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Neural Network-based Treatment Decision Support Tool in Patients With Refractory Solid Organ Malignancies

A Phase II Trial of Neural Network-based Treatment Decision Support Tool in Patients With Refractory Solid Organ Malignancies

Status
Recruiting
Phases
Phase 2
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05719428
Acronym
DRUID
Enrollment
37
Registered
2023-02-09
Start date
2023-08-28
Completion date
2026-06-30
Last updated
2025-07-25

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Solid Organ Malignancies

Keywords

Next generation sequencing, DRUID

Brief summary

DRUID is a treatment decision support tool combining predictive models and public databases related to multi-gene markers, drug response screens, gene essentiality and clinical status of drugs to provide drug recommendations personalized based on an input genomic profile. We hypothesize that DRUID analysis of patients' somatic mutational profile from NGS diagnostic platform can be used as a treatment decision support tool in patients with refractory cancer without targetable mutations.

Detailed description

2.1. Hypothesis We hypothesize that DRUID analysis of patients' somatic mutational profile from NGS diagnostic platform can be used as a treatment decision support tool in patients with refractory cancer without targetable mutations. Using algorithm selected treatment from a panel of 60 drugs we predict an objective response rate (ORR) of ≥ 25%. 2.2. Primary Objectives • To prospectively determine if DRUID selected therapy based on NGS diagnostic profile input can lead to objective responses in refractory solid organ malignancies. 2.3. Secondary Objectives * To assess clinical benefit rate (complete response, partial response and stable disease for ≥ 24 weeks) * To assess progression-free and overall survival of patients treated with DRUID-guided therapy

Interventions

OTHERDRUID AI Program

Patients will begin single agent therapy within 4 weeks of enrolment and continue until disease progression, maximum safe cumulative dose reached (where applicable, per standard institution practice) or unacceptable toxicity as per physician's discretion.

Sponsors

School of Computing, National University of Singapore
CollaboratorUNKNOWN
National University of Singapore
CollaboratorOTHER
National University Hospital, Singapore
Lead SponsorOTHER

Study design

Allocation
NA
Intervention model
SINGLE_GROUP
Primary purpose
TREATMENT
Masking
NONE

Intervention model description

Patients NGS profile will be analysed with DRUID system to generate recommendations based on predicted efficacy. Patients with available archival tissue will have gene expression analysis performed to optimise DRUID recommendation. Patients will subsequently receive single agent therapy based on DRUID recommendations and criteria for therapy choice. Patients will begin single agent therapy within 4 weeks of enrolment and continue until disease progression, maximum safe cumulative dose reached (where applicable, per standard institution practice) or unacceptable toxicity as per physician's discretion.

Eligibility

Sex/Gender
ALL
Age
21 Years to 99 Years
Healthy volunteers
No

Inclusion criteria

Patients may be included in the study only if they meet all of the following criteria: * Age ≥ 21 years. * Histological or cytological diagnosis solid organ malignancy * Available results of comprehensive NGS panel testing performed on either tumour tissue or blood-based assay. If results are from blood-based assay, test must have been performed in the metastatic setting. * ECOG 0-2. * At least 1 measurable tumour lesions based on RECIST 1.1 criteria * Estimated life expectancy of at least 12 weeks. * Has documented progressive disease from last line of therapy. * Has received at least 2 lines of palliative systemic therapy with no available standard therapy: * Adequate organ function including the following: * Bone marrow: * Absolute neutrophil (segmented and bands) count (ANC) ≥ 1.5 x 109/L * Platelets ≥ 100 x 109/L * Haemoglobin ≥ 8 x 109/L * Hepatic: * Bilirubin ≤ 1.5 x upper limit of normal (ULN), * ALT or AST ≤ 2.5x ULN, (or ≤ 5 X with liver metastases) * Renal: * Creatinine ≤ 1.5x ULN * Signed informed consent from patient or legal representative. * Able to comply with study-related procedures.

Exclusion criteria

* Treatment within the last 30 days with any investigational drug. * Concurrent administration of any other tumour therapy, including cytotoxic chemotherapy, hormonal therapy, and immunotherapy. * Major surgery within 28 days of study drug administration. * Active infection that in the opinion of the investigator would compromise the patient's ability to tolerate therapy. * Pregnancy. * Breast feeding. * Serious concomitant disorders that would compromise the safety of the patient or compromise the patient's ability to complete the study, at the discretion of the investigator. * Active bleeding disorder or bleeding site. * Non-healing wound. * Second primary malignancy that is clinically detectable at the time of consideration for study enrolment. * Symptomatic brain metastasis.

Design outcomes

Primary

MeasureTime frameDescription
Objective response rate (ORR)10 monthsDefined as patient exhibiting a best study response of complete or partial clinical response based on radiological imaging per RECIST 1.1 criteria.

Secondary

MeasureTime frameDescription
Clinical benefit10 monthsDefined as presence of best study response of complete or partial response or stable disease for at least 24 weeks (based on RECIST 1.1 criteria).
Progression free survivalFrom enrolment till disease progression or date of death or final follow-up visit (1 year).Defined as the time from the date of study enrolment to the first date of documented disease progression.

Countries

Singapore

Contacts

Primary ContactRobert John Walsh
robert_walsh@nuhs.edu.sg69082222
Backup ContactRobert John Walsh

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026