Data Resources
The Center maintains foundational rat omics datasets that any researcher can use on day one of a project, as a learning tool for quantitative genetics concepts, as a reference for developing functional hypotheses, or as a complementary resource to combine with your own data.
Foundational datasets
These datasets were produced by the rat omics community, including many from this Center and its cores. Together they describe the reference assemblies, genome sequence, chromatin conformation, transcriptome, and proteome of the NIH Heterogeneous Stock (HS) and the Hybrid Rat Diversity Panel (HRDP), and of the inbred and recombinant inbred strains used to study them. They support QTL mapping, expression quantitative trait analysis, and network analysis across genetically diverse animals.
Reference genomes. The GRCr8 and mRatBN7.2 rat reference assemblies, the SHRSP telomere-to-telomere assembly, and a pangenome built from 8 inbred strain genomes. These set the coordinate system and the strain-level sequence context for the other datasets here.
Whole-genome sequence. Illumina short-read and 10X Genomics linked-read sequence for 163 rats from 88 strains and 32 substrains, about 80% of the HRDP, with PacBio HiFi and CLR long reads, Oxford Nanopore reads, and Hi-C for assembly and phasing. Joint variant and structural variant call sets accompany the assemblies.
Chromatin conformation. Hi-C from frontal cortex of nine inbred strains and one F1 hybrid, used for assembly scaffolding and to examine functional loops in brain.
Transcriptome and regulatory data. Brain and liver transcriptome data with eQTL, network, and promoter tools, plus transcription start sites and alternative polyadenylation sites from nucleus accumbens and prefrontal cortex.
Proteomics. TMT-based quantitative brain proteomics across the HXB/BXH panel, with cis-pQTL results.
Nexus Panel multi-omics (in progress). A 10-strain inbred panel designed to capture most of the genetic variation in the HS and HRDP (see the Nexus Rat Panel page). The SMART core is generating whole-genome CpG methylation, direct RNA sequencing, and long-read snRNA-seq from nucleus accumbens, medial prefrontal cortex, and amygdala in both sexes, and the SAM core is generating a matching proteomics dataset.
Where to get the data
The following resources from the rat genetics community are available now. They cover the populations the Center works with. Expand a data type to see the datasets, their access links, and the associated publication.
Rat reference genomes 3 datasets
GRCr8 rat reference assembly (PRJNA1027884)
NCBI SRA, RefSeqA chromosome-level reference for Rattus norvegicus, adopted as the rat reference assembly by the Genome Reference Consortium. Built from about 40x PacBio HiFi reads of a male BN/NHsdMcwi rat with optical mapping and Hi-C scaffolding, plus Iso-Seq and full-length cDNA from multiple tissues. Assembly: GCF_036323735.1 (GRCr8). HiFi whole-genome runs: SRR26381151 to SRR26381154 . Illumina short-read validation data for the same strain and colony are in PRJNA974695 .
Publication: Li et al., 2024, Genome Research
mRatBN7.2 Norway rat reference assembly (PRJEB43118)
ENA, NCBIReference genome for Rattus norvegicus (mRatBN7.2), assembled from PacBio Sequel II long reads, 10X Genomics linked reads, and Hi-C of a male BN/NHsdMcwi kidney sample, with Bionano optical mapping. The primary assembly is GCA_015227675.2 (GCF_015227675.2) and the alternate haplotype is GCA_015244455.1 ; the assembly BioProject is PRJNA662962 . Raw data are in BioProject PRJEB43118 : PacBio Sequel II ERR5310326 and ERR5310327 , 10X Genomics Illumina ERR5309015 to ERR5309022, and Hi-C ERR5309023 and ERR5309024 .
Publication: Howe et al., 2021, Wellcome Open Research
SHRSP T2T assembly and rat pangenome (PRJNA793432)
NCBI SRA, Mendeley DataA complete telomere-to-telomere rat genome assembly from the SHRSP/BbbUtx strain, annotated with multi-tissue long-read RNA sequencing, and a pangenome built from high-quality assemblies of 8 inbred rat strains. BioProject PRJNA793432 holds 33 runs: PacBio HiFi (SRR17888679) and CLR (SRR17888678), Oxford Nanopore (SRR37363758), Illumina WGS (SRR17888681), Illumina Hi-C (SRR17888680), and Iso-Seq and full-length cDNA from 19 tissues. Pangenome graph data, cytogenetic images, and custom scripts are at Mendeley Data.
Publication: Li et al., 2026, Cell Genomics
Whole-genome sequence (Illumina short reads) 4 datasets
NIH SRA RatCollection (163 rats, 88 strains)
NCBI SRAWhole-genome sequence for 163 rats from 88 strains and 32 substrains, about 80% of the HRDP. 184 run records across 183 SRA runs: 105 Illumina short-read records and 79 linked-read records.
