Kivlin Lab

Microbial ecology, ecosystem ecology & global change



Research

We are interested in drivers of microbial taxonomic and functional distributions in plants and soils, as well as the influence of microbial communities on ecosystem-level processing of carbon and nutrients.

MAPS: Microbial Atlas of Predicted Species Niches

Species distribution models are powerful tools for predicting the distributions of “macro”organisms but have scarcely been applied to microbial taxa. MAPS is the first database to collect SDMs for microbial taxa at the global scale. In addition, we recently received a macrosystems grant to connect above- and belowground biodiversity across scales.

Global Change: Utilizing Long-term Manipulations & Environmental Gradients

Global change is affecting microbial composition and function, but observing these effects in real time will preclude advancement of global change ecology. Instead, our lab observes global change in real time by utilizing long-term warming experiments, snowmelt manipulations, and elevational gradients, which are a space-for-time substitution for climate change. This work is centered at The Rocky Mountain Biological Laboratory (RMBL) in Crested Butte, CO. We have characterized plant-associated microbial communities and are currently researching ecosystem-level effects of shifts in microbial composition through field-based reciprocal transplants.

Invasions as Natural Experiments of Mutualism Decoupling

Invasive plants can produce toxic chemicals that kill mycorrhizal fungi. With funding from NSF Integrative Biology we are investigating mutualism disruption between understory spring emphemiral plants and arbuscular mycorrhizal fungi scaling from plant physiology, vital rates, population dynamics, community composition and ecosystem function.




People

Stephanie Kivlin, PI

Microorganisms are the proximate drivers of terrestrial carbon cycling, yet we know relatively little about the controllers of microbial distributions, diversity, composition, or function. My research addresses these fundamental questions of microbial ecology with an overarching goal of linking these processes to large-scale ecosystem fluxes of carbon and nutrients under current and future climates. I take a multidisciplinary genes-to-ecosystems approach, integrating microbial traits and gene expression with population demographics, community assembly, and overall ecosystem carbon storage.
https://eeb.utk.edu/people/stephanie-kivlin/

CV

Joe Edwards, Postdoctoral Researcher

Joe researches how mycorrhizal associations affect forest diversity and ecosystem function.
https://scholar.google.com/citations?user=N2QFLUUAAAAJ&hl=en

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Jessie Mutz, Postdoctoral Researcher

Jessie researches how invasion disrupts plant-mycorrhizal fungal mutualisms across levels of biological organization.

Hannah Shulman, Postdoctoral Researcher

Hannah researches how global change may disrupt mycorrhizal phenology and nutrient cycling.

Caitlin Barnes, PhD student

Cait is currently pursuing a PhD under the joint advisorship of Stephanie and Joe Bailey. Her research interests include biotic interactions in the tropics.

Tyler d'Entremont, PhD student

Tyler's research interests include determinants of fungal distributions and rarity.

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Jessica Hammonds, Master's student

Jessica is interested in how plant-mycorrhizal fungal interactions can be disrupted in the Anthropocene

CV

Ella Segal, PhD student

Ella is interested in how plant-fungal interactions will respond to global change.

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Seth Wyckoff, Lab Technician

Lab technician July 2023 - present

CV

Undergraduate researchers

Sean O'Gorman, Remy Fitzpatrick

Previous Members of the Kivlin Lab

(Postdoctoral Researchers) Rachel Wooliver, Lalasia Bialic-Murphy, Jessica Moore, Leigh Moorhead

(Graduate Students) Daniela Yaffar

(Laboratory Technicians) Mo Tate, Ruth Simberloff, Jackson Turner, Marissa Huber

(Undergraduates) Kate Loveday, Taylor Baxter, Keilah Carter, Xavier Essington, Rosy Harpe, Chris Hussey, Caleb Keoho, Nicholas Kiss, Bradnt Tate, Mo Tate, Steven Thomas, Jackson Turner, Preston Youn







Funding

* Undergraduate student, † Graduate student, ‡ Postdoctoral Researcher

2024-2029

NSF:CAREER: Spatiaotemporal dynamics of plant-mycorrhizal fungal symbioses at continental scale.

2024-2028

NSF:AccelNet-MICROBENet^Net: Multi-Institute Collaborative Research on Belowground plant microbial interactions Networks of Networks

2022-2027

NSF:Integrative Biology: The potential for mutualism reorganization in the Anthropocene.

