{
"genes_available": [
"CD19",
"CEACAM5",
"CLDN18",
"DLL3",
"EGFR",
"EPCAM",
"ERBB2",
"FOLR1",
"GAPDH",
"GPC3",
"MS4A1",
"MSLN",
"MUC1",
"PTPRC",
"TACSTD2",
"TP53"
],
"tumor_cohorts": [
"BRCA",
"STAD",
"LUAD",
"LUSC",
"COAD",
"OV",
"PAAD",
"LIHC",
"HNSC",
"GBM",
"SCLC",
"DLBC",
"KIRC",
"PRAD"
],
"normal_tissues": [
"Heart - Left Ventricle",
"Brain - Cortex",
"Lung",
"Liver",
"Kidney - Cortex",
"Colon - Transverse",
"Stomach",
"Pancreas",
"Nerve - Tibial",
"Whole Blood",
"Spleen",
"Skin - Sun Exposed",
"Esophagus - Mucosa",
"Thyroid",
"Testis",
"Ovary",
"Breast - Mammary Tissue",
"Prostate"
],
"vital_tissues": [
"Brain - Cerebellum",
"Brain - Cortex",
"Colon - Sigmoid",
"Colon - Transverse",
"Heart - Atrial Appendage",
"Heart - Left Ventricle",
"Kidney - Cortex",
"Liver",
"Lung",
"Nerve - Tibial",
"Pancreas",
"Spleen",
"Stomach",
"Whole Blood"
],
"modality_context": "Targets are evaluated for cell-surface therapeutics (CAR-T, ADC, bispecific / T-cell engager). These can only engage an EXTRACELLULAR epitope, so a credible cell-surface domain is a hard requirement. Expression in vital/dose-limiting normal tissues drives on-target/off-tumor toxicity.",
"expression_units": "TPM (transcripts per million)"
}{
"source": "UniProtKB/Swiss-Prot",
"endpoint": "https://rest.uniprot.org/uniprotkb/search",
"organism": "Homo sapiens (9606)",
"reviewed": true,
"gene": "GPC3",
"primaryAccession": "P51654",
"proteinName": "Glypican-3",
"subcellularLocations": [
"Cell membrane"
],
"transmembraneTopology": "GPI-anchor",
"transmembraneCount": 0,
"note": "Oncofetal; near-absent in adult normal tissue -> excellent specificity."
}{
"source": "TCGA (UCSC Xena Toil recompute)",
"endpoint": "https://api.gdc.cancer.gov/expression",
"gene": "GPC3",
"unit": "TPM",
"medianTumorExpressionByCohort": {
"LIHC": 80.0
}
}{
"source": "GTEx v8",
"endpoint": "https://gtexportal.org/api/v2/expression/medianGeneExpression",
"datasetId": "gtex_v8",
"gene": "GPC3",
"unit": "TPM",
"medianGeneExpression": {
"Heart - Left Ventricle": 0.2,
"Brain - Cortex": 0.3,
"Lung": 1.0,
"Liver": 0.3,
"Kidney - Cortex": 0.5,
"Colon - Transverse": 0.2,
"Stomach": 0.3,
"Pancreas": 0.2,
"Nerve - Tibial": 0.3,
"Whole Blood": 0.1,
"Spleen": 0.2,
"Skin - Sun Exposed": 0.5,
"Esophagus - Mucosa": 0.3,
"Thyroid": 0.5,
"Testis": 2.0,
"Ovary": 1.0,
"Breast - Mammary Tissue": 0.5,
"Prostate": 0.3
}
}UniProt (P51654) evidence:
- Subcellular location: Cell membrane
- Topology: GPI-anchor
- Transmembrane domains: 0 (GPI-anchored protein)
Reasoning:
GPC3 is a GPI-anchored cell-surface proteoglycan, tethered to the extracellular leaflet of the plasma membrane. This configuration presents the entire protein ectodomain extracellularly and makes it fully accessible to:
There is no intracellular-only restriction.
✅ Surface eligibility: ELIGIBLE
This is a very strong tumor signal. For context, this is high relative to many cell-surface targets and suggests robust antigen density in a substantial fraction of HCC tumors.
GTEx normal tissue medians (TPM):
Vital tissues:
- Liver: 0.3
- Lung: 1.0
- Heart - Left Ventricle: 0.2
- Brain - Cortex: 0.3
- Kidney - Cortex: 0.5
- Colon - Transverse: 0.2
- Pancreas: 0.2
- Spleen: 0.2
- Whole Blood: 0.1
- Stomach: 0.3
- Nerve - Tibial: 0.3
Other notable tissues:
- Testis: 2.0
- Ovary: 1.0
Tumor vs normal contrast:
This is ~267-fold higher in tumor vs normal liver.
