Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE52742

GEO

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

12/100 · F

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

What this means
claude:haiku

Human RNA-seq with 111 bp reads shows critically poor quality: only 49% Q20 and 42.3% Q30 with 18.3 mean base quality and extreme 35.49% adapter contamination. The 54.2% GC skew and degraded basecalls indicate serious library or sequencing problems; dataset is substantially compromised and requires aggressive filtering or may be unsuitable for reliable expression analysis.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.692 measured
pct q20 bases 49 measured
pct q30 bases 42.3 measured
gc content pct 54.2 measured
mean read length 111 measured
mean base quality 18.3 measured
adapter content pct 35.49 measured
duplication rate pct 42.28 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 12/100

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 42.3 measured ×1 0%
mean base quality 18.3 measured ×0.6 0%
adapter content pct 35.49 measured ×0.4 0%
duplication rate pct 42.28 measured ×0.4 73%
QC cost 15 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 62