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

GSE78711

GEO

Provenance — who produced it, who reused it

Linked to 3 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

3 further papers cite this accession but reuse could not be confirmed.

Deep data QC

86/100 · B

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

What this means
claude:haiku

Bulk RNA-seq from Illumina MiSeq with 340M reads. Grade B (86/100) is constrained by mean base quality of 32.7 (measured, scored 78) and Q30 of 86% (scored 80), both acceptable but below premium thresholds; low duplication (8.15%) and minimal adapter content preserve utility for most transcriptomic studies.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Instrument
Illumina MiSeq
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 27968017798 reported
total reads 340842682 reported
n content pct 0.109 measured
pct q20 bases 90 measured
pct q30 bases 86 measured
gc content pct 46.7 measured
mean read length 75.4 measured
mean base quality 32.7 measured
adapter content pct 0.01 measured
duplication rate pct 8.15 measured
supplementary file types TXT, XLSX reported
How this grade was computed
Weighted mean of 4 scored metric(s) → 86/100

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 86 measured ×1 80%
mean base quality 32.7 measured ×0.6 78%
adapter content pct 0.01 measured ×0.4 100%
duplication rate pct 8.15 measured ×0.4 100%
QC cost 31 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 mean score 74