Abstract
Rodents are among the most widespread and problematic invasive animals on islands worldwide contributing to declining endemic island biota through predation and disruption of mutualisms. Identifying what rodents eat is critically important to understanding their effects on ecosystems. We used DNA metabarcoding to identify the diets of three invasive rodents in Hawaiian forests: house mouse (Mus musculus), black rat (Rattus rattus), and Pacific rat (Rattus exulans). These rodents primarily eat invertebrates and plants, but previous diet studies have provided only a limited understanding of the diet breadth by relying on morphological identification methods. We opportunistically collected fecal samples from rodents trapped at seven forest sites across Oʻahu, Hawaiʻi for two years. Plant and invertebrate diet items were identified from DNA extracted from fecal samples using rbcL and COI primers, respectively. Intact seeds were identified using a dissecting microscope to quantify potential contributions to seed dispersal. All rodent species ate primarily plants and invertebrates of introduced species. However, some native taxa of conservation importance were identified. Neither the rodent species nor the sites drove patterns of diet composition, suggesting that diet variation may be determined by opportunistic foraging or intraspecific variation. Black rat fecal samples contained intact seeds more frequently than house mouse samples, but surprisingly, when samples contained seeds, black rats and house mice both defecated hundreds of introduced seeds, likely contributing to seed dispersal. Conservation efforts targeting invasive rodent control should specifically include house mice and should monitor introduced prey items to prevent predation release of unwanted introduced species.
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Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request. The sequences generated during and/or analyzed during the current study will be available in GenBank.
References
Anderson MJ, Crist TO, Chase JM et al (2011) Navigating the multiple meanings of β diversity: a roadmap for the practicing ecologist. Ecol Lett 14:19–28. https://doi.org/10.1111/j.1461-0248.2010.01552.x
Angel A, Wanless RM, Cooper J (2009) Review of impacts of the introduced house mouse on islands in the Southern Ocean: are mice equivalent to rats? Biol Invasions 11:1743–1754. https://doi.org/10.1007/s10530-008-9401-4
Aslan CE, Zavaleta ES, Tershy B, Croll D (2013) Mutualism disruption threatens global plant biodiversity: a systematic review. PLoS ONE 8:e66993. https://doi.org/10.1371/journal.pone.0066993
Atkinson IAE (1985) The spread of commensal species of Rattus to oceanic islands and their effects on island avifauna. In: Conservation of island birds. pp 35–81
Barney SK, Leopold DR, Francisco K et al (2021) Successful management of invasive rats across a fragmented landscape. Environ Conserv 48:200–207. https://doi.org/10.1017/S0376892921000205
Baruch Z, Pattison RR, Goldsteint G (2000) Responses to light and water availability of four invasive Melastomataceae in the Hawaiian Islands. Int J Plant Sci 161:107–118. https://doi.org/10.1086/314233
Bell KL, Loeffler VM, Brosi BJ (2017) An rbcL reference library to aid in the identification of plant species mixtures by DNA metabarcoding. Appl Plant Sci 5:1600110. https://doi.org/10.3732/apps.1600110
Bokulich NA, Kaehler BD, Rideout JR et al (2018) Optimizing taxonomic classification of marker-gene amplicon sequences with QIIME 2’s q2-feature-classifier plugin. Microbiome 6:90. https://doi.org/10.1186/s40168-018-0470-z
Bolnick DI, Amarasekare P, Araújo MS et al (2011) Why intraspecific trait variation matters in community ecology. Trends Ecol Evol 26:183–192
Bolyen E, Rideout JR, Dillon MR et al (2019) Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2. Nat Biotechnol 37:852–857. https://doi.org/10.1038/s41587-019-0209-9
