Corpus 1,273 assessed · 1,174 scored · 643 reproduced ≥75 · 169 flagged ·∅ 74.1/100
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SRR837839

ENA first seen 2018

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

31/100 · F

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 bulk RNA-seq run (Illumina Genome Analyzer IIx, human) that fails QC at 31/100 (grade F), and the verdict is driven overwhelmingly by base-call quality rather than library artifacts. The decisive negatives are pct_q30_bases at 31.1% (only ~31% of bases meet Q30) and a mean base quality of just 15.6 — both scored 0/100 — meaning the majority of base calls carry a high error probability, which directly undermines variant calling and confident read mapping and would inflate spurious mismatches in expression quantification; the very short 36 bp reads further compound multi-mapping ambiguity. On the credit side, adapter content is effectively zero (100/100) and the 36.45% duplication rate is acceptable for RNA-seq (86/100), so the problem is intrinsic sequencing quality, not contamination or over-amplification, consistent with this being an older first-generation Illumina platform. Notably, evidence_strength is 1, so while the QC-driving quality metrics are genuinely measured, the read/base totals are only reported — the headline grade is trustworthy for the quality call but a fuller measured pass is still warranted; overall I would not reuse this dataset where base accuracy matters (variant detection, allele-specific or precise quantitative analysis).

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Instrument
Illumina Genome Analyzer IIx
Platform
ILLUMINA
N numbers (samples, groups)
1 runs
Metrics (value · how obtained)
checksum ok yes reported
total bases 1405308132 reported
total reads 39036337 reported
n content pct 0.028 measured
pct q20 bases 43.9 measured
pct q30 bases 31.1 measured
gc content pct 50.2 measured
mean read length 36 measured
mean base quality 15.6 measured
adapter content pct 0 measured
duplication rate pct 36.45 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 31/100

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 31.1 measured ×1 0%
mean base quality 15.6 measured ×0.6 0%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 36.45 measured ×0.4 86%
QC cost 5 s compute

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 89