- PRJNA974695 , Medical College of Wisconsin (unpublished)
- PRJNA487943 , University of Michigan; Ramdas et al., 2019, Sci Data
- PRJEB1333 , Imperial College London; Atanur et al., 2013, Cell
- PRJNA1048943 , Palmer Lab, UC San Diego (unpublished)
- PRJNA574594 , University of Mississippi Medical Center; Showmaker et al., 2020, Physiol Genomics
- PRJEB43118 , Wellcome Sanger Institute; Howe et al., 2021, Wellcome Open Res
- PRJDB2123 , National Institute of Genetics, Japan (unpublished)
- SRP008537 , BGI (unpublished)
Publication: de Jong et al., 2024, Cell Genomics
Zenodo: joint variant call set
ZenodoJoint variant call set across the 163 rat collection, as VCF.
Publication: de Jong et al., 2024, Cell Genomics
Zenodo: structural variants
ZenodoStructural variants in the HXB/BXH recombinant inbred panel, as VCF.
Publication: de Jong et al., 2024, Cell Genomics
Zenodo: sample metadata
ZenodoSample metadata for the 163 rat collection, including strain, substrain, sequencing technology, and SRA identifiers (Table S8).
Publication: de Jong et al., 2024, Cell Genomics
Linked-read whole-genome sequence 2 datasets
NIH SRA BioProject PRJNA739967 (73 runs)
NCBI SRALinked-read (10X Genomics Chromium) whole-genome sequence from HRDP inbred strains and substrains, including the HXB/BXH and FXLE/LEXF recombinant inbred panels. Submitted by the International Rat Omics Consortium (University of Tennessee Health Science Center). Study SRP325093 .
Publication: de Jong et al., 2024, Cell Genomics (linked-read samples are part of Table S8)
WMI and WLI (WKY substrains) genomes
NCBI SRA, GitHubGenomes of the nearly isogenic WMI (WKY More Immobile) and WLI (WKY Less Immobile) substrains, sequenced with Illumina XTen, Ion Torrent Proton, and 10X Genomics Chromium linked reads at about 100x combined coverage per strain. The linked-read runs deposited under PRJNA739967 for these substrains are SRR24348524 (WMI/Eer) and SRR24348525 (WLI/Eer). The Illumina and Ion Torrent reads are not deposited in SRA and are available from the corresponding author.
Publication: de Jong et al., 2021, Sci Rep
Long-read whole-genome sequence (PacBio HiFi) 2 datasets
NIH SRA BioProject PRJNA1357335 (2 runs)
NCBI SRAPacBio HiFi long-read whole-genome sequence of two SHR substrains with distinct substance use phenotypes: SHR/NCrl (Charles River) and SHR/NHsd (Envigo/Harlan). Adult male striatum, sequenced on the Sequel II. Runs: SRR35944267 (SHR/NCrl), SRR35944266 (SHR/NHsd).
Publication: Abdurahaman et al., 2025, Mamm Genome
Zenodo: annotated SHR substrain variant calls
ZenodoAnnotated variant calls for SHR/NCrl and SHR/NHsd relative to the reference genome, covering shared and substrain-specific variants.
Publication: Abdurahaman et al., 2025, Mamm Genome
Hi-C chromatin conformation 2 datasets
NIH SRA BioProject PRJNA1197090 (10 runs)
NCBI SRAHi-C chromatin conformation data from frontal cortex of nine inbred rat strains (SHR/OlaIpcv, BN-Lx/Cub, BXH6/Cub, HXB2/Ipcv, HXB10/Ipcv, HXB23/Ipcv, HXB31/Ipcv, LE/Stm, F344/Stm) and one F1 hybrid (SHR/OlaIpcv × BN/NHsdMcwi). Ten runs, 1,588 Gbases of raw paired-end reads. Runs: SRR34514260, SRR31858086, SRR31858085, SRR31858082, SRR34514259, SRR31858084, SRR31858081, SRR34514258, SRR34514257, SRR31858083.
Publication: Kim et al., 2025, Sci Data
GitHub: rat-cortex-hic descriptor
GitHubJuicer 1.6 command line and input files used to process the frontal cortex Hi-C data against mRatBN7.2.
Publication: Kim et al., 2025, Sci Data
Transcriptome and regulatory data 5 datasets
PhenoGen Informatics
Web portal and REST APIBrain and liver transcriptome data for the HXB/BXH, HRDP, and F344/LE panels, with eQTL, network, and promoter analysis tools.
