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Case study · Moderna pipeline ·

BVCT predicted clinical benefit from mRNA sequence in 7 days with 4-for-4 ex-ante GO/NO-GO accuracy on Moderna readouts.

BVCT sealed commercial FAILURE calls on mRNA-1010's first Phase 3 efficacy trial (), mRNA-1647 () and VX-522 (), and a SUCCESS call on intismeran autogene (). The dashboard classifies the NO-GO readouts True Negative (TN), True Negative (TN) and True Negative (TN), and the INTerpath-001 readout True Positive (TP).

1 correct GO for intismeran autogene. 3 correct NO-GO for mRNA-1010 (first Phase 3 efficacy trial), mRNA-1647, and VX-522.

In our view, in the absence of a reliable data-independent clinical derisking capability before GO decisions, Moderna took a trial-and-error approach to mRNA medicine that witnessed the monumental Phase 3 success of intismeran autogene for high-risk melanoma after a series of failures in mRNA-1010 for influenza (in its first Phase 3 efficacy trial), mRNA-1647 for cytomegalovirus, and VX-522 for cystic fibrosis.

Before each of those major Moderna readouts, BeatSoC Virtual Clinical Trial (BVCT) issued a corresponding prior-data-independent clinical benefit prediction. All four have now read out. All four matched the BVCT call on the recorded readout — one GO that succeeded, three NO-GOs that failed or were discontinued. Lead times run from 24 days to 670 days.

BVCT simulates the clinical consequence of any mRNA sequence design for any clinical setting without requiring any prior preclinical or clinical data. Across these four Moderna readouts the ex-ante GO / NO-GO accuracy is four for four.

Each BVCT prediction was timestamped before its readout; predictions were sent to Moderna stakeholders on and . The intismeran call was sent directly to Stéphane Bancel and the Moderna board on , 22 days before the INTerpath-001 readout.

Every prediction was generated prior-data-independently — no patient-level data from the trial being predicted, none from any prior trial. The full scorecard is on the dashboard: see No. 2161, 887, 1480 and 843.

In our view, BVCT has outperformed Moderna by 4x in clinical derisking mRNA medicine of any target, delivery or indication.

The GO Call.

Correct GO calls prove that BVCT can identify reward as well as risk.

Sealed GO — Confirmed by Readout

No. 2161Correct Prediction

INTerpath-001 · intismeran autogene (V940)

Sponsor
Moderna / Merck Co
Phase
Phase 3
Prediction Date
Readout Date
Prediction To Readout
24 days in advance
Prediction Classification
True Positive (TP)
Technical Prediction
SUCCESS (statistically significant additive clinical benefit in RFS and OS compared with placebo)
Commercial Prediction
SUCCESS (commercially sufficient additive clinical benefit in RFS weakly-to-moderately superior to pembrolizumab with RR < 0.7 and in OS weakly-to-moderately superior to pembrolizumab with HR < 0.7)

GO · NCT05933577 · Moderna / Merck · Intismeran autogene (V940) + pembrolizumab · Phase 3 · 1,089 patients (registry estimate; the release reports 1,137 enrolled) · Adjuvant High-Risk Stage IIB-IV Melanoma. Delivered: Sent to Stéphane Bancel and the Moderna board on — 22 days before the readout — as part of the Top 10 Anticipated 2H 2026 Readouts letter. Outcome: Met the primary endpoint (RFS) and the secondary endpoint (DMFS) versus pembrolizumab at a pre-specified interim analysis. OS data pending. CORRECT. The dashboard classifies the readout as True Positive (TP). Source: Merck / Moderna press release, . BVCT PandaDoc Ref: UF97Q-NMVZE-JUBGE-DF3AK.

The NO-GO Calls Moderna’s Own Data Confirmed.

Three programmes BVCT called NO-GO have since missed their endpoint in the recorded trial or been terminated (VX-522 on tolerability), matching the predicted lack of sufficient clinical benefit in those readouts.

Sealed NO-GO — Confirmed by Readout

No. 887Correct Prediction

NCT05566639 · mRNA-1010

Sponsor
Moderna
Phase
Phase 3
Prediction Date
Readout Date
Prediction To Readout
670 days in advance
Prediction Classification
True Negative (TN)
Technical Prediction
FAILURE (statistically insignificant)
Commercial Prediction
FAILURE (inferior anti-ILI efficacy for influenza A)

NO-GO · Moderna · mRNA-1010 seasonal influenza vaccine · Phase 3 · 22,502 participants · Seasonal Influenza · versus licensed quadrivalent comparator. Outcome: Did not achieve non-inferiority in anti-ILI efficacy versus active comparator Fluarix Quadrivalent — p = 0.1715, CI −24.1% to 22.2%, against a 10% non-inferiority margin. A later Phase 3 trial of mRNA-1010 (NCT06602024) met its primary endpoint against Fluarix; this call and its classification concern NCT05566639 only. CORRECT. The dashboard classifies the readout as True Negative (TN). Source: ClinicalTrials.gov results, submitted , first posted . BVCT PandaDoc Ref: JMNHN-XAD5W-8WLWM-3HJR5.

