IIT CTI Bendamustine, Rituximab, Pixantrone in Relapsed/Refractory B Cell Non-Hodgkin's Lymphoma

Model scores of the 29,894 trials active now.

Model score 19% for any early termination, 10% 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 2017-02-17. 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: celllymphomatransplantcancerprior
  Phrases that lowered it: with historyantipatients whoupperhistory of
• 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
• Drug's FAERS reports with a death: 19.8% (lowers risk) · Drug's FDA history
• Responsible party: sponsor investigator (raises risk) · Design
• Trials the sponsor started in the prior 2 years: 0 (raises risk) · Sponsor's track record
• Number of arms: 3 (lowers risk) · Design
• Primary purpose: treatment (raises risk) · Design
• Minimum age: 18 (raises risk) · Who can join
• Sponsor's past trials: 0 (raises risk) · Sponsor's track record
• Maximum age: not given (raises risk) · Who can join
• Design: sequential (raises risk) · Design
• Drug's FAERS reports marked serious: 93.0% (raises risk) · Drug's FDA history
• Disease area, neurology: No (lowers risk) · Disease area
• Drugs with FDA adverse-event history: 4 (lowers risk) · Drug's FDA history
• 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.

• Study of IPI-145 in Combination With Rituximab or Bendamustine/Rituximab in Hematologic Malignancies NCT01871675 · started 2013 · scored riskier than 72% of active trials completed
• Study of Pixantrone in CD20+ Relapsed/Refractory Aggressive Non-Hodgkin Lymphoma NCT03458260 · started 2018 · scored riskier than 73% of active trials completed
• Trial of Bendamustine, Bortezomib, and Rituximab in Patients With Previously Untreated Low Grade Lymphoma NCT01029730 · started 2010 · scored riskier than 73% of active trials completed
• Ibrutinib and Venetoclax in Relapsed and Refractory Follicular Lymphoma NCT02956382 · started 2017 · scored riskier than 89% of active trials completed
• Pharmacokinetics and Pharmacodynamics of BI 695500 vs. Rituximab as First Line-treatment in Patients With Low Tumor Burden Follicular Lymphoma NCT01950273 · started 2013 · scored riskier than 40% 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.