This section contains all files created for the ARCHS4 website. The methods are described at
. For help in accessing the files refer to the Help section or contact us directly. The
database will be updated on a regular basis and old versions of the files will be accessible.
ARCHS4 Version 2.5 (Ensembl 107)
This is the newest data-release of the ARCHS4 gene expression collection. The Ensembl Annotation version is 107 for both human and mouse data.
Expression (gene level)
Expression files for mouse and human in HDF5 format. All gene counts are on gene level (Entrez Gene Symbol). For compression purposes the Kallisto pseudocounts are rounded to integer values.
Human
human_gene_v2.5.h5
Date: 8-24-2024
Size: 45G
SHA1: ae96de0519b9f008b0dc3a9f944ee9007daf2f6a
Mouse
mouse_gene_v2.5.h5
Date: 8-24-2024
Size: 36G
SHA1: 22605c9b6c4e7502b0861d4d8591ce128907c39f
Expression (transcript level)
ARCHS4 Version 2.4 (Ensembl 107)
This is the newest data-release of the ARCHS4 gene expression collection. The Ensembl Annotation version is 107 for both human and mouse data.
Expression (gene level)
Expression files for mouse and human in HDF5 format. All gene counts are on gene level (Entrez Gene Symbol). For compression purposes the Kallisto pseudocounts are rounded to integer values.
Human
human_gene_v2.4.h5
Date: 6-4-2024
Size: 43G
SHA1: f4aea8dc17bd733a6b424dc6906c81f83ef4c4a4
Mouse
mouse_gene_v2.4.h5
Date: 6-4-2024
Size: 35G
SHA1: 883bdf48b80b47e225409c9de9c5161362f21cb0
ARCHS4 Version 2.3 (Ensembl 107)
The Ensembl Annotation version is now 107 increasing the number of genes significantly for coding and non coding genes.
A redesigned pipeline was used to create the files. Older versions are still available.
Expression (gene level)
Expression files for mouse and human in HDF5 format. All gene counts are on gene level (Entrez Gene Symbol). For compression purposes the Kallisto pseudocounts are rounded to integer values.
Human
human_gene_v2.3.h5
Date: 3-11-2024
Size: 41G
SHA1: 31a37ba49ab5cf812a0be9f180d75b3b29e07ea2
Mouse
mouse_gene_v2.3.h5
Date: 3-11-2024
Size: 34G
SHA1: 45f1a98bf2da06ecb249f25be08126cb63553d9c
ARCHS4 Version 2.2 (Ensembl 107)
Expression (gene level)
Expression files for mouse and human in HDF5 format. All gene counts are on gene level (Entrez Gene Symbol). For compression purposes the Kallisto pseudocounts are rounded to integer values.
Human
human_gene_v2.2.h5
Date: 5-30-2023
Size: 35G
SHA1: 20f4063e264437c78c7875d74a31685e2ca2a18d
Mouse
mouse_gene_v2.2.h5
Date: 5-30-2023
Size: 29G
SHA1: 4308672c7a8e93fb063c7c289564105af60aaaf7
Expression (transcript level)
Transcript level expression files for mouse and human in HDF5 format. All transcript counts are on ensembl_id level. For compression purposes the Kallisto pseudocounts are rounded to integer values.
Mouse
mouse_transcript_v2.2.h5
Date: 5-30-2023
Size: 65G
SHA1: cb7c8a7e0e1996067208cb526ff1e9670bf4335d
Expression (transcript TPM)
TPM transcript expression files for mouse and human in HDF5 format. All transcript TPM are on ensembl_id level.
Human
human_tpm_v2.2.h5
Date: 5-30-2023
Size: 218G
SHA1: 85bd7ea1fc9aa8bb6c1dda927c9de17b11ba9933
Mouse
mouse_tpm_v2.2.h5
Date: 5-30-2023
Size: 126G
SHA1: 496226cbe8b8148efbe84db0f8e72d7b9af27790
Expression (gene level)
Human
Mouse
Expression files for mouse and human in HDF5 format. All gene counts are on gene level (Entrez Gene
Symbol). For compression purposes the Kallisto pseudocounts are rounded to integer values.
Expression (transcript level)
Human
Mouse
Expression files for mouse and human in HDF5 format. All measurements are at the transcript level
(Ensembl ID). For compression purposes the Kallisto pseudocounts are rounded to integer values.
TPM (transcript level)
Human
Mouse
Expression files for mouse and human in HDF5 format. All measurements are at the transcript level
(Ensembl ID). The files are very large and values are not rounded.
Expression (Affymetrix arrays)
Human
Mouse
Expression files for human and mouse Affymetrix arrays. The collection contains 262,468 human
samples and 86,012 mouse samples. All measurements are at the probe level. Values are taken as
stored in GEO. For compression reasons values are stored as 16-bit floats.
t-SNE sample coordinates
Human
Mouse
Gene expression reduced to 3 dimensions. The files contain 4 columns with the first 3 containing
dimensions x, y, z and the last column containing the numeric part of the GSM id (GSM123456 ->
123456).
t-SNE gene coordinates
Human
Mouse
Gene expression reduced to 3 dimensions. The files contain 4 columns with the first 3 containing
dimensions x, y, z and the last column containing Entrez gene symbol.
Gene correlation
Human
Mouse
Pairwise pearson correlation of genes across expression samples. File format is pickle and can be loaded
directly into memory in Python (pandas.read_pickle()).
Pairwise pearson correlation of genes across expression samples.
Pairwise pearson correlation of genes across expression samples. File format is
feather and can be loaded
directly into memory in Python and R.
PrismExp predictions
Gene function prediction from PrismEXP using 300 correlation matrices in
feather and can be loaded
directly into memory in Python and R. Contains 155 files zipped.
JL transfomed expression
Human
Mouse
Gene expression compressed with the Johnson-Lindenstrauss transformation. The RDA files can be
loaded into a running R environment with the "load" command. The files create two variables, the
transform matrix used for the projection and the jl_expression matrix. The original dimensions
are reduced to 1000. The original distances and correlations of the samples should be preserved.
Kallisto index files
Human
Mouse
Kallisto index files used for the alignment process. The index files where build using the
Ensembl annotation version 87 for human and 88 for mouse and reference cDNA Homo_sapiens.GRCh38.cdna.all.fa.gz and
Mus_musculus.GRCm38.cdna.all.fa.gz.
GEO expression
Human
Mouse
Gene counts from GEO
GEO series with raw gene counts. The samples in the H5 file are also in the current version (v2.1) of ARCHS4. Due to some missing samples in GEO there are only 340713 samples processed by GEO that are overlapping with ARCHS4.
Currently not available on GEO
recount2 expression
GTEx
TCGA
Gene counts from GTEx and TCGA from the
recount2 project. The reads for these samples was aligned with a
different pipeline resulting in significant differences to the ARCHS4 gene expression. Genes
that did not overlap with the genes in the ARCHS4 data were removed.
GitHub repository
The scripts used to process the ARCHS4 data are located at the link below. The project is not
easily adapted at the current state. We are working on making the software more accessible in
the future.
https://github.com/MaayanLab/archs4