T-DM1 and Non-pegylated Liposomal Doxorubicin in Human Epidermal Growth Factor Receptor 2 (HER2)-Positive Metastatic Breast Cancer

Model scores of the 29,894 trials active now.

Model score 18% for any early termination, 5% 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 2018-12-31. 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: breast cancertrastuzumabher2metastatic breastlvef
  Phrases that lowered it: clinical trialcombinationtumorsadvancedpharmacokinetic
• Phase: 1 (lowers risk) · Design
• Accepts healthy volunteers: No (raises risk) · Who can join
• Sponsor's past termination rate: 0% (lowers risk) · Sponsor's track record
• Disease area, cancer: Yes (raises risk) · Disease area
• Trials the sponsor started in the prior 2 years: 1 (raises risk) · Sponsor's track record
• 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
• Drug's FAERS reports marked serious: 95.6% (raises risk) · Drug's FDA history
• Collaborators: 2 (lowers risk) · Design
• Drug's FAERS reports with a death: 22.5% (raises risk) · Drug's FDA history
• Maximum age: not given (raises risk) · Who can join
• Sponsor's past trials: 1 (raises risk) · Sponsor's track record
• Number of arms: 1 (raises risk) · Design
• Has a data monitoring committee: No (lowers risk) · Design
• Drugs with FDA adverse-event history: 3 (lowers risk) · Drug's FDA history

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 (T-DM1) Sequentially With Anthracycline-based Chemotherapy, as Adjuvant or Neoadjuvant Therapy for Patients With Early Stage Herceptin (HER)2-positive Breast Cancer NCT01196052 · started 2010 · scored riskier than 53% 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
• A Study of Trastuzumab-Mcc-DM1 Administered Intravenously to Patients With HER2-Positive Metastatic Breast Cancer NCT00679211 · started 2008 · scored riskier than 61% of active trials completed
• A Study of the Efficacy and Safety of Trastuzumab Emtansine (Trastuzumab-MCC-DM1) vs. Trastuzumab (Herceptin®) and Docetaxel (Taxotere®) in Patients With Metastatic HER2-positive Breast Cancer Who Have Not Received Prior Chemotherapy for Metastatic Disease NCT00679341 · started 2008 · scored riskier than 85% of active trials completed
• Study of the Pharmacokinetics and Safety of Trastuzumab Emtansine in Chinese Participants With Locally Advanced Inoperable or Metastatic HER2+ Breast Cancer NCT03153163 · started 2017 · scored riskier than 30% 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.