Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
← Dataset search

PRJEB21092

BioProject first seen 2021

Provenance — who produced it, who reused it

Linked to 1 papers in the literature. Roles are inferred factual signals (who deposited the data vs who reused it), with counts — never a judgement about any author.

Reused by

1 further paper cites this accession but reuse could not be confirmed.

Deep data QC

15/100 · F

Standardized, field-standard QC computed by touching the data — every metric states how it was obtained · evidence: measured

What this means
claude:opus

This is bulk human RNA-seq from an older Illumina Genome Analyzer II run, and it earns a clear fail: the per-base quality is the dominant problem, with only 51.8% of bases reaching Q30 and a mean base quality of just 22.4, both scoring 0 and signaling a roughly 1-in-170 error rate that will inflate false variant calls and corrupt the precise per-base counts RNA-seq quantification depends on. Secondary drags are a 52.6% duplication rate, which for RNA-seq points to low library complexity or heavy PCR amplification that biases expression estimates, and 12.98% adapter contamination that will require aggressive trimming before any alignment. Note that the most reliable numbers here — the quality, duplication, adapter, and GC metrics — were actually measured (evidence_strength reflects that the headline base counts are merely reported), so the failing grade rests on real measurements rather than extrapolation. Reuse is not recommended for variant or allele-specific work; at most it could support coarse, well-replicated differential-expression analysis after stringent trimming and duplicate handling, with results treated cautiously.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Instrument
Illumina Genome Analyzer II
Platform
ILLUMINA
N numbers (samples, groups)
110 runs
Metrics (value · how obtained)
checksum ok yes reported
total bases 4642833942600.001 reported
total reads 46428339426 reported
n content pct 0.016 measured
pct q20 bases 61 measured
pct q30 bases 51.8 measured
gc content pct 47.2 measured
mean read length 100 measured
mean base quality 22.4 measured
adapter content pct 12.98 measured
duplication rate pct 52.63 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 15/100

The F grade is a transparent weighted average. Each metric below scored from 0–100% against the published bulk-RNA-seq thresholds, weighted by its importance; nothing is hidden or subjective.

pct q30 bases 51.8 measured ×1 0%
mean base quality 22.4 measured ×0.6 0%
adapter content pct 12.98 measured ×0.4 39%
duplication rate pct 52.63 measured ×0.4 50%
QC cost 10 s compute

measured = computed from the data · extrapolated/reported = derived or from the repository · dq-1.0

Scientific quality

Based on hands-on reproduction of the papers that use this dataset. A reproducible paper that stands on this data is positive evidence; a flagged one is a prompt to look closer — never a verdict on the dataset itself without the evidence.

1 studies use it mean score 66