meta_analysis_brohee
Meta-analysis of diet effects on the Periplaneta americana gut microbiome. Includes raw data, R scripts for effect-size calculation (Hedges’ g, log-RR), mixed-effects models, and reproducible forest, funnel & sensitivity plots.
Science Score: 67.0%
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Repository
Meta-analysis of diet effects on the Periplaneta americana gut microbiome. Includes raw data, R scripts for effect-size calculation (Hedges’ g, log-RR), mixed-effects models, and reproducible forest, funnel & sensitivity plots.
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Metadata Files
README.md
Meta-Analysis Repository
Welcome to my repository!
My name is Muhtarin Khayer Brohee, and I am a Ph.D. student in the Department of Biological Sciences at Auburn University.
This repository was created as part of my class (FISH-7350) project and manuscript titled:
"The Influence of Diet on the Gut Microbiome of Periplaneta americana (American Cockroach): A Meta-Analysis."
Project Overview
This meta-analysis systematically evaluates how dietary interventions affect the gut microbiota of Periplaneta americana, focusing on: - Changes in alpha diversity (Shannon Index) - Phylum-level shifts in Firmicutes and Bacteroidetes proportions - The Firmicutes:Bacteroidetes (F:B) ratio
Effect sizes were calculated using Hedges' g for alpha diversity and log response ratios (log RR) for relative abundance data. A random-effects meta-analysis model was applied using the metafor package in R, with heterogeneity assessments (I², tau², Q-statistic) performed following REML estimation. The analysis adhered to PRISMA guidelines for systematic reviews and meta-analyses.
Repository Contents
Data/– Raw and processed data filesScripts/– R scripts for:- Effect size calculations
- Random-effects meta-analysis
- Forest plots, funnel plots, and leave-one-out sensitivity analyses
Plots/– Publication-ready figure files (PNG, PDF)Results/– Excel summary tables and PDF outputs- Forest plots for alpha diversity and taxonomic outcomes
- Funnel plots to assess publication bias
- Leave-one-out (LOO) plots for sensitivity analysis
Supplementary/– Supplementary figures (S1–S12) and tables (S1–S2)Reference/– EndNote library files for citation management
Software and Environment
- R version: 4.4.2
- Key R packages:
- metafor (v4.8-0)
- readxl (v1.4.3)
- dplyr (v1.1.4)
- ggplot2 (v3.4.4)
- writexl (v1.4.2)
- orchaRd (v2.0)
- devtools (v2.4.5)
- metafor (v4.8-0)
Acknowledgments
The author gratefully acknowledges the support and guidance of Dr. Alan Wilson for providing essential materials and mentorship throughout this project. Special thanks to Auburn University librarians Adelia Grabowsky and Patricia Hartmen for their expertise in literature searching and data acquisition. Additional gratitude goes to all classmates for their constructive feedback and discussions. Finally, thanks to ChatGPT for assistance with script debugging and optimization.
Citation
If you use this github project/script in your research, please cite it as: Muhtarin Khayer Brohee. (2025). mzb0226/MetaanalysisBrohee: v1.0.0 – The Influence of Diet on the Gut Microbiome of Periplaneta americana (American Cockroach): A Meta-Analysis (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.15306932
Owner
- Login: mzb0226
- Kind: user
- Repositories: 1
- Profile: https://github.com/mzb0226
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use this software, please cite it using the following metadata."
title: "The Influence of Diet on the Gut Microbiome of Periplaneta americana (American Cockroach): A Meta-Analysis"
version: "v1.0.0"
date-released: "2025-04-29"
authors:
- family-names: "Brohee"
given-names: "Muhtarin Khayer"
repository-code: "https://github.com/mzb0226/Meta_analysis_Brohee"
url: "https://doi.org/10.5281/zenodo.15306932"
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