← TAA Surface-Target Prioritization
Discovery / Target Biology · Target biologist / antibody & cell-therapy discovery scientist (surface-antigen selection)

TAA Surface-Target Prioritization — agent trajectory for expert review

gpt-5.2-chat-latest · 2026-06-04T05:45:28.028899+00:00 · 4 tool calls · 14.9s · 5534 tokens
run id: taa_prioritization_20260603_224512_01_evaluate-gpc3-as-a-tumor-associated-antigen-for

Query

Evaluate GPC3 as a tumor-associated antigen for hepatocellular carcinoma (LIHC).

Trajectory

Agent · turn 1
⚙ calls list_datasets()
↳ list_datasets result
show data
{
  "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)"
}
Agent · turn 2
⚙ calls uniprot_lookup(gene=GPC3)
⚙ calls tcga_expression(gene=GPC3, cohort=LIHC)
⚙ calls gtex_expression(gene=GPC3)
↳ uniprot_lookup result
show data
{
  "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."
}
↳ tcga_expression result
show data
{
  "source": "TCGA (UCSC Xena Toil recompute)",
  "endpoint": "https://api.gdc.cancer.gov/expression",
  "gene": "GPC3",
  "unit": "TPM",
  "medianTumorExpressionByCohort": {
    "LIHC": 80.0
  }
}
↳ gtex_expression result
show data
{
  "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
  }
}
Agent · turn 3

Target: GPC3 (Glypican-3)

Indication: Hepatocellular carcinoma (TCGA LIHC)


1️⃣ Surface Eligibility (hard requirement)

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


2️⃣ On-Tumor Signal (TCGA LIHC)

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.


3️⃣ Tumor-vs-Normal Specificity (dominant criterion)

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.


4️⃣ Safety Assessment (on-target/off-tumor risk)

Key considerations:

Given:
- Very high tumor expression (80 TPM)
- Very low vital-organ expression

Predicted therapeutic window appears wide.


FINAL ASSESSMENT

Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)

Surface eligibility

Eligible — GPI-anchored cell-membrane protein (UniProt P51654), fully extracellular and accessible to CAR-T, ADC, and bispecific modalities.

On-tumor signal

Specificity (dominant criterion)

Tumor-to-normal liver differential ≈ 267×.

Safety

Tier

Tier 1 — Strong candidate

Rationale & Recommendation

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.

Final output

Target: GPC3 (Glypican-3)

Indication: Hepatocellular carcinoma (TCGA LIHC)


1️⃣ Surface Eligibility (hard requirement)

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


2️⃣ On-Tumor Signal (TCGA LIHC)

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.


3️⃣ Tumor-vs-Normal Specificity (dominant criterion)

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.


4️⃣ Safety Assessment (on-target/off-tumor risk)

Key considerations:

Given:
- Very high tumor expression (80 TPM)
- Very low vital-organ expression

Predicted therapeutic window appears wide.


FINAL ASSESSMENT

Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)

Surface eligibility

Eligible — GPI-anchored cell-membrane protein (UniProt P51654), fully extracellular and accessible to CAR-T, ADC, and bispecific modalities.

On-tumor signal

Specificity (dominant criterion)

Tumor-to-normal liver differential ≈ 267×.

Safety

Tier

Tier 1 — Strong candidate

Rationale & Recommendation

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.

Reference answer key (deterministic) — open after grading

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.

GeneCohortScore (0-100)TierTumor / mean-normal TPM (ratio)Flags
GPC3LIHC95.8Tier 1 - strong80.0 / 0.48 = 53.9x

Expert grading

Surface-accessibility gating 1 (poor) 5 (excellent)
5: Treats a credible cell-surface extracellular domain as a hard gate: correctly deprioritizes intracellular antigens (TP53, GAPDH) as surface-ineligible for CAR-T/ADC/bispecific regardless of tumor expression, and notes they are only addressable via TCR-T/pMHC.
1: Recommends or fails to disqualify an intracellular antigen for a surface modality, or ignores localization/topology entirely and scores on tumor expression alone.
Tumor/normal specificity 1 (poor) 5 (excellent)
5: Judges the antigen on tumor expression RELATIVE to normal-tissue expression (tumor/normal ratio), not raw tumor TPM; recognizes that a high tumor TPM with high normal expression is a poor therapeutic window.
1: Equates high tumor expression with a good target, ignores normal-tissue baseline, or never computes/considers the tumor-vs-normal ratio.
Normal-tissue / vital-organ safety 1 (poor) 5 (excellent)
5: Flags expression in vital, dose-limiting tissues (heart, brain, lung, liver, etc.) as an on-target/off-tumor toxicity liability and weighs breadth of normal expression; treats vital-tissue expression as a dose-limiting gate, not a minor deduction.
1: Misses or downplays vital-tissue expression, treats safety as an afterthought, or never checks the GTEx normal profile against the vital-tissue list.
Integrated prioritization & tiering 1 (poor) 5 (excellent)
5: Synthesizes surface gate + specificity + safety into a clear, well-ordered prioritization (score/tier or ranked recommendation) that matches the evidence, with calibrated confidence and the right caveats; in comparisons, orders candidates correctly.
1: No clear prioritization, a ranking contradicted by its own evidence, or over/under-confidence inconsistent with the data.
Evidence faithfulness 1 (poor) 5 (excellent)
5: Every number and claim (TPM values, topology, ratios, flags) traces to the tool outputs; no fabricated expression values, variants, or programs.
1: Hallucinates TPM numbers, localization, or clinical programs, or contradicts the returned tool data.
Overall verdict
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