2021-2024

DOE BER: Potential for advanced snowmelt timing and summer drought to decouple plant and mycorrhizal fungal phenology and biogeochemical cycling

2021-2024

NSF Macrosystems: Elucidating Plant and Mycorrhizal Fungal Relationships and Consequences across Space and Time

2019-2023

USDA: Optimizing plant-soil microbial interactions through crop diversification to enhance sustainability in southeastern croplands. S. Jagadamma, J. Lee, S.N. Kivlin, A. McClure, L. Duncan

2019

UTK SARIF: Replacement of the EEB Bioinformatics Data Analysis Server. E.P. Derryberry, S.N. Kivlin, M. Papes, and B. O’Meara.

2019

Texas Ecological Laboratory: Characterizing interannual shifts in fungal symbionts across environmental and biotic gradients in Texas grasslands. S. Kivlin

2019

NIMBioS Working Group: Creating a framework to interpret and model plant and mycorrhizal fungal traits at the global scale. S.N. Kivlin, C. Iversen, A.E. Zanne.

2019-2021

National Science Foundation SG: Impacts of long-term warming on plant and microbial control of soil carbon cycling. S.N. Kivlin and L. Souza

2018

DOE JGI: Utilizing microbial functional response to follow soil carbon and nutrient cycling recovery and resilience following the November 2016 fire in the Great Smoky Mountains National Park. K. Hughes and S.N. Kivlin

2018

Texas EcoLabs: Characterizing arbuscular mycorrhizal fungi across environmental and biotic gradients in Texas grasslands. S.N. Kivlin

2018

Breedlove, Dennis Award, UTK. The effects of chronic urbanization and fire on belowground plant-fungal symbioses in the Great Smoky Mountains National Park. V.R. Harpe* and S.N. Kivlin

2018

Breedlove, Dennis Award, UTK. The effects of chronic urbanization and fire on aboveground plant-fungal symbioses in the Great Smoky Mountains National Park. J. Turner* and S.N. Kivlin

2018

Department of Energy Joint Genomes Institute Community Science Program: Plant-fungal symbiont decoupling affects soil carbon-degrading gene expression. M. Mann†, S.N. Kivlin, J.A.M Moore‡ and J.A. Rudgers

2018

Department of Energy Joint Genomes Institute Community Science Program: Microbial contributions to soil carbon storage under long-term warming. S.N. Kivlin, J.A.M. Moore‡, J. Harte, and J.A. Rudgers

2018

RMBL Research Fellowship: Connecting Microbial Composition Responses Observed in EcosystemS (MICROBES) to long-term soil carbon cycling under global change. S.N. Kivlin

2015 - 2017

National Institutes of Health: CETI Pilot Program How does climate change alter the activities of pathogens and symbionts to affect host health? J.A. Rudgers, S.N. Kivlin, and M.E. Kazenel

2014 - 2017

National Science Foundation DEB The potential for climate-induced disruption of plant-microbe symbioses along altitudinal gradients. J.A. Rudgers (PI), D.L. Taylor (Co-PI), S.N. Kivlin (Senior Researcher), R.L. Sinsabaugh (Senior Researcher), and J. Harte (Senior Researcher).

Kivin lab partners


Publications

¥ Undergraduate student, † Graduate student, ‡ Postdoctoral Researcher

(63) Xiang, Q-Y., S.N. Kivlin, D.E. Soltis, S. Yu, H. Chu, P.S. Soltis, and Y Zhao. 2024. Mapping microbial diversity onto the phylogeny of associated plant species. Frontiers in Plant Science.

(62) Lennon, J., R.Z. Abramoff, S.D. Allison, R.M. Burckhardt, K.M. DeAngelis, J.P. Dunne, S.D. Frey, P. Friedlingstein, C.V. Hawkes, B.A. Hungate, S. Khurana, S.N. Kivlin, N.M. Levine, S. Manzoni, A.C. Martiny, J.B.H. Martiny, N. Nguyen, M. Rawat, D. Talmy, K. Todd-Brown, M. Vogtm, W.R. Weider, and E. Zakem. 2024. Priorities, opportunities and challenges for incorporating microorganisms into Earth system models for climate change prediction. mBio e00455-24.

(61) Edwards, J., S. Love, R.P. Phillips, S. Fei, G. Domke, J. Parker, J.A. Schweitzer, J.K. Bailey, J.A. Fordyce, and S.N. Kivlin. In press. impacts of archival methods on soil microbial communities. Soil Biology and Biogeochemisty. 109329.

