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

57c4a274-647d-4499-a8f8-a79e446ab4a7

ec1e2fae-ff1d-5292-bc61-fea1fbe2d8ab

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
68

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+0.540
  • ALLOGRAFT_REJECTION+0.510
  • E2F_TARGETS+0.510
  • INTERFERON_GAMMA_RESPONSE+0.490
  • G2M_CHECKPOINT+0.450
  • COMPLEMENT+0.350
  • IL6_JAK_STAT3_SIGNALING+0.350
  • INFLAMMATORY_RESPONSE+0.350
  • MITOTIC_SPINDLE+0.310
  • IL2_STAT5_SIGNALING+0.250

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.290
  • WNT_BETA_CATENIN_SIGNALING-0.270
  • ANDROGEN_RESPONSE-0.230
  • PROTEIN_SECRETION-0.210
  • PEROXISOME-0.200
  • NOTCH_SIGNALING-0.160
  • UNFOLDED_PROTEIN_RESPONSE-0.140
  • BILE_ACID_METABOLISM-0.130
  • PI3K_AKT_MTOR_SIGNALING-0.120
  • MYC_TARGETS_V1-0.090

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1MDT-AP-2304
medullo-epn-umap@date-based
MedMedulloblastoma0.804
24ff81b7f-2dbc-453f-a68b-fe40315b2ef7
melanoma-umap@29
0.797
3346fe4c0-2ea0-45b4-8863-b0f9e7756ad6
melanoma-umap@29
0.794
4s0099965
melanoma-umap@29
0.787
5MNG539
mng-umap@100
0.782
6C3L-02954
lung-landscapes@6
cohortA10.781
7MNG745
mng-umap@100
0.775
8R50
bladder-landscape@3
0.773
9MDT-AP-1196
medullo-epn-umap@date-based
MedMedulloblastoma0.771
10TCGA-21-1070-01A-01R-0692-07
lung-landscapes@6
cohortSQ10.771

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.540Inavolisib— uncovered
ALLOGRAFT_REJECTION0.510Idelalisib— uncovered
E2F_TARGETS0.510Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.490Idelalisib— uncovered
G2M_CHECKPOINT0.450Inavolisib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.350Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.350Idelalisib— uncovered
MITOTIC_SPINDLE0.310Inavolisib— uncovered
IL2_STAT5_SIGNALING0.250Idelalisib— uncovered
KRAS_SIGNALING_UP0.210Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.180Cobimetinib— uncovered
ANGIOGENESIS0.140Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.140Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.110Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.080Inavolisib— uncovered
APICAL_JUNCTION0.070Inavolisib— uncovered
ADIPOGENESIS0.060Inavolisib— uncovered