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Global density and biomass of arbuscular mycorrhizal fungal networks

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Editor’s summaryMost species of plants form underground associations with arbuscular mycorrhizal (AM) fungi, which provide plant roots with nutrients in exchange for carbon. AM fungi form networks of hyphae that act as tubes spreading carbon and connecting plants, but the global scale of these networks is unknown because of the difficulty of observing them underground. Stewart et al. compiled field and experimental data on hyphal density and used machine learning to predict how AM density varies across the globe. They then predicted hyphal biomass using high-resolution image analysis of hyphal network length from two globally distributed fungal species grown on transparent media in the lab. The authors predicted a large and spatially variable extent of AM fungi across the globe. —Bianca LopezAbstractArbuscular mycorrhizal fungi form symbioses with ~70% of plant species, building hyphal networks that exchange nutrients for host-derived carbon. These tubular networks move ~1 billion metric tons of carbon per year into Earth’s soils. However, we have no quantitative understanding of the hyphal infrastructure required to carry out this resource transfer. We assembled data from 322 studies representing more than 16,000 soil cores across nine biomes and developed machine-learning models to predict hyphal densities globally. With robotic imaging of more than 300,000 hyphae, we calibrated a biomass model from our spatial predictions. We estimate that global topsoils contain 1.10 × 1017 ± 0.13 × 1017 SD kilometers of living hyphae, weighing ~300 ± 60 SD megatons, ~4- to 6-fold the biomass of humans. Our uncertainty analyses identified undersampled ecosystems that require additional empirical attention.

Access the full articleView all access options to continue reading this article.Supplementary MaterialsThe PDF file includes:Materials and MethodsFigs. S1 to S17References (52–78)Download2.77 MBOther Supplementary Material for this manuscript includes the following:MDAR Reproducibility ChecklistDownload653.95 KBReferences and Notes1S. E. Smith, D. Read, Mycorrhizal Symbiosis (Academic Press, ed.

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3, 2008).2H. J. Hawkins, R. I. M. Cargill, M. E. Van Nuland, S. C. Hagen, K. J. Field, M. Sheldrake, N. A. Soudzilovskaia, E. T. Kiers, Mycorrhizal mycelium as a global carbon pool. Curr. Biol. 33, R560–R573 (2023).3A. Kakouridis, J. A. Hagen, M. P. Kan, S. Mambelli, L. J. Feldman, D. J. Herman, P. K. Weber, J. Pett-Ridge, M. K. Firestone, Routes to roots: Direct evidence of water transport by arbuscular mycorrhizal fungi to host plants. New Phytol. 236, 210–221 (2022).4N. Dotzler, M. Krings, T. N. Taylor, R. Agerer, Germination shields in Scutellospora (Glomeromycota: Diversisporales, Gigasporaceae) from the 400 million-year-old Rhynie chert. Mycol. Prog. 5, 178–184 (2006).5W. Remy, T. N. Taylor, H. Hass, H. Kerp, Four hundred-million-year-old vesicular arbuscular mycorrhizae. Proc. Natl. Acad. Sci. U.S.A. 91, 11841–11843 (1994).6C. I. Mora, S. G. Driese, L. A. Colarusso, Middle to Late Paleozoic atmospheric CO2 levels from soil carbonate and organic matter. Science 271, 1105–1107 (1996).7K. J. Field, D. D. Cameron, J. R. Leake, S. Tille, M. I. Bidartondo, D. J. Beerling, Contrasting arbuscular mycorrhizal responses of vascular and non-vascular plants to a simulated Palaeozoic CO2 decline.

