Glaucoma Algorithm Validation Study in African Population - the MAGIC Study (MAGIC)
Validation Study of an Artificial Algorithm for Glaucoma Detection in an African Population
Artificial Intelligence (AI) algorithms require validation in a variety of populations to ensure widespread clinical applicability. In Ophthalmology, AI algorithms are reaching maturity in diagnosis such as diabetic retinopathy and glaucoma. Higher-at-risk subjects of African descent are nevertheless usually under-represented in training datasets and therefore unclear about representativity.
A small scale validation study in consecutive patients in a large Eyesore unit in Mozambique will be performed to determine the diagnostic ability of these AI softwares in this population
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
Artificial Intelligence (AI) algorithm's are the next frontier in medical management, usually meant to improve diagnostic capabilities and to optimize the existing resources. They are particularly relevant in settings where there is a lack of specialised Human Resources such as physicians.
Ensuring these algorithms can be used in a wide population is therefore crucial to clinical implementation. Validation studies in specific segments of populations are needed to ensure all patients are represented and the results are therefore reliable. Higher-at-risk subjects of African descent are nevertheless usually under-represented in training datasets and therefore unclear about representativity.
A pilot study for validation of an AI algorithm for Glaucoma and Diabetic Retinopathy will be done for the MONA G-RISK® and diabetic retinopathy. Consecutive patients from a large Eye Unit in Mozambique's capital will be screened using these AI algorithms and validated using clinical standard as ground truth.
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Luis Abegao Pinto, MD, PhD
- Phone Number: +351 217 805 000
- Email: abegao.pinto@ulssm.min-saude.pt
Study Contact Backup
- Name: Quirina Tavares Ferreira, PhD
- Phone Number: +351 217 805 000
- Email: quirina.ferreira@ulssm.min-saude.pt
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- subjects age above 18 years old presenting at the Eye Unit
- willingness to sign an informed consent for the screening process
Exclusion Criteria:
- none
- Poor quality in screening image will be included in the intention to treat analysis, but excluded from the diagnostic comparator outcome.
- Patients with a known glaucoma diagnosis will not be excluded from the screening
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Diagnostic
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: AI-based fundus picture screening
Volunteers will performed a full study visit as part of their regular Ophthalmology assessment. This will include a fundus picture, an Optic-disc entered OCT, a Visual Field exam and a clinical examination by a clinical expert. Fundus picture will be assessed by an AI algorithm (G-Risk) and labelled with referral vs non-referrable and compared with the clinical gold standard |
G-Risk AI algorithm will assess the optic disc centered fundus picture and determine whether or not there is a need for referrable based on a pre-determined threshold (>=0.73)
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Diagnostic agreement between referring decision and reading center decision
Time Frame: Duration of the study - 3 weeks
|
Level of agreement will be done between referring decision and the ground truth as assessed by the reading center (normal, glaucoma suspect; definitive glaucoma). All subjects from both centers (referred and non-referred) will be reviewed. For a primary outcome analysis, the middle category (glaucoma suspect) will be pooled together with the normal diagnosis |
Duration of the study - 3 weeks
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Level of agreement (in %) between AI-risk score and human-based assessment of disease severity
Time Frame: After the study - 6 months
|
Reading center risk score of disease severity (ranked from 0 to 100) will be compared to the AI-based disease score.
This will be done separately in each of the 3 categories (normal; glaucoma suspect; glaucoma).
Analysis of this score would help refine clinical risk (high risk vs low risk patients) of each category.
Exploratory analysis will be made to determine the added value of including this risk score in refining AI-based referral
|
After the study - 6 months
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Study Director: Joana Ferreira, MD, PhD, ULS Santa Maria
- Study Director: Amelia Buque, MD, Dr. Agarwal Eye Hospital
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- Collaboration Mozambique 2
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
Clinical Trials on Glaucoma
-
NCT07303257RecruitingOpen-angle Glaucoma | Glaucoma Eye | Pigmentary Glaucoma | Closed-Angle Glaucoma | Pseudo Exfoliative Syndrome
-
NCT05593354Not yet recruitingGlaucoma | Glaucoma, Open-Angle | Glaucoma, Angle-Closure | Glaucoma, Neovascular | Glaucoma Eye | Glaucoma Secondary | Glaucoma Traumatic | Glaucoma Uveitic
-
NCT01301378TerminatedPrimary Open Angle Glaucoma | Neovascular Glaucoma | Uveitic Glaucoma | Pseudoexfoliation Glaucoma | Primary Angle Closure Glaucoma | Pigmentary Glaucoma | Traumatic Glaucoma
-
NCT07195370Active, not recruitingAngle Closure Glaucoma | Glaucoma Eye
-
NCT03187418CompletedGlaucoma | Glaucoma, Open-Angle | Glaucoma, Neovascular | Glaucoma Eye | Glaucoma and Ocular Hypertension | Glaucoma, Uncompensated | Glaucoma Secondary
-
NCT00524758CompletedOpen Angle Glaucoma | Neovascular Glaucoma | Angle Closure Glaucoma | Uveitis Glaucoma | Young Age Glaucoma | High Risk Patient
-
NCT07217678RecruitingOcular Hypertension | Glaucoma | Open-Angle Glaucoma | Glaucoma Suspect
-
NCT07300852Not yet recruitingGlaucoma | Glaucoma, Open Angle | Open Angle Glaucoma (OAG) | Normal Tension Glaucoma (NTG)
-
NCT07619482Not yet recruitingPrimary Open Angle Glaucoma | Open Angle Glaucoma | Low Tension Glaucoma | Pseudoexfoliation Glaucoma | Pigmentary Glaucoma
-
NCT04381611Enrolling by invitationGlaucoma, Angle-Closure | Surgery | Glaucoma, Neovascular | Glaucoma Eye | Glaucoma; Drugs | Glaucoma, Pigmentary | Glaucoma Secondary | Glaucoma Open-Angle | Glaucoma Congenital | Glaucoma Capsulare
Clinical Trials on Fundus Picture AI testing
-
NCT07318428CompletedGlaucoma | Diabetic Retinopathy | Retinal Vein Occlusion | Age Related Macular Degeneration | Glaucoma Suspect
-
NCT06892353RecruitingDiabetic Retinopathy
-
NCT07378956RecruitingDiabete Mellitus | Diabetic Retinopathy (DR) | Fundus Photography
-
NCT07069647RecruitingAge-Related Macular Degeneration (AMD) | Diabetic Retinopathy (DR)
-
NCT03517241UnknownRetina Disorder | Macula; Degeneration, Congenital or Hereditary
-
NCT04010110CompletedHydroxychloroquine Toxic Retinopathy
-
NCT03838679UnknownAge-related Macular Degeneration | Choroidal Neovascularization
-
NCT07550010RecruitingHuman Papillomavirus Infection | Cervical Intraepithelial Neoplasia Grade 2 (CIN2) | Cervical Cancer Screening Methods