Introduction

Endoscopic ultrasound (EUS) is the gold standard for evaluating pancreatic lesions, allowing for real-time imaging and biopsy sampling. Nevertheless, the differentiation between solid pancreatic lesions — such as pancreatic ductal adenocarcinoma (PDAC) and pancreatic neuroendocrine tumors (PNETs) — as well as cystic lesions is often troublesome. Specifically, identifying intraductal papillary mucinous neoplasms (IPMNs) with varying degrees of dysplasia is crucial for guiding clinical management. However, the diagnostic accuracy of current methods remains suboptimal. This multicenter study aimed to develop and validate convolutional neural networks (CNNs) to characterize solid and cystic pancreatic lesions and stratify IPMNs into high-grade dysplasia/carcinoma (HGD/C) and low-grade dysplasia (LGD).

Aims & Methods

This multicenter study included EUS images from 12 centers in Spain, Brazil, the United Kingdom and the United States of America. Solid lesion differentiation (PDAC vs. PNET) was achieved using a CNN trained on 49034 images from 95 patients (n=69 for PDAC and n=26 for PNET), with diagnoses confirmed via EUS-guided fine-needle biopsy or surgical specimen analysis. A second CNN was trained on 79395 images from 82 patients (n=64 for mucinous cystic lesions and n=18 for non-mucinous cystic lesions). Finally, a third model used the subset of IPMNs (n=51046 frames, 30 patients) to distinguish between HGD/C (n=5 patients) and LGD (n=25 patients). Histological confirmation was used as the gold standard. Performance metrics included sensitivity, specificity, accuracy, and area under the precision-recall curve (AUC-PR). To comprehensively determine the model's performance, we evaluated multiple thresholds for the confidence score and the IoU, between 0.45 and 0.55 with a step of 0.02 ([0.45, 0.47, 0.50, 0.52, 0.55]). The datasets were split into training (70%), validation (20%), and testing (10%) subsets.

Results

For solid lesions, the model differentiated PDAC from PNETs with an accuracy of 91.8%, with sensitivities of 96.2% and 97.8%, respectively. The AUC-PR was 0.982 for PDAC and 0.977 for PNET. Regarding cystic lesions the model detected mucinous cystic lesions with a sensitivity of 97.5%, an overall accuracy of 89.7% and an AUC-PR of 0.977. When the subset of IPMNs was specifically analyzed, the model distinguished IPMNs with HGD/C from those with LGD with a sensitivity of 97.5%, specificity of 94.3%, and an overall accuracy of 89.8%. The AUC was 0.988.

Conclusion

This is the first multicenter, transatlantic AI study aiming to provide a holistic approach to both solid and cystic pancreatic lesions, focusing on those with a significantly higher malignant potential. Our models achieved high accuracy in identifying and differentiating these conditions. Furthermore, to our knowledge this is the first integrative model to include the ability to stratify IPMNs into LGD and HGD/C, which has significant clinical implications, potentially reducing unnecessary surgeries and ensuring timely intervention for high-risk patients. The inclusion of data from diverse regions reduces demographic bias and enhances model generalizability. Real-time implementation of these solutions could significantly improve decision-making in EUS and optimize patient outcomes.

Introduction

Etrasimod is an oral, once-daily, selective sphingosine 1-phosphate (S1P)_1,4,5 receptor modulator for the treatment of moderately to severely active ulcerative colitis (UC), with demonstrated efficacy in patients (pts) with baseline modified Mayo Score (MMS) 4–9.¹ No prior clinical trials of advanced therapies in UC have studied efficacy only in pts with baseline MMS ≤6.

Aims & Methods

GLADIATOR (NCT04607837) was a proof-of-concept, global, randomised, double-blind, placebo-controlled trial to evaluate the efficacy and safety of etrasimod in adults with mildly to moderately active UC (MMS 4–6; endoscopic subscore ≥2; rectal bleeding subscore ≥1) and inadequate response, loss of response or intolerance to ≥1 UC therapy. Pts were randomised 2:1 to etrasimod 2 mg or placebo once daily, stratified by previous biologic/Janus kinase inhibitor exposure and baseline corticosteroid use. GLADIATOR used a treat-through design (12-week [wk] induction period followed by a 40‑wk maintenance period). From Wk 12, pts whose disease had worsened or not improved vs baseline may have been eligible to enrol in an open-label extension trial (NCT03950232). The primary efficacy endpoint was the proportion of pts achieving clinical remission at Wk 52; additional endpoints are shown in the Table. Safety was monitored throughout the study.

