Vaccine Therapy in Treating Patients With Metastatic Solid Tumors

Model scores of the 29,894 trials active now.

Model score 18% for any early termination, 11% 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 2008–2014: scored by a model trained without any trial from its start year, so its own outcome was never used.

Cumulative chance of ending terminated (red) or completed (green) by each year from its start; it actually ended on 2022-11-28. 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: patient hasthe patientpriorpatients musttherapy
  Phrases that lowered it: soliddiseasesmmarthritisrheumatoid
• 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
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Disease area, cancer: Yes (raises risk) · Disease area
• Design: parallel (raises risk) · Design
• Drug's FAERS reports with a death: 5.9% (lowers risk) · Drug's FDA history
• Primary purpose: treatment (raises risk) · Design
• Minimum age: 18 (raises risk) · Who can join
• Trials the sponsor started in the prior 2 years: 0 (raises risk) · Sponsor's track record
• Has a data monitoring committee: Yes (raises risk) · Design
• Drug's FAERS reports marked serious: 76.5% (lowers risk) · Drug's FDA history
• Responsible party: sponsor investigator (raises risk) · Design
• Sponsor's past trials: 0 (raises risk) · Sponsor's track record
• Maximum age: not given (raises risk) · Who can join
• Disease area, dermatology: Yes (raises risk) · Disease area
• Number of arms: 2 (raises risk) · Design
• Collaborators: 0 (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 Personal Cancer Vaccine (NEO-PV-01) and APX005M or Ipilimumab With Nivolumab in Patients With Advanced Melanoma NCT03597282 · started 2018 · scored riskier than 58% 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
• QUILT-3.038: Active Immunotherapy CEA Vaccine in Patients With Malignancies Expressing CEA NCT01147965 · started 2010 · scored riskier than 86% of active trials completed
• Evaluation of a Multi-phosphopeptide Vaccine Plus PolyICLC in Participants With High Risk and Advanced Malignancies NCT01846143 · started 2013 · scored riskier than 97% of active trials completed
• TAC T-cells for the Treatment of HER2-positive Solid Tumors NCT04727151 · started 2021 · scored riskier than 86% of active trials terminated

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.