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

f4cfbfdb-3861-4731-92d8-74e66a7ae5a7

625c626a-0557-5828-8b8a-dc613bfcf74d

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
46

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PROTEIN_SECRETION+0.260
  • WNT_BETA_CATENIN_SIGNALING+0.220
  • MYOGENESIS+0.200
  • APICAL_JUNCTION+0.160
  • KRAS_SIGNALING_DN+0.100
  • ANDROGEN_RESPONSE+0.080
  • PANCREAS_BETA_CELLS+0.080
  • UNFOLDED_PROTEIN_RESPONSE+0.080
  • BILE_ACID_METABOLISM+0.060
  • TGF_BETA_SIGNALING+0.060

Top 10 suppressed

  • E2F_TARGETS-0.510
  • G2M_CHECKPOINT-0.460
  • ALLOGRAFT_REJECTION-0.450
  • MYC_TARGETS_V2-0.440
  • INTERFERON_GAMMA_RESPONSE-0.410
  • NOTCH_SIGNALING-0.360
  • INFLAMMATORY_RESPONSE-0.350
  • IL6_JAK_STAT3_SIGNALING-0.340
  • GLYCOLYSIS-0.330
  • INTERFERON_ALPHA_RESPONSE-0.320

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
1d69e622a-6dee-48f3-bf06-7f6148d7472a
colon-landscapes@1
0.852
2ca7ac1e1-4c44-40a5-8094-eeebc0c2c5a2
colon-landscapes@1
0.846
3TCGA-CN-4737-01A-01R-1436-07
head-neck@1
0.828
4TCGA-78-7161-01A-11R-2039-07
lung-landscapes@6
cohortA30.827
5C3L-02165
lung-landscapes@6
cohortA20.820
6e3d71c3f-4e56-45fa-be88-2cf444b70a5c
melanoma-umap@29
0.809
73ca8899d-3ed3-478b-a70c-919f68969d81
melanoma-umap@29
0.806
8e1d0ac40-05b3-4ab8-b64b-f42613e97cc7
colon-landscapes@1
0.804
98a25dfb0-edd0-4a44-9a6b-8f3f761b940c
colon-landscapes@1
0.800
10TCGA-A8-A0A4-01A-11R-A00Z-07
breast-umap@18
A0.792

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.260Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.220Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
APICAL_JUNCTION0.160Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
ANDROGEN_RESPONSE0.080Inavolisib— uncovered
PANCREAS_BETA_CELLS0.080Cobimetinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.080Idelalisib— uncovered
BILE_ACID_METABOLISM0.060Inavolisib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered
ANGIOGENESIS0.040Remibrutinib— uncovered
UV_RESPONSE_UP0.030Idelalisib— uncovered
UV_RESPONSE_DN0.010Inavolisib— uncovered