A Single-center, Retrospective Study to Evaluate the Clinical Performance of Artificial Intelligence Medical Assisted Diagnostic Software (VeriSee DR) for Screening of Diabetic Retinopathy in Patients With Diabetes Mellitus
Study Details
Study Description
Brief Summary
This study is to evaluate the clinical performance of VeriSee DR for DR screening from color fundus photography images in patients with diabetes mellitus. The sensitivity and specificity of VeriSee DR's automated image analysis for screening the diabetes retinopathy will be determined.
Condition or Disease | Intervention/Treatment | Phase |
---|---|---|
|
Study Design
Outcome Measures
Primary Outcome Measures
- Sensitivity [2 months]
To evaluate the clinical performance of VeriSee DR by determining the sensitivity. Sensitivity = 100% x TP/(TP+FN)
- Specificity [2 months]
To evaluate the clinical performance of VeriSee DR by determining the specificity. Specificity = 100% x TN/(TN+FP)
Secondary Outcome Measures
- Positive Predictive Values (PPV) [2 months]
To evaluate the clinical performance of VeriSee DR by determining the positive predictive values (PPV). Positive predictive value (PPV) =100% x TP/(TP+FP)
- Negative Predictive Values (NPV) [2 months]
To evaluate the clinical performance of VeriSee DR by determining the negative predictive values (NPV). Negative predictive value (NPV) = 100% x TN/(FN+TN)
- Percentage of Participant Images With Insufficient Quality as Judged by VeriSee DR [2 months]
To determine the percentage of subjects' images with insufficient quality as judged by VeriSee DR. The percentage of subjects who have the images with insufficient quality as determined by VeriSee DR will be presented.
Eligibility Criteria
Criteria
Inclusion Criteria:
- Subjects enrolled in this study should meet all the following criteria.
-
Subject with age ≥ 20 years old
-
Subject with documented diagnosis of diabetes mellitus
-
Subject with image taken by color fundus photography that meet the following requirement:
-
The resolution of image is 1024×1024 pixels or higher;
-
The angle view of image is 45 or 50 degree.
- Subject's image includes macula and optic nerve as judged by the ophthalmologist.
Exclusion Criteria:
- Subjects will be excluded if they meet any of the following criteria.
-
The color fundus photography image previously used by VeriSee DR during the development process and pre-clinical test
-
The macula, optic nerve, or other part in the image of color fundus photography is unclear to determine the disease condition as judged by the ophthalmologist.
Contacts and Locations
Locations
Site | City | State | Country | Postal Code | |
---|---|---|---|---|---|
1 | National Taiwan University Hospital | Taipei | Taiwan | 100 |
Sponsors and Collaborators
- Acer Being Health Inc.
- National Taiwan University Hospital
Investigators
None specified.Study Documents (Full-Text)
More Information
Publications
None provided.- QCR19002
Study Results
Participant Flow
Recruitment Details | |
---|---|
Pre-assignment Detail |
Arm/Group Title | Test Group |
---|---|
Arm/Group Description | A total of 703 subjects with at least one qualified color fundus photography image as determined by the ophthalmologist were enrolled in this study. All 703 subjects enrolled were included in the intended use population. A total of 703 qualified color fundus photography images from all enrolled subjects were included for effectiveness analysis. No subjects were excluded from the intended use population. |
Period Title: Overall Study | |
STARTED | 703 |
COMPLETED | 675 |
NOT COMPLETED | 28 |
Baseline Characteristics
Arm/Group Title | Intended Use Population |
---|---|
Arm/Group Description | Intended Use Population |
Overall Participants | 703 |
Age (years) [Mean (Standard Deviation) ] | |
Mean (Standard Deviation) [years] |
58.5
(13.6)
|
Sex: Female, Male (Count of Participants) | |
Female |
354
50.4%
|
Male |
349
49.6%
|
Race and Ethnicity Not Collected (Count of Participants) | |
Region of Enrollment (Count of Participants) | |
Taiwan |
703
100%
|
Outcome Measures
Title | Sensitivity |
---|---|
Description | To evaluate the clinical performance of VeriSee DR by determining the sensitivity. Sensitivity = 100% x TP/(TP+FN) |
Time Frame | 2 months |
Outcome Measure Data
Analysis Population Description |
---|
Of 703 subjects enrolled, VeriSee DR judged the images of 28 subjects (3.98%) as with insufficient image quality. |
Arm/Group Title | Intended Use Population |
---|---|
Arm/Group Description | Intended Use Population |
Measure Participants | 675 |
Number (95% Confidence Interval) [percent] |
95
|
Title | Specificity |
