Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE104258

GEO first seen 2021

Loss of KDM4B Exacerbates Bone-Fat Imbalance and Mesenchymal Stem Cell Exhaustion in Skeletal Aging [RNA-seq]

Organism
Mus musculus
Samples
4
Type
Expression profiling by high...
Submitted
2017-09-26

Primary mMSCs were cultured in control medium (Con), containing DMEM and 15% FBS, or were subjeucted to osteogenic induction (OI) for 2 days. RNA was isolated using RNeasy Mini Kit (Qiagen, Cat#74104) from three biological replicates of primary MSCs from Prx1Cre;Kdm4bf/f mice and control mice. Total RNA was then purified with Dynabeads™ mRNA Purification Kit (Invitrogen, Cat#61006). RNA-seq libraries were constructed using Stranded RNA-Seq Library Preparation Kit (Kapa Biosystems, Cat#KK8400), a...

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.

Deposited / produced by
Peng DengTrent SuCunyu Wang
Reused by

Deep data QC

97/100 · A

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 (mouse). Grade A: excellent technical quality (Q30=95.8%, base quality=39) with modest duplication (39.1%), acceptable for robust expression analysis. The HTTP fetch error is unavailable metadata only and does not affect measured read-level QC. Recommended for reuse in standard differential expression and transcript quantitation workflows.

Data type / assay
bulk-RNA-seq
Organism
Mus musculus
Metrics (value · how obtained)
n content pct 0.063 measured
pct q20 bases 98.9 measured
pct q30 bases 95.8 measured
gc content pct 50.3 measured
mean read length 49.5 measured
mean base quality 39 measured
adapter content pct 0 measured
duplication rate pct 39.12 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 97/100

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.

pct q30 bases 95.8 measured ×1 100%
mean base quality 39 measured ×0.6 100%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 39.12 measured ×0.4 80%
QC cost 24 s compute

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