Curated Practice Datasets & Benchmark Sandboxes
Don't wait for massive 50 GB downloads just to test a pipeline or debug a script. Access curated, lightweight practice datasets (100k paired-end FASTQs, downsampled BAMs, synthetic cancer VCFs, 500-cell single-cell matrices, and mock microbiomes) designed to run in seconds on any laptop or CI/CD test runner.
🚀 Subsampled Practice Datasets (Under 15 MB)
Laptop & Cloud ReadyHuman chr21 Exome Mini-FASTQs (100k Reads)
Subsampled from Genome in a Bottle reference standard HG002 (NA24385) targeting chromosome 21 coding exons. Perfect for validating BWA-MEM2 alignment, FastQC quality checking, and GATK4 variant calling in under 2 minutes.
curl -sLO https://omics.co.in/downloads/datasets/toy_chr21_R1.fq.gz
curl -sLO https://omics.co.in/downloads/datasets/toy_chr21_R2.fq.gz4f28b7e91a0c4519d8329b3f9e8a71d2Mini Tumor-Normal BAM Pair (TP53 & BRCA1)
Coordinate-sorted, indexed paired BAM files covering TP53 (chr17:7.5-7.7Mb) and BRCA1 (chr17:43.0-43.2Mb). Includes read duplicates and true low-frequency somatic mutations (VAF ~ 18%) for Mutect2 benchmarking.
curl -sLO https://omics.co.in/downloads/datasets/mini_tumor.bam
curl -sLO https://omics.co.in/downloads/datasets/mini_normal.bam.bai indices • Aligned to GRCh38 / hg38Synthetic Oncology VCF with Actionable Hotspots
Annotated somatic callset with known drug-actionable variants (EGFR L858R, BRAF V600E, KRAS G12D, PIK3CA H1047R) along with benign polymorphisms and sequencing artifacts for practicing clinical curation.
curl -sLO https://omics.co.in/downloads/datasets/synthetic_cancer.vcf.gz
bcftools index -t synthetic_cancer.vcf.gz10x Chromium 500-Cell PBMC Matrix
Filtered feature-barcode sparse matrix representing 500 human peripheral blood mononuclear cells (T cells, B cells, Monocytes, NK cells). Loadable in Seurat v5 or Scanpy in under 15 seconds.
curl -sLO https://omics.co.in/downloads/datasets/pbmc500_matrix.tar.gz
tar -xzf pbmc500_matrix.tar.gzmatrix.mtx.gz, barcodes.tsv.gz, features.tsv.gz20-Strain Staggered Bacterial Mock Community
Illumina MiSeq 2×250 bp FASTQ pair sequencing the V4 region of a 20-strain staggered mock microbial community. Excellent for testing DADA2 ASV error rate modeling and QIIME 2 pipelines.
curl -sLO https://omics.co.in/downloads/datasets/mock16s_R1.fq.gz
curl -sLO https://omics.co.in/downloads/datasets/mock16s_R2.fq.gzQuantitative Proteomics Report (500 Proteins)
Curated DIA-NN report (proteomics_mini_diann_report.tsv) comprising 500 quantified proteins and phosphosites across 3 Control vs 3 Treated replicates. Ideal for testing MSstats, limma differential abundance, and KSEAapp kinase enrichment.
curl -sLO https://omics.co.in/downloads/datasets/proteomics_mini_diann_report.tsvUntargeted Metabolomics Feature Table (300 Features)
XCMS-aligned chromatographic feature table (metabolomics_xcms_feature_table.csv) with 300 aligned m/z-RT features, pooled QC relative standard deviations (RSD), and sample metadata. Benchmark Pareto scaling, PCA, and OPLS-DA VIP scoring.
curl -sLO https://omics.co.in/downloads/datasets/metabolomics_xcms_feature_table.csvEpigenomics Bismark Coverage & ATAC narrowPeaks
Subsampled chromosome 1 Bismark methylation coverage file (chr1_mini_bismark.cov.gz) paired with MACS3 transposase peaks (atac_mini_peaks.narrowPeak). Practice DMR calling with methylKit and TSS feature annotation with ChIPseeker.
curl -sLO https://omics.co.in/downloads/datasets/chr1_mini_bismark.cov.gz
curl -sLO https://omics.co.in/downloads/datasets/atac_mini_peaks.narrowPeak🧬 NCBI BLAST & Core Biological Reference Databases
Download official, production-grade biological sequence databases directly to your HPC cluster, workstation, or cloud environment. Each entry below includes resilient 1-click download scripts featuring multi-connection acceleration (aria2c), official BLAST+ update_blastdb.pl fallback, automatic MD5 checksum validation, and unarchiving.
download_all_databases.sh: Unified Multi-Database Cloud & FTP Orchestrator
Automated bash pipeline with multi-connection acceleration (aria2c), official BLAST+ update_blastdb.pl fallback, automatic MD5 checksum validation, and BLASTDB environment configuration. Downloads and indexes NCBI NT (~110 GB), NR (~150 GB), UniProtKB Swiss-Prot, and RefSeq catalogs.
