Corpus 1,277 assessed · 1,178 scored · 644 reproduced ≥75 · 170 flagged ·∅ 74/100
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GSM721698

GEO first seen 2013

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

26/100 · F

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

What this means
claude:haiku

This Homo sapiens bulk RNA-seq duplicates problematic metrics from a companion library—very poor base quality (Q30=39.3%, Q20=66%), high N-content (1.436%), and short 36 bp reads—indicating systematic preparation or sequencing issues that severely limit transcript quantification accuracy; only suitable for presence/absence transcript screening if quality filtering is applied stringently.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 1.436 measured
pct q20 bases 66 measured
pct q30 bases 39.3 measured
gc content pct 56.8 measured
mean read length 36 measured
mean base quality 21.4 measured
adapter content pct 0.04 measured
duplication rate pct 49.8 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 26/100

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 39.3 measured ×1 0%
mean base quality 21.4 measured ×0.6 0%
adapter content pct 0.04 measured ×0.4 100%
duplication rate pct 49.8 measured ×0.4 56%
QC cost 25 s compute

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