# Profiling of the mycobiome and metabolome: a comparative study of benign pulmonary nodules and lung adenocarcinoma

**Authors:** Weiyi Zhang, Yuan Dong, Fangyan Chen, Fang Wang, Jiahui Li, Chunxi Liu, Tianyi Liu, Li Han, Xiaodong Jia

PMC · DOI: 10.3389/fcimb.2026.1732958 · Frontiers in Cellular and Infection Microbiology · 2026-02-23

## TL;DR

This study identifies fungal and metabolite biomarkers to distinguish benign lung nodules from lung cancer and explores their interactions.

## Contribution

A novel multi-omics network linking gut fungi, metabolites, and cytokines in lung adenocarcinoma differentiation.

## Key findings

- Gut fungal communities differ significantly between benign and cancerous lung nodules.
- Specific metabolites like DPAn-6 and IPA are elevated in lung adenocarcinoma patients.
- An integrated model combining fungi and metabolites effectively differentiates benign from malignant nodules.

## Abstract

Lung adenocarcinoma (LUAD), the most common subtype of non-small cell lung cancer, is a form of malignant pulmonary nodule that requires clinical differentiation from benign pulmonary nodules (BPN). The mechanisms underlying the development of LUAD are complex, and effective non-invasive methods for differentiating BPN from LUAD are lacking. This study aimed not only to distinguish BPN from LUAD using gut fungi and serum metabolites, but also to establish an integrated network of gut fungi–metabolite–cytokine interactions.

Fecal and serum samples from individuals with BPN and patients with LUAD were subjected to internal transcribed spacer sequencing, ultra-performance liquid chromatography–tandem mass spectrometry, and multiplex Luminex assays to quantify gut fungi, metabolites, and cytokines, respectively.

A significant difference in gut fungal communities was observed between the BPN and LUAD groups. Multiple genera and species were more abundant in LUAD than in BPN. Docosapentaenoic acid n-6 (DPAn-6), indole-3-propionic acid (IPA), and interferon-γ-induced protein 10 (IP-10) were significantly elevated in the LUAD group. The integrated model established using a combination of gut fungi and metabolites demonstrated excellent performance in distinguishing BPN from LUAD. A network of interactions was established among differentially abundant gut fungi, serum metabolites, and cytokines.

Our study identifies a novel panel of fungal and metabolite biomarkers for differentiating between BPN and LUAD, and constructs a multi-omics network that provides new insights into investigating the mechanistic role of gut mycobiota dysbiosis in LUAD.

## Linked entities

- **Proteins:** CXCL10 (C-X-C motif chemokine ligand 10)
- **Chemicals:** indole-3-propionic acid (PubChem CID 3744)
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, IL31 (interleukin 31) [NCBI Gene 386653] {aka IL-31}
- **Diseases:** Fusarium (MESH:D060585), CL (MESH:D002971), CRC (MESH:D015179), metastases (MESH:D009362), neurological impairments (MESH:D009422), fungal (MESH:D009181), liver cancer (MESH:D006528), depression (MESH:D003866), BPN (MESH:D055613), Lung cancer (MESH:D008175), Cancer (MESH:D009369), Adenocarcinoma (MESH:D000230), benign lung diseases (MESH:D008171), cervical cancer (MESH:D002583), small cell lung cancer (MESH:D055752), nodule (MESH:D016606), inflammation (MESH:D007249), pancreatic ductal adenocarcinoma (MESH:D021441), lung infection (MESH:D012141), prostate cancer (MESH:D011471), NSCLC (MESH:D002289), renal cancer (MESH:D007680), carcinogenesis (MESH:D063646), oral cancer (MESH:D009062), LUAD (MESH:D000077192), gastric and esophageal cancers (MESH:D013274)
- **Chemicals:** phenols (MESH:D010636), Gluconolactone (MESH:C010730), fatty acid (MESH:D005227), carbohydrate (MESH:D002241), butyrate (MESH:D002087), amino acids (MESH:D000596), benzoic acids (MESH:D001565), carnitines (MESH:D002331), ethyl acetate (MESH:C007650), 20:4n-6 (-), bile acids (MESH:D001647), ornithine (MESH:D009952), short-chain fatty acids (MESH:D005232), tryptophan (MESH:D014364), agarose (MESH:D012685), lactic acid (MESH:D019344), isoleucine (MESH:D007532), trans-3-indoleacrylic acid (MESH:C001446), linoleic acid (MESH:D019787), arachidonic acid (MESH:D016718), indoles (MESH:D007211), leucine (MESH:D007930), valine (MESH:D014633), imidazoles (MESH:D007093), alpha-linolenic acid (MESH:D017962)
- **Species:** Homo sapiens (human, species) [taxon 9606], Vanrija humicola (species) [taxon 5417], Setophoma terrestris (species) [taxon 798162], Drosophila melanogaster (fruit fly, species) [taxon 7227], Auxenochlorella protothecoides (species) [taxon 3075], Brassica carinata (Abyssinian mustard, species) [taxon 52824], Diptera (flies, order) [taxon 7147], Apiotrichum montevideense (species) [taxon 82521], Cucumis sativus (cucumber, species) [taxon 3659], Amaurodon mustialaensis (species) [taxon 2650705], Mucor circinelloides (species) [taxon 36080], Hypoxylon begae (species) [taxon 326653], Malassezia restricta (species) [taxon 76775], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Hanseniaspora uvarum (species) [taxon 29833], Nakaseomyces glabratus (species) [taxon 5478], Pascua guehoae (species) [taxon 105714], Candida albicans (species) [taxon 5476], Fungi (kingdom) [taxon 4751], Talaromyces stollii (species) [taxon 1266822], Mrakia frigida (species) [taxon 29902], Alternaria sect. Alternaria (section) [taxon 2499237]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12968269/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12968269/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12968269/full.md

---
Source: https://tomesphere.com/paper/PMC12968269