{
"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)"
}{
"gene": "DLL3",
"accession": "Q9NYJ7",
"protein_name": "Delta-like protein 3",
"localizations": [
"Golgi apparatus",
"Cell membrane"
],
"topology": "Single-pass type I membrane protein",
"transmembrane_count": 1,
"note": "Predominantly Golgi/intracellular; low cell-surface density limits ADC but works for T-cell engager (tarlatamab)."
}{
"gene": "DLL3",
"tumor_tpm": {
"BRCA": 1.0,
"STAD": 1.0,
"LUAD": 2.0,
"LUSC": 2.0,
"COAD": 1.0,
"OV": 1.0,
"PAAD": 3.0,
"LIHC": 0.5,
"HNSC": 1.0,
"GBM": 8.0,
"SCLC": 60.0,
"DLBC": 0.5,
"KIRC": 0.5,
"PRAD": 3.0
}
}{
"gene": "DLL3",
"normal_tpm": {
"Heart - Left Ventricle": 0.1,
"Brain - Cortex": 2.0,
"Lung": 0.3,
"Liver": 0.1,
"Kidney - Cortex": 0.1,
"Colon - Transverse": 0.1,
"Stomach": 0.1,
"Pancreas": 1.0,
"Nerve - Tibial": 0.5,
"Whole Blood": 0.1,
"Spleen": 0.1,
"Skin - Sun Exposed": 0.1,
"Esophagus - Mucosa": 0.1,
"Thyroid": 0.2,
"Testis": 1.0,
"Ovary": 0.2,
"Breast - Mammary Tissue": 0.1,
"Prostate": 0.2
}
}Localization (UniProt evidence):
- Subcellular localizations: Golgi apparatus, Cell membrane
- Topology: Single-pass type I membrane protein
- Transmembrane domains: 1
- Note: Predominantly Golgi/intracellular; low cell-surface density limits ADC but works for T-cell engager (tarlatamab).
Interpretation
DLL3 is a single-pass type I membrane protein, which structurally implies:
- An extracellular N-terminal domain
- A single transmembrane helix
- A cytoplasmic C-terminal tail
Thus, DLL3 is formally surface-eligible, because it possesses an extracellular domain.
However, UniProt notes that it is predominantly Golgi/intracellular, with low cell-surface density. This is a critical nuance:
- CAR-T / TCE (high sensitivity, serial killing) → more tolerant of low density
- ADCs → may be more limited by low antigen density
✅ Conclusion: Surface eligible, but surface density may be limiting depending on modality.
Tumor median TPM:
Comparator cohorts:
- LUAD: 2.0
- LUSC: 2.0
- GBM: 8.0
- Most others: 0.5–3.0
Interpretation
DLL3 expression in SCLC (60 TPM) is:
- ~30× higher than LUAD/LUSC (2 TPM)
- ~60× higher than many epithelial tumors (1 TPM)
- Substantially higher than GBM (8 TPM)
This is a very strong, lineage-restricted tumor signal within the TCGA dataset.
✅ Excellent on-tumor signal for SCLC
Normal tissue median TPM (selected key tissues):
Tumor (SCLC): 60.0 TPM
Interpretation
Given:
- Brain is a dose-limiting organ
- DLL3 is mostly intracellular in normal tissues
- Absolute TPM is modest
Overall specificity profile is favorable.
✅ Excellent tumor-vs-normal differential
Vital tissues (selected):
| Tissue | TPM |
|---|---|
| Brain – Cortex | 2.0 |
| Lung | 0.3 |
| Heart – LV | 0.1 |
| Liver | 0.1 |
| Kidney | 0.1 |
| Pancreas | 1.0 |
| Whole Blood | 0.1 |
Key observations:
- No high expression in heart, liver, kidney, lung, or blood.
- Brain expression is present (2 TPM), but still low relative to tumor (60 TPM).
- Hematologic tissues are minimal → low risk of marrow aplasia.
Given low normal expression and predominantly intracellular localization in non-tumor contexts, on-target/off-tumor toxicity risk appears manageable, particularly for controlled modalities (e.g., bispecifics).
Target: DLL3
Indication: Small Cell Lung Cancer (SCLC)
Eligible for cell-surface therapeutics.
Evidence: Single-pass type I membrane protein with cell membrane localization and an extracellular domain. UniProt notes predominant Golgi localization and low surface density, which may limit ADC performance but remains compatible with CAR-T or T-cell engager approaches.