Publication: Bennett et al., 2011, Behav Genet
HS rat brain transcriptome and eQTL (GSE173141)
NCBI GEO, RatGTExGenotype and RNA-seq for five brain regions from 88 outbred Heterogeneous Stock rats: nucleus accumbens core, infralimbic cortex, prelimbic cortex, orbitofrontal cortex, and lateral habenula. The study mapped 21,392 cis-eQTLs for expression and splicing, validated their effects with allele-specific expression, and found 80 cases where eQTLs colocalized with GWAS results for nine physiological traits.
Publication: Munro et al., 2022, Nucleic Acids Research
HRDP brain transcriptome and eQTL (GSE199984)
NCBI GEO, PhenoGenWhole-brain RNA-seq for 45 strains of the HRDP, three biological replicates per strain, sequenced on the Illumina HiSeq 2500 and HiSeq 4000. The study compares approaches for modeling the population structure of inbred strains when mapping eQTLs in the HRDP and reports simulations of power for genetic association analyses.
Publication: Pattee et al., 2022, Frontiers in Genetics
Zenodo: transcription start sites
ZenodoTranscription start sites from capped small RNA-seq in nucleus accumbens and prefrontal cortex.
Publication: de Jong et al., 2024, Cell Genomics
Zenodo: alternative polyadenylation
ZenodoAlternative polyadenylation sites.
Publication: de Jong et al., 2024, Cell Genomics
Proteomics 2 datasets
PRIDE PXD058748 (ProteomeXchange)
ProteomeXchangeTMT-based quantitative brain proteomics on an Orbitrap Fusion: 8,119 proteins quantified in the two HXB/BXH parental strains (SHR/OlaIpcv and BN-Lx/Cub) and 29 HXB/BXH recombinant inbred strains, with 464 proteins linked to strong cis-acting pQTLs.
Publication: Genetic modulation of protein expression in rat brain, iScience, 2025
Zenodo: rat brain proteome study data
ZenodoProcessed data and results for the same study, including differential expression, proteogenomic variant peptides, and cis-pQTL results for the HXB/BXH panel.
Publication: Genetic modulation of protein expression in rat brain, iScience, 2025
Genotype, phenotype, and strain references 2 datasets
GeneNetwork
Web portal and REST APIRat trait, genotype, and mapping data including the HXB/BXH and HRDP panels, with an integrated QTL mapping module.
Publication: Mulligan et al., 2017, Methods Mol Biol
RGD HRDP panel
Rat Genome DatabaseStrain list, provenance, and availability for the Hybrid Rat Diversity Panel.
Publication: Vedi et al., 2023, Genetics
Programmatic access
Four of the resources above serve their data through a REST API, so datasets can be retrieved without using a web interface.
PhenoGen
PhenoGen provides an API for retrieving datasets and expression, genotype, and phenotype files, and an R package that wraps the API so data can be pulled directly into R. File downloads on the PhenoGen downloads page are temporarily unavailable while the site is updated, and the API provides access in the meantime.
Production API endpoint. rest.phenogen.org
API documentation. rest-doc.phenogen.org
PhenoGenRESTR R package. github.com/TabakoffLab/PhenoGenRESTR
Download and dataset listing. phenogen.org/web/sysbio/resources.html
GeneNetwork
The GeneNetwork REST API returns species and group lists, genotypes in BIMBAM, R/qtl2, or geno format, dataset and trait metadata, sample data as CSV or JSON, mapping results from GEMMA and R/qtl, and trait correlations. The GNapi R package wraps the same endpoints, and GeneNetwork3 is the backend that adds newer endpoints.
API base URL. genenetwork.org/api/v_pre1/
API reference. GN2 REST API documentation
GNapi R package. github.com/rqtl/GNapi
GeneNetwork3 backend. github.com/genenetwork/genenetwork3
RatGTEx
RatGTEx serves its v4 release through a REST API. Queries return tissue metadata with sample counts and eGene counts, gene and variant metadata, exon annotations, per-sample expression in TPM, the top expressed genes in a tissue, and single-tissue, conditionally independent, and dynamic cis-eQTL and cis-xQTL results across RNA modalities. The v4 release uses the GRCr8 assembly, and earlier releases remain available from the download page.
API base URL. ratgtex.org/api/v4/
API reference and OpenAPI specification. ratgtex.org/about/api/
Data downloads. ratgtex.org/download/
Rat Genome Database
The Rat Genome Database (RGD) REST API returns rat genes, QTLs, strains, variants, phenotypes, and ontology annotations. The Swagger UI documents each endpoint and runs queries in the browser.
API base URL. rest.rgd.mcw.edu/rgdws/
API reference (Swagger UI). rest.rgd.mcw.edu/rgdws/swagger-ui/index.html
FAIR access
The Admin core serves as the Center's data clearinghouse. All OSGA-generated data and metadata are deposited in appropriate public repositories, including single-cell omics data in the Neuroscience Multi-Omics (NeMO) Archive, and are released under FAIR principles. Datasets and access points are cataloged on this page as they are released.