Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE153521

GEO

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

82/100 · 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 RNA-seq via Illumina HiSeq 4000 with excellent quality (99.3% Q20, 99.3% Q30) but relatively short reads (76 bp), enabling high-confidence gene expression quantification and isoform detection. Short read length may complicate mapping and isoform assembly compared to longer-read platforms.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Instrument
Illumina HiSeq 4000
Platform
ILLUMINA
Read type
short-read
Files available
FASTQ (raw reads)
N numbers (samples, groups)
8 / 8 runs
Completeness
100%
Metrics (value · how obtained)
checksum ok yes reported
total bases 39821278288 reported
total reads 523964188 reported
n content pct 0.004 measured
pct q20 bases 99.3 measured
pct q30 bases 99.3 measured
gc content pct 51.9 measured
mean read length 76 measured
mean base quality 29.8 measured
adapter content pct 0.07 measured
duplication rate pct 25.63 measured
supplementary file types TXT reported
How this grade was computed
Weighted mean of 4 scored metric(s) → 82/100

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 99.3 measured ×1 100%
mean base quality 29.8 measured ×0.6 30%
adapter content pct 0.07 measured ×0.4 100%
duplication rate pct 25.63 measured ×0.4 100%
QC cost 27 s compute

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