4-1BB Agonist Monoclonal Antibody PF-05082566 With Trastuzumab Emtansine or Trastuzumab in Treating Patients With Advanced HER2-Positive Breast Cancer

Model scores of the 29,894 trials active now.

Model score 18% for any early termination, 9% for termination due to slow enrollment. Past trials like this one (phase, sponsor type and disease area, started 2008–2016) ended terminated 23% of the time (1,629 trials).

Finished trial that started in 2015 or later: the model never saw it during training.

Cumulative chance of ending terminated (red) or completed (green) by each year from its start; it actually ended on 2022-02-14. The rest of the way to 100% is still running.

From the competing-risks survival model (termination vs completion, still-running trials censored), fit to trials that started 2008–2014 and recalibrated to termination rates over 2022–2024, since termination has become more common. Checked on past years, it still ran a little low when the rise continued.

• Wording of the registration (title, summary, criteria) (raises risk) · Wording Phrases that raised it: subjectscelltumorsubjectmetastatic
  Phrases that lowered it: aminotransferasepfapplydefinedbleeding
• Phase: 1 (lowers risk) · Design
• Accepts healthy volunteers: No (raises risk) · Who can join
• Sponsor's past termination rate: no earlier finished trials (lowers risk) · Sponsor's track record
• Disease area, cancer: Yes (raises risk) · Disease area
• Responsible party: sponsor investigator (raises risk) · Design
• Number of arms: 4 (lowers risk) · Design
• Trials the sponsor started in the prior 2 years: 0 (raises risk) · Sponsor's track record
• Design: parallel (raises risk) · Design
• Drug's FAERS reports with a death: 15.9% (lowers risk) · Drug's FDA history
• Has a data monitoring committee: Yes (raises risk) · Design
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Minimum age: 18 (raises risk) · Who can join
• Primary purpose: treatment (raises risk) · Design
• Drugs with FDA adverse-event history: 4 (lowers risk) · Drug's FDA history
• Maximum age: not given (raises risk) · Who can join
• Collaborators: 1 (raises risk) · Design

Every input that moved this score, largest first: SHAP contributions in log-odds, red raising risk and green lowering it. They describe the model, not causes of termination. Phrases are traced from the text features back to this registration's words, approximately.

• A Study of Trastuzumab Emtansine in Participants With Human Epidermal Growth Factor Receptor (HER)2 Immunohistochemistry (IHC)-Positive, Locally Advanced or Metastatic Non-Small Cell Lung Cancer (NSCLC) NCT02289833 · started 2014 · scored riskier than 58% of active trials completed
• DS-8201a for trEatment of aBc, BRain Mets, And Her2[+] Disease NCT04420598 · started 2020 · scored riskier than 92% of active trials completed
• Phase 1, Multiple Ascending Dose Study of Anti-HER2 FCAB FS102 in HER2 Positive Solid Tumors (Anti HER2 Fcab) NCT02286219 · started 2014 · scored riskier than 41% of active trials completed
• Vinorelbine With Trastuzumab Emtansine in Pre-Treated HER2-Positive Metastatic Breast Cancer NCT02658084 · started 2017 · scored riskier than 97% of active trials terminated
• Anti-PD-1 Monoclonal Antibody in Advanced, Trastuzumab-resistant, HER2-positive Breast Cancer NCT02129556 · started 2014 · scored riskier than 86% of active trials completed

Closest by meaning of the registration text (PubMedBERT embeddings), among finished trials. How they ended is context, not an input to this trial's score.