Results

In the primary analysis set for efficacy, 127 and 60 pts received etrasimod and placebo, respectively. At Wk 52, 26.0% and 18.3% of pts receiving etrasimod and placebo, respectively, were in clinical remission (p=0.2524; Table). At Wk 12, a greater proportion of pts receiving etrasimod achieved clinical remission, endoscopic improvement (EI) and endoscopic improvement-histologic remission (EIHR) vs placebo (p<0.05; Table). Pts receiving etrasimod were more likely to achieve sustained clinical remission vs placebo (p=0.0104; Table). Etrasimod was generally well tolerated and findings were consistent with the known safety profile.

Conclusion

In pts with mildly to moderately active UC, etrasimod demonstrated higher rates of clinical remission, EI and EIHR at Wk 12, as well as sustained clinical remission at Wk 52, vs placebo. However, the primary endpoint of clinical remission at Wk 52 was not met. Etrasimod demonstrated efficacy in pts with UC with an MMS 4–9, including those with an MMS 4–6, in the ELEVATE UC clinical programme.¹ The proof-of-concept GLADIATOR trial further supports etrasimod’s efficacy in active UC and provides important insights on studying pts with mildly to moderately active UC.

References

1. Sandborn WJ et al. Lancet 2023; 401: 1159–1171.

Disclosure

SD: Lecture fees: AbbVie, Amgen, Ferring Pharmaceuticals Inc, Gilead, Janssen, Mylan, Pfizer Inc, Takeda; Consultancy fees: AbbVie, Allergan, Amgen, AstraZeneca, Biogen, Boehringer Ingelheim, Celgene, Celltrion, Ferring, Gilead Sciences, Hospira, Janssen, Johnson&Johnson, MSD, Mundipharma, Pfizer Inc, Roche, Sandoz, Takeda, TiGenix, UCB, Vifor; Directorship: Gastroenterology and Endoscopy.
MG, KL: Employees of Pfizer AG; shareholders of Pfizer Inc.
LPB: Consultancy fees: AbbVie, Abivax, Alimentiv, Alma Bio Therapeutics, Amgen, Applied Molecular Transport, Arena, Biogen, BMS, Celltrion, CONNECT Biopharm, Cytoki Pharma, Enthera, Ferring, Fresenius Kabi, Galapagos, Genentech, Gilead, Gossamer Bio, GlaxoSmithKline, HAC-Pharma, IAG Image Analysis, Index Pharmaceuticals, Inotrem, Janssen, Lilly, Medac, Mopac, Morphic, MSD, Norgine, Novartis, OM Pharma, ONO Pharma, OSE Immunotherapeutics, Pandion Therapeutics, Par’Immune, Pfizer Inc, Prometheus, Protagonist, Roche, Roivant, Samsung, Sandoz, Sanofi, Takeda, Theravance, Thermo Fisher, Tigenix, Tillotts, Viatris, Vifor, Vectivbio, Ventyx, Ysopia; Grants: Takeda, Fresenius Kabi, Celltrion; Lectures: AbbVie, Amgen, Arena, Biogen, Celltrion, Ferring, Galapagos, Genetech, Gilead, Janssen, Lilly, Medac, MSD, Pfizer Inc, Sandoz, Takeda, Tillotts, Viatris, Vifor.
AJY: Consultancy fees: AbbVie, Arena, BMS, Celltrion, Pfizer Inc, Takeda; Lectures: AbbVie, BMS.
MCD: Consultancy fees: AbbVie, Abivax, Arena Pharmaceuticals, AstraZeneca, BMS, Eli Lilly, Galapagos, Genentech, Gilead Sciences, Janssen Pharmaceuticals, Johnson&Johnson, Merck, Pfizer Inc, Prometheus Laboratories, Prometheus Biosciences, Sanofi, Sphyre, Takeda, UCB; Shareholder: Trellus Health; Directorship: Trellus Health.