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Nat. Commun. 3, 835 (2012).8E. M. Goltapeh, Y. R. Danesh, R. Prasad, A. Varma, “Mycorrhizal fungi: What we know and what should we know?” in Mycorrhiza, A. Varma, Eds. (Springer, ed. 3, 2008), pp. 3–27.9P. Friedlingstein, M. O’Sullivan, M. W. Jones, R. M. Andrew, D. C. E. Bakker, J. Hauck, P. Landschützer, C. Le Quéré, I. T. Luijkx, G. P. Peters, W. Peters, J. Pongratz, C. Schwingshackl, S. Sitch, J. G. Canadell, P. Ciais, R. B. Jackson, S. R. Alin, P. Anthoni, L. Barbero, N. R. Bates, M. Becker, N. Bellouin, B. Decharme, L. Bopp, I. B. M. Brasika, P. Cadule, M. A. Chamberlain, N. Chandra, T. T. T. Chau, F. Chevallier, L. P. Chini, M. Cronin, X. Dou, K. Enyo, W. Evans, S. Falk, R. A. Feely, L. Feng, D. J. Ford, T. Gasser, J. Ghattas, T. Gkritzalis, G. Grassi, L. Gregor, N. Gruber, Ö. Gürses, I. Harris, M. Hefner, J. Heinke, R. A. Houghton, G. C. Hurtt, Y. Iida, T. Ilyina, A. R. Jacobson, A. Jain, T. Jarníková, A. Jersild, F. Jiang, Z. Jin, F. Joos, E. Kato,

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R. F. Keeling, D. Kennedy, K. K. Goldewijk, J. Knauer, J. I. Korsbakken, A. Körtzinger, X. Lan, N. Lefèvre, H. Li, J. Liu, Z. Liu, L. Ma, G. Marland, N. Mayot, P. C. McGuire, G. A. McKinley, G. Meyer, E. J. Morgan, D. R. Munro, S. I. Nakaoka, Y. Niwa, K. M. O’Brien, A. Olsen, A. M. Omar, T. Ono, M. Paulsen, D. Pierrot, K. Pocock, B. Poulter, C. M. Powis, G. Rehder, L. Resplandy, E. Robertson, C. Rödenbeck, T. M. Rosan, J. Schwinger, R. Séférian, T. L. Smallman, S. M. Smith, R. Sospedra-Alfonso, Q. Sun, A. J. Sutton, C. Sweeney, S. Takao, P. P. Tans, H. Tian, B. Tilbrook, H. Tsujino, F. Tubiello, G. R. van der Werf, E. van Ooijen, R. Wanninkhof, M. Watanabe, C. Wimart-Rousseau, D. Yang, X. Yang, W. Yuan, X. Yue, S. Zaehle, J. Zeng, B. Zheng, Global carbon budget 2023. Earth Syst. Sci. Data 15, 5301–5369 (2023).10D. P. Janos, Plant responsiveness to mycorrhizas differs from dependence upon mycorrhizas.

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Mycorrhiza 17, 75–91 (2007).11L. Oyarte Galvez, C. Bisot, P. Bourrianne, R. Cargill, M. Klein, M. van Son, J. van Krugten, V. Caldas, T. Clerc, K. K. Lin, F. Kahane, S. van Staalduine, J. D. Stewart, V. Terry, B. Turcu, S. van Otterdijk, A. Babu, M. Kamp, M. Seynen, B. Steenbeek, J. Zomerdijk, E. Tutucci, M. Sheldrake, C. Godin, V. Kokkoris, H. A. Stone, E. T. Kiers, T. S. Shimizu, A travelling-wave strategy for plant-fungal trade. Nature 639, 172–180 (2025).12I. Sciascia, A. Crosino, A. Genre, Quantifying root colonization by a symbiotic fungus using automated image segmentation and machine learning approaches. Sci. Rep. 13, 14830 (2023).13E. Evangelisti, C. Turner, A. McDowell, L. Shenhav, T. Yunusov, A. Gavrin, E. K. Servante, C. Quan, S. Schornack, Deep learning-based quantification of arbuscular mycorrhizal fungi in plant roots. New Phytol. 232, 2207–2219 (2021).14J. R. Leake, D. J. Read, “Mycorrhizal symbioses and pedogenesis throughout Earth’s history” in Mycorrhizal Mediation of Soil: Fertility, Structure, and Carbon Storage, N. C. Johnson, C. Gehrig, J. Jansa, Eds. (Elsevier, 2017), pp.

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9–33.15J. Leake, D. Johnson, D. Donnelly, G. Muckle, L. Boddy, D. Read, Networks of power and influence: The role of mycorrhizal mycelium in controlling plant communities and agroecosystem functioning. Can. J. Bot. 82, 1016–1045 (2011).16M. G. A. van der Heijden, R. Streitwolf-Engel, R. Riedl, S. Siegrist, A. Neudecker, K. Ineichen, T. Boller, A. Wiemken, I. R. Sanders, The mycorrhizal contribution to plant productivity, plant nutrition and soil structure in experimental grassland. New Phytol. 172, 739–752 (2006).17I. Hiiesalu, M. Pärtel, J. Davison, P. Gerhold, M. Metsis, M. Moora, M. Öpik, M. Vasar, M. Zobel, S. D. Wilson, Species richness of arbuscular mycorrhizal fungi: Associations with grassland plant richness and biomass. New Phytol. 203, 233–244 (2014).18R. M. Miller, J. D. Jastrow, D. R. Reinhardt, External hyphal production of vesicular-arbuscular mycorrhizal fungi in pasture and tallgrass prairie communities. Oecologia 103, 17–23 (1995).19S. J. McNaughton, M. Oesterheld, Extramatrical mycorrhizal abundance and grass nutrition in a tropical grazing ecosystem, the Serengeti National Park, Tanzania. Oikos 59, 92 (1990).20T. Helgason, T. J. Daniell, R. Husband, A. H. Fitter, J. P. W. Young, Ploughing up the wood-wide web?

§7 Human · 0%

Nature 394, 431 (1998).21Z. Kabir, Tillage or no-tillage: Impact on mycorrhizae. Can. J. Plant Sci. 85, 23–29 (2011).22J. Jansa, F. A. Smith, S. E. Smith, Are there benefits of simultaneous root colonization by different arbuscular mycorrhizal fungi? New Phytol. 177, 779–789 (2008).23J. van den Hoogen, N. Robmann, D. Routh, T. Lauber, N. van Tiel, O. Danylo, T. W. Crowther, A geospatial mapping pipeline for ecologists. bioRxiv 2021.07.07.451145 [Preprint] (2021); https://doi.org/10.1101/2021.07.07.451145.24N. Gorelick, M. Hancher, M. Dixon, S. Ilyushchenko, D. Thau, R. Moore, Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sens. Environ. 202, 18–27 (2017).25R. B. Jackson, H. A. Mooney, E. D. Schulze, A global budget for fine root biomass, surface area, and nutrient contents. Proc. Natl. Acad. Sci. U.S.A. 94, 7362–7366 (1997).26A. Shukla, D. Vyas, A. Jha, Soil depth: An overriding factor for distribution of arbuscular mycorrhizal fungi. J. Soil Sci. Plant Nutr. 13, 23–33 (2013).27F. Oehl, E. Sieverding, K. Ineichen, E. A. Ris, T. Boller, A. Wiemken, Community structure of arbuscular mycorrhizal fungi at different soil depths in extensively and intensively managed agroecosystems.

§8 Human · 0%

New Phytol. 165, 273–283 (2005).28R. B. Jackson, J. Canadell, J. R. Ehleringer, H. A. Mooney, O. E. Sala, E. D. Schulze, A global analysis of root distributions for terrestrial biomes. Oecologia 108, 389–411 (1996).29J. C. Dodd, C. L. Boddington, A. Rodriguez, C. Gonzalez-Chavez, I. Mansur, Mycelium of arbuscular mycorrhizal fungi (AMF) from different genera: Form, function and detection. Plant Soil 226, 131–151 (2000).30C. Bisot, L. O. Galvez, F. Kahane, M. van Son, B. Turcu, R. Broekman, K.-K. Lin, P. Bontenbal, M. K. Winter, V. Kokkoris, S. A. West, C. Godin, E. T. Kiers, T. S. Shimizu, Carbon-phosphorus exchange rate constrains density-speed trade-off in arbuscular mycorrhizal fungal growth. Proc. Natl. Acad. Sci. U.S.A. 123, e2512182123 (2026).31Y. M. Bar-On, R. Phillips, R. Milo, The biomass distribution on Earth. Proc. Natl. Acad. Sci. U.S.A. 115, 6506–6511 (2018).32S. D. Allison, Rethinking microbial carbon use efficiency in soil models. Nat. Clim. Chang. 15, 10–12 (2025).33C. R. See, C. R. See, A. B. Keller, S. E. Hobbie, P. G. Kennedy, P. K. Weber, J. Pett-Ridge, Hyphae move matter and microbes to mineral microsites: Integrating the hyphosphere into conceptual models of soil organic matter stabilization.