(60) Trautwig, A.N., M.R. Jackson, S.N. Kivlin, and K.A. Stinson. 2023. Reviewing ecological implications of mycorrhizal fungal interactions in the Brassicaeae. Frontiers in Plant Science. 14:1269815.

(59) Love, S.J., J.D. Edwards, C.N. Barnes, T.W. d'Entremont, A.M. Hord, A.G. Nytko, N.B. Sero, S.L. Bayliss, S.N. Kivlin, and J.K. Bailey. 2023. Understanding plant-microbial interactions across scales in the Anthropocene: Current approaches, gaps, and future directions. PLoS Climate 2:e0000320.

(58) d'Entremont, T.W. and S.N. Kivlin. 2023. Specificity in plant-mycorrhizal fungal relationships: prevalence, parameterization, and prospects. Frontiers in Plant Science 14:1260286.

(57) Lang, A., E.A. LaRue, S.N. Kivlin, J. Edwards, R. Phillips, J. Gallion, N. Kong, J.D. Parker, M.K. McCormick, G. Domke, and S. Fei. 2023. Forest structural diversity is linked to soil microbial diversity. Ecosphere 14:e4702.

(56) Roche, M.D.†, I. Pearse, H. Sofaer, G. Spyreas, S.N. Kivlin, and S. Kalisz. 2023. Mutualism disruption: Physiological mechanism of invasion impact is evident across heterogeneous environmental conditions and varying invasion intensity. Ecography.

(55) Aguilar-Trigueros, C.A., F. Krah, W.K. Cornwell, A. Zanne, N. Abrego, I.C. Anderson, C.J. Andrew, P. Baldrian, C. Bassler, A. Bissett, V.B. Chaudhary, B. Chen, Y Chen, M. Delgado-Baquerizo, C. Deveautour, E. Egidi, H. Flores-Moreno, J. Golan, J. Heilmann-Clausen, S. Hempel, Y. Hu, H. Kauserud, S.N. Kivlin, P. Kohout, D.R. Lammel, F.T. Maestre, A. Pringle, J. Purhonen, B.K. Singh, S.D. Veresoglou, T. Vetrovsky, H. Zhang, M.C. Rillig, and J.R. Powell. 2023. Biogeographical drivers of offspring size and shape for an entire Kingdom. Ecology Letters

(54) Singh, S., M. Mayes, S.N. Kivlin, and S. Jagadamma. 2023. How Birch effect differs in mechanisms and magnitudes due to soil texture. Soil Biology and Biochemistry 179:108973.

(53) Wooliver, R., S.N. Kivlin, and S. Jagadamma. 2022. Links among crop diversity, microbial diversity, and soil organic carbon: Mini review and case studies. Frontiers in Microbiology 13:854247.

(52) Kivlin, S.N., M. Mann†, J.S. Lynn†, M. Kazenel†, D.L. Taylor, and J.A. Rudgers. 2022. Grass identity shapes fungal symbiont composition across six steep altitudinal gradients. ISME Communications 2:1-11.

(51) Fei, S., S.N. Kivlin, G. Domke, I. Jo, E. LaRue, and R.P. Phillips. 2022. Impacts of global change on the coupling of plant and mycorrhizal fungal associations. New Phytologist 234:1960-1966.

(50) Kivlin, S.N., V.R. Harpe¥, J.H. Turner¥, J.A.M. Moore‡, L.C. Moorhead‡, K.K. Beals†, M.M. Hubert†, M. Papes, and J.A. Schweitzer. 2021. Arbuscular mycorrhizal fungal response to fire and urbanization in the Great Smoky Mountains National Park. Elementa: Science of the Anthropocene 9:00037.

(49) Gabor, C., S.N. Kivlin, J. Hua, N Bickford, and T Wright. Understanding organismal capacity to respond to anthropogenic change: Barriers and solutions. Integrative Organismal Biology 61:2132-2144.

(48) Yaffar, D.†, C.E. Defrenne, K.G. Cabugao, S.N. Kivlin , J. Childs, N. Carvajal, and R.J. Norby. 2021. Trade-offs in phosphorus acquisition strategies of five common tree species in a tropical forest of Puerto Rico. Frontiers in Foresta and Global Change 4:85.