$ curl -sSL https://omics.co.in/downloads/scripts/download_all_databases.sh | bash -s -- --db all
CLI One-LinerNCBI BLAST NT Database (Nucleotide Collection)
The comprehensive non-redundant nucleotide sequence database for BLASTN searches. Integrates all GenBank, EMBL, DDBJ, RefSeq, and PDB sequences with taxonomic lineage mappings. Essential for metagenomic taxonomic classification, host sequence de-contamination, and novel sequence discovery.
curl -sSL https://omics.co.in/downloads/scripts/download_ncbi_nt.sh | bash
# Or native BLAST+ tool: update_blastdb.pl --decompress --num_threads 8 nts3://ncbi-blast-databases/latest/ • GCP • NCBI FTPNCBI BLAST NR Database (Non-Redundant Protein)
The definitive protein sequence collection for BLASTP, BLASTX, DIAMOND, and MMseqs2. Merges non-identical amino acid sequences translated from GenPept, UniProtKB/Swiss-Prot, PIR, PDF, PDB, and NCBI RefSeq with full NCBI taxonomy ID bindings.
curl -sSL https://omics.co.in/downloads/scripts/download_ncbi_nr.sh | bash
# Or native BLAST+ tool: update_blastdb.pl --decompress --num_threads 8 nrs3://ncbi-blast-databases/latest/ • GCP • NCBI FTPUniProtKB / Swiss-Prot & TrEMBL Databases
Gold-standard, manually reviewed protein database with experimental evidence, post-translational modifications, 3D structure cross-references, and catalytic active site annotations. TrEMBL supplements unreviewed computational translations.
curl -sLO https://ftp.uniprot.org/pub/databases/uniprot/current_release/knowledgebase/complete/uniprot_sprot.fasta.gz
makeblastdb -in uniprot_sprot.fasta -dbtype prot -title "UniProt_SwissProt" -out swissprot_dbNCBI RefSeq & wwPDB Macromolecular Structures
Curated non-redundant reference genomes and transcript catalogs from NCBI RefSeq, paired with the complete Protein Data Bank (PDB) experimental structural repository (X-ray crystallography, cryo-EM, NMR) in mmCIF format.
rsync -avz --delete --info=progress2 rsync.wwpdb.org::ftp_data/structures/divided/mmCIF/ ./pdb_mmcif/
curl -sLO https://ftp.ncbi.nlm.nih.gov/refseq/release/release-catalog/RefSeq-release.catalog.gz🏛️ Gold-Standard Public Genomic Reference Benchmarks
Truth Sets| Benchmark Project | Key Sample Accession | Technology & Coverage | Primary Purpose | Repository Link |
|---|---|---|---|---|
| Genome in a Bottle (GIAB) | HG002 (NA24385 - Son) | Illumina NovaSeq 300x, PacBio HiFi 50x, ONT Ultra-long | High-confidence Small Variant & Structural Variant Truth Benchmark | NIST GIAB FTP → |
| FDA SEQC2 Consortium | HCC1395 / HCC1395BL | Matched Tumor-Normal WGS across 6 sequencing centers | Somatic Mutation Calling & RNA-seq Quantification Accuracy | NCBI BioProject → |
| 1000 Genomes Project | NA12878 (CEPH Mother) | Illumina 30x Deep Coverage (NYGC) | Population Allele Frequencies & Haplotype Phasing Benchmark | IGSR Portal → |
🛠️ How to Generate Your Own Toy Datasets (CLI Guide)
When testing large pipelines, create downsampled versions of your raw files using these deterministic commands:
seqtk sample -s100 read1.fq.gz 100000 | gzip > mini_R1.fq.gz
seqtk sample -s100 read2.fq.gz 100000 | gzip > mini_R2.fq.gz
samtools view -s 42.05 -b full.bam > mini.bam
# '42' is random seed, '.05' is 5% fraction
bcftools view -r chr17:7500000-7700000 full.vcf.gz -Oz -o tp53.vcf.gz