Corpus 1,284 assessed · 1,185 scored · 647 reproduced ≥75 · 173 flagged ·∅ 73.9/100
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GSE106148

GEO first seen 2018

α Cell Function and Gene Expression Are Compromised in Type 1 Diabetes

Organism
Homo sapiens
Samples
8
Type
Expression profiling by high...
Submitted
2017-10-25

Many patients with type 1 diabetes (T1D) have residual beta cells producing small amounts of C-peptide long after disease onset, but develop an inadequate glucagon response to hypoglycemia following T1D diagnosis. The features of these residual beta cells and alpha cells persisting in the islet endocrine compartment are largely unknown due to difficulty of comprehensive investigation. By studying the T1D pancreas and isolated islets, we show that remnant beta cells appeared to maintain several 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
Alvin C PowersMarcela BrissovaRachana HaliyurDiane SaundersShristi Shrestha
Reused by

Deep data QC

93/100 · 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 (human). Grade A: solid base quality (Q30=92.2%, base quality=34.8) with moderate PCR duplication (50%), placing it at the upper boundary of acceptable. Slightly lower Q30 and base quality compared to best-in-class datasets, but all metrics are measured and above functional thresholds. Suitable for standard differential expression analysis; be aware of potential noise in lowly-expressed features.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.009 measured
pct q20 bases 95.2 measured
pct q30 bases 92.2 measured
gc content pct 43.6 measured
mean read length 50 measured
mean base quality 34.8 measured
adapter content pct 0.08 measured
duplication rate pct 50 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 93/100

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 92.2 measured ×1 100%
mean base quality 34.8 measured ×0.6 100%
adapter content pct 0.08 measured ×0.4 100%
duplication rate pct 50 measured ×0.4 56%
QC cost 27 s compute

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