Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease.
The 9 matches
- [1] § Results › Microbial features characterizing the disease continuum of Lewy body disease ↔ 2-microbial_taxa_analysis/2-different_prevalence_analysis_final_version.R, lines 192–281 · score 0.98 · Oscillospiraceae bacterium CLA, Actinomyces oris, GGB3730 SGB5060, GGB9627 SGB15081, GGB9719 SGB15272, Akkermansia muciniphila
- [2] § Materials and methods › Gut microbiome diversity analysis ↔ 1-alpha_beta_diversity/alpha_beta_diversity_final_version.R, lines 86–124 · score 0.73 · PCoA, species richness, arcsine square root, diversity, household ID, lmer
- [3] § Materials and methods › Correlations between clinical characteristics and microbial features ↔ 5-correlation_analysis/partial_correlation_analysis.R, lines 424–489 · score 0.73 · MoCA, CDR SB, partial correlation, clinical measurements, UPDRS, STMS
- [4] § Results › Differentially abundant and prevalent gut microbiome features between LBD patients and their cohabitant controls ↔ 2-microbial_taxa_analysis/2-different_prevalence_analysis_final_version.R, lines 192–281 · score 0.71 · Oscillospiraceae bacterium CLA, Longicatena caecimuris, AA H250, prevalent, taxa, species
- [5] § Materials and methods › Differential abundance and prevalence analysis ↔ 2-microbial_taxa_analysis/1-differential_abundance_analysis_final_version.R, lines 1–66 · score 0.69 · low abundance, noise, preprocessed, zero, microbial species, downstream
- [6] § Materials and methods › Correlations between clinical characteristics and microbial features ↔ 5-correlation_analysis/partial_correlation_analysis.R, lines 81–172 · score 0.65 · pcor.test, partial correlation, clinical measurement, Spearman, age, BMI
- [7] § Results › Correlation between clinical measures and microbial features ↔ 5-correlation_analysis/partial_correlation_analysis.R, lines 424–489 · score 0.63 · MoCA, CDR SB, partial correlation, resampling, UPDRS, STMS
- [8] § Materials and methods › Correlations between clinical characteristics and microbial features ↔ 5-correlation_analysis/partial_correlation_analysis.R, lines 81–172 · score 0.60 · partial correlation, clinical measurement, resampling, validation, Spearman, 80 %
- [9] § Materials and methods › Differential abundance and prevalence analysis ↔ 3-microbial_functional_pathway_analysis/pathway_analysis_final_version.R, lines 539–561 · score 0.59 · arcsine square root, prevalence cutoff, household ID, variables, linear, relative abundance
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 · 527 lines · 18 KB · no license · 4 matches
partial_correlation_analysis.R at commit f63e83c, no license · at the source
Overview
- Bioinformatics and Computational Biology Program, University of Minnesota, Rochester, MN, United States
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
- Department of Neurology, Mayo Clinic, Rochester, MN, United States
- Center for Sleep Medicine, Mayo Clinic, Rochester, MN, United States
- Microbiomics Program, Center of Individualized Medicine, Mayo Clinic, Rochester, MN, United States
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
- Department of Radiology, Mayo Clinic, Rochester, MN, United States
- Division of Neonatology, Department of Pediatrics, University of Minnesota, Minneapolis, MN, United States
- Department of Surgery, School of Medicine, University of Minnesota, Minneapolis, MN, United States
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, United States
- Department of Food Science and Nutrition, University of Minnesota, St. Paul, MN, United States
Abstract
Background: Lewy body disease (LBD) is a progressive neurodegenerative a-synucleinopathy, whereas isolated REM sleep behavior disorder (iRBD) is recognized as a prodromal stage of LBD. Although growing evidence implicates the gut–brain axis in neurodegeneration, the taxonomic and functional roles of the gut microbiome across the prodromal-to-symptomatic
Methods: Here, we performed shotgun metagenomic sequencing on stool samples from 25 patients with LBD (10 mild cognitive impairment due to LBD [MCI-LB] and 15 dementia with Lewy bodies [DLB]), 10 individuals with iRBD, and their household matched cohabitant controls to characterize disease-associated microbial alterations while minimizing environmental confounding.
