Deep Dive · rNPV Rank 19Partnership candidate

PD-1/PD-L1 Blockade together with Vaccine Therapy Facilitates Effector T Cell Infiltration into Pancreatic Tumors

Generated by an autonomous AI research agent — Anthropic Claude Opus 4.7 or OpenAI GPT-5.5, max reasoning effort. Sources cited inline. Full disclosure at /methodology/jhtv-deep-dive.

Indication

pancreatic cancer

Modality

Monoclonal Antibody

Mechanism

anti-PD-1/PD-L1 checkpoint blockade combined with vaccine

Target

PDCD1 (PD-1), CD274 (PD-L1)

rNPV Envelope

Low

-$37.9M

costs +25% · peak −25%

Base

-$29.9M

cumulative PoS 0.9%

High

-$21.9M

costs −25% · peak +25%

This is an illustrative envelope for a pancreatic IO combination method, not a novel antibody. Phase 2 and Phase 3 PoS are sharply discounted because pancreatic cancer has been a graveyard for vaccine/checkpoint combinations, including the GVAX/CRS-207 ECLIPSE miss.

01

Composite score breakdown

Locked rubric — 40/30/30 weights

Clinical relevance · 40%

0.70

Modality fit · 30%

0.51

Whitespace · 30%

0.50

Composite 0.584 — composite-score rank #32 of 50 top-tier inventions in the jhtv-portfolio@2026-Q2 cohort. The page header uses rNPV rank (#19) to match the index ordering.

02

Comparators

Real programs anchoring the engine inputs

PD-1/PD-L1 blockade plus GVAX-like vaccine method

The direct JHU biology: checkpoint blockade with vaccine-based immunotherapy to facilitate effector T-cell infiltration into pancreatic tumors. It is a combination method around existing checkpoint drugs, not a new mAb.

Indication: Pancreatic cancer
Modality: Checkpoint antibody plus vaccine combination
Approval:
Peak revenue:

Criteria 1 and 2: exact mechanism/indication; no product ownership implied.

GVAX Pancreas plus CRS-207 (Aduro) - ECLIPSE cautionary precedent

Closest pancreatic vaccine lineage. ECLIPSE missed the overall-survival endpoint and showed worse median OS for the vaccine/CRS-207 combination than control arms, making it a key cautionary precedent.

Indication: Metastatic pancreatic adenocarcinoma
Modality: Cancer vaccine / live bacterial vaccine
Approval:
Peak revenue:

Criteria 2 and 3: same pancreatic vaccine lineage and clinical endpoint setting; stale/cautionary only.

Nivolumab / pembrolizumab checkpoint blockade in pancreatic cancer context

Checkpoint blockade validates the PD-1/PD-L1 pathway generally but has limited single-agent efficacy in unselected pancreatic cancer, explaining why combination methods keep being tried.

Indication: Solid tumors; pancreatic cancer combinations
Modality: Monoclonal Antibody
Approval: 2014
Peak revenue:

Criteria 2 and 4: pathway anchor only; not a same-product comparator.

03

Stage profile

Asset-specific cost, duration, and PoS by stage

StageCostDurationPoSCitations
Preclinical$12.0M24 mo30.0%[0] [1]
Phase I$45.0M18 mo54.0%[0] [1]
Phase II$115.0M30 mo18.0%[1] [2] [3]
Phase III$260.0M42 mo36.0%[2] [3]
NDA/BLA Review$15.0M12 mo84.0%[2]

Multiplier handling: Eligible multipliers (serious_unmet_need) are already reflected in Day-1 comparator-calibrated PoS. Re-applying them via log-odds stacking would double-count, so per-stage PoS is taken as final. See methodology for the rule.

04

Peak revenue and discount rate

$150.0M peak · WACC 16.0%

Peak revenue. The academic value path is a partnered combination protocol or vaccine/checkpoint adjunct, not full ownership of a checkpoint antibody. The $150M illustrative peak reflects a narrow royalty/milestone-equivalent product envelope in pancreatic cancer after multiple failed pancreatic vaccine programs.

WACC. Pancreatic IO combination risk is extreme because biology is resistant, endpoints are survival-based, and the closest vaccine lineage failed clinically.