No. 1480Correct Prediction

NCT05668741 · VX-522

Sponsor
Moderna / Vertex
Phase
Phase 1 Phase 2
Prediction Date
Readout Date
Prediction To Readout
621 days in advance
Prediction Classification
True Negative (TN)
Technical Prediction
partial SUCCESS (statistically significant clinical benefit in phase 1 toxicity endpoint) partial FAILURE (statistically maybe significant yet weak clinical benefit in phase 3 efficacy endpoint)
Commercial Prediction
FAILURE (commercially insufficient clinical benefit)

NO-GO · Moderna / Vertex · VX-522 (inhaled CFTR mRNA) · Phase 1/2 · 26 patients · Cystic Fibrosis. Outcome: VX-522 development terminated (Vertex cited tolerability; efficacy was not assessed). CORRECT. The dashboard classifies the readout as True Negative (TN). Source: Moderna update, . BVCT PandaDoc Ref: 4STEY-2INRK-SJHBD-FUDEN.

No. 843Correct Prediction

CMVictory · mRNA-1647

Sponsor
ModernaTX
Phase
Phase 3
Prediction Date
Readout Date
Prediction To Readout
526 days in advance
Prediction Classification
True Negative (TN)
Technical Prediction
partial SUCCESS (statistically maybe significant yet very weak clinical benefit)
Commercial Prediction
FAILURE (commercially insufficient clinical benefit)

NO-GO · Moderna, Inc. · mRNA-1647 cytomegalovirus vaccine · CMVictory · NCT05085366 · Phase 3 · 7,454 participants · CMV Infection. Outcome: Did not meet the primary efficacy endpoint of preventing CMV infection versus placebo; further development in congenital CMV discontinued (Moderna said a Phase 2 trial in bone marrow transplant patients would continue). CORRECT. The dashboard classifies the readout as True Negative (TN). Source: Moderna press release, . BVCT PandaDoc Ref: SNEJB-3T35I-ZVHEZ-VH6ZR.

Every mRNA Sequence Design Can Be Clinically Derisked.

The four records above are not four calls on one modality. They are four calls on four distinct mRNA constructs.

Four Sequence Designs · Four Correct Calls
AssetmRNA encodesDeliveryCallLead time
mRNA-1010haemagglutinin antigens, seasonal influenza A and BIntramuscular prophylactic vaccineNO-GO670 days early
mRNA-1647glycoprotein B plus the pentameric complex, CMVIntramuscular prophylactic vaccineNO-GO526 days early
VX-522full-length CFTR proteinInhaled LNP to airway epitheliumNO-GO621 days early
Intismeran autogeneindividualised patient-specific neoantigensIntramuscular therapeutic cancer immunotherapyGO24 days early

Different antigens. Different encoded proteins. Different delivery routes. Different therapeutic areas. The one thing they share is that BVCT has correctly simulated the clinical consequence for each mRNA medicine in its recorded readout, without prior patient data.

Why This Matters to Your Board.

An mRNA programme is a sequence-design decision before it is anything else: which antigen, which construct, which delivery. BVCT resolves the clinical consequence of that decision in seven days. It simulates causal, deterministic clinical effect sizes in proprietary virtual patients, without patient-level data from the trial being predicted or from any prior trial.

Each simulation functions as a head-to-head phase-3-scale quantification against a named comparator, regardless of the programme’s actual stage of development. The default GO / NO-GO boundary is HR = 0.60 as a clear threshold for blockbuster FIC/BIC assets.

The value of a BVCT NO-GO is the saved opportunity cost of capital, manpower, manufacturing slots and patients that can still be redirected to programmes that will deliver: mRNA-1010's first Phase 3 efficacy trial (NCT05566639) enrolled 22,502 participants, CMVictory enrolled 7,454.

At full scale, BVCT NO-GOs can help spare tens of thousands of patients each year from investing time and hope in futile trials, while helping sponsors avoid enrollment costs when prevailing approaches cannot see the futility in advance.

Seven days per asset. Before the commit.

Name any first-in-class or best-in-class mRNA medicine asset, the indication, the patient stratum, and the comparator standard of care. Receive a simulated Phase 3 effect size, a GO / NO-GO call, and the mechanistic root cause behind it — within one week. No patient data required. Sealed and timestamped, exactly as the four records above.

Clinical Foresight Before Decisions. Earlier is Kinder for Patients.

Start at bvct.bioinvestgpt.com →