02 / SURVIVAL
Kaplan–Meier curves
Fixed median expression split; the cutoff is not optimized for outcome.
Lower expressionHigher expression
Move across the plot to inspect the survival curves.
EXTERNAL COHORT EVIDENCE
Follow a gene.
Examine the evidence.
Explore survival and treatment-response associations in independent renal-cell carcinoma cohorts, alongside the single-cell atlas.
BULK RNA-SEQ01 / VALIDATION
One gene.
Multiple clinical contexts.
RCC GENE VALIDATIONDescriptive associations · inspectable methods
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01 / VALIDATE
Gene-level cohort evidence
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— samplesChoose a cohort and gene to begin.
These analyses describe associations. They do not establish causal treatment effects or a validated clinical prediction model. Cohorts are evaluated separately.
03 / RESPONSE
Response association
Expression by recorded response: boxes show quartiles and median; whiskers span observed min–max. Unclassified responses are excluded.
AUC scores higher expression toward response in this cohort; values below 0.5 are retained in their original direction. It is not held-out performance of a fitted prediction model.
COHORT COVERAGE
Local bulk RNA sources
04 / SOURCES & METHODS
Read the evidence in context.
Analysis definitions
Interpretation & limitations
05 / REFERENCES
Data provenance
Source studies and resources.
Analysis outputs contain aggregate results only.