This represents a strong and selective tumor expression pattern.
✅ Tier 1 – Strong
DLL3 demonstrates high SCLC-restricted expression (60 TPM) with low expression across vital normal tissues (≤2 TPM), yielding an excellent tumor-to-normal differential. It is structurally a surface protein with an extracellular domain, satisfying the hard requirement for CAR-T, ADC, and T-cell engager modalities, though its predominantly intracellular localization suggests that modality choice matters (T-cell engagers/CAR-T likely superior to ADC).
Overall, DLL3 is a high-priority tumor-associated antigen for SCLC, with strong specificity and acceptable safety margins. It qualifies as a Tier 1 target for cell-surface immunotherapeutic strategies in SCLC.
Localization (UniProt evidence):
- Subcellular localizations: Golgi apparatus, Cell membrane
- Topology: Single-pass type I membrane protein
- Transmembrane domains: 1
- Note: Predominantly Golgi/intracellular; low cell-surface density limits ADC but works for T-cell engager (tarlatamab).
Interpretation
DLL3 is a single-pass type I membrane protein, which structurally implies:
- An extracellular N-terminal domain
- A single transmembrane helix
- A cytoplasmic C-terminal tail
Thus, DLL3 is formally surface-eligible, because it possesses an extracellular domain.
However, UniProt notes that it is predominantly Golgi/intracellular, with low cell-surface density. This is a critical nuance:
- CAR-T / TCE (high sensitivity, serial killing) → more tolerant of low density
- ADCs → may be more limited by low antigen density
✅ Conclusion: Surface eligible, but surface density may be limiting depending on modality.
Tumor median TPM:
Comparator cohorts:
- LUAD: 2.0
- LUSC: 2.0
- GBM: 8.0
- Most others: 0.5–3.0
Interpretation
DLL3 expression in SCLC (60 TPM) is:
- ~30× higher than LUAD/LUSC (2 TPM)
- ~60× higher than many epithelial tumors (1 TPM)
- Substantially higher than GBM (8 TPM)
This is a very strong, lineage-restricted tumor signal within the TCGA dataset.
✅ Excellent on-tumor signal for SCLC
Normal tissue median TPM (selected key tissues):
Tumor (SCLC): 60.0 TPM
Interpretation
Given:
- Brain is a dose-limiting organ
- DLL3 is mostly intracellular in normal tissues
- Absolute TPM is modest
Overall specificity profile is favorable.
✅ Excellent tumor-vs-normal differential
Vital tissues (selected):
| Tissue | TPM |
|---|---|
| Brain – Cortex | 2.0 |
| Lung | 0.3 |
| Heart – LV | 0.1 |
| Liver | 0.1 |
| Kidney | 0.1 |
| Pancreas | 1.0 |
| Whole Blood | 0.1 |
Key observations:
- No high expression in heart, liver, kidney, lung, or blood.
- Brain expression is present (2 TPM), but still low relative to tumor (60 TPM).
- Hematologic tissues are minimal → low risk of marrow aplasia.
Given low normal expression and predominantly intracellular localization in non-tumor contexts, on-target/off-tumor toxicity risk appears manageable, particularly for controlled modalities (e.g., bispecifics).
Target: DLL3
Indication: Small Cell Lung Cancer (SCLC)
Eligible for cell-surface therapeutics.
Evidence: Single-pass type I membrane protein with cell membrane localization and an extracellular domain. UniProt notes predominant Golgi localization and low surface density, which may limit ADC performance but remains compatible with CAR-T or T-cell engager approaches.
This represents a strong and selective tumor expression pattern.
✅ Tier 1 – Strong
DLL3 demonstrates high SCLC-restricted expression (60 TPM) with low expression across vital normal tissues (≤2 TPM), yielding an excellent tumor-to-normal differential. It is structurally a surface protein with an extracellular domain, satisfying the hard requirement for CAR-T, ADC, and T-cell engager modalities, though its predominantly intracellular localization suggests that modality choice matters (T-cell engagers/CAR-T likely superior to ADC).
Overall, DLL3 is a high-priority tumor-associated antigen for SCLC, with strong specificity and acceptable safety margins. It qualifies as a Tier 1 target for cell-surface immunotherapeutic strategies in SCLC.
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 |
|---|---|---|---|---|---|
| DLL3 | SCLC | 82.4 | Tier 1 - strong | 60.0 / 0.36 = 44.3x | LOW_SURFACE_DENSITY |