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

5d396a37-9b3d-4255-a3bd-f4a7c9480aee

2a850e56-f6fe-5079-a56a-218222ef32db

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
66

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • G2M_CHECKPOINT+0.500
  • MYC_TARGETS_V1+0.500
  • E2F_TARGETS+0.470
  • MYC_TARGETS_V2+0.440
  • UNFOLDED_PROTEIN_RESPONSE+0.350
  • MTORC1_SIGNALING+0.330
  • CHOLESTEROL_HOMEOSTASIS+0.280
  • MITOTIC_SPINDLE+0.280
  • PEROXISOME+0.270
  • WNT_BETA_CATENIN_SIGNALING+0.250

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.520
  • INTERFERON_GAMMA_RESPONSE-0.520
  • TNFA_SIGNALING_VIA_NFKB-0.490
  • INTERFERON_ALPHA_RESPONSE-0.470
  • ALLOGRAFT_REJECTION-0.460
  • INFLAMMATORY_RESPONSE-0.460
  • ANGIOGENESIS-0.430
  • MYOGENESIS-0.390
  • IL6_JAK_STAT3_SIGNALING-0.380
  • APOPTOSIS-0.370

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
1TCGA-HQ-A2OF-01A-11R-A26T-07
bladder-landscape@3
0.925
2236350e9-8964-42ae-8880-d2f2281ff993
melanoma-umap@29
0.899
3TCGA-33-A4WN-01A-11R-A262-07
lung-landscapes@6
cohortSQ20.895
4e235012b-4b29-478a-abad-6a70cd949cfa
colon-landscapes@1
0.892
5a8ce7460-8ccd-4638-a854-55c4068af6ec
colon-landscapes@1
0.889
6TCGA-33-4532-01A-01R-1201-07
lung-landscapes@6
cohortSQ20.889
7MDT-AP-2956
medullo-epn-umap@date-based
MedMedulloblastoma0.886
8a1539e2f-42d6-4314-9ea0-e29635d9e76f
colon-landscapes@1
0.884
9TCGA-22-4591-01A-01R-1201-07
lung-landscapes@6
cohortSQ10.883
105ab068b1-411a-4083-a1ab-3ca7569a54a0
colon-landscapes@1
0.881

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.500Inavolisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
E2F_TARGETS0.470Inavolisib— uncovered
MYC_TARGETS_V20.440Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.350Idelalisib— uncovered
MTORC1_SIGNALING0.330Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.280Remibrutinib— uncovered
MITOTIC_SPINDLE0.280Inavolisib— uncovered
PEROXISOME0.270Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.250Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.230Remibrutinib— uncovered
GLYCOLYSIS0.220Inavolisib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.170Inavolisib— uncovered
ANDROGEN_RESPONSE0.160Inavolisib— uncovered
BILE_ACID_METABOLISM0.160Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.160Inavolisib— uncovered
SPERMATOGENESIS0.120Inavolisib— uncovered
PROTEIN_SECRETION0.110Remibrutinib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered