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

e0b0b87d-1125-4834-8133-5d719f1fd255

d57ab387-ade6-55a8-89ba-ad9ea6dfd446

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

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+0.500
  • G2M_CHECKPOINT+0.400
  • INTERFERON_ALPHA_RESPONSE+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • MITOTIC_SPINDLE+0.400
  • ALLOGRAFT_REJECTION+0.300
  • E2F_TARGETS+0.300
  • MTORC1_SIGNALING+0.300
  • PEROXISOME+0.300
  • UNFOLDED_PROTEIN_RESPONSE+0.300

Top 10 suppressed

  • ANGIOGENESIS-0.600
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.600
  • COAGULATION-0.400
  • MYOGENESIS-0.400
  • WNT_BETA_CATENIN_SIGNALING-0.400
  • APICAL_JUNCTION-0.300
  • HYPOXIA-0.300
  • P53_PATHWAY-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.200
  • ESTROGEN_RESPONSE_EARLY-0.200

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
1d01f4531-b145-414b-bc1c-0f1a148b771e
melanoma-umap@29
0.850
26b375859-116e-4a5e-b5b4-994a56cc9a75
melanoma-umap@29
0.834
3223494f1-6c0b-446e-998d-53b3b4d0da1a
melanoma-umap@29
0.833
4SRR12202424
bladder-landscape@3
0.821
5GSM6454730
breast-umap@18
D0.819
6b652254e-228b-40d4-be79-536ad87dad69
melanoma-umap@29
0.805
7SRR9879266
lung-landscapes@6
cohortMD20.798
8TCGA-A8-A081-01A-11R-A00Z-07
breast-umap@18
C0.792
9s0095121
melanoma-umap@29
0.790
1087dc0bab-b318-47ec-a9a3-819a7388e731
melanoma-umap@29
0.782

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.500Remibrutinib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PEROXISOME0.300Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered