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

38ac1da2-32a1-4530-a553-e5adff884b4f

7ef07b0c-423a-51dd-902c-3c9a65d44e83

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
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • ALLOGRAFT_REJECTION+0.300
  • INFLAMMATORY_RESPONSE+0.300
  • KRAS_SIGNALING_UP+0.300
  • PANCREAS_BETA_CELLS+0.300
  • BILE_ACID_METABOLISM+0.200
  • CHOLESTEROL_HOMEOSTASIS+0.200

Top 10 suppressed

  • G2M_CHECKPOINT-0.600
  • E2F_TARGETS-0.500
  • MITOTIC_SPINDLE-0.500
  • MYC_TARGETS_V1-0.500
  • MYC_TARGETS_V2-0.500
  • WNT_BETA_CATENIN_SIGNALING-0.500
  • HEDGEHOG_SIGNALING-0.300
  • TGF_BETA_SIGNALING-0.300
  • UV_RESPONSE_DN-0.300
  • APICAL_JUNCTION-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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR8518255
breast-umap@18
D0.879
2TCGA-86-A456-01A-11R-A24H-07
lung-landscapes@6
cohortA10.876
3SRR25617861
breast-umap@18
A0.873
439927c92-75d7-424c-9bcd-63def0075a1d
melanoma-umap@29
0.860
5TCGA-44-2661-01A-01R-1107-07
lung-landscapes@6
cohortA10.858
6TCGA-85-A513-01A-12R-A26W-07
lung-landscapes@6
cohortA10.858
794b2af92-0cfc-40b2-977d-6bd0fa4440d9
melanoma-umap@29
0.852
8SAMN03290938
melanoma-umap@29
0.852
9TCGA-MP-A4SW-01A-21R-A24X-07
lung-landscapes@6
cohortA10.851
10ERR2598268
medullo-epn-umap@date-based
fetalfetal0.844

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
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
COAGULATION0.200Binimetinib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered