Corpus 1,273 assessed · 1,174 scored · 643 reproduced ≥75 · 169 flagged ·∅ 74.1/100
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GSE106273

GEO first seen 2019

Differentiation dynamics of mammary epithelial cells revealed by single-cell RNA-sequencing

Organism
Mus musculus
Samples
8
Type
Expression profiling by high...
Submitted
2017-10-27

The mammary gland is a unique organ as it undergoes most of its development during puberty and adulthood. Characterising the hierarchy of the various mammary epithelial cells and how they are regulated in response to gestation, lactation and involution is important for understanding how breast cancer develops. Recent studies have used numerous markers to enrich, isolate and characterise the different epithelial cell compartments within the adult mammary gland. However, in all of these studies on...

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.

Deposited / produced by
Karsten BachPensa Sara
Reused by

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

Deep data QC

83/100 · B

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

What this means
claude:haiku

Mouse bulk RNA-seq. Grade B. Adequate measured Q30 (82.2%) and good base quality (33.9) support reuse; processed data (CSV, MTX, TSV) available. Elevated N-content (0.402%) requires downstream filtering but does not preclude use for expression quantification.

Data type / assay
bulk-RNA-seq
Organism
Mus musculus
Files available
CSV, MTX, TSV
Metrics (value · how obtained)
n content pct 0.402 measured
pct q20 bases 90.2 measured
pct q30 bases 82.2 measured
gc content pct 47.6 measured
mean read length 98 measured
mean base quality 33.9 measured
adapter content pct 0.01 measured
duplication rate pct 29.29 measured
supplementary file types CSV, MTX, TSV reported
How this grade was computed
Weighted mean of 4 scored metric(s) → 83/100

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 82.2 measured ×1 61%
mean base quality 33.9 measured ×0.6 98%
adapter content pct 0.01 measured ×0.4 100%
duplication rate pct 29.29 measured ×0.4 100%

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 96