Across vital organs, expression remains ≤1 TPM.
Interpretation:
This is an excellent tumor-to-normal differential, particularly important given the hepatic indication. Minimal expression in normal adult liver is critical for safety in HCC-directed therapy.
The slightly higher expression in testis (2.0 TPM) is notable but testis is generally considered an immune-privileged site, often tolerable for oncology targeting.
Key considerations:
Given:
- Very high tumor expression (80 TPM)
- Very low vital-organ expression
Predicted therapeutic window appears wide.
Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)
✅ Eligible — GPI-anchored cell-membrane protein (UniProt P51654), fully extracellular and accessible to CAR-T, ADC, and bispecific modalities.
Tumor-to-normal liver differential ≈ 267×.
✅ Tier 1 — Strong candidate
GPC3 demonstrates high tumor expression in LIHC (80 TPM) with minimal expression across adult vital tissues, including normal liver (0.3 TPM). As a GPI-anchored cell-surface protein, it is fully accessible to extracellular targeting modalities. The tumor-to-normal differential is substantial and supports a favorable therapeutic window. Based strictly on the expression and localization evidence retrieved here, GPC3 is a highly attractive tumor-associated antigen for hepatocellular carcinoma and strongly suitable for CAR-T, ADC, and bispecific development.
UniProt (P51654) evidence:
- Subcellular location: Cell membrane
- Topology: GPI-anchor
- Transmembrane domains: 0 (GPI-anchored protein)
Reasoning:
GPC3 is a GPI-anchored cell-surface proteoglycan, tethered to the extracellular leaflet of the plasma membrane. This configuration presents the entire protein ectodomain extracellularly and makes it fully accessible to:
There is no intracellular-only restriction.
✅ Surface eligibility: ELIGIBLE
This is a very strong tumor signal. For context, this is high relative to many cell-surface targets and suggests robust antigen density in a substantial fraction of HCC tumors.
GTEx normal tissue medians (TPM):
Vital tissues:
- Liver: 0.3
- Lung: 1.0
- Heart - Left Ventricle: 0.2
- Brain - Cortex: 0.3
- Kidney - Cortex: 0.5
- Colon - Transverse: 0.2
- Pancreas: 0.2
- Spleen: 0.2
- Whole Blood: 0.1
- Stomach: 0.3
- Nerve - Tibial: 0.3
Other notable tissues:
- Testis: 2.0
- Ovary: 1.0
Tumor vs normal contrast:
This is ~267-fold higher in tumor vs normal liver.
Across vital organs, expression remains ≤1 TPM.
Interpretation:
This is an excellent tumor-to-normal differential, particularly important given the hepatic indication. Minimal expression in normal adult liver is critical for safety in HCC-directed therapy.
The slightly higher expression in testis (2.0 TPM) is notable but testis is generally considered an immune-privileged site, often tolerable for oncology targeting.
Key considerations:
Given:
- Very high tumor expression (80 TPM)
- Very low vital-organ expression
Predicted therapeutic window appears wide.
Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)
✅ Eligible — GPI-anchored cell-membrane protein (UniProt P51654), fully extracellular and accessible to CAR-T, ADC, and bispecific modalities.
Tumor-to-normal liver differential ≈ 267×.
✅ Tier 1 — Strong candidate
GPC3 demonstrates high tumor expression in LIHC (80 TPM) with minimal expression across adult vital tissues, including normal liver (0.3 TPM). As a GPI-anchored cell-surface protein, it is fully accessible to extracellular targeting modalities. The tumor-to-normal differential is substantial and supports a favorable therapeutic window. Based strictly on the expression and localization evidence retrieved here, GPC3 is a highly attractive tumor-associated antigen for hepatocellular carcinoma and strongly suitable for CAR-T, ADC, and bispecific development.
Deterministic TAA scoring model (config.py / scoring.py): base = 100·(0.25·tumor_expression + 0.45·tumor/normal_ratio + 0.30·surface_quality), then ×safety multiplier (0.15-1.0, 70% vital-tissue expression + 30% breadth of normal expression). HARD GATE: no surface ECD -> SURFACE_INELIGIBLE, score capped at 15.0. Tiers: >=60 Tier 1, >=40 Tier 2, >=25 Tier 3, else Tier 4. A strong agent reaches the same gating and ordering from the raw tool data — especially rejecting intracellular antigens (TP53, GAPDH) regardless of tumor expression, and reading vital-tissue expression as a dose-limiting liability.
| Gene | Cohort | Score (0-100) | Tier | Tumor / mean-normal TPM (ratio) | Flags |
|---|---|---|---|---|---|
| GPC3 | LIHC | 95.8 | Tier 1 - strong | 80.0 / 0.48 = 53.9x | — |