Metformin+Cytarabine for the Treatment of Relapsed/Refractory AML

Model scores of the 29,894 trials active now.

Model score 23% 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 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 2016-01-21. 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: patients mustcellleukemiarefractoryeligible
  Phrases that lowered it: metforminaminotransferasemgbreastcombination
• Sponsor's past termination rate: 22.0% (raises risk) · Sponsor's track record
• Accepts healthy volunteers: No (raises risk) · Who can join
• Phase: 1 (lowers risk) · Design
• Disease area, cancer: Yes (raises risk) · Disease area
• Has a data monitoring committee: Yes (raises risk) · Design
• Design: single group (raises risk) · Design
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Drug's FAERS reports with a death: 10.6% (lowers risk) · Drug's FDA history
• Sponsor's past trials: 295 (lowers risk) · Sponsor's track record
• Drug's FAERS reports before start: 124563 (lowers risk) · Drug's FDA history
• Trials the sponsor started in the prior 2 years: 88 (lowers risk) · Sponsor's track record
• Drug's FAERS reports marked serious: 67.3% (lowers risk) · Drug's FDA history
• Minimum age: 18 (raises risk) · Who can join
• Primary purpose: treatment (raises risk) · Design
• Number of arms: 1 (raises risk) · Design
• Drug's FAERS reports in the prior 12 months: 25702 (lowers risk) · Drug's FDA history
• 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.

• Magrolimab, Azacitidine, and Venetoclax for the Treatment of Acute Myeloid Leukemia NCT04435691 · started 2020 · scored riskier than 88% of active trials terminated
• Phase II Study of the Combination of Mitoxantrone, Etoposide and Gemtuzumab Ozogamicin (MEGO) for Patients With Acute Myeloid Leukemia Refractory to Initial Standard Induction Therapy NCT03839446 · started 2019 · scored riskier than 79% of active trials completed
• Filgrastim, Cladribine, Cytarabine, and Mitoxantrone Hydrochloride in Treating Patients With Newly Diagnosed or Relapsed/Refractory Acute Myeloid Leukemia or High-Risk Myelodysplastic Syndromes NCT02044796 · started 2014 · scored riskier than 57% of active trials completed
• Decitabine Followed by Mitoxantrone Hydrochloride, Etoposide, and Cytarabine in Treating Patients With Relapsed or Refractory Acute Myeloid Leukemia or High-Risk Myelodysplastic Syndromes NCT01729845 · started 2012 · scored riskier than 77% of active trials completed
• Azacitidine, Mitoxantrone Hydrochloride, and Etoposide in Treating Older Patients With Poor-Prognosis Acute Myeloid Leukemia NCT01260714 · started 2010 · 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.