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

ac295603-d08a-43f7-a78b-610be32aa49f

6e798696-2aff-5d84-84d9-c7e4a7199c14

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+0.400
  • UV_RESPONSE_DN+0.300
  • ALLOGRAFT_REJECTION+0.200
  • ANDROGEN_RESPONSE+0.200
  • SPERMATOGENESIS+0.200
  • BILE_ACID_METABOLISM+0.100
  • COMPLEMENT+0.100
  • INTERFERON_GAMMA_RESPONSE+0.100
  • KRAS_SIGNALING_UP+0.100
  • MYC_TARGETS_V1+0.100

Top 10 suppressed

  • MYC_TARGETS_V2-0.500
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • WNT_BETA_CATENIN_SIGNALING-0.400
  • APICAL_JUNCTION-0.300
  • ANGIOGENESIS-0.200
  • CHOLESTEROL_HOMEOSTASIS-0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.200
  • ESTROGEN_RESPONSE_LATE-0.200
  • KRAS_SIGNALING_DN-0.200
  • MYOGENESIS-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
1TCGA-55-7727-01A-11R-2170-07
lung-landscapes@6
cohortMD20.821
2MNG636
mng-umap@100
0.790
3TCGA-44-3918-01A-01R-A278-07
lung-landscapes@6
cohortMD20.768
4MNG724
mng-umap@100
0.750
5SRR2016949
head-neck@1
0.748
6b9389390-aa03-406c-957e-2bc264f9468e
colon-landscapes@1
0.735
7R82
bladder-landscape@3
0.733
8TCGA-A7-A26E-01A-11R-A277-07
breast-umap@18
D0.732
9TCGA-44-2656-01A-02R-A278-07
lung-landscapes@6
cohortMD20.722
10SRR12475117
colon-landscapes@1
0.721

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.400Remibrutinib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.100Idelalisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PEROXISOME0.100Idelalisib— uncovered