(47) Singh, S.†, S. Jagadamma, J. Liang, S.N. Kivlin , J.D. Wood, G. Wang, C.W. Schadt, J.I. DuPont, P. Gowda, and M. Mayes. 2021. Soil moisture sensitivity on microbial processing of soil organic carbon in different textured soils. Frontiers in Environmental Science 9:682450.

(46) Singh, S.†, M.A. Mayes, A. Shekoofa, S.N. Kivlin, S. Bansal, and S. Jagadamma. In press. The influence of field soil water variation on microbial mineralization of soil organic carbon. Scientific Reports 11:1-13.

(45) Kivlin, S.N., C. Averill, M. Papes, K.K. Treseder, and C.V. Hawkes. In press. The future of microbial ecological niche theory and modeling. New Phytologist 231:508-511.

(44) Kivlin, S.N, A.P. Smith, B.N. Sulman, and E. Buscardo. 2021. Editorial: When and where do mycorrhizal fungi predict ecosystem biogeochemical cycles and recovery from disturbance? Frontiers in Forests and Global Change 4:33.

(43) Dickey, J.R.†, R Swenie†, S. Turner†, C.C. Winfrey†, D. Yaffar†, A. Padukone†, K.K. Beals†, K.S. Sheldon, and S.N. Kivlin. 2021. The utility of macroecological rules or microbial biogeography. Frontiers in Ecology and Evolution 9:196.

(42) Defrenne, C.E.‡, E Abs‡, L Dietterich‡, M. Hough‡, J. Jones‡, S.N. Kivlin, A. Longhi Corderio†, and A.L. Romero-Olivares. 2021. The Ecology Underground Coalition: Building a collaborative future of belowground ecology and ecologists. New Phytologist 229:3058-3064.

(41) Bialic-Murphy, L.‡, N.G. Smith, P. Voothuluru‡, R. McElderry‡, M. Roche†, S. Cassidy†, S.N. Kivlin, and S. Kalisz. In press. Invasion-induced root-fungal disruptions alter native plant physiology, carbon and nitrogen use efficiencies, and performance. Ecology Letters 24:1145-1156.

(40) Kalisz S., S.N. Kivlin, and L. Bialic-Murphy‡. 2021. Allelopathy is pervasive in invasive plants. Biological Invasions 23:367-371.

(39) Roche, M., I. Pearse, L. Bialic-Murphy, S.N. Kivlin, H. Sofaer, and S. Kalisz. 2021. Negative effects of an allelopathic invader on individual AM fungal plant species scale to community-level responses. Ecology 102:e03201.

(38) Lyons, K.G., J.A. Rudgers, D.L. Taylor, S.N. Kivlin, M. Mann†, M. Lenihan¥, O. Royball¥, K. Carroll¥, and K. Keynoso¥. 2021. Culturable root endophytes under experimental warming and along elevational gradients in the Rocky Mountains. Fungal Ecology 49:101002.

(37) Rudgers, J.A., M.E. Afkhami, L. Bell-Dereske‡, Y. A. Chung, K. Crawford, S.N. Kivlin, M. Mann†, and M. Nunez. 2021. Climate disruption of plant-microbe interactions. Annual Reviews in Ecology, Evolution, and Systematics 51:561-586.

(36) Kokkoris, V., P.M. Antunes, C. Fahey‡, J. Fordyce, S.N. Kivlin, Y. Lekberg and M.M. Hart. 2020. Evidence of covariation between plant and arbuscular mycorrhizal fungal communities. New Phytologist 228:828-838.

(35) Kivlin, S.N. 2020. Global mycorrhizal fungal range sizes vary within and among mycorrhizal guilds but are not correlated with dispersal traits. Journal of Biogeography 47:1994-2001.

(34) Beals, K.K.†, J.A.M. Moore‡, S.N. Kivlin, S.L.J. Bayliss†, C.Y. Lumibao‡, L.C. Moorhead‡, M. Patel†, J.L. Summers†, I.M. Ware†, J.K. Bailey, and J.A. Schweitzer. 2020. Predicting plant-soil feedback in the field: competitive interactions affect growth more than stress or disturbance. Frontiers in Ecology and Evolution 8:191.

(33) Hughes, K.W., A. Case¥, P.B. Matheny, S.N. Kivlin, R.H. Petersen, A.N. Miller, and T. Iturriaga. 2020. Secret lifestyles of the post-fire fungus Sphaerosporella. American Journal of Botany 107:876-885.