Results: Despite no significant differences in global microbial diversity, we identified convergent shifts in microbial taxa, metabolic pathways, and gene families across disease stages. Both LBD and iRBD showed increased abundance of microbial taxa potentially associated with gut barrier disruption, as well as higher abundance of functional pathways related to lipopolysaccharide biosynthesis. LBD showed lower abundance of pathways related to complex carbohydrate fermentation, and both groups showed lower abundance of pathways associated with neurotransmitter-related
Discussion: These exploratory findings represent the first high-resolution, shotgun metagenomic characterization of gut microbiome alterations across the LBD continuum, highlighting functional patterns that may serve as candidate markers of disease progression in future longitudinal and mechanistic studies.
Reproduced under the paper's license (CC BY), from the paper cited above.
Repository
Its files are read in the Code ↔ Paper reader above, with 9 matches between paragraphs and lines of code.
xiaowei-zhao-1111/LBD_Gut_Microbiome_2026
f63e83c4ee0af68f46830b2546beec93dcff8182, 16 July 2026Availability: 1 check, the latest on 27 September 2026: the link answers
- 27 September 2026: the link answers
9 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 f63e83c, when its fingerprint is the one OSCR verified. How this works.
- 1-alpha_beta_diversity/
alpha_beta_diversity_fin — R, 583 lines, 1 match, shown from its sourceal_version.R - 2-microbial_taxa_analysi
s/ — R, 508 lines, 1 match, shown from its source1-differential_abundance _analysis_final_version. R - 2-microbial_taxa_analysi
s/ — R, 281 lines, 2 matches, shown from its source2-different_prevalence_a nalysis_final_version.R - 3-microbial_functional_p
athway_analysis/ — R, 1,084 lines, 1 match, shown from its sourcepathway_analysis_final_v ersion.R - 3-microbial_functional_p
athway_analysis/ — R, 173 lines, shown from its sourcepathway_taxonomy_analysi s_final_version.R - 3-microbial_functional_p
athway_analysis/ — R, 462 lines, shown from its sourcepathways_contributed_by_ bacterial_species_final_ version.R - 4-gene_families_analysis
/ — R, 437 lines, shown from its sourcegene_families_analysis_f inal_version.R - 5-correlation_analysis/
partial_correlation_anal — R, 527 lines, 4 matches, shown from its sourceysis.R - README.md — Text, 164 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:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 8 scripts, each with its path and the digest of its content;
- 9 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
Datasets cited
- bioproject:PRJNA1393457 — at NCBI BioProject; found in “Data availability statement”
Data availability statement
Sequencing data for stool metagenomes used in this study have been deposited at NCBI’s SRA data repository (PRJNA1393457) and can be downloaded without any restrictions at https://
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, 27 September 2026: the first record
Recorded: type, language, journal, volume, pages, dates, 14 authors, 8 keywords, 2 funders, 89 references.
Cite
This paper
Zhao, X., McCarter, S. J., Gupta, V. K., Grant, K. M., St. Louis, E. K., Kantarci, K., Savica, R., Hill, M., Vuong, H. E., Staley, C., Boeve, B. F., Ross, O. A., Teigen, L. M., & Sung, J. (2026). Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease. Frontiers in microbiomes, 5, 1834726. https://
BibTeX
@article{zhao2026shotgun
author = {Zhao, Xiaowei and McCarter, Stuart J. and Gupta, Vinod K. and Grant, Kiera M. and St. Louis, Erik K. and Kantarci, Kejal and Savica, Rodolfo and Hill, Max and Vuong, Helen E. and Staley, Christopher and Boeve, Bradley F. and Ross, Owen A. and Teigen, Levi M. and Sung, Jaeyun},
title = {{Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease}},
journal = {Frontiers in microbiomes},
year = {2026},
month = jul,
volume = {5},
pages = {1834726},
publisher = {Frontiers Media SA},
issn = {2813-4338},
doi = {10.3389/
url = {https://
pmid = {42529077},
pmcid = {PMC13416100}
}
RIS
TY - JOUR
AU - Zhao, Xiaowei
AU - McCarter, Stuart J.
AU - Gupta, Vinod K.
AU - Grant, Kiera M.
AU - St. Louis, Erik K.
AU - Kantarci, Kejal
AU - Savica, Rodolfo
AU - Hill, Max
AU - Vuong, Helen E.
AU - Staley, Christopher
AU - Boeve, Bradley F.
AU - Ross, Owen A.
AU - Teigen, Levi M.
