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

149505ae-e005-4aee-b144-5d697b52677e

9dc9c345-e4b9-56da-b908-eb3b4043c466

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
50

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.160
  • PANCREAS_BETA_CELLS+0.120
  • ALLOGRAFT_REJECTION+0.080
  • HEME_METABOLISM+0.080
  • BILE_ACID_METABOLISM+0.070
  • P53_PATHWAY+0.070
  • SPERMATOGENESIS+0.060
  • KRAS_SIGNALING_DN+0.040
  • TGF_BETA_SIGNALING+0.040
  • APICAL_SURFACE+0.030

Top 10 suppressed

  • E2F_TARGETS-0.600
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.580
  • G2M_CHECKPOINT-0.540
  • MTORC1_SIGNALING-0.510
  • MYC_TARGETS_V1-0.510
  • UNFOLDED_PROTEIN_RESPONSE-0.500
  • MYC_TARGETS_V2-0.490
  • CHOLESTEROL_HOMEOSTASIS-0.370
  • UV_RESPONSE_UP-0.370
  • MYOGENESIS-0.320

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
15c61f3fb-d3c5-4628-89a8-94bd513e8fa4
colon-landscapes@1
0.879
2C3N-03212
lung-landscapes@6
cohortA10.864
3SRR2016932
head-neck@1
0.858
4SRR1516074
bladder-landscape@3
0.856
5TCGA-E7-A6MF-01A-12R-A32O-07
bladder-landscape@3
0.848
6MBCProject_5856_T0B_RNA
breast-umap@18
A0.848
7SRR1516050
bladder-landscape@3
0.840
8C3N-01799
lung-landscapes@6
cohortA10.836
9SRR1313099
breast-umap@18
A0.834
10SRR11296800
colon-landscapes@1
0.834

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
WNT_BETA_CATENIN_SIGNALING0.160Inavolisib— uncovered
PANCREAS_BETA_CELLS0.120Cobimetinib— uncovered
ALLOGRAFT_REJECTION0.080Idelalisib— uncovered
HEME_METABOLISM0.080Temsirolimus— uncovered
BILE_ACID_METABOLISM0.070Inavolisib— uncovered
P53_PATHWAY0.070Idelalisib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
KRAS_SIGNALING_DN0.040Remibrutinib— uncovered
TGF_BETA_SIGNALING0.040Inavolisib— uncovered
APICAL_SURFACE0.030Temsirolimus— uncovered
FATTY_ACID_METABOLISM0.020Inavolisib— uncovered
PEROXISOME0.010Idelalisib— uncovered