(32) Hawkes C.V., M. Shinada¥, and S.N. Kivlin. 2020. Historical climate legacies on soil respiration persist despite 4 years of extreme change in rainfall. Soil Biology and Biochemistry 143:107752.

(31) Kivlin, S.N. and C.V. Hawkes. 2020. Spatial and temporal turnover of soil microbial communities is not linked to function in a primary tropical forest. Ecology 101:e02985.

(30) Kivlin, S.N., S. Fei, S. Kalisz, and C. Averill. 2020. Microbial Ecology meets Macroecology: Developing a process-based understanding of microbial role in global ecosystems. Bulletin of the Ecological Society of America e01645.

(29) Tipton, L.‡, G. Zahn‡, E. Datlof†, S.N. Kivlin, P. Sheridan, A.S. Amend, and N.A. Hynson. 2019. Fungal aerobiota communities are unaffected by environmental conditions over a thirteen-year time series from Mauna Loa Observatory. Proceedings of the National Academy of Sciences 116:25728-25733.

(28) Averill, C., J.M.T. Bhatnagar, M. Dietz, W.D. Pearse, and S.N. Kivlin. 2019. Global imprint of plant mycorrhizal associations on plant nutrient use efficiency traits. Proceedings of the National Academy of Sciences 116:23163-23168.

(27) Lynn, J.S.†, M.R. Kazenel†, S.N. Kivlin, and J.A. Rudgers. 2019 Context-dependent biotic interactions predict plant abundance across steep environmental gradients. Ecography 42:1600-1612.

(26) Kazenel, M.R.†, S.N. Kivlin, J.S. Lynn†, D.L. Taylor, and J.A. Rudgers. 2019. Altitudinal gradients do not predict responses of plant symbionts to experimental warming. Ecology 100:e02740.

(25) Kivlin, S.N., M.R. Kazenel†, J.S. Lynn†, D.L. Taylor, and J.A. Rudgers. 2019. Plant identity influences foliar endophytes more than elevation in the Colorado Rocky Mountains. Microbial Ecology 78:688-698.

(24) Sulman, B.N., E. Shevliakova, E.R. Brzostek, S.N. Kivlin, S. Malyshev, D.N.L. Menge, and X. Zhang. 2019. Diversity in nitrogen acquisition strategies enables enhanced terrestrial carbon storage. Global Biogeochemical Cycles 33:501-523.

(23) Kivlin, S.N., R.A. Bedoya, and C.V. Hawkes. 2018. Heterogeneity in arbuscular mycorrhizal fungal communities may contribute to inconsistent plant-soil feedback in Neotropical rainforests. Plant and Soil 432:29-44.

(22) Sulman, B.N., J.A.M. Moore‡, R. Abramoff, C. Averill, S.N. Kivlin, K. Georgiou, B. Sridhar, M. Hartman, G. Wang, W.R. Wieder, M.A. Bradford, Y. Luo, M. Mayes, E. Morrison, W.J. Riley, A. Salazar, J.P. Schimel, J. Tang, and A.T. Classen. 2018. Multiple models and experiments underscore large uncertainty in soil carbon dynamics. Biogeochemistry 141:109-123.

(21) Lekberg, Y., J.D. Bever, R.A. Bunn, R.M. Calaway, M.M. Hart, S.N. Kivlin, J.N. Klironomos, B.G. Larkin, J.L. Maron, K.O. Reinhart, M. Remke, and W.H. van der Putten. 2018. Relative importance of competition and plant soil feedbacks, their context dependency and implications for coexistence. Ecology Letters 21: 1268-1281.

(20) Russell, A.E., S.N. Kivlin and C.V. Hawkes. 2018. Tropical tree species effects on soil pH and biotic factors and the consequence for macroaggregate dynamics. Forests 9: 184.

(19) Kivlin, S.N., J.S. Lynn†, M.R. Kazenel†, K.K. Beals†, and J.A. Rudgers. 2017. Biogeography of plant-associated fungal symbionts in mountain ecosystems: A meta-analysis. Diversity and Distributions 23: 1067-1077.

(18) Hawkes, C.V., B.G. Waring, J.D. Rocca, and S.N. Kivlin. 2017. Historical climate controls soil respiration responses to soil moisture. Proceedings of the National Academy of Sciences 114: 6322-6327.

(17) Bell-Dereske, L.†, C. Vesbach, S.N. Kivlin, S.M. Emery, and J.A. Rudgers. 2017. A leaf endophyte alters belowground microbial communities in Great Lakes dunes. FEMS Microbiology Ecology 93: fix036.

(16) Kivlin, S.N. and C.V. Hawkes. 2016. Tree species, spatial heterogeneity, and seasonality drive soil fungal abundance, richness, and composition in Neotropical rainforests. Environmental Microbiology 18(12): 4662-4673.

(15) Kivlin, S.N. and C.V. Hawkes. 2016. Temporal and spatial variation of soil bacteria richness, composition, and function in a Neotropical rainforest. PLoS ONE 11(7): e0159131.

(14) Ranelli, L.B.¥, W. Hendricks¥, J.S. Lynn†, S.N. Kivlin, and J.A. Rudgers. 2015. Biotic and abiotic predictors of fungal symbiont distributions in grasses of the Colorado Rockies. Diversity and Distributions 21: 962-976.

(13) Kivlin, S.N. and K.K. Treseder. (invited) 2015. Initial phylogenetic relatedness of saprotrophic fungal communities affects subsequent litter decomposition rates. Microbial Ecology 69: 748-757.

(12) Kivlin, S.N., G.C. Winston, M.L. Goulden, and K.K. Treseder. (invited) 2014. Environmental filtering affects soil fungal community composition more than dispersal limitation at regional scales. Fungal Ecology 12: 14-25.

(11) Rudgers, J.A., S.N. Kivlin, K.D. Whitney, M.V. Price, N.M. Waser, and J. Harte. 2014. Responses of high-altitude graminoids and soil fungi to 20 years of experimental warming. Ecology 95: 1918-1928.

(10) Kivlin, S.N. and K.K. Treseder. (invited) 2014. Soil extracellular enzyme activities correspond with abiotic factors more than fungal community composition. Biogeochemistry 117: 23-97.

(9) Kivlin, S.N., B.G. Waring†, C. Averill†, and C.V. Hawkes. (invited commentary) 2013. Tradeoffs in microbial carbon allocation may mediate soil carbon storage in future climates. Frontiers in Terrestrial Microbiology 4: 261.

(8) Kivlin, S.N., S.M. Emery, and J.A. Rudgers. (invited) 2013. Fungal symbionts alter plant responses to global change. American Journal of Botany 100: 1445-1457.

(7) Hawkes, C.V., S.N. Kivlin, J. Du¥, and V.E. Eviner. 2013. The temporal development and additivity of plant-soil feedback in perennial grasses. Plant and Soil 369: 141-150.

(6) Worchel, E.R.†, H.E. Giauque†, and S.N. Kivlin. 2013. Fungal symbionts alter plant drought response. Microbial Ecology 65: 671-678.

(5) Todd-Brown, K., F. Hopkins, S.N. Kivlin, J.M. Talbot, and S.D. Allison. 2012. A framework for representing microbial decomposition in coupled climate models. Biogeochemistry 109: 19-33.

(4) Kivlin, S.N., C.V. Hawkes, and K.K. Treseder. 2011. Global diversity and distribution of arbuscular mycorrhizal fungi. Soil Biology and Biochemistry 43: 2294-2303.

(3) Treseder, K.K., S.N. Kivlin, and C.V. Hawkes. 2011. Evolutionary trade-offs among decomposers may constrain responses to nitrogen. Ecology Letters 14: 933-938.

(2) Hawkes, C.V., S.N. Kivlin, J.D. Rocca, V. Huguet, M.A. Thomsen, and K.B. Suttle. 2011. Fungal community responses to precipitation. Global Change Biology 17: 1637-1645.

(1) Kivlin, S.N. and C.V. Hawkes. 2011. Differentiating between effects of invasion and diversity: impacts of aboveground plant communities on belowground fungal communities. New Phytologist 189: 526-535



Book Chapters


(1) Kivlin, S.N., R. Muscarella, C.V. Hawkes, and K.K. Treseder. 2017. The predictive power of ecological niche models for global arbuscular mycorrhizal fungal biogeography. In L. Tedersoo (Ed.) Biogeography of Mycorrhizal Symbiosis. Springer-Verlag.

(2) Kivlin, S.N. and J.A. Rudgers. Direct and indirect influences of warming on plant fungal endophytes: a physiological and compositional approach. In J Mohan (Ed.) Ecosystem Consequences of Soil Warming. Elsevier.