# Functionally distinct core microbes of Tricholoma matsutake revealed by cross-study analysis

**Authors:** Shinnam Yoo, Chang Wan Seo, Young Woon Lim

PMC · DOI: 10.1186/s40168-025-02329-x · Microbiome · 2026-02-04

## TL;DR

This study identifies key microbes in the soil around matsutake mushrooms and their roles in supporting mushroom growth.

## Contribution

A cross-study integration of microbial data reveals core and niche-specific microbes in matsutake ecosystems.

## Key findings

- Core microbial phylotypes were identified across geographically diverse matsutake shiro.
- Niche-specific microbes were found in soil, roots, and fruitbodies of matsutake.
- Microbes contribute to aromatic compound degradation and fruitbody development.

## Abstract

Tricholoma matsutake (TM), a prized wild mushroom in Eurasia, hosts distinct microbiomes in its mycorrhizal zone (shiro), with some microbes known to benefit TM. However, no study has systematically compared shiro-inhabiting microbiomes across multiple studies from either taxonomic or functional perspectives.

We first compiled bacterial and fungal amplicon sequences from public and newly generated datasets, then applied phylogenetic tree-based clustering to integrate technically heterogeneous sequences. This enabled the identification of core microbial phylotypes conserved in shiro from geographically diverse regions. We also revealed niche-specific phylotypes within the shiro, distinguishing those associated with soil, TM-colonized root, and fruitbody, thereby demonstrating clear niche differentiation. Functional predictions and experimental validation highlighted key roles of the microbes in degradation of aromatic compounds, utilization of plant-derived compounds, and fruitbody development.

Our cross-study integration of shiro microbial sequences identified core and niche-specific phylotypes with distinct ecological roles. This study lays a foundation for advancing ecological research and cultivation strategies for TM.

The online version contains supplementary material available at 10.1186/s40168-025-02329-x.

## Linked entities

- **Species:** Tricholoma matsutake (taxon 40145)

## Full-text entities

- **Genes:** transketolase [NCBI Gene 4005846]
- **Diseases:** fungal (MESH:D009181)
- **Chemicals:** adonitol (MESH:D012255), urea (MESH:D014508), nicotinate (MESH:D009525), sucrose (MESH:D013395), L-arginine (MESH:D001120), monosaccharides (MESH:D009005), salicylate (MESH:D012459), stachyose (MESH:C005695), xylitol (MESH:D014993), acetate (MESH:D000085), carbon (MESH:D002244), pentose phosphate (MESH:D010428), norspermidine (MESH:C006760), polymers (MESH:D011108), beta-ketoadipate (MESH:C027316), polysaccharides (MESH:D011134), Par (MESH:C028398), L-histidine (MESH:D006639), L-arabitol (MESH:C014999), 4-hydroxybenzaldehyde (MESH:C011483), trehalose (MESH:D014199), vanillin (MESH:C100058), NADPH (MESH:D009249), itaconate (MESH:C005229), L-ornithine (MESH:D009952), 2,3-butanediol (MESH:C026978), heme (MESH:D006418), salicin (MESH:C005696), membrane lipid (MESH:D008563), glucose (MESH:D005947), 4-hydroxybenzoate (MESH:C038193), D-raffinose (MESH:D011887), sugar alcohols (MESH:D013402), amino acid (MESH:D000596), catechin (MESH:D002392), TCA (MESH:D014238), glutathione (MESH:D005978), catechol (MESH:C034221), 3-dehydroshikimate (MESH:C096387), oxalate (MESH:D010070), pyridoxal 5'-phosphate (MESH:D011732), oligosaccharides (MESH:D009844), pectin (MESH:D010368), S (MESH:D013455), sulfate (MESH:D013431), glyoxylate (MESH:C031150), lignin (MESH:D008031), thiamine (MESH:D013831), D-trehalose (-), hemicellulose (MESH:C007916), TSA (MESH:C481298), tannins (MESH:D013634)
- **Species:** Pseudomonadota (proteobacteria, phylum) [taxon 1224], E. americana [taxon 399285], Tricholoma matsutake (matsutake, species) [taxon 40145], Pseudomonas brassicacearum subsp. brassicacearum (subspecies) [taxon 86264], Cupriavidus pauculus (species) [taxon 82633], Hyphomicrobiales (order) [taxon 356], Lachnum virgineum (species) [taxon 47828], Epicoccum (genus) [taxon 104397], Acinetobacter junii (species) [taxon 40215], Paraburkholderia fungorum (species) [taxon 134537], Terriglobia (class) [taxon 204432], Pseudomonas fluorescens (species) [taxon 294], Streptomyces (genus) [taxon 1883], Acidipila (genus) [taxon 1000999], Paenibacillus (genus) [taxon 44249], Mucor (genus) [taxon 4830], Agaricus bisporus (common mushroom, species) [taxon 5341], Ralstonia insidiosa (species) [taxon 190721], Acinetobacter johnsonii (species) [taxon 40214], Fungi (kingdom) [taxon 4751], Phialocephala [taxon 310291], Edaphobacter aggregans (species) [taxon 570835], Helotiales (order) [taxon 5178], Phialocephala cf. fortinii (species) [taxon 1916080], Umbelopsis vinacea (species) [taxon 44442], Mucor zonatus (species) [taxon 1095376], Bacilli (class) [taxon 91061], Ewingella americana (species) [taxon 41202], Phellodon melaleucus (species) [taxon 225432], Thelephora (genus) [taxon 56489], Penicillium (genus) [taxon 5073], Trichoderma (genus) [taxon 5543], Bacillus (genus) [taxon 55087], Mortierella sp. (species) [taxon 1715235], Oidiodendron chlamydosporicum (species) [taxon 78143], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Pinus yunnanensis (Yunnan pine, species) [taxon 88732], Mycobacterium (genus) [taxon 1763], Pseudomonas sp. S (species) [taxon 413904], Phellodon niger (species) [taxon 264079], Caballeronia (genus) [taxon 1827195], Pseudomonas sp. PT (species) [taxon 620854], Pinus kesiya (Benguet pine, species) [taxon 71636], Acinetobacter gerneri (species) [taxon 202952], Umbelopsis dimorpha (species) [taxon 243148], Acinetobacter proteolyticus (species) [taxon 1776741]
- **Mutations:** S238N

## Full text

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## Figures

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## References

10 references — full list in the complete paper: https://tomesphere.com/paper/PMC12874918/full.md

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Source: https://tomesphere.com/paper/PMC12874918