Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE84076

GEO

Provenance — who produced it, who reused it

Linked to 2 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

2 further papers cite this accession but reuse could not be confirmed.

Deep data QC

76/100 · C

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

What this means
claude:haiku

Expression profiling by RNA-seq from human. Grade C (76/100) is severely compromised by adapter content at 32.42% (scored 0/100), indicating severe under-trimming, and duplication at 49.13% (scored 57/100). High residual adapters will degrade alignment quality; reuse is not recommended without aggressive re-processing.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Files available
TXT
Metrics (value · how obtained)
n content pct 0.001 measured
pct q20 bases 98.7 measured
pct q30 bases 93.9 measured
gc content pct 50.1 measured
mean read length 80 measured
mean base quality 36.4 measured
adapter content pct 32.42 measured
duplication rate pct 49.13 measured
supplementary file types TXT reported
How this grade was computed
Weighted mean of 4 scored metric(s) → 76/100

The C 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 93.9 measured ×1 100%
mean base quality 36.4 measured ×0.6 100%
adapter content pct 32.42 measured ×0.4 0%
duplication rate pct 49.13 measured ×0.4 57%

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 1 reproduced mean score 100