Corpus 1,280 assessed · 1,181 scored · 646 reproduced ≥75 · 170 flagged ·∅ 74/100
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GSE85075

GEO first seen 2017

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

Deep data QC

83/100 · B

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

What this means
claude:haiku

Human bulk-RNA-seq with high base quality (Q30=94.6%, mean=34.6%) but extreme duplication (90.74%, scored 0/100). Duplication at this level reflects severe PCR amplification bias that will bias relative expression estimates. Not suitable for sensitive comparative studies.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.001 measured
pct q20 bases 96.3 measured
pct q30 bases 94.6 measured
gc content pct 50.4 measured
mean read length 76 measured
mean base quality 34.6 measured
adapter content pct 0 measured
duplication rate pct 90.74 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 83/100

The B 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 94.6 measured ×1 100%
mean base quality 34.6 measured ×0.6 100%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 90.74 measured ×0.4 0%
QC cost 27 s compute

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