---|---|
Description | To evaluate the clinical performance of VeriSee DR by determining the specificity. Specificity = 100% x TN/(TN+FP) |
Time Frame | 2 months |
Outcome Measure Data
Analysis Population Description |
---|
Of 703 subjects enrolled, VeriSee DR judged the images of 28 subjects (3.98%) as with insufficient image quality. |
Arm/Group Title | Test Group |
---|---|
Arm/Group Description | A total of 703 subjects with at least one qualified color fundus photography image as determined by the ophthalmologist were enrolled in this study. All 703 subjects enrolled were included in the intended use population. A total of 703 qualified color fundus photography images from all enrolled subjects were included for effectiveness analysis. No subjects were excluded from the intended use population. |
Measure Participants | 675 |
Number (95% Confidence Interval) [percent] |
89.9
|
Title | Positive Predictive Values (PPV) |
---|---|
Description | To evaluate the clinical performance of VeriSee DR by determining the positive predictive values (PPV). Positive predictive value (PPV) =100% x TP/(TP+FP) |
Time Frame | 2 months |
Outcome Measure Data
Analysis Population Description |
---|
Of 703 subjects enrolled, VeriSee DR judged the images of 28 subjects (3.98%) as with insufficient image quality. |
Arm/Group Title | Test Group |
---|---|
Arm/Group Description | A total of 703 subjects with at least one qualified color fundus photography image as determined by the ophthalmologist were enrolled in this study. All 703 subjects enrolled were included in the intended use population. A total of 703 qualified color fundus photography images from all enrolled subjects were included for effectiveness analysis. No subjects were excluded from the intended use population. |
Measure Participants | 675 |
Number (95% Confidence Interval) [percent] |
94.5
|
Title | Negative Predictive Values (NPV) |
---|---|
Description | To evaluate the clinical performance of VeriSee DR by determining the negative predictive values (NPV). Negative predictive value (NPV) = 100% x TN/(FN+TN) |
Time Frame | 2 months |
Outcome Measure Data
Analysis Population Description |
---|
Of 703 subjects enrolled, VeriSee DR judged the images of 28 subjects (3.98%) as with insufficient image quality. |
Arm/Group Title | Intended Use Population |
---|---|
Arm/Group Description | Intended Use Population |
Measure Participants | 675 |
Number (95% Confidence Interval) [percent] |
90.7
|
Title | Percentage of Participant Images With Insufficient Quality as Judged by VeriSee DR |
---|---|
Description | To determine the percentage of subjects' images with insufficient quality as judged by VeriSee DR. The percentage of subjects who have the images with insufficient quality as determined by VeriSee DR will be presented. |
Time Frame | 2 months |
Outcome Measure Data
Analysis Population Description |
---|
[Not Specified] |
Arm/Group Title | Intended Use Population |
---|---|
Arm/Group Description | Intended Use Population |
Measure Participants | 703 |
Count of Participants [Participants] |
28
4%
|
Adverse Events
Time Frame | this study is a retrospective study so there is no need to collect adverse event data. | |
---|---|---|
Adverse Event Reporting Description | this study is a retrospective study so there is no need to collect adverse event data. | |
Arm/Group Title | Test Group | |
Arm/Group Description | A total of 703 subjects with at least one qualified color fundus photography image as determined by the ophthalmologist were enrolled in this study. All 703 subjects enrolled were included in the intended use population. A total of 703 qualified color fundus photography images from all enrolled subjects were included for effectiveness analysis. No subjects were excluded from the intended use population. | |
All Cause Mortality |
||
Test Group | ||
Affected / at Risk (%) | # Events | |
Total | 0/0 (NaN) | |
Serious Adverse Events |
||
Test Group | ||
Affected / at Risk (%) | # Events | |
Total | 0/0 (NaN) | |
Other (Not Including Serious) Adverse Events |
||
Test Group | ||
Affected / at Risk (%) | # Events | |
Total | 0/0 (NaN) |
Limitations/Caveats
More Information
Certain Agreements
Principal Investigators are NOT employed by the organization sponsoring the study.
There is NOT an agreement between Principal Investigators and the Sponsor (or its agents) that restricts the PI's rights to discuss or publish trial results after the trial is completed.
Results Point of Contact
Name/Title | Regulator Manager |
---|---|
Organization | Acer Healthcare Inc. |
Phone | 886-6-26963131 ext 5789 |
Johnny.Lu@acer.com |
- QCR19002