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

GSE109564

GEO first seen 2019

Inflammatory Response and Host-Donor Chimerism Defined by Single Cell RNA-Seq of Allograft Biopsy

Organism
Homo sapiens
Samples
7
Type
Expression profiling by high...
Submitted
2018-01-24

Kidney transplantation offers the best survival and quality of life for patients’ with end-stage kidney disease. The major barrier to successful long-term transplantation is the host’s immune response to alloantigens’ causing rejection of the transplant. The complexity of this immune response in kidney transplantation is still not fully understood and effective treatment strategies are needed. To better understand rejection at the molecular and cellular level we characterized 4,487 cells from 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
Benjamin D Humphreys
Reused by

Deep data QC

71/100 · C

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 with 36 bp reads uniquely achieved perfect 100% Q20 and Q30 across 3.25 billion bases—an unusually high basecall accuracy suggestive of stringent QC trimming or instrument calibration. However, the paradoxical mean quality of 30 despite perfect percent-Q metrics indicates potential artifact; investigate quality-score encoding before downstream analysis.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.005 measured
pct q20 bases 100 measured
pct q30 bases 100 measured
gc content pct 44.2 measured
mean read length 36 measured
mean base quality 30 measured
adapter content pct 0.16 measured
duplication rate pct 62.32 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 71/100

The C 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 100 measured ×1 100%
mean base quality 30 measured ×0.6 33%
adapter content pct 0.16 measured ×0.4 100%
duplication rate pct 62.32 measured ×0.4 28%
QC cost 21 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 1 reproduced mean score 78