DTR: Consultancy fees: AbbVie, Abivax SA, Altrubio, Avalo Therapeutics, Bausch Health, Bristol Myers Squibb, Buhlmann Diagnostics Corp, Celltrion, ClostraBio, Connect BioPharma, Douglas Pharmaceuticals, Eli Lilly & Co., Foresee, Genentech, Image Analysis Group, InDex Pharmaceuticals, Iterative Health, Janssen Pharmaceuticals, Odyssey Therapeutics, Pfizer Inc, Sanofi, Takeda Pharmaceuticals, Throne, Vedanta; Grants: Takeda.
BGF: Senior Scientific Director of Alimentiv Inc, which provides central reading services. He is not a company employee and has no equity stake in the organisation, which is owned by a medical trust; Speaker fees: AbbVie, Janssen, Takeda; Consultancy fees: AbbVie, AbolerIS, AgomAB Therapeutics, Allianthera, Amgen, AnaptysBio, Applied Molecular Transport Inc, Arena Pharma, Avoro Capital Advisors, Atomwise, BioJamp, Biora Therapeutics, Boehringer Ingelheim, Boxer, Celsius Therapeutics,Celgene/BMS, Connect BioPharma, Cytoki, Disc Medicine, Duality, EcoR1, Eli Lilly, Equillium, Ermium, First Wave, First Word Group, Galapagos, Galen Atlantica, Genentech, Gilead, Gossamer Pharma, GSK, Hinge Bio, Hot Spot Therapeutics, Index Pharma, Imhotex, Immunic Therapeutics, JAKAcademy, Janssen, Japan Tobacco Inc, Kaleido Biosciences, Landos Biopharma, Leadiant, L.E.K. Consulting, Lenczner Slaght, LifeSci Capital, Lument AB, Millennium, MiroBio, Morgan Lewis, Morphic Therapeutics, Mylan, OM Pharma, Origo BioPharma, Orphagen, Pandion Therapeutics, Pendopharm, Pfizer Inc, Prometheus Therapeutics and Diagnostics, Play to Know AG, Progenity, Protagonist, PTM Therapeutics, Q32 Bio, Rebiotix, REDX, Roche, Sandoz, Sanofi, Seres Therapeutics, Silverback Therapeutics, Surrozen Inc, Takeda, Teva, Thelium, Tigenix, Tillotts, Ventyx Biosciences, VHSquared Ltd, Viatris, Ysios, Ysopia, Zealand Pharma; Shareholder: Gossamer Pharma.
GRDH: Advisory fees: AbbVie, AstraZeneca, Alimentiv, BMS, Boehringer Ingelheim, Celltrion, Cosmo, Eli Lilly, Galapagos, GSK, Johnson&Johnson, Takeda, Pfizer Inc, Polpharma, Prometheus Biosciences, Tillotts, Ventyx; Speaker fees: AbbVie, Boehringer Ingelheim, Celltrion, Eli Lilly, Johnson&Johnson, Takeda, Pfizer Inc, Tillotts.
FB: Research/grants: AbbVie, Amgen, Eurogenerics, Janssen, Takeda; Lectures: AbbVie, Arena Pharmaceuticals, Celltrion, Ferring, Galapagos, Janssen, Merck Sharp & Dohme, Pfizer Inc, Takeda; Consultancy fees: AbbVie, Abivax, Amgen, Arena Pharmaceuticals, Celgene, Celltrion, Ferring, Fresenius Kabi, Janssen, Merck Sharp & Dohme, Pfizer Inc, Sandoz.
GG, JY, NL, CZ, WW, SM, EHL, IM, SS, WN: Employees/shareholders of Pfizer Inc.
SV: Lectures: AbbVie, Dr. Falk Pharma, Ferring, Galapagos, Hospira, Janssen, MSD, Takeda, Tillotts; Consultancy fees: AbbVie, AbolerIS Pharma, Alimentiv, Arena, AstraZeneca, Avaxia, Bristol Myers Squibb, Boehringer Ingelheim, Celgene, CVasThera, Dr Falk Pharma, Eli Lilly, Ferring, Galapagos, Genentech/Roche, Gilead, Hospira, Imidomics, Janssen, Johnson&Johnson, Materia Prima, MiroBio, Morphic, MrMHealth, MSD, Mundipharma, Pfizer Inc, Prodigest, Progenity, Prometheus, Robarts Clinical Trials, Second Genome, Shire, Surrozen, Takeda, Theravance Biopharma, Tillotts Pharma AG, Zealand Pharma; Grants: AbbVie, MSD, Pfizer Inc, Galapagos, Janssen, Takeda.