All bioinformatics and statistical analysis were conducted using version 4.2.0 of the R software.

All steps of the analysis and the code are available on the T2D-Meta-Analysis GitHub, while the code used to maintain this website is available on the SDT2D-Metafun GitHub.

The next table shows the R packages used and their version.

Package

Version

affy

1.74.0

argparse

2.2.2

ArrayExpress

1.56.0

AnnotationDbi

1.60.2

Biobase

2.56.0

BiocGenerics

0.44.0

ComplexHeatmap

2.12.1

ComplexUpset

1.3.3

clusterProfiler

4.9.0.2

dichromat

2.0.0.1

dplyr

1.1.2

DT

0.28

flextable

0.9.1

GEOquery

2.64.2

ggdendro

0.1.23

ggforce

0.4.1

ggpubr

0.6.0

ggnewscale

0.4.9

ggrepel

0.9.3

ggplot2

3.4.2

glue

1.6.2

ggVennDiagram

1.2.2

Hmisc

5.1.0

hugene10sttranscriptcluster.db

8.8.0

hgu133plus2.db

3.13.0

hgu95av2.db

3.13.0

hgu95a.db

3.13.0

hgu95b.db

3.13.0

hgu95c.db

3.13.0

hgu95d.db

3.13.0

hgu95e.db

3.13.0

illuminaHumanv4.db

1.26.0

limma

3.52.2

lumi

2.48.0

KEGG.db

1.0

magick

2.7.4

metafor

4.2.0

officer

0.6.2

pacman

0.5.1

plyr

1.8.8

parallel

4.2.0

org.Hs.eg.db

3.16.0

ReactomePA

1.40.0

S4Vectors

0.34.0

SummarizedExperiment

1.26.1

stringr

1.5.0

sf

1.0.13

sva

3.44.0

tidyr

1.3.0

tidyverse

2.0.0