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

18f03a3f-c2d2-4c3b-a246-e8a78e6aa479

85e97140-b65e-5ddc-8fb7-ddbe4eab4765

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+0.360
  • INTERFERON_GAMMA_RESPONSE+0.310
  • WNT_BETA_CATENIN_SIGNALING+0.270
  • XENOBIOTIC_METABOLISM+0.270
  • APICAL_JUNCTION+0.230
  • HEDGEHOG_SIGNALING+0.220
  • MYOGENESIS+0.220
  • KRAS_SIGNALING_DN+0.210
  • MYC_TARGETS_V2+0.210
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200

Top 10 suppressed

  • PROTEIN_SECRETION-0.480
  • E2F_TARGETS-0.400
  • G2M_CHECKPOINT-0.350
  • ANDROGEN_RESPONSE-0.340
  • UV_RESPONSE_DN-0.310
  • MTORC1_SIGNALING-0.280
  • MYC_TARGETS_V1-0.250
  • CHOLESTEROL_HOMEOSTASIS-0.220
  • ANGIOGENESIS-0.150
  • TGF_BETA_SIGNALING-0.150

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
1002260fb-3015-4876-b8fd-edffd7fc95e8
colon-landscapes@1
0.826
2fee5651d-3ac9-474a-84da-4fd0ce06f341
colon-landscapes@1
0.817
38f518c0d-42e0-4418-bb48-f69b32446b46
colon-landscapes@1
0.787
4SRR23303751
bladder-landscape@3
0.784
5SRR8613711
breast-umap@18
D0.776
6ca188ec2-4185-4871-b71b-d024a37e5654
melanoma-umap@29
0.764
7MNG1108
mng-umap@100
0.759
8a6b176e9-f4fc-4188-9771-ab2f3e00a4a8
colon-landscapes@1
0.757
9MNG132
mng-umap@100
0.751
10BS_G5QBBHDV
brain-umap@2
low-grade glioma0.749

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.360Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.310Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.270Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.270Inavolisib— uncovered
APICAL_JUNCTION0.230Inavolisib— uncovered
HEDGEHOG_SIGNALING0.220Inavolisib— uncovered
MYOGENESIS0.220Inavolisib— uncovered
KRAS_SIGNALING_DN0.210Remibrutinib— uncovered
MYC_TARGETS_V20.210Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
P53_PATHWAY0.180Idelalisib— uncovered
COAGULATION0.170Binimetinib— uncovered
APICAL_SURFACE0.160Temsirolimus— uncovered
ALLOGRAFT_REJECTION0.130Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.080Inavolisib— uncovered
DNA_REPAIR0.070Idelalisib— uncovered
UV_RESPONSE_UP0.070Idelalisib— uncovered
IL2_STAT5_SIGNALING0.060Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.060Remibrutinib— uncovered
BILE_ACID_METABOLISM0.050Inavolisib— uncovered