Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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SRR2105509

SRA

Provenance — who produced it, who reused it

Linked to 0 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.

No linked papers found in the corpus yet.

Deep data QC

67/100 · D

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

What this means
claude:opus

This is a deeply duplicated, adapter-saturated short-read ncRNA-Seq library from human (Illumina Genome Analyzer), and despite pristine per-base quality it earns a marginal D because the metrics that matter most for reuse are failing. On the upside, base accuracy is excellent — pct_q30 of 97.7% and a mean base quality of 38.3 mean the underlying basecalls are trustworthy, and the near-zero N content and 52.5% GC raise no compositional alarms. The grade is dragged down by two heavily weighted, directly measured failures: an adapter_content of 96.31% (essentially every read is adapter-contaminated and must be aggressively trimmed before any alignment, with the short 51 bp reads at real risk of being whittled to unusable lengths) and an 84.76% duplication_rate (very low library complexity, so quantification will be dominated by a small set of distinct molecules and expression estimates will be unreliable). Note that evidence_strength is 1 (the highest), so this is a fully measured read rather than a provisional one — the verdict is solid: the high-quality bases are real, but so is the contamination, and you should expect substantial read loss after trimming and treat any abundance estimates with caution.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Instrument
Illumina Genome Analyzer
Platform
ILLUMINA
Read type
short-read
Files available
FASTQ (raw reads)
N numbers (samples, groups)
1 runs
Metrics (value · how obtained)
checksum ok yes reported
total bases 218671374 reported
total reads 4287674 reported
n content pct 0.001 measured
pct q20 bases 99.3 measured
pct q30 bases 97.7 measured
gc content pct 52.5 measured
mean read length 51 measured
mean base quality 38.3 measured
adapter content pct 96.31 measured
duplication rate pct 84.76 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 67/100

The D 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 97.7 measured ×1 100%
mean base quality 38.3 measured ×0.6 100%
adapter content pct 96.31 measured ×0.4 0%
duplication rate pct 84.76 measured ×0.4 0%
QC cost 31 s compute

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