Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease
The 4 matches
- [1] § Materials and methods › Study selection and eligibility criteria ↔ app.R, lines 1413–1461 · score 0.68 · conference abstracts, technical filters, English, human, publications
- [2] § Materials and methods › Study selection and eligibility criteria › Inclusion and exclusion criteria for virome, mycobiome, and proteome studies ↔ app.R, lines 1531–1581 · score 0.60 · duplicate removal, flow diagram, technical filtering, database, eligibility, PRISMA
- [3] § Materials and methods › Data extraction and quality assessment ↔ Visualization.Rmd, lines 178–209 · score 0.56 · NOS scores, Quality assessment
- [4] § Materials and methods › Data extraction and quality assessment ↔ Visualization.Rmd, lines 178–209 · score 0.55 · NOS scores, quality assessment
Paper
Loaded from Europe PMC by your browser, not stored by OSCR: doi.org · Europe PMC
The paper is loaded when this pane is shown.
The authors' code
R · 1,901 lines · 80 KB · no license · 2 matches
app.R at commit 9bfb19b, no license · at the source
Overview
- Department of Mathematics, University of Maryland, College Park, MD, United States
- Winston Churchill High School, Potomac, MD, United States
- Department of Epidemiology and Biostatistics, University of Maryland, College Park, MD, United States
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH, United States
Abstract
Introduction: Parkinson's disease (PD) is increasingly recognized as a multisystem disorder in which gastrointestinal dysfunction and gut microbial alterations may contribute to disease pathophysiology. Although most microbiome research in PD has focused on bacteria, growing evidence suggests that the gut ecosystem should be considered more broadly to include fungi, viruses, metabolites, and proteins.
Methods: We searched PubMed and SciFinder for human studies published up to October 28, 2025, using domain-specific search strategies for the bacteriome, metabolome, proteome, virome, and mycobiome, and synthesized the eligible evidence using a structured multi-omics evidence-mapping framework.
Results: We summarize the most consistent bacterial findings, including enrichment of mucin-degrading taxa and depletion of short-chain fatty acid-producing commensals, and discuss how these changes relate to impaired fermentation, barrier dysfunction, and immune activation. We further examine emerging evidence for virome and mycobiome alterations, highlighting the possibility that PD-related dysbiosis reflects cross-kingdom ecological disruption rather than bacteria-only imbalance. Metabolomic studies provide functional support for this model by demonstrating altered short-chain fatty acid biology and broader host -microbe co-metabolic remodeling. Protein-focused studies, including host proteomic signatures and bacterial functional amyloids, extend the field toward mechanisms linking gut dysfunction to inflammation, proteostatic stress, and α-synuclein pathology.
Discussion: Overall, the evidence supports a multi-layer view of the PD gut -brain axis in which microbial ecology, metabolic output, barrier integrity, immune signaling, and protein-centered mechanisms are interconnected. The field remains limited by cross-sectional designs, methodological heterogeneity, and uneven evidence depth across omics layers. Longitudinal, standardized, and integrated multi-omics studies will be essential to determine which microbiome-associated alterations are mechanistically important, clinically informative, and potentially modifiable in PD.
Reproduced under the paper's license (CC BY), from the paper cited above.
Repositories
Its files are read in the Code ↔ Paper reader above, with 4 matches between paragraphs and lines of code.
hanhuiyeye/PD
7c5fbe64fb1aacf28e448f7b59f930e2a18289d9, 24 May 2026Availability: 1 check, the latest on 28 September 2026: the link answers
- 28 September 2026: the link answers
2 files, not copied: shown from their source
OSCR keeps no copy of these files: this repository has no license that allows it. The reader above shows each one from its source, fetched by your browser at commit 7c5fbe6, when its fingerprint is the one OSCR verified. How this works.
- Visualization.Rmd — R, 209 lines, 2 matches, shown from its source
- README.md — Text, 12 lines, shown from its source
euniceokk/prisma
9bfb19b436f50e76a6da133c594bbb2c9ca6dddf, 5 May 2026Availability: 1 check, the latest on 28 September 2026: the link answers
- 28 September 2026: the link answers
2 files, not copied: shown from their source
OSCR keeps no copy of these files: this repository has no license that allows it. The reader above shows each one from its source, fetched by your browser at commit 9bfb19b, when its fingerprint is the one OSCR verified. How this works.
The paper's code and data availability statement is in the Data section.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 2 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 2 scripts, each with its path and the digest of its content;
- 4 matches between paragraphs of the paper and lines of the code (method lexical-v1);
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Data availability statement
The original contributions presented in the study are included in the article/
Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 28 September 2026: the first record
Recorded: type, language, journal, volume, pages, dates, 8 authors, 8 keywords, 60 references.
Cite
This paper
Han, H., Luo, O., Li, K., Rahaman, S., Ok, E. U., Zhang, L., Liang, M., & Lin, H. (2026). Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease. Frontiers in cellular and infection microbiology, 16, 1900578.
