In conclusion, Altris AI has built its platform with a strong commitment to ethical AI principles, ensuring patient data protection, transparency, and compliance with global regulations like GDPR HIPAA, EU AI Act. The system is designed to support, not replace, eye care professionals by enhancing diagnostic accuracy and improving early detection of diseases. By emphasizing machine training ethics, patient-related rights, and the usability of their AI tool, Altris AI fosters trust in healthcare technology while maintaining high standards of transparency, accountability, and human oversight in medical decision-making.
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OCT Interpretation & Eye Examination: How AI can Solve 4 main Problems
Maria Znamenska
10 July 20225 min. readOCT Interpretation & Eye Examination: How AI can Solve 4 main Problems
The data derived from OCT interpretation provides us with an unthinkable amount of knowledge compared to just a few decades ago. However, the downside of this advancement is that the expertise needed to interpret the scan has also grown exponentially.
Also, with such a machine’s precision, even the slightest changes in the needed conditions can compromise the scan’s reliability. For instance, the patient’s head tilt can affect the measured thickness of the retinal nerve fiber layer. Therefore, differentiating between normal and pathological findings is crucial for accurate diagnosis and effective patient management.
AI for OCT Analysis
FDA-cleared AI that detects 70+ retina pathologies
Steps in OCT interpretation
When evaluating an OCT scan, the most logical first step is to compare it to the appearance of a healthy macula. Retinal anatomy can be challenging, but simply put, you can divide the retina into two zones: the inner and the outer retina.
The top portion of a B-scan represents the inner retina, which lies closest to the vitreous humor. The inner retina comprises layers from the internal limiting membrane to the external limiting membrane (ILM, RNFL, GCL, IPL, INL, OPL, ONL, ELM). The central retinal artery supplies blood to the inner retina; its largest capillaries are located innermost, while the smallest capillaries are outermost at the level of the INL and IPL.
The outer retina is closest to the choroid (bottom of the B-scan). It consists of the photoreceptor layers through to the choroid (PR, RPE, Bruch’s membrane, choriocapillaris, and choroidal stroma). The outer retina is avascular, receiving its oxygen and nutrients from the choroid.
The next step in evaluating a scan is determining whether the correct retinal layers are hyperreflective (dark) and hyperreflective (bright).
Identifying the specific layer in which a change is observed on the OCT scan will not only provide clues to possible pathologies but also help discern the underlying process. For instance, changes in the Retinal Pigment Epithelium (RPE) may affect metabolic support and the health of photoreceptor cells, while thinning of the nerve fiber layer can indicate degenerative processes, such as glaucoma. OCT findings also provide insights into a patient’s visual acuity.
Another crucial aspect of OCT interpretation is assessing the integrity of the retinal structure. In diseased eyes, you frequently encounter disruptions of the RPE or the ellipsoid zone (EZ). These disruptions often result from fluid accumulation that elevates higher layers from beneath.
OCT also allows visualization of any breaks in the retina. These breaks, commonly referred to as retinal tears or holes, can be classified as full-thickness or partial-thickness, depending on their extent.
Blurring or loss of definition of retinal structures is another key finding in OCT interpretation. This signifies a loss of the retina’s normal layered organization. One example is the disorganization of inner retinal layers that can occur in age-related macular degeneration (AMD), manifesting as indistinct layers merging into a homogenous mass.
As you can see, although OCT is widely regarded as a superior imaging modality, it remains a complex instrument that can lead to misdiagnosis, especially for those early in their careers.
For this article, we surveyed eye care practitioners to understand how they learned the interpretation of OCT, how often they encounter challenging or controversial scans in their practice, and what major pain points could be addressed with AI-assisted OCT interpretation.
According to our survey, there are four main ways to get OCT education: webinars, conferences, atlases, and mobile apps.
But even after attending courses or webinars, ophthalmologists and optometrists often feel that while they possess theoretical knowledge, they lack the practical experience necessary to feel fully confident in interpreting real-world OCT eye examinations. Thus, they may avoid working with OCT, even though they know its revolutionary value.
By surveying 1034 seasoned and newly practicing optometrists and ophthalmologists worldwide, encompassing a broad spectrum of clinical experience, we’ve identified the four main barriers to embracing OCT technology.
Four pain points of OCT interpretation
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Lack of confidence
Our survey revealed that 16.3% of eye care specialists avoid offering OCT eye examinations to their patients due to a lack of confidence in their interpretation skills. This mirrors a similar situation where even experienced practitioners may over-refer patients to eye hospitals out of an abundance of caution. While this approach might be justifiable in individual cases, it ultimately proves detrimental in the long run. For practitioners, it leads to a decline in clientele, while patients suffer from not receiving timely care at their initial point of contact.
