/keto-beam-ad

Primary LanguageJupyter Notebook

A modified Mediterranean ketogenic diet mitigates modifiable risk factors of Alzheimer’s disease: a serum and CSF-based metabolic analysis

This repository contains scripts for analysis and figure generation of the paper
Schweickart*, Batra* et. al. A modified Mediterranean ketogenic diet mitigates modifiable risk factors of Alzheimer’s disease: a serum and CSF-based metabolic analysis (2023), medRxiv. link

Content

Script name Description
custom_functions.R Internal customized functions. Will be sourced by other scripts
1_serum_dataprocessing.R BEAM serum metabolomics preprocessing
2_serum_association_analysis.R BEAM serum association analysis
3_csf_dataprocessing.R BEAM CSF metabolomics preprocessing
4_csf_association_analysis.R BEAM CSF association analysis
5_metabolome_figures.R Figures 2a, 2b, 2d, 3a, 4 (Figures 1, 3b, and 4 (partially) were manually generated)
6a_joint-tensor-nightingale-microbiome.ipynb Microbiome analysis
6b_joint_tensor_factorization_microbiome_nightingale.R Microbiome-metabolme joint analysis
6c_microbiome_figures.R Figure 2c
Folder Description
input Contains the input data to be used by the scripts
results Will contain output files
Output files in results/ Description
tmp* Intermediate files used in follow-up scripts
supplementary* Supplementary files from the paper
Figure* Figure panels from the paper

Input files for scripts: tmp_annotations_sig_serum_diet.csv is provided with content in the input folder.

How to

Run scripts in sequence 1 to 5 for metabolomics analysis and figures. Run scripts 6a, 6b, 6c for microbiome analysis and figures.