BibTeX
@article{han2026beyond,
author = {Han, Huiye and Luo, Owen and Li, Kevin and Rahaman, Shyazana and Ok, Eunice Unbyul and Zhang, Liangliang and Liang, Menglu and Lin, Huang},
title = {{Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease}},
journal = {Frontiers in cellular and infection microbiology},
year = {2026},
month = sep,
volume = {16},
pages = {1900578},
publisher = {Frontiers Media SA},
issn = {2235-2988},
pmcid = {PMC13612191}
}
RIS
TY - JOUR
AU - Han, Huiye
AU - Luo, Owen
AU - Li, Kevin
AU - Rahaman, Shyazana
AU - Ok, Eunice Unbyul
AU - Zhang, Liangliang
AU - Liang, Menglu
AU - Lin, Huang
TI - Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease
T2 - Frontiers in cellular and infection microbiology
J2 - Front Cell Infect Microbiol
PY - 2026
DA - 2026/
VL - 16
SP - 1900578
SN - 2235-2988
PB - Frontiers Media SA
LA - en
ER -
CSL-JSON
{
"id": "pmcid:PMC13612191",
"type": "article-journal",
"title": "Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease",
"container-title": "Frontiers in cellular and infection microbiology",
"author": [
{
"family": "Han",
"given": "Huiye"
},
{
"family": "Luo",
"given": "Owen"
},
{
"family": "Li",
"given": "Kevin"
},
{
"family": "Rahaman",
"given": "Shyazana"
},
{
"family": "Ok",
"given": "Eunice Unbyul"
},
{
"family": "Zhang",
"given": "Liangliang"
},
{
"family": "Liang",
"given": "Menglu"
},
{
"family": "Lin",
"given": "Huang"
}
],
"container-title-short":
"volume": "16",
"page": "1900578",
"PMCID": "PMC13612191",
"ISSN": "2235-2988",
"publisher": "Frontiers Media SA",
"language": "en",
"issued": {
"date-parts": [
[
2026,
9,
26
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.3389/fcimb.2026.1806356
- Global research trends in enteric nervous system and gut microbiota: a bibliometric analysis (2005-2025).Journal: Frontiers in cellular and infection microbiologyIn common: Parkinson's, cellular / molecular, 7 references
- [2] doi:10.3389/frmbi.2026.1834726 [code]
- Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease.Journal: Frontiers in microbiomesIn common: ggplot2, tidyverse, Parkinson's, genetics / omics, cellular / molecular, 2 references
- [3] doi:10.1093/brain/awag039 [code]
- Mapping the causal chain from genetic risk variants to lipid dysmetabolism in Parkinson's disease.Journal: Brain : a journal of neurologyIn common: ggplot2, tidyverse, Parkinson's, genetics / omics, 1 reference
- [4] doi:10.1016/j.nbd.2026.107379 [code]
- DYRK1A and Parkinson's disease, facts and hypotheses.Journal: Neurobiology of diseaseIn common: ggplot2, tidyverse, Parkinson's, cellular / molecular, 1 reference
- [5] doi:10.3389/fnagi.2026.1823372
- Stereoselective effects of nicotine enantiomers on the gut-brain axis and neuroinflammation in a mouse model of Parkinson's disease.Journal: Frontiers in aging neuroscienceIn common: Parkinson's, cellular / molecular, 2 references
- [6] doi:10.3389/fnagi.2026.1931183 [code]
- A validated workflow for paired total and small RNA sequencing from low-input submandibular gland biopsy specimens in &
lt;i& gt;de novo& lt;/ i& gt; Parkinson's disease patients. Journal: Frontiers in aging neuroscienceIn common: ggplot2, tidyverse, Parkinson's, genetics / omics, 1 reference - [7] doi:10.1016/j.xgen.2026.101284 [code]
- NERINE reveals rare variant associations in gene networks across phenotypes and implicates an SNCA-PRL-LRRK2 subnetwork in Parkinson's disease.Journal: Cell genomicsIn common: ggplot2, tidyverse, Parkinson's, cellular / molecular, 1 reference
- [8] doi:10.1038/s41531-026-01360-5 [code]
- Hippocampal atrophy in untreated de novo Parkinson's disease with obstructive sleep apnea.Journal: NPJ Parkinson's diseaseIn common: ggplot2, tidyverse, Parkinson's, 1 reference
- [9] doi:10.1038/s41467-026-74961-6 [code]
- Spatial multi-omics identifies early synaptic pruning and context-specific dopaminergic vulnerability in synucleinopathies.Journal: Nature communicationsIn common: tidyverse, Parkinson's, genetics / omics, cellular / molecular, 1 reference
- [10] doi:10.1038/s41467-026-75194-3 [code]
- Leucine-rich repeat kinase 2 impairs the release sites of Parkinson's disease vulnerable dopamine axons.Journal: Nature communicationsIn common: ggplot2, tidyverse, Parkinson's, genetics / omics, cellular / molecular
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 2 repositories of the authors' code, each at its verified commit and with its license, 2 scripts, and 4 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:5c3a472c857e5af2…
Add the badge to its README
The badge links the code to this page. Copy one of these into the README of the paper's code: only you decide where it goes, and nothing is changed for you.
Markdown
[, paste the snippet at the top, then “Commit changes…” and, to review it first, “Create a new branch and start a pull request”. You open the pull request; OSCR asks for no permission.
Request its removal
To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