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Slow OCT scan reading
While a machine can capture thousands of high-resolution scans in mere seconds, a clinician’s subsequent OCT interpretation is far more time-consuming. They must meticulously analyze each scan, not only for any signs of pathology but also in the context of the patient’s complete medical history.
Some eye care specialists may spend up to 40 minutes per OCT examination, which can negatively impact their practice’s efficiency and overall quality. However, on average, specialists dedicate about 10 minutes per OCT eye exam, assuming they are satisfied with the report generated by their device’s OCT interpretation and are not faced with ambiguous or difficult-to-interpret scans.
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Minor, early, rare pathologies missed
Another common challenge in OCT scan interpretation is the potential for overlooking minor, early, or rare pathologies. Our survey reveals that 20.2% of eye care specialists miss such findings 1-3 times per week, while 4.4% miss them more frequently, 3-5 times a week. However, these figures only represent acknowledged errors. A concerning 30.5% of ophthalmologists and optometrists admit they are unsure whether they miss any minor, early, or rare pathologies.
Failing to identify pathologies in their early stages can have devastating consequences for patients. For example, missing early signs of glaucoma, an irreversible condition, can lead to blindness. Similarly, overlooking rare or minor pathologies can result in inadequate patient follow-up and treatment, potentially exacerbating the condition. Accurate OCT interpretation and timely diagnosis are paramount for positive patient outcomes. This discussion focuses solely on the devastating impact on patients’ lives and doesn’t even delve into the potential legal ramifications of missed signs on OCT scans.
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Controversial Scans
Most eye care specialists encounter challenging or ambiguous OCT scans that they find difficult to interpret in their practice. In the vast majority of cases (99%, to be precise), eye care specialists seek a second opinion from their colleagues when faced with an uncertain scan.
However, not all clinicians have equal access to this valuable resource. Optometrists and ophthalmologists (practicing in remote or rural areas) often work in isolation, lacking the readily available professional support network that their colleagues in hospital settings enjoy. While those in hospitals can quickly consult peers for additional insights or guidance, the mentioned group often faces limited opportunities for collaborative decision-making and professional development.
In many professions, sharing challenging information with colleagues online could easily overcome these obstacles. However, the highly sensitive nature of medical data prevents eye care professionals from utilizing such convenient solutions.
How AI can help with OCT interpretation
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Workflow optimization
Our recent survey showed that among more than 1000 participating eye care specialists, 40% have more than 10 OCT exams daily. Meanwhile, 35% of eye care specialists have 5-10 OCT daily examinations. Unfortunately, more patients per day mean an increased risk that specialists may miss some minor, rare, or early conditions.
Artificial intelligence can significantly speed up the screening process and OCT interpretation while reducing the controversy around diagnoses. This faster and more accurate diagnostic tool will enable more patients to be seen, allow for quicker responses to pathologies that pose a risk to eyesight, and reduce the burden on strained hospitals with needless patient referrals, as well as free up patients from unnecessary stress and wasted time.
For instance, the Altris AI platform, which offers AI-powered interpretation of OCT for 70+ pathologies, has a severity grading of b-scans. Severity grading means it is easy to see if the eye is healthy (removing any need to spend time interpreting) or highlight where the pathology is and the degree of severity.
- Green – no pathology detected
- Yellow – mild to medium level of severity
- Red – severe pathology detected
Artificial intelligence tools also offer an interpretation of OCT in reports with customized measurements and selected biomarkers, retinal layers, or segments, allowing precise focus on treatment monitoring and patient response to therapy. This fastens the exam procedure and provides patients with educational materials they can understand.
Customizable and enriched OCT reports also enhance a patient’s medical history: the streamlined process of integrating OCT data into EMR ensures that every eye scan, with its corresponding measurements, biomarkers, and visualizations, becomes an easily accessible part of the patient’s medical history.
This is crucial for continuity of care and simplifies the audit process, providing a clear and comprehensive record of the patient’s eye health over time. Just optometry chains alone can perform an imposing volume of OCT scans, with some reaching upwards of 40,000 per week. While this demonstrates the widespread adoption of this valuable diagnostic tool, it also presents a challenge: the increased risk of missing subtle or early-stage pathologies amidst the sheer volume of data.
Enhanced OCT reports offer a solution by providing a crucial “second look” at scan results. While not foolproof, this double-check significantly reduces the risk of overlooking abnormalities in OCT interpretation, ultimately improving patient outcomes and safeguarding the clinic’s reputation.
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Identification of minor, early, and rare pathologies, including Glaucoma
AI systems that include pathology detection and segmentation in OCT scan interpretation enable automated disease characterization and longitudinal monitoring of therapeutic response. Wet AMD, Diabetic Retinopathy, and genetic diseases are among the pathologies that lead to blindness if not detected in time. Detecting pathological signs and pathologies related to these disorders in time can literally save patients from future blindness.
