Artificial intelligence could help prevent transplant complications by personalizing drug dosing
NCT ID NCT07695571
First seen Jul 10, 2026 · Last updated Jul 10, 2026
Summary
This study aims to develop an artificial intelligence tool that helps doctors choose the right dose of cyclosporine for patients who have received a bone marrow transplant. Cyclosporine is used to prevent graft-versus-host disease, a serious complication where donor cells attack the patient's body. The tool combines information about how the drug behaves in the body with machine learning and deep learning techniques to predict the best dose using minimal blood samples. The goal is to make dosing more personalized and practical for everyday clinical care.
What this could mean
Our plain-language read of the trial. This is informational only, not medical advice or a prediction.
- Active substance
- cyclosporine
- What this could lead to
- If successful, this AI tool could help doctors personalize cyclosporine doses for each patient, potentially reducing the risk of graft-versus-host disease after bone marrow transplant.
- What could go wrong
- This is a modeling study, not a treatment trial. The tool's predictions may not improve real-world outcomes, and its accuracy depends on the quality of the data used.
This is an AI summary of the original study and may miss details. Read our disclaimer.
Study facts
What this study's own registry entry says, in plain language.
- Participants
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About 300 people
The number the study aims to enrol. It can still change while the study runs.
- Expected to start
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Aug 2026
An estimate. Start dates often move.
- Expected to finish
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Jun 2027
An estimate. End dates often move.
- Lead sponsor
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Other sponsor
The registry's catch-all category, for sponsors it does not file as a company, a government agency, or a research network.
Who can take part
This study's own entry requirements. Only the study team can say for certain whether you qualify.
Who is studied
The study population consists of pediatric and adult patients aged 2-65 years who underwent first allogeneic hematopoietic stem cell transplantation (HSCT) and received cyclosporine for graft-versus-host disease (GVHD) prophylaxis. Participants will be identified retrospectively from electronic medical records and therapeutic drug monitoring (TDM) databases. Eligible patients must have complete demographic, clinical, laboratory, dosing, and cyclosporine TDM data. Patients with inaccurate dose administration or blood sampling times, missing essential covariates, or insufficient pharmacokinetic or TDM data will be excluded.
- Ages
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2 to 65 years
- Sex
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Anyone
- Healthy volunteers
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Not accepted
This study is not open to healthy volunteers. The entry requirements below say who it is open to.
Show the full entry requirements Hide the full entry requirements
Copied word for word from the study's registry entry, so the wording is the study team's rather than ours.
Inclusion Criteria: * • CsA therapy indicated alone or in combination for GVHD prophylaxis. * Aged 2-65 years. * Clinically stable after first HSCT. Exclusion Criteria: * • Inaccurate sampling or dose administration times. * Patients with missing key covariates. * Patients lacking sufficient pharmacokinetic or TDM data
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Conditions
The condition(s) this trial relates to.
As listed by the trial registrant
The condition terms exactly as the trial's registrant entered them.
How to take part
Only the study team decides who joins. These are the ways to reach them.
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The official record
ClinicalTrials.gov lists the study team's own contact details, including names and phone numbers. We don't republish those.
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A doctor treating you
A doctor who knows your case can contact a study site on your behalf, and can tell you whether this study is worth pursuing at all.
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