Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE123813

GEO first seen 2020

Clonal replacement of tumor-specific T cells following PD-1 blockade [single cells]

Organism
Homo sapiens
Samples
86
Type
Expression profiling by high...
Submitted
2018-12-13

Immunotherapies that block inhibitory checkpoint receptors on T cells have transformed the clinical care of cancer patients. However, the clonal origin of tumor-specific T cells following checkpoint blockade in patients remains unclear. Here, we performed paired single-cell RNA- and T cell receptor (TCR)- sequencing on site-matched tumors from patients with basal cell carcinoma (BCC) pre- and post-anti-PD-1 therapy. Tracking TCR clonotypes and transcriptome phenotypes revealed a coupling of tumo...

Provenance — who produced it, who reused it

Linked to 21 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
Kathryn E YostAnsuman T SatpathyDaniel K WellsYanyan QiRobin KageyamaChunlin WangKavita Y SarinRyanne A BrownSamantha L BucktroutMark M DavisAnne S ChangHoward Y Chang
Reused by

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

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

High-quality human RNA-seq with 26 bp reads achieving 99% Q20 and 96.5% Q30 across 3.5 billion bases suggests small-RNA or microRNA profiling rather than whole transcriptome sequencing. The exceptional basecall fidelity (mean quality 38.7) and negligible adapter contamination support confident miRNA quantification; minimal expected to see fragmented or degraded transcripts.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.008 measured
pct q20 bases 99 measured
pct q30 bases 96.5 measured
gc content pct 49.7 measured
mean read length 26 measured
mean base quality 38.7 measured
adapter content pct 0 measured
duplication rate pct 50.02 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 96.5 measured ×1 100%
mean base quality 38.7 measured ×0.6 100%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 50.02 measured ×0.4 56%
QC cost 9 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 mean score 66