Another significant benefit of machine learned systems with early detection is OCT analysis for early glaucoma. Current tests often rely on observing changes over time, delaying treatment assessment and hindering early identification of rapid disease progression. OCT frequently detects microscopic damage to ganglion cells and thinning across these layers before changes are noticeable through other tests.
Another benefit of AI systems is that OCT interpretation for glaucoma usually utilizes a normative database to assess retinal normality. However, these databases are limited and represent an average of a select group of people, potentially missing early glaucoma development in those who deviate from the “norm.” Conversely, individuals may be unnecessarily referred for treatment due to not fitting the “normal” profile, even if their eyes are healthy.
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Second opinion
With AI-assisted OCT, you have the combined knowledge and experience of leading eye care specialists for every patient. This technology leverages massive datasets of medical images and clinical data meticulously analyzed by retinal experts during AI development. It is a valuable second opinion tool, helping you confirm diagnoses and identify subtle patterns the human eye might miss.
For example, the Altris AI mentioned above leverages a massive dataset of thousands of OCT scans collected from 11 ophthalmic clinics over the years. Carefully segmented and labeled by retinal professionals, these scans were used to train the AI. By analyzing each pixel of an image and its position relative to others, the AI algorithms have learned to distinguish between different biomarkers and pathologies.
AI for OCT Analysis
FDA-cleared AI that detects 70+ retina pathologies
Summing up
While OCT has revolutionized eye care diagnostics, its full potential is hindered by challenges in interpretation, ranging from a lack of confidence to time constraints, the risk of missing subtle pathologies, and fear of malpractice. The survey of eye care professionals underscores a critical need for innovative solutions, particularly for practitioners who lack access to immediate peer consultation. These pain points highlight the potential for AI-assisted OCT interpretation to not only streamline workflows but also significantly enhance diagnostic accuracy and patient care.
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OCT Examination vs Fundus Photo: Which Method to Choose
Maria Znamenska
26 July 20229 min. readBefore talking about the difference between OCT Examination and fundus photography (FP), we need to note that modern technologies, such as FP and optical coherence tomography imaging, have a positive effect on the daily practice of ophthalmologists and optometrists, facilitate early diagnosis and allow better management of eye disorders. Currently, special attention is paid to these two methods and their ability to provide a comprehensive description of the morphology and function of the retina.
Register in a free Demo Account to see how AI for OCT works. AMD, DR, early glaucoma examples.
At first glance, both methods have great potential for effective screening of retinal abnormalities. However, OCT images of the retina provide an improved diagnosis of many diseases, and the role of FP as the gold standard is losing popularity. In this post, we will look at the critical limitations of fundus photography and explore why the OCT imaging system is gaining credibility among ophthalmologists and optometrists worldwide.
What are the benefits and limitations of fundus photography?
To expand on the topic of fundus photography vs OCT, we need to talk about the benefits and limitations of FP. Being widely available, the fundus imaging system is vital for visualization of retinal and optic nerve conditions. Fundus photography is easy to use and cost-effective, contributing to its rapid spread over the past few years. However, this method also has a few disadvantages which make it less effective than OCT examination. Let’s take a closer look at the benefits and limitations of fundus imaging systems.
The benefits of the fundus photo
Fundus photography is a quick and simple non-invasive technique that allows eye care specialists to visualize the retina and provide the accurate diagnosis. FP shows the landmarks of the eye. In addition, fundus photo provides an early and accurate diagnosis, which is highly important for timely treatment and improved therapy.
Fundus photography helps ophthalmologists and optometrists not only identify retinal abnormalities and pathologies but also to monitor the progression of eye diseases. In this way, any eye care specialist can develop an effective treatment plan for different people with different eye types.
The limitations of the fundus photo
Despite all the benefits of the fundus photo, this technology also has some disadvantages. FP allows eye care specialists to examine the retina by looking at it from above. They may see an uneven retinal surface or curvature. However, FP does not allow observing the microscopic changes inside the retina which correspond to early stages of the disease. It, therefore, can be obtained with OCT image interpretation.
Taking about fundus photography vs OCT, the key disadvantage of FP compared to optical coherence tomography imaging is its lower resolution. Thus, the pathology size detected in the fundus photography is larger. The FP is unable to detect the invisible pathologies on different retinal layers, which usually present at the stage when the patient does not even have any complaints. In fact, the fundus imaging system sees what the human eye can see. With this technology, an ophthalmologist or optometrist detects only pathologies that are visible to human eyes.
What are the main principles of OCT examination?
