Comprehensive transcriptomic analysis of host response to Plasmodium falciparum infection. This study identifies key immune pathways, differential gene expression patterns, and potential biomarkers associated with malaria pathogenesis.
- Identified 1,247 differentially expressed genes in malaria-infected samples
- Discovered enrichment in interferon signaling, cytokine production, and inflammatory response pathways
- Revealed novel host factors potentially involved in malaria severity
- Characterize host transcriptional response to malaria infection
- Identify differentially expressed genes between infected and control samples
- Perform functional enrichment analysis (GO, KEGG, Reactome)
- Conduct Gene Set Enrichment Analysis (GSEA) using MSigDB collections
- Identify potential biomarkers and therapeutic targets
malaria-transcriptomic-analysis/
│
├── data/
│ ├── raw/
│ │ ├── GEO_metadata.txt # Sample information
│ │ └── README_data.md # Data provenance and sources
│ ├── processed/ # Processed data
│ │ ├── normalized_counts.csv
│ │ ├── deg_results.csv
│ │ └── sample_metadata.csv
│ └── external/ # Reference files
│ ├── gene_annotations.csv
│ └── pathway_databases/
│
├── code/
│ ├── 01_data-preprocessing.R
│ ├── 02_quality-control.R
│ ├── 03_differential-gene-expression-analysis.R
│ ├── 04_functional-enrichment-analysis.R
│ ├── 05_pathway_analysis.R
│ ├── 06_gsea_analysis.R
│ ├── 07_visualization.R
│ └── run_analysis.sh # Pipeline script
│
├── results/
│ ├── figures/ # Publication-quality figures
│ │ ├── qc_plots/
│ │ ├── volcano_plots/
│ │ ├── heatmaps/
│ │ ├── enrichment_plots/
│ │ └── pathway_analysis/
│ ├── tables/ # Analysis outputs
│ │ ├── differential_expression/
│ │ ├── go_enrichment/
│ │ ├── kegg_pathways/
│ │ └── gsea_results/
│ └── reports/ # Generated reports
│ └── exploratory_analysis.html
│
├── docs/ # Documentation
│ ├── methods.md
│ ├── data_sources.md
│ ├── interpretation.md
│ └── references.bib
│
├── notebooks/ # Jupyter/R Markdown notebooks
│ ├── exploratory_analysis.Rmd
│ └── final_analysis.Rmd
│
├── environment/
│ ├── environment.yml # Conda environment
│ ├── Dockerfile # Container specification
│ └── sessionInfo.txt # R session info
│
├── tests/ # Unit tests for functions
│ └── test_analysis_functions.R
│
├── LICENSE
├── README.md # Main repository documentation
├── CITATION.cff # Citation file
└── .gitignore