Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSE117822

GEO first seen 2019

Transcriptome Analysis of Huh7 cells Infected with Adenovirus Overexpression GSTZ1 or PCK1

Organism
Homo sapiens
Samples
9
Type
Expression profiling by high...
Submitted
2018-07-27

Purpose:To understand the change in cellular metabolism and function for the overxepression of GSTZ1 or PCK1 in hepatoma cells. Methods:Total RNAs of AdGFP- , AdGSTZ1-, or AdPCK1-infected Huh7 cells were extracted using TRIzol (Invitrogen), following the manufacturer’s instructions. RNA-seq and bioinformatic data analysis were performed by Shanghai Novel Bio Ltd. Briefly, strand-specific RNA-seq libraries were prepared using the Total RNA-seq (H/M/R) Library Prep Kit (Vazyme Biotech, Nanjing, Ch...

Provenance — who produced it, who reused it

Linked to 4 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
Ni TangAilong HuangKai WangLin TuoJin XiangYi YangFan YangLi LiangJingjing Li
Reused by

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

Deep data QC

33/100 · F

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

What this means
claude:haiku

Bulk human RNA-seq. Grade F, unsuitable. Severe failure in core metrics: Q30 of only 2.3% and base quality 22.3 indicate degraded sequencing that produces unreliable base calls. Metadata fetch error compounds uncertainty; do not reuse.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0 measured
pct q20 bases 75.1 measured
pct q30 bases 2.3 measured
gc content pct 50.4 measured
mean read length 136.6 measured
mean base quality 22.3 measured
adapter content pct 0 measured
duplication rate pct 16.37 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 33/100

The F 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 2.3 measured ×1 0%
mean base quality 22.3 measured ×0.6 0%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 16.37 measured ×0.4 100%
QC cost 7 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 flagged mean score 51