Brooks ME, Kristensen K, van Benthem KJ et al (2017) glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling. R J 9:378–400. https://doi.org/10.32614/rj-2017-066
Browett SS, O’Meara DB, McDevitt AD (2020) Genetic tools in the management of invasive mammals: recent trends and future perspectives. Mammal Rev 50:200–210. https://doi.org/10.1111/mam.12189
Campbell DJ, Atkinson IAE (2002) Depression of tree recruitment by the Pacific rat (Rattus exulans Peale) on New Zealand’s northern offshore islands. Biol Conserv 107:19–35. https://doi.org/10.1016/S0006-3207(02)00039-3
Carpenter JK, Wilmshurst JM, McConkey KR et al (2020) The forgotten fauna: native vertebrate seed predators on islands. Funct Ecol 34:1802–1813. https://doi.org/10.1111/1365-2435.13629
Caut S, Casanovas JG, Virgos E et al (2007) Rats dying for mice: modelling the competitor release effect. Austral Ecol 32:858–868. https://doi.org/10.1111/j.1442-9993.2007.01770.x
Ceia RS, Sanches S, Ramos JA (2017) Foraging Ecology of Introduced rodents in the threatened macaronesian Laurel Forest of São Miguel Island (Azores) and contiguous exotic forests. Mammal Study 42:141–151. https://doi.org/10.3106/041.042.0304
Chen S, Yao H, Han J et al (2010) Validation of the ITS2 region as a novel DNA barcode for identifying medicinal plant species. PLoS ONE 5:e8613. https://doi.org/10.1371/journal.pone.0008613
Clark DA (1982) Foraging behavior of a vertebrate omnivore (Rattus rattus): Meal structure, sampling, and diet breadth. Ecology 63:763–772
Cole FR, Loope LL, Medeiros AC et al (2000) Food habits of introduced rodents in high-elevation shrubland of Haleakalā National Park, Maui, Hawai’i. Pac Sci 54:313–329
Colman RE, Schupp JM, Hicks ND et al (2015) Detection of low-level Mixed-Population Drug Resistance in Mycobacterium tuberculosis using High Fidelity Amplicon sequencing. PLoS ONE 10:e0126626. https://doi.org/10.1371/journal.pone.0126626
Cordell S, Ostertag R, Rowe B et al (2009) Evaluating barriers to native seedling establishment in an invaded hawaiian lowland wet forest. Biol Conserv 142:2997–3004. https://doi.org/10.1016/j.biocon.2009.07.033
Culliney S, Pejchar L, Switzer R, Ruiz-Gutierrez and V (2012) Seed dispersal by a crow that persists only in captivity: the potential role of the Alala (Corvus hawaiiensis) in shaping Hawaii’s plant communities. Ecol Appl 22:1718–1732
De Barba M, Miquel C, Boyer F et al (2014) DNA metabarcoding multiplexing and validation of data accuracy for diet assessment: application to omnivorous diet. Mol Ecol Resour 14:306–323. https://doi.org/10.1111/1755-0998.12188
de Sousa LL, Silva SM, Xavier R (2019) DNA metabarcoding in diet studies: unveiling ecological aspects in aquatic and terrestrial ecosystems. Environ DNA 1:199–214. https://doi.org/10.1002/edn3.27
Drake DR (1998) Relationships among the seed rain, seed bank and vegetation of a hawaiian forest. J Veg Sci 9:103–112. https://doi.org/10.2307/3237228
Drake DR, Hunt TL (2009) Invasive rodents on islands: integrating historical and contemporary ecology. Biol Invasions 11:1483–1487. https://doi.org/10.1007/s10530-008-9392-1
Drake DR, McConkey KR (2021) Novel diplochory: native bats and non-native rats disperse seeds of an island tree. Acta Oecol 111:103719. https://doi.org/10.1016/j.actao.2021.103719
Erickson DL, Reed E, Ramachandran P, et al (2017) Reconstructing a herbivore’s diet using a novel rbcL DNA mini-barcode for plants. AoB PLANTS 9:plx015. https://doi.org/10.1093/aobpla/plx015
Farwig N, Berens DG (2012) Imagine a world without seed dispersers: a review of threats, consequences and future directions. Basic Appl Ecol 13:109–115. https://doi.org/10.1016/j.baae.2012.02.006
Fernández-Palacios JM, Kreft H, Irl SDH et al (2021) Scientists’ warning – the outstanding biodiversity of islands is in peril. Glob Ecol Conserv 31:e01847. https://doi.org/10.1016/j.gecco.2021.e01847
