Rituximab + Immunotherapy in Follicular Lymphoma

Model scores of the 29,894 trials active now.

Model score 20% for any early termination, 8% 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 2023-07-30. 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: heartfailurecardiacmyocardialimaging
  Phrases that lowered it: lymphomapatientsinvestigatorasthmafollicular
• Sponsor's past termination rate: 17.3% (raises risk) · Sponsor's track record
• Phase: 1 (lowers risk) · Design
• Accepts healthy volunteers: No (raises risk) · Who can join
• Disease area, cancer: Yes (raises risk) · Disease area
• Trials the sponsor started in the prior 2 years: 97 (lowers risk) · Sponsor's track record
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Has a data monitoring committee: Yes (raises risk) · Design
• Drug's FAERS reports with a death: 19.2% (lowers risk) · Drug's FDA history
• Sponsor's past trials: 289 (lowers risk) · Sponsor's track record
• Design: parallel (raises risk) · Design
• Drug's FAERS reports in the prior 12 months: 13571 (lowers risk) · Drug's FDA history
• Drug's FAERS reports before start: 67542 (lowers risk) · Drug's FDA history
• Minimum age: 18 (raises risk) · Who can join
• Primary purpose: treatment (raises risk) · Design
• Number of arms: 7 (lowers risk) · Design
• Drug's FAERS reports marked serious: 89.7% (raises risk) · Drug's FDA history
• Responsible party: principal investigator (lowers risk) · Design
• Drugs with FDA adverse-event history: 3 (lowers risk) · Drug's FDA history
• Collaborators: 1 (raises risk) · Design
• Maximum age: not given (raises risk) · Who can join

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.

• Atezolizumab, Rituximab, Gemcitabine and Oxaliplatin in Patients With Relapsed or Refractory DLBCL Not Suitable for High-dose Therapy NCT03422523 · started 2018 · scored riskier than 68% of active trials terminated
• SG2501 Safety Study in Subjects with Relapsed or Refractory Hematological Malignancies and Lymphoma. NCT05293912 · started 2023 · scored riskier than 59% of active trials terminated
• Clinical Trial of Ublituximab and Umbralisib With CHOP (U2-CHOP) Followed by U2 Maintenance (U2-CHOP-U2) in Previously Untreated Mantle Cell Lymphoma (MCL) NCT04692155 · started 2021 · scored riskier than 99% of active trials terminated
• Pembrolizumab With Rituximab or Obinutuzumab in Treating Patients With Relapsed or Refractory Follicular Lymphoma or Diffuse Large B Cell Lymphoma NCT03401853 · started 2018 · scored riskier than 54% of active trials terminated
• Dose De-escalation Study of the PI3k Alpha/Delta Inhibitor, Copanlisib Given in Combination With the Immunotherapeutic Agents, Nivolumab and Rituximab in Patients With Relapsed/Refractory Indolent Lymphoma NCT04431635 · started 2020 · scored riskier than 58% 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.