suitable habitat predictions at a subcatchment level (2 km2). Overall, we find congruence of habitat suitability and eDNA-based detections. Yet, the models predicted suitable habitats beyond the number of detections by eDNA sampling, congruent with the suitable niche being larger than the realized niche. For local mismatches, where eDNA detected a species but the habitat was not predicted suitable, we calculated the minimal distance to upstream suitable habitat patches, indicating possible sources of eDNA signals from upstream sites subsequently being transported along the water flow. We estimated a median distance of 1.06 km (range 0.2-42 km) of DNA transport based on upstream habitat suitability, and this distance was significantly smaller than expected by null model predictions. This estimated transport distance is in the range of previously reported values and allows extrapolations of transport distances across many taxa and riverine systems. Together, the combination of eDNA and habitat suitability models allows larger scale and spatially integrative inferences about biodiversity, ultimately needed for the management and protection of biodiversity.
引用
收藏
页数:12
相关论文
共 43 条
  • [1] Null models reveal preferential sampling, spatial autocorrelation and overfitting in habitat suitability modelling
    Merckx, Bea
    Steyaert, Maaike
    Vanreusel, Ann
    Vincx, Magda
    Vanaverbeke, Jan
    ECOLOGICAL MODELLING, 2011, 222 (03) : 588 - 597
  • [2] Spatial Habitat Suitability Models of Mangroves with Kandelia obovata
    Shih, Shang-Shu
    FORESTS, 2020, 11 (04):
  • [3] Evaluating the spatial transferability of habitat suitability models: implications for conservation and management
    Linner, Robyn M.
    Chen, Yong
    CANADIAN JOURNAL OF FISHERIES AND AQUATIC SCIENCES, 2024, 81 (05) : 589 - 599
  • [4] Spatial distribution of environmental DNA in a nearshore marine habitat
    O'Donnell, James L.
    Kelly, Ryan P.
    Shelton, Andrew Olaf
    Samhouri, Jameal F.
    Lowell, Natalie C.
    Williams, Gregory D.
    PEERJ, 2017, 5
  • [5] Using Bayesian networks to incorporate uncertainty in habitat suitability index models
    Wilhere, George F.
    JOURNAL OF WILDLIFE MANAGEMENT, 2012, 76 (06): : 1298 - 1309
  • [6] Bayesian networks facilitate updating of species distribution and habitat suitability models
    Duarte, Adam
    Spaan, Robert S.
    Peterson, James T.
    Pearl, Christopher A.
    Adams, Michael J.
    ECOLOGICAL MODELLING, 2025, 501
  • [7] Influence of spatial extent on habitat suitability models for primate species of Atlantic Forest
    Vasquez, Vagner Lacerda
    de Lima, Adriana Almeida
    dos Santos, Ariston Pereira
    Pinto, Miriam Plaza
    ECOLOGICAL INFORMATICS, 2021, 61
  • [8] Toward reliable habitat suitability and accessibility models in an era of multiple environmental stressors
    De Kort, Hanne
    Baguette, Michel
    Lenoir, Jonathan
    Stevens, Virginie M.
    ECOLOGY AND EVOLUTION, 2020, 10 (20): : 10937 - 10952
  • [9] Estimating carrying capacity for sandhill cranes using habitat suitability and spatial optimization models
    Downs, Joni A.
    Gates, Robert J.
    Murray, Alan T.
    ECOLOGICAL MODELLING, 2008, 214 (2-4) : 284 - 292
  • [10] Fire, landscape change and models of small mammal habitat suitability at multiple spatial scales
    Di Stefano, Julian
    Owen, Laura
    Morris, Robert
    Duff, Tom
    York, Alan
    AUSTRAL ECOLOGY, 2011, 36 (06) : 638 - 649