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

7107da6d-83c9-47af-bbf5-c677e50dcfad

6b80780e-e1a3-5dd8-8b0b-ca0b05e6e0eb

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
41.9493497604381

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+0.300
  • E2F_TARGETS+0.260
  • HEDGEHOG_SIGNALING+0.240
  • MYC_TARGETS_V2+0.230
  • IL6_JAK_STAT3_SIGNALING+0.220
  • ALLOGRAFT_REJECTION+0.180
  • G2M_CHECKPOINT+0.160
  • KRAS_SIGNALING_DN+0.160
  • PANCREAS_BETA_CELLS+0.160
  • MYC_TARGETS_V1+0.130

Top 10 suppressed

  • TNFA_SIGNALING_VIA_NFKB-0.440
  • INTERFERON_ALPHA_RESPONSE-0.420
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • HYPOXIA-0.380
  • P53_PATHWAY-0.380
  • FATTY_ACID_METABOLISM-0.330
  • CHOLESTEROL_HOMEOSTASIS-0.320
  • INTERFERON_GAMMA_RESPONSE-0.310
  • APOPTOSIS-0.300
  • ADIPOGENESIS-0.290

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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1MBCProject_1334_T1_RNA
breast-umap@18
C0.772
2SRR8518135
breast-umap@18
D0.747
3TCGA-BB-4217-01A-11R-2081-07
head-neck@1
0.746
4SRR934973
brain-umap@2
0.746
5BS_N4B1SZZH
brain-umap@2
medulloblastoma0.743
6MNG1001
mng-umap@100
0.734
7SRR12475135
colon-landscapes@1
0.732
8C3L-02616
lung-landscapes@6
cohortMD10.728
9BS_44A3ES23
brain-umap@2
medulloblastoma0.725
10BS_JT82QGXF
brain-umap@2
medulloblastoma0.725

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
E2F_TARGETS0.260Inavolisib— uncovered
HEDGEHOG_SIGNALING0.240Inavolisib— uncovered
MYC_TARGETS_V20.230Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.220Inavolisib— uncovered
ALLOGRAFT_REJECTION0.180Idelalisib— uncovered
G2M_CHECKPOINT0.160Inavolisib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.160Cobimetinib— uncovered
MYC_TARGETS_V10.130Inavolisib— uncovered
ANGIOGENESIS0.110Remibrutinib— uncovered
COAGULATION0.080Binimetinib— uncovered
SPERMATOGENESIS0.040Inavolisib— uncovered
KRAS_SIGNALING_UP0.030Inavolisib— uncovered
APICAL_JUNCTION0.010Inavolisib— uncovered
MITOTIC_SPINDLE0.010Inavolisib— uncovered
MTORC1_SIGNALING0.010Inavolisib— uncovered