Evidence map›Paper›PMID 41650214›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Carbon-phosphorus exchange rate constrains density-speed trade-off in arbuscular mycorrhizal fungal growth.

Corentin Bisot, Loreto Oyarte Galvez, Félix Kahane, Marije van Son, Bianca Turcu, Rob Broekman, Kai-Kai Lin, Paco Bontenbal, Max Kerr Winter, Vasilis Kokkoris and 4 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Corentin BisotAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.ORCID 0000-0003-4533-2458
Loreto Oyarte GalvezAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.
Félix KahaneInfomatter Departments, AMOLF, Amsterdam 1098 XG, The Netherlands.ORCID 0009-0003-6974-3726
Marije van SonAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.ORCID 0009-0000-6755-2705
Bianca TurcuAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.
Rob BroekmanAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.
Kai-Kai LinInfomatter Departments, AMOLF, Amsterdam 1098 XG, The Netherlands.
Paco BontenbalInfomatter Departments, AMOLF, Amsterdam 1098 XG, The Netherlands.ORCID 0009-0004-1502-5961
Max Kerr WinterAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.ORCID 0000-0001-7576-5073
Vasilis KokkorisAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.
Stuart A WestDepartment of Biology, University of Oxford, Oxford OX1 3SZ, United Kingdom.ORCID 0000-0003-2152-3153
Christophe GodinLaboratoire de Reproduction et Développement des Plantes, Université de Lyon, Ecole Normale Supérieure de Lyon, Université Claude Bernard Lyon 1, Institut national de recherche pour l'agriculture, l'alimentation et l'environnement (INRAE), CNRS, 69364 Lyon Cedex 07, France.ORCID 0000-0002-1202-8460
E Toby KiersAmsterdam Institute for Life and Environment, Faculty of Science, Section Systems Ecology, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands.
Thomas S ShimizuInfomatter Departments, AMOLF, Amsterdam 1098 XG, The Netherlands.ORCID 0000-0003-0040-7380

Funding

Ammodo Foundation NAArthur J. Schmitt Foundation (Schmitt Foundation) NABezos Earth Fung NAEC | European Research Council (ERC) 101076062EC | Horizon Europe | Excellent Science | HORIZON EUROPE European Research Council (ERC) 834164European Research Council 834164Grantham Foundation for the Protection of the Environment (TGF) NAHefner Foundation NAHuman Frontier Science Program (HFSP) 0029Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) 202.012Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) SPI.2023.2Paul G. Allen Family Foundation (PGAFF) NAQuadrature Climate Foundation (QCF) NA
6 · The paper itself

Abstract

Symbiotic nutrient exchange between arbuscular mycorrhizal (AM) fungi and their host plants varies widely depending on their physical, chemical, and biological environment. Yet dissecting this context dependency remains challenging because we lack methods for tracking nutrients such as carbon (C) and phosphorus (P). Here, we developed an approach to quantitatively estimate C and P fluxes in the AM symbiosis from comprehensive network morphology quantification, achieved by robotic imaging and machine learning based on roughly 100 million hyphal shape measurements. We found that rates of C transfer from the plant and P transfer from the fungus were, on average, related proportionally to one another. This ratio was nearly invariant across AM fungal strains despite contrasting growth phenotypes but was strongly affected by plant host genotype. Fungal phenotype distributions were bounded by a Pareto front with a shape favoring specialization in an exploration-exploitation trade-off. This means AM fungi can be fast range expanders or fast resource extractors, but not both. Manipulating the C/P exchange rate by swapping the plant host genotype shifted this Pareto front, indicating that the exchange rate constrains possible AM fungal growth strategies. We show by mathematical modeling how AM fungal growth at fixed exchange rate leads to qualitatively different symbiotic outcomes depending on fungal traits and nutrient availability.

Indexed as

CarbonMycorrhizaePhosphorusHyphaeModels, BiologicalSymbiosisCarbonPhosphorusfunginetworksymbiosis

Identifiers

PMID41650214
PMCPMC12891005

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.