GSE131355
GEOProvenance — 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.
1 further paper cites this accession but reuse could not be confirmed.
Deep data QC
99/100 · AStandardized, field-standard QC computed by touching the data — every metric states how it was obtained · evidence: measured
Human bulk-RNA-seq with 150 bp paired-end reads at 98.4% Q20 and 95.6% Q30 across 972 million bases provides sufficient resolution for isoform detection and non-coding RNA discovery. However, the elevated 2.6% adapter contamination suggests adapter dimers or incomplete trimming; users should apply rigorous quality-control filtering before downstream analysis.
The A 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.
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.