AU - Sung, Jaeyun
TI - Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease
T2 - Frontiers in microbiomes
J2 - Front Microbiomes
PY - 2026
DA - 2026/
VL - 5
SP - 1834726
SN - 2813-4338
PB - Frontiers Media SA
DO - 10.3389/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.3389/
"type": "article-journal",
"title": "Shotgun metagenomic analysis reveals taxonomic and functional alterations in the gut microbiome across prodromal and symptomatic Lewy body disease",
"container-title": "Frontiers in microbiomes",
"author": [
{
"family": "Zhao",
"given": "Xiaowei"
},
{
"family": "McCarter",
"given": "Stuart J."
},
{
"family": "Gupta",
"given": "Vinod K."
},
{
"family": "Grant",
"given": "Kiera M."
},
{
"family": "St. Louis",
"given": "Erik K."
},
{
"family": "Kantarci",
"given": "Kejal"
},
{
"family": "Savica",
"given": "Rodolfo"
},
{
"family": "Hill",
"given": "Max"
},
{
"family": "Vuong",
"given": "Helen E."
},
{
"family": "Staley",
"given": "Christopher"
},
{
"family": "Boeve",
"given": "Bradley F."
},
{
"family": "Ross",
"given": "Owen A."
},
{
"family": "Teigen",
"given": "Levi M."
},
{
"family": "Sung",
"given": "Jaeyun"
}
],
"container-title-short":
"volume": "5",
"page": "1834726",
"DOI": "10.3389/
"PMID": "42529077",
"PMCID": "PMC13416100",
"ISSN": "2813-4338",
"publisher": "Frontiers Media SA",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
7,
15
]
]
}
}
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:10.1080/20002297.2026.2705667 [code]
- Oral microbiota dysbiosis related to the cortical thinning and cognitive impairment in cerebral small vessel disease.Journal: Journal of oral microbiologyIn common: easystats, lmerTest, pheatmap, 4 other tools, Alzheimer's / dementia
- [2] doi:10.1002/hbm.70605 [code]
- BrainEnrich: Revealing Biological Insights for Imaging-Derived Phenotypes Through Transcriptomic Enrichment.Journal: Human brain mappingIn common: easystats, lmerTest, pheatmap, 4 other tools, genetics / omics
- [3] doi:10.1038/s41467-026-74753-y [code]
- A human-specific microRNA controls the timing of excitatory synaptogenesis.Journal: Nature communicationsIn common: easystats, lmerTest, pheatmap, 4 other tools, cellular / molecular
- [4] doi:10.1038/s41467-026-73262-2 [code]
- Robust but independent sex differences in human brain function, structure, and behavior.Journal: Nature communicationsIn common: easystats, lmerTest, pheatmap, 4 other tools
- [5] doi:10.1038/s44400-026-00074-y [code]
- Methylomic signatures of tau and amyloid-beta in transgenic mouse models of Alzheimer's disease neuropathology.Journal: NPJ dementiaIn common: lmerTest, pheatmap, reshape2, 3 other tools, Alzheimer's / dementia, genetics / omics, cellular / molecular
- [6] doi:10.1016/j.stemcr.2026.102930 [code]
- ZFHX4 is necessary for dopaminergic neuron differentiation and controls cell cycle by regulating LIN28A.Journal: Stem cell reportsIn common: pheatmap, reshape2, ggpubr, 2 other tools, Parkinson's, genetics / omics, cellular / molecular, 1 reference
- [7] doi:10.1016/j.celrep.2026.117500 [code]
- Spatio-molecular gene expression reflects dorsal anterior cingulate cortex structure and function in the human brain.Journal: Cell reportsIn common: easystats, pheatmap, reshape2, 3 other tools, genetics / omics, cellular / molecular
- [8] doi:10.1038/s41586-026-10512-9 [code]
- Astrocyte glucocorticoid receptor signalling restricts neuronal plasticity.Journal: NatureIn common: pheatmap, reshape2, ggpubr, 2 other tools, cellular / molecular, 2 references
- [9] doi:10.1016/j.xhgg.2026.100652 [code]
- CRISPR-engineered deletion of POGZ alters transcription factor binding at promoters of genes involved in synaptic signaling.Journal: HGG advancesIn common: pheatmap, reshape2, ggpubr, 2 other tools, cellular / molecular, 2 references
- [10] doi:10.1126/sciadv.aed2952 [code]
- Activation of transposable elements is linked to a region- and cell type-specific interferon response in Parkinson's disease.Journal: Science advancesIn common: pheatmap, reshape2, ggpubr, 2 other tools, Parkinson's, cellular / molecular, 1 reference
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: 1 repository of the authors' code, each at its verified commit and with its license, 8 scripts, and 9 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: sha256:0e4ec50d23848268…
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.
