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

da1c4d8d-b07a-4aa1-8360-1c140ca16327

790d9daf-f65b-5ab7-8c26-22d7bad8d7cd

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
74.8418891170431

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANDROGEN_RESPONSE+0.420
  • MTORC1_SIGNALING+0.420
  • CHOLESTEROL_HOMEOSTASIS+0.410
  • P53_PATHWAY+0.380
  • UNFOLDED_PROTEIN_RESPONSE+0.370
  • PANCREAS_BETA_CELLS+0.350
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • ESTROGEN_RESPONSE_LATE+0.330
  • XENOBIOTIC_METABOLISM+0.320
  • FATTY_ACID_METABOLISM+0.310

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.370
  • INTERFERON_GAMMA_RESPONSE-0.320
  • INTERFERON_ALPHA_RESPONSE-0.280
  • E2F_TARGETS-0.240
  • MYOGENESIS-0.140
  • MITOTIC_SPINDLE-0.120
  • G2M_CHECKPOINT-0.090
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.080
  • HEDGEHOG_SIGNALING-0.080
  • INFLAMMATORY_RESPONSE-0.060

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-IQ-7632-01A-11R-2081-07
head-neck@1
0.872
2SRR6013485
lung-landscapes@6
cohortA40.817
3f34c57ee-92a6-4e3b-acde-7fd631c42f87
colon-landscapes@1
0.799
4bf93be3e-d4f1-4efb-9841-ca8ad81b237e
colon-landscapes@1
0.774
5SRR2932820
head-neck@1
0.767
6AUR-AD9F-TTM1-A-1-1-R-A542-39
breast-umap@18
C0.761
7GSM5359444
bladder-landscape@3
0.745
8e94b6daf-3aed-4496-b64b-1b1a7d8e2011
colon-landscapes@1
0.744
9AUR-AD9F-TTM3-A-1-1-R-A542-39
breast-umap@18
C0.742
10SRR1313101
breast-umap@18
A0.738

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANDROGEN_RESPONSE0.420Inavolisib— uncovered
MTORC1_SIGNALING0.420Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.410Remibrutinib— uncovered
P53_PATHWAY0.380Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.370Idelalisib— uncovered
PANCREAS_BETA_CELLS0.350Cobimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.330Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.320Inavolisib— uncovered
FATTY_ACID_METABOLISM0.310Inavolisib— uncovered
UV_RESPONSE_UP0.310Idelalisib— uncovered
APOPTOSIS0.300Idelalisib— uncovered
TGF_BETA_SIGNALING0.290Inavolisib— uncovered
ADIPOGENESIS0.280Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.280Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.280Remibrutinib— uncovered
MYC_TARGETS_V10.270Inavolisib— uncovered
PEROXISOME0.250Idelalisib— uncovered
PROTEIN_SECRETION0.250Remibrutinib— uncovered
BILE_ACID_METABOLISM0.240Inavolisib— uncovered