Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

0bdec778-829d-4cba-8d0f-dcaa0d8803b1

8e7e63f5-b409-5e95-8578-83e8f54e25e1

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.500
  • INTERFERON_GAMMA_RESPONSE+0.500
  • ALLOGRAFT_REJECTION+0.400
  • BILE_ACID_METABOLISM+0.300
  • IL6_JAK_STAT3_SIGNALING+0.300
  • INFLAMMATORY_RESPONSE+0.300
  • KRAS_SIGNALING_UP+0.300
  • PROTEIN_SECRETION+0.300
  • TGF_BETA_SIGNALING+0.300
  • COMPLEMENT+0.200

Top 10 suppressed

  • E2F_TARGETS-0.600
  • G2M_CHECKPOINT-0.500
  • MYC_TARGETS_V2-0.500
  • MYC_TARGETS_V1-0.400
  • HYPOXIA-0.300
  • SPERMATOGENESIS-0.300
  • ESTROGEN_RESPONSE_LATE-0.200
  • GLYCOLYSIS-0.200
  • HEDGEHOG_SIGNALING-0.200
  • KRAS_SIGNALING_DN-0.200

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-D8-A1JB-01A-11R-A13Q-07
breast-umap@18
A0.867
2TCGA-A2-A0YI-01A-31R-A10J-07
breast-umap@18
A0.857
3TCGA-78-8655-01A-11R-2403-07
lung-landscapes@6
cohortA10.824
4DRR168557
bladder-landscape@3
0.822
52d12ea90-c4f4-4aca-b353-360057b446e2
melanoma-umap@29
0.820
6TCGA-97-7552-01A-11R-2039-07
lung-landscapes@6
cohortA10.817
7TCGA-99-7458-01A-11R-2039-07
lung-landscapes@6
cohortA10.816
8TCGA-78-7539-01A-11R-2066-07
lung-landscapes@6
cohortA10.811
9TCGA-97-A4LX-01A-11R-A24X-07
lung-landscapes@6
cohortA10.806
10TCGA-BH-A1EU-01A-11R-A137-07
breast-umap@18
A0.806

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 19 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.500Idelalisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
BILE_ACID_METABOLISM0.300Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
PEROXISOME0.200Idelalisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COAGULATION0.100Binimetinib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.100Inavolisib— uncovered