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Beyond bacteria: a multi-omics view of the gut–brain axis in Parkinson’s disease

Code ↔ Paper

4 matches between paragraphs of the paper and lines of its authors' code, computed by the harvester (lexical-v1). Click a colored paragraph or line to see its counterpart.

The 4 matches
  1. [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. [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. [3] § Materials and methods › Data extraction and quality assessment ↔ Visualization.Rmd, lines 178–209 · score 0.56 · NOS scores, Quality assessment
  4. [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

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The authors' code

R · 1,901 lines · 80 KB · no license · 2 matches

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It can be read at the source: app.R.

Overview

Authors: Huiye Han1, Owen Luo2, Kevin Li3, Shyazana Rahaman3, Eunice Unbyul Ok3, Liangliang Zhang4, Menglu Liang3, Huang Lin3
  1. Department of Mathematics, University of Maryland, College Park, MD, United States
  2. Winston Churchill High School, Potomac, MD, United States
  3. Department of Epidemiology and Biostatistics, University of Maryland, College Park, MD, United States
  4. Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH, United States
Journal: Frontiers in cellular and infection microbiology, volume 16, article 1900578
Dates: received 4 June 2026; accepted 18 August 2026; published online 11 September 2026
Type: Systematic review · Language: English
License: CC BY
Identifiers: DOI · PMCID PMC13612191
Status: code verified
Categories: genetics / omics (modality), Parkinson's (population), cellular / molecular (subfield)
Keywords: gut–brain axis, metabolomics, microbiome, multi-omics, mycobiome, Parkinson’s disease, proteomics, virome
Citations: not cited yet (Europe PMC); 60 references in the paper

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

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: files inventoried
Commit: 7c5fbe64fb1aacf28e448f7b59f930e2a18289d9, 24 May 2026
Languages: R (1)
Size: 7 files, 1 script
Software Heritage: not archived
Found in: “Data availability statement”
Holds: README, 1 notebook
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: ggplot2 (1 file), tidyverse (1 file)
Availability: 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

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euniceokk/prisma

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: files inventoried
Commit: 9bfb19b436f50e76a6da133c594bbb2c9ca6dddf, 5 May 2026
Languages: R (1)
Size: 2 files, 1 script
Software Heritage: not archived
Found in: “Data availability statement”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 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.

  • app.R — R, 1,901 lines, 2 matches, shown from its source
  • README.md — Text, 13 lines, shown from its source

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/Supplementary Material; the full list of included studies is provided in Supplementary Table 2. Code and publication-ready files for the figures are available in the public GitHub repository at https://github.com/hanhuiyeye/PD. An R Shiny application that generates PRISMA 2020 flow diagrams, developed alongside this review, is deployed at https://eok7.shinyapps.io/PRISMA/ (source code: https://github.com/euniceokk/prisma). Further inquiries can be directed to the corresponding author.

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 - 2026/09/26
VL - 16
SP - 1900578
SN - 2235-2988
PB - Frontiers Media SA
LA - en
ER -

CSL-JSON

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The tracing map gets a citation of its own once an author has validated it and it has a DOI.

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