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

d69e622a-6dee-48f3-bf06-7f6148d7472a

0783c408-cc42-521e-8fd0-31be250496c4

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
69

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • UV_RESPONSE_DN+0.360
  • MYOGENESIS+0.310
  • HEDGEHOG_SIGNALING+0.180
  • KRAS_SIGNALING_DN+0.150
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.130
  • PROTEIN_SECRETION+0.100
  • APICAL_JUNCTION+0.090
  • ANDROGEN_RESPONSE+0.040
  • SPERMATOGENESIS+0.040
  • HEME_METABOLISM+0.030

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.540
  • E2F_TARGETS-0.520
  • MYC_TARGETS_V2-0.510
  • INFLAMMATORY_RESPONSE-0.460
  • IL6_JAK_STAT3_SIGNALING-0.440
  • G2M_CHECKPOINT-0.420
  • GLYCOLYSIS-0.380
  • TNFA_SIGNALING_VIA_NFKB-0.350
  • INTERFERON_GAMMA_RESPONSE-0.330
  • MTORC1_SIGNALING-0.330

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
1TCGA-CN-4737-01A-01R-1436-07
head-neck@1
0.872
265f86d9a-828b-4e8b-a656-38baba5a54f7
colon-landscapes@1
0.863
3ULC0424T_S49
lung-landscapes@6
cohortA10.863
4ca7ac1e1-4c44-40a5-8094-eeebc0c2c5a2
colon-landscapes@1
0.861
5TCGA-B6-A0X7-01A-11R-A10J-07
breast-umap@18
A0.854
6f4cfbfdb-3861-4731-92d8-74e66a7ae5a7
colon-landscapes@1
0.852
78a25dfb0-edd0-4a44-9a6b-8f3f761b940c
colon-landscapes@1
0.852
84f0b1ac0-c503-4852-9a44-cb4231f4b17b
colon-landscapes@1
0.849
920030014.LumA
breast-umap@18
A0.845
10s0122320
melanoma-umap@29
0.841

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
UV_RESPONSE_DN0.360Inavolisib— uncovered
MYOGENESIS0.310Inavolisib— uncovered
HEDGEHOG_SIGNALING0.180Inavolisib— uncovered
KRAS_SIGNALING_DN0.150Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.130Inavolisib— uncovered
PROTEIN_SECRETION0.100Remibrutinib— uncovered
APICAL_JUNCTION0.090Inavolisib— uncovered
ANDROGEN_RESPONSE0.040Inavolisib— uncovered
SPERMATOGENESIS0.040Inavolisib— uncovered
HEME_METABOLISM0.030Temsirolimus— uncovered
BILE_ACID_METABOLISM0.010Inavolisib— uncovered