Foster JT, Robinson SK (2007) Introduced birds and the fate of hawaiian rainforests. Conserv Biol 21:1248–1257. https://doi.org/10.1111/j.1523-1739.2007.00781.x
Gibbs GW (2009) The end of an 80-million year experiment: a review of evidence describing the impact of introduced rodents on New Zealand’s mammal-free invertebrate fauna. Biol Invasions 11:1587–1593. https://doi.org/10.1007/s10530-008-9408-x
Hadfield MG, Saufler JE (2009) The demographics of destruction: isolated populations of arboreal snails and sustained predation by rats on the island of moloka’i 1982–2006. Biol Invasions 11:1595–1609. https://doi.org/10.1007/s10530-008-9409-9
Harper GA, Bunbury N (2015) Invasive rats on tropical islands: their population biology and impacts on native species. Glob Ecol Conserv 3:607–627. https://doi.org/10.1016/j.gecco.2015.02.010
Hays BR, Sperry J, Drake DR, Hruska AM (2018) Husking stations provide insight into diet of nonnative rodents on O‘ahu, Hawai‘i. Pac Sci 72:335–344. https://doi.org/10.2984/72.3.5
Holechek JL, Vavra M, Pieper RD (1982) Botanical Composition determination of Range Herbivore Diets: a review. J Range Manag 35:309–315. https://doi.org/10.2307/3898308
Howald G, Donlan CJ, Galván JP et al (2007) Invasive rodent eradication on islands. Conserv Biol 21:1258–1268. https://doi.org/10.1111/j.1523-1739.2007.00755.x
Jones HP, Tershy BR, Zavaleta ES et al (2008) Severity of the effects of invasive rats on seabirds: a global review. Conserv Biol 22:16–26. https://doi.org/10.1111/j.1523-1739.2007.00859.x
Jones HP, Holmes ND, Butchart SHM et al (2016) Invasive mammal eradication on islands results in substantial conservation gains. Proc Natl Acad Sci U S A 113:4033–4038. https://doi.org/10.1073/pnas.1521179113
Jusino MA, Banik MT, Palmer JM et al (2019) An improved method for utilizing high-throughput amplicon sequencing to determine the diets of insectivorous animals. Mol Ecol Resour 19:176–190. https://doi.org/10.1111/1755-0998.12951
Kelly D, Robertson AW, Ladley JJ et al (2006) Relative (un)importance of introduced animals as pollinators and dispersers of native plants. Biol Invasions N Z 186:227–245. https://doi.org/10.1007/3-540-30023-6_15
Landry SO (1970) The Rodentia as Omnivores. Q Rev Biol 45:351–372
Liang CT, Shiels AB, Haines WP et al (2022) Invasive predators affect community-wide pollinator visitation. Ecol Appl https://doi.org/10.1002/eap.2522
Mandon-Dalger I, Clergeauit P, Tassin J et al (2004) Relationships between alien plants and an alien bird species on Reunion Island. J Trop Ecol 20:635–642
McConkey KR, Drake DR, Meehan HJ, Parsons N (2003) Husking stations provide evidence of seed predation by introduced rodents in Tongan rain forests. Biol Conserv 109:221–225. https://doi.org/10.1016/S0006-3207(02)00149-0
Medeiros AC (2004) Phenology, reproductive potential, seed dispersal and predation, and seedling establishment of three invasive plant species in a Hawaiian rain forest
Meyer JY, Butaud JF (2009) The impacts of rats on the endangered native flora of french polynesia (Pacific Islands): drivers of plant extinction or coup de grâce species? Biol Invasions 11:1569–1585. https://doi.org/10.1007/s10530-008-9407-y
Meyer WM, Shiels AB (2009) Black rat (Rattus rattus) predation on nonindigenous snails in Hawai’i: Complex management implications. Pac Sci 63:339–347. https://doi.org/10.2984/049.063.0304
Miller-ter Kuile A, Orr D, Bui A et al (2021) Impacts of rodent eradication on seed predation and plant community biomass on a tropical atoll. Biotropica 53:232–242. https://doi.org/10.1111/btp.12864
Moreby SJ (1988) An aid to the identification of arthropod fragments in the faeces of gamebird chicks (Galliformes). Ibis 130:519–526. https://doi.org/10.1111/j.1474-919X.1988.tb02717.x