05

Sensitivity (tornado)

Top drivers of rNPV variance

PoS: Preclinical
24%36%
-$26.0M
-$33.8M
$7.8M
Cost: Preclinical
$8M$16M
-$26.8M
-$33.0M
$6.2M
Cost: Phase II
$81M$150M
-$27.2M
-$32.7M
$5.5M
Cost: Phase I
$32M$59M
-$27.2M
-$32.6M
$5.4M
PoS: Phase I
43%65%
-$27.8M
-$32.0M
$4.2M
WACC
13%19%
-$32.1M
-$27.9M
+$4.1M

Drivers ranked by absolute rNPV swing. The vertical tick inside each bar marks the base rNPV (-$29.9M); each bar spans the rNPV range produced by flexing one input between its low and high values. Gold = the input pushes rNPV up when increased; red = the input pushes rNPV down when increased.

06

Monte Carlo distribution

1,000 trials · rpNPV mode

Failure cluster · 99.8% of paths
$0 ↓
Success tail · 0.2% of paths
$0P50 medianBase rNPV (mean)-$252.0MeNPV outcome bin (sqrt-scaled height)$9.7M

This is a bimodal distribution by construction, not a Gaussian. Most paths terminate in clinical failure (red cluster — accumulated cost only); a minority succeed and capture full peak revenue (green tail). Bar heights are square-root-scaled so the success tail stays visible alongside the much taller failure cluster; exact counts are preserved in the percentiles below. Gold line = median (P50). Navy dashed = base rNPV (mean) — the probability-weighted expected value, which can sit above the median when the upper tail is strong enough to outweigh the failure cluster (and close to the median when it isn’t).

P5

-$117.1M

P25

-$31.6M

P50 (median)

-$11.8M

P75

-$7.2M

P95

-$3.8M

Prob ≥ 0

0.2%

07

Evidence register

4 per-assumption citations

AssumptionSourceDateConfidence
JHU asset is a preclinical checkpoint plus vaccine combination method
cmo_findings.asset_class_reality
PD-1/PD-L1 Blockade together with Vaccine Therapy Facilitates Effector T Cell Infiltration into Pancreatic Tumors
regulatory
2014-12-01high
Primary Hopkins pancreatic vaccine/checkpoint biology
stage_profile.preclinical.pos
PD-1/PD-L1 blockade together with vaccine therapy facilitates effector T-cell infiltration into pancreatic tumors
peer_review
2014-12-01high
ECLIPSE trial record
comparators[1]
GVAX Pancreas plus CRS-207 ECLIPSE trial
trial_disclosure
2016-05-01high
ECLIPSE missed primary endpoint
stage_profile.phase_2.pos
Aduro pancreatic immunotherapy fails Phase 2
news
2016-05-17high
08

Thesis

Why this asset earns its rank

This is not a novel mAb; it is a preclinical pancreatic-cancer combination method using existing PD-1/PD-L1 blockade plus vaccine therapy. That distinction matters because the pinned monoclonal_antibody bucket reflects the checkpoint component, not ownership of a checkpoint drug. The rNPV envelope is shown only for cohort consistency - the rNPV is not the decision criterion here, which is why the asset is classified partnership_candidate rather than vc_fundable.

The closest comparators are cautionary. The Hopkins paper supports the immune-infiltration mechanism, but the GVAX/CRS-207 pancreatic vaccine lineage later failed ECLIPSE, and unselected pancreatic cancer remains one of the hardest IO settings. The engine result is -$37.9M to -$21.9M, with a base rNPV of -$29.9M and cumulative PoS of 0.9%; that result should be read as a low-probability partnered-combination envelope, not as a checkpoint-antibody product case.

Verdict: biologically interesting but commercially fragile. It earns its rank through high clinical relevance and checkpoint-bucket biology, while the CMO reality is a pancreatic vaccine/checkpoint method that needs a partner, a biomarker-enriched trial design, and a reason it will beat a long pancreatic-IO failure history.

09

Key risks

Asset-specific, not generic biotech risks

  • Asset-class mismatch: JHU owns a combination method around existing checkpoint drugs and vaccine therapy, not a proprietary PD-1 or PD-L1 antibody.
  • Pancreatic IO graveyard: GVAX/CRS-207 failed the Phase 2b ECLIPSE survival endpoint, directly challenging vaccine-based pancreatic immunotherapy.
  • Trial-design risk: pancreatic cancer survival endpoints require larger, longer studies, and weak response-rate signals will not be enough.
  • Biomarker risk: without a defined immune-inflamed or vaccine-responsive pancreatic subset, the program risks repeating all-comers IO failures.