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

c340b651-bd01-4194-a67b-e801d0feeb2b

355042cb-f778-53db-b05b-d53f4bf8b613

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
65

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+0.490
  • MTORC1_SIGNALING+0.490
  • TNFA_SIGNALING_VIA_NFKB+0.490
  • OXIDATIVE_PHOSPHORYLATION+0.470
  • INTERFERON_GAMMA_RESPONSE+0.440
  • MYC_TARGETS_V1+0.430
  • CHOLESTEROL_HOMEOSTASIS+0.410
  • UNFOLDED_PROTEIN_RESPONSE+0.400
  • PI3K_AKT_MTOR_SIGNALING+0.350
  • PROTEIN_SECRETION+0.340

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.410
  • MYOGENESIS-0.340
  • ANGIOGENESIS-0.300
  • HEDGEHOG_SIGNALING-0.290
  • WNT_BETA_CATENIN_SIGNALING-0.260
  • COAGULATION-0.220
  • APICAL_JUNCTION-0.190
  • KRAS_SIGNALING_DN-0.190
  • UV_RESPONSE_DN-0.060
  • MITOTIC_SPINDLE-0.050

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
1SRR6013490
lung-landscapes@6
cohortA40.884
2SRR5903550
lung-landscapes@6
cohortA40.865
3SRR10899985
melanoma-umap@29
0.861
4MNG533
mng-umap@100
0.859
5SRR12696807
melanoma-umap@29
0.859
6TCGA-AO-A0J2-01A-11R-A034-07
breast-umap@18
C0.854
7SRR35579824
breast-umap@18
E0.854
8bf312cd5-e251-4d63-95b5-c379b3ef5ded
colon-landscapes@1
0.850
9SRR1313147
breast-umap@18
E0.848
10ddd65fce-1a39-415c-9114-7a9c8e9b266c
colon-landscapes@1
0.847

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.490Inavolisib— uncovered
MTORC1_SIGNALING0.490Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.490Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.470Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.440Idelalisib— uncovered
MYC_TARGETS_V10.430Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.410Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.400Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.350Inavolisib— uncovered
PROTEIN_SECRETION0.340Remibrutinib— uncovered
MYC_TARGETS_V20.330Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.310Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
APOPTOSIS0.290Idelalisib— uncovered
E2F_TARGETS0.270Inavolisib— uncovered
P53_PATHWAY0.260Idelalisib— uncovered
G2M_CHECKPOINT0.250Inavolisib— uncovered
ALLOGRAFT_REJECTION0.240Idelalisib— uncovered
FATTY_ACID_METABOLISM0.240Inavolisib— uncovered
GLYCOLYSIS0.240Inavolisib— uncovered