Muletz-Wolz CR, Wilson Rankin E, McGrath-Blaser S et al (2021) Identification of novel bacterial biomarkers to detect bird scavenging by invasive rats. Ecol Evol 11:1814–1828. https://doi.org/10.1002/ece3.7171
Nishida GM (2002) Hawaiian terrestrial arthropod checklist. Hawaiian Biological Survey Bishop Museum
O’Rourke DR, Bokulich NA, Jusino MA et al (2020) A total crapshoot? Evaluating bioinformatic decisions in animal diet metabarcoding analyses. Ecol Evol 10:9721–9739. https://doi.org/10.1002/ece3.6594
O’Rourke D, Rouillard NP, Parise KL, Foster JT (2022) Spatial and temporal variation in New Hampshire bat diets. Sci Rep 12:14334. https://doi.org/10.1038/s41598-022-17631-z
Oʻahu Invasive Species Committee (2022) Target Pests. https://www.oahuisc.org/target-pests/. Accessed 5 Oct 2022
Oksanen J, Blanchet FG, Friendly M et al (2020) Vegan: Community ecology package. R package version 2.5-7
Pejchar L (2015) Introduced birds incompletely replace seed dispersal by a native frugivore. AoB PLANTS, https://doi.org/10.1093/aobpla/plv072
Pinho CJ, Lopes EP, Paupério J et al (2022) Trust your guts? The effect of gut section on diet composition and impact of Mus musculus on islands using metabarcoding. Ecol Evol 12:1–20. https://doi.org/10.1002/ece3.8638
Polito MJ, Robinson B, Warzybok P, Bradley RW (2022) Population dynamics and resource availability drive seasonal shifts in the consumptive and competitive impacts of introduced house mice (Mus musculus) on an island ecosystem. BioRxiv 1–26
Pomeda-Gutiérrez F, Medina FM, Nogales M, Vargas P (2021) Diet of the black rat (Rattus rattus) in a Canary laurel forest: species identification based on morphological markers and DNA sequences. J Nat Hist 55:629–648. https://doi.org/10.1080/00222933.2021.1915400
R Core Team (2020) R: A language and environment for statistical computing
Robeson MSI, O’Rourke DR, Kaehler BD et al (2021) RESCRIPt: reproducible sequence taxonomy reference database management. PLOS Comput Biol 17:e1009581. https://doi.org/10.1371/journal.pcbi.1009581
Shiels AB (2010) Frugivory by introduced black rats (Rattus rattus) promotes dispersal of invasive plant seeds. Biol Invasions 13:781–792. https://doi.org/10.1007/s10530-010-9868-7
Shiels AB, Drake DR (2011) Are introduced rats (Rattus rattus) both seed predators and dispersers in Hawaii? Biol Invasions 13:883–894. https://doi.org/10.1007/s10530-010-9876-7
Shiels AB, Drake DR (2015) Barriers to seed and seedling survival of once-common hawaiian palms: the role of invasive rats and ungulates. AoB PLANTS 7:1–10. https://doi.org/10.1093/aobpla/plv057
Shiels AB, Flores CA, Khamsing A et al (2013) Dietary niche differentiation among three species of invasive rodents (Rattus rattus, R. exulans, Mus musculus). Biol Invasions 15:1037–1048. https://doi.org/10.1007/s10530-012-0348-0
Shiels AB, Pitt WC, Sugihara RT, Witmer GW (2014) Biology and Impacts of Pacific Island Invasive Species. 11. Rattus rattus, the black rat (Rodentia: Muridae). Pac Sci 68:145–184. https://doi.org/10.2984/68.2.1
Souza-Cole I, Ward MP, Mau RL et al (2022) Eastern whip-poor-will abundance declines with urban land cover and increases with moth abundance in the american Midwest. Ornithol Appl 124:duac032. https://doi.org/10.1093/ornithapp/duac032
Spatz DR, Holmes ND, Will DJ et al (2022) The global contribution of invasive vertebrate eradication as a key island restoration tool. Sci Rep. https://doi.org/10.1038/s41598-022-14982-5
St Clair JJH (2011) The impacts of invasive rodents on island invertebrates. Biol Conserv 144:68–81. https://doi.org/10.1016/j.biocon.2010.10.006
St Clair JJH, Poncet S, Sheehan DK et al (2011) Responses of an island endemic invertebrate to rodent invasion and eradication. Anim Conserv 14:66–73. https://doi.org/10.1111/j.1469-1795.2010.00391.x
Stapleton TE, Weinstein SB, Greenhalgh R, Dearing MD (2022) Successes and limitations of quantitative diet metabarcoding in a small, herbivorous mammal. Mol Ecol Resour. https://doi.org/10.1111/1755-0998.13643
Sugihara RT (1997) Abundance and diets of rats in two native hawaiian forests. Pac Sci 51:189–198
Towns DR, Atkinson IAE, Daugherty CH (2006) Have the harmful effects of introduced rats on islands been exaggerated? Biol Invasions 8:863–891. https://doi.org/10.1007/s10530-005-0421-z
Traveset A, Richardson DM (2006) Biological invasions as disruptors of plant reproductive mutualisms. Trends Ecol Evol 21:208–216. https://doi.org/10.1016/j.tree.2006.01.006
Traveset A, Nogales M, Alcover JA et al (2009) A review on the effects of alien rodents in the Balearic (western Mediterranean sea) and Canary islands (eastern Atlantic ocean). Biol Invasions 11:1653–1670. https://doi.org/10.1007/s10530-008-9395-y
U.S. Fish and Wildlife Service (2022) Listed Plants - Environmental Conservation Online System. https://ecos.fws.gov/ecp0/reports/ad-hoc-species-report?kingdom=P&status=E&status=T&status=EmE&status=EmT&status=EXPE&status=EXPN&status=SAE&status=SAT&mapstatus=3&fcrithab=on&fstatus=on&fspecrule=on&finvpop=on&fgroup=on&ffamily=. Accessed 12 Oct 2022
Vizentin-Bugoni J, Tarwater CE, Foster JT et al (2019) Structure, spatial dynamics, and stability of novel mutualistic networks in Hawai‘i. Science 364:78–82. https://doi.org/10.1126/science.aau8751
Wagner WL, Herbst DR, Lorence DH (2005) Flora of the Hawaiian Islands website. http://botany.si.edu/pacificislandbiodiversity/hawaiianflora/index.htm
Williams PA, Karl BJ, Bannister P, Lee WG (2000) Small mammals as potential seed dispersers in New Zealand. Austral Ecol 25:523–532. https://doi.org/10.1111/j.1442-9993.2000.tb00057.x
Wilson DE, Lacher TEJ, Mittermeier RA (eds) (2017) Handbook of the Mammals of the World. Lynx Edicions, Barcelona
Zavaleta ES, Hobbs RJ, A.Mooney H (2001) Viewing invasive species removal in a whole-ecosystem context. Trends Ecol Evol 16:454–459
Zuur AF, Ieno EN, Elphick CS (2010) A protocol for data exploration to avoid common statistical problems. Methods Ecol Evol 1:3–14. https://doi.org/10.1111/j.2041-210x.2009.00001.x
Funding
For this project was provided by U.S. Department of Defense, Strategic Environmental Research and Development Program award W912HQ-14-C-0043 to JTF, DRD, JPK, JHS, and CET. Additional funding to SMEG was provided by US Army Engineer Research and Development Center during summer 2020. We thank Kapua Kawelo and Army Natural Resources Program of Oʻahu staff and Laurent Pool, Parker Powell, and Josephine Hoh and the Waimea Valley Arboretum staff for logistical support and site access, and the State of Hawaiʻi DOFAW for land access (Betsy Gagne, Marigold Zoll, Christopher Miller, Ryan Peralta, and Jason Omick). We also thank the VINE crews, Katy Parise, Frederique Sirois, Julia Heffernan, Skyler Bol, and Hamza Abdulrazzaq for field, lab, and statistical assistance. This is publication no. 19 of the Hawaiʻi Vertebrate Introductions and Novel Ecosystems Project. Animal handling was conducted under University of New Hampshire Institutional Animal Care and Use Committee permits to JTF. Land access and wildlife permits were obtained from the state of Hawaiʻi Department of Land and Natural Resources.
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JTF, DRD, JHS, JPK, and CET conceived the study. All authors contributed to data collection. SMEG and RLM analyzed data. SMEG wrote the first drafts of the manuscript and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Gabrielson, S.M.E., Mau, R.L., Dittmar, E. et al. DNA metabarcoding reveals diet composition of invasive rats and mice in Hawaiian forests. Biol Invasions 26, 79–105 (2024). https://doi.org/10.1007/s10530-023-03159-4
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DOI: https://doi.org/10.1007/s10530-023-03159-4