Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE86552

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

96/100 · A

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

What this means
claude:haiku

Rat bulk RNA-seq of high quality with one limiting factor: elevated duplication (39.83%, scored 78/100) that moderately inflates abundance for duplicated transcripts. Strong base accuracy (mean Q=36.5, Q30=95.5%) and negligible adapters make this acceptable if duplication effects are acknowledged.

Data type / assay
bulk-RNA-seq
Organism
Rattus norvegicus
Metrics (value · how obtained)
n content pct 0.024 measured
pct q20 bases 97.8 measured
pct q30 bases 95.5 measured
gc content pct 50.6 measured
mean read length 49.6 measured
mean base quality 36.5 measured
adapter content pct 0.01 measured
duplication rate pct 39.83 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 96/100

The A 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 95.5 measured ×1 100%
mean base quality 36.5 measured ×0.6 100%
adapter content pct 0.01 measured ×0.4 100%
duplication rate pct 39.83 measured ×0.4 78%
QC cost 1.9 min compute

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