Eye Diseases
Conditions
Keywords
Machine Learning, Glaucoma, Keratoconus, Ocular Hypertension, Corneal Biomechanics
Brief summary
The aim of the study is to use machine learning to develop an IT tool able to differentiate between eye conditions analysing corneal biomechanical data.
Detailed description
Data will be collected using two different commercially available devices that are able to measure corneal biomechanics. Corneal biomechanics will be measured in participants with different conditions: glaucoma, ocular hypertension, corneal conditions, and healthy controls as it is well established that the above-mentioned conditions cause changes in corneal biomechanical properties. Corneal biomechanics are the mechanical properties of the cornea, as rigidity, elasticity and it is possible to measure them using two devices: Ocular Response Analyzer (ORA) or Corneal Visualization Scheimpflug Technology (Corvis ST). Both devices use a puff of air to temporally flatten the cornea and derive the properties of the tissue. Participants with ocular conditions will be recruited at Birmingham and Midlands Eye Centre (BMEC) at the Glaucoma and Anterior Eye clinics among patients attending for their routine clinical appointment. Healthy controls will be recruited at Aston University. This study requires only one visit and there is no need of follow up. A portion of the data collected will be used to train machine learning algorithms to differentiate between conditions, the remaining data will be used to test the accuracy of newly created algorithms. The algorithm will be developed using Orange Data Mining.
Interventions
DIAGNOSTIC_TESTMeasurement of corneal biomechanical properties
Measurement of corneal biomechanics
Sponsors
Sandwell & West Birmingham Hospitals NHS Trust
Aston University
Study design
Observational model
COHORT
Time perspective
PROSPECTIVE
Eligibility
Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
Yes
Inclusion criteria
* Age above 18 years old. * Participants who are able to give informed consent. * Study groups: Patients with diagnosis of glaucoma or corneal disease or ocular hypertension. Patients that are having a treatment (medications or surgery) for glaucoma or ocular hypertension or corneal conditions. * Control group: people with no diagnosis or treatment of previous pathologies.
Exclusion criteria
* Age below 18. * Participants who are not able to give informed consent. * Patients with eye conditions not within the inclusion criteria. * Patients with respiratory distress or significant head tremor. * Patients who are in pain or unable to remain seated for duration of measurements. * Participants that during the visit are wearing contact lenses. The wear of contact lenses can alter the measure of corneal biomechanics.
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Corneal resistance factor | Day 1 | Overall resistance of the cornea, measured using ORA \[mmHg\] |
| Highest concavity radius | Day 1 | Radius of curvature at highest concavity, measured using Corivs ST \[mm\] |
| Highest concavity deformation amplitude | Day 1 | Maximal displacement of corneal apex between normal corneal shape and highest concavity, measured using Corivs ST \[mm\] |
| Corneal hysteresis | Day 1 | Difference in terms of intensity of puff of air between the first and second applanation, measured using ORA \[mmHg\] |
| Highest concavity time | Day 1 | Time frame at highest concavity, measured using Corivs ST \[s\] |
| Second applanation lenght | Day 1 | Lenght of the second applanation of the cornea, measured using Corivs ST \[mm\] |
| First applanation lenght | Day 1 | Lenght of the first applanation of the cornea, measured using Corivs ST \[mm\] |
| Second applanation velocity | Day 1 | Velocity during the second applanation of the cornea, measured using Corivs ST \[m/s\] |
| Second applanation time | Day 1 | Time frame of the second applanation of the cornea, measured using Corivs ST \[s\] |
| First applanation velocity | Day 1 | Velocity during the first applanation of the cornea, measured using Corivs ST \[m/s\] |
| First applanation time | Day 1 | Time frame of the first applanation of the cornea, measured using Corivs ST \[s\] |
| Highest concavity peak distance | Day 1 | Distance between the 2 surrounding peaks at the highest concavity, measured using Corivs ST \[mm\] |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Intraocular pressure measured using ORA | Day 1 | Value of intraocular pressure measured according to the pressure of the air needed to applanate the cornea. |
| Pachymetry | Day 1 | Measure of corneal thickness using Corvis ST |
| Intraocular pressure measured using Corvis ST | Day 1 | Value of intraocular pressure measured according to the pressure of the air needed to applanate the cornea. |
Outcome results
None listed