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

c174e0ae-4b0a-4170-9122-b7da8ec61eac

d04d95b8-532a-5beb-a917-858b22794841

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
age_years
67

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ALLOGRAFT_REJECTION+0.500
  • INTERFERON_GAMMA_RESPONSE+0.480
  • INTERFERON_ALPHA_RESPONSE+0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.440
  • E2F_TARGETS+0.400
  • ANGIOGENESIS+0.390
  • MYC_TARGETS_V2+0.380
  • INFLAMMATORY_RESPONSE+0.370
  • TNFA_SIGNALING_VIA_NFKB+0.370
  • IL6_JAK_STAT3_SIGNALING+0.310

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.230
  • TGF_BETA_SIGNALING-0.210
  • PROTEIN_SECRETION-0.110
  • BILE_ACID_METABOLISM-0.090
  • OXIDATIVE_PHOSPHORYLATION-0.070
  • KRAS_SIGNALING_DN-0.060
  • CHOLESTEROL_HOMEOSTASIS-0.050
  • PEROXISOME-0.040
  • NOTCH_SIGNALING-0.030
  • MITOTIC_SPINDLE+0.000

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
1b291037d-31f4-4303-95c9-7322950a45a7
colon-landscapes@1
0.908
2MNG256
mng-umap@100
0.887
3TCGA-UY-A78P-01A-12R-A36F-07
bladder-landscape@3
0.881
46e639239-cdae-4412-880f-ef813a956ff7
colon-landscapes@1
0.880
5TCGA-66-2765-01A-01R-0851-07
lung-landscapes@6
cohortSQ10.871
6MDT-AP-1106
medullo-epn-umap@date-based
MedMedulloblastoma0.871
7TCGA-FD-A5C1-01A-11R-A28M-07
bladder-landscape@3
0.863
8SRR1516055
bladder-landscape@3
0.862
9TCGA-63-A5MT-01A-21R-A26W-07
lung-landscapes@6
cohortSQ10.861
10TCGA-66-2744-01A-01R-0980-07
lung-landscapes@6
cohortA10.860

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 39 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.480Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.460Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.440Inavolisib— uncovered
E2F_TARGETS0.400Inavolisib— uncovered
ANGIOGENESIS0.390Remibrutinib— uncovered
MYC_TARGETS_V20.380Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.370Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.370Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.310Inavolisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
IL2_STAT5_SIGNALING0.290Idelalisib— uncovered
MYOGENESIS0.280Inavolisib— uncovered
GLYCOLYSIS0.270Inavolisib— uncovered
APOPTOSIS0.260Idelalisib— uncovered
G2M_CHECKPOINT0.260Inavolisib— uncovered
COMPLEMENT0.250Inavolisib— uncovered
MTORC1_SIGNALING0.240Inavolisib— uncovered
COAGULATION0.230Binimetinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.230Idelalisib— uncovered