OCT examination has revolutionized retinal research, allowing doctors to review the pathophysiology of many diseases. But what is the main difference between OCT and fundus photography? FP is the process of photographing the back of the eye using a specialized camera consisting of a microscope attached to a camera with a flash. In contrast, optical coherence tomography imaging estimates the depth at which a particular backscatter occurred by measuring its flight time.
The reflection of light allows determining exactly from what retinal layer the signal is coming. As we know that it takes more time for the light to return from deeper layers. The physical principle of OCT examination is similar to ultrasound. The only difference is that the OCT does not use acoustic waves but near-infrared optical wavelength radiation.
Modern OCT examination allows doctors to get images with a reasonably high resolution, ranging from 1 to 10 μm. In fact, optical coherence tomography is also called an optical retinal biopsy. The architecture of the retinal structure in the images is very close to the histological structure of the retina. Histologically, the retina consists of 10 layers, but OCT technology allows anyone to assess the retina itself and the structures surrounding it. The modern classification has 18 zones (layers), which can be estimated and described using this technology.
How does the OCT examination boost your working process?
Modern equipment allows patients to undergo both OCT and fundus photography quite comfortably – without dilation of the pupil and through a non-contact method of research. But optical coherence tomography imaging has many advantages that make this method the most progressive, leaving all competitors behind.
OCT imaging system is a highly informative method of retinal examination, and because of its resolution, it is called histology or microscopy. With this technology, ophthalmologists see what could only be seen under a microscope without OCT.
Usually, thinking of the benefits of OCT, eye care specialists talk about three key points:
- High scanning speed
- Non-invasiveness
- Contactless
However, experienced ophthalmologists and optometrists know these are not the only advantages. Let’s discuss how OCT image interpretation helps examine the layers of the retina and determine the causes of eye diseases.
Determining pathologies at early stages
Many diseases at the early stages are almost invisible to even an experienced optometrist or ophthalmologist. Most retinal abnormalities progress with age and develop slowly and gradually, so diagnosing them is pretty difficult. However, modern OCT image interpretation allows physicians to detect the warning signs of the disease, classify hundreds of pathologies, and re-monitor images to track the progression of pathologies.
Moreover, OCT image interpretation helps ophthalmologists understand the pathophysiology of retinal diseases, for example, how macular holes arose. This discovery showed doctors that they often misdiagnosed fluid location in the retina. Modern OCT examination help determine the location of abnormal new blood vessels, which is especially important when working with patients suffering from wet AMD.
Register in a free Demo Account to see how AI for OCT works. AMD, DR, early glaucoma examples.
Measuring thickness
OCT imaging allows eye care specialists to measure the retina’s thickness and the magnitude of the pathological process in μm. It is advantageous for the diseases that cause fluid accumulation, such as retinal vein occlusion (RVO) and diabetic macular edema (DME).
Fundus photography does not provide such an opportunity because the supervision of the dynamics is unavailable in FP. Because OCT imaging allows the retina to be examined in layers, any eye care specialist can detect changes in the structure of the eye that will never be able to be tracked by the FP.
In addition, creating a map of the total thickness of the retina or its layers is crucial for monitoring patients with glaucoma, for example. The retinal nerve fiber thickness in such patients becomes thinner as the disease progresses so it is vital to monitor it.
Determining the severity of eye disease
Well-made retinal images allow to determine the severity and stage of the disease, compare images after examination with documented results, and track disease progression. Moreover, obtaining clear images of the retina helps different eye care specialists who monitor the same patient to choose the most accurate diagnosis.
Providing high patient tolerance
Needless to say that patient cooperation is highly important while performing any type of diagnosis. If a patient moves during the procedure, the quality of the image may deteriorate significantly. However, with modern optical coherence tomography principles, the acquisition time is shorter which results in fewer motion-related artifacts.
OCT uses completely safe laser light, avoiding all the side effects or risks. Moreover, with its scanning speed, the process becomes comfortable and effortless both for the ophthalmologist/optometrist and the patient.
Register in a free Demo Account to see how AI for OCT works. AMD, DR, early glaucoma examples.
Disadvantages of OCT examination
Despite the high-quality information provided with optical coherence tomography imaging, the technology also has a few limitations. As OCT uses light waves, some images can contain media opacities. Thus, the OCT scan can be limited by staging a hemorrhage in the vitreous body, a dense cataract, or clouding of the cornea.
Current use of OCT examination
Although standard fundus imaging is widely used, more and more eye care specialists are switching to modern OCT systems that provide more detailed information about various retinal abnormalities.
Today, the commercially available and clinical standard of choice for most specialists is SD-OCT (spectral-domain OCT) systems, which provide volumetric images of the human retina with a lateral resolution of better than 20 μm. Current SD-OCT devices use retinal images to re-trace the same image area during several subsequent examinations to monitor treatment progress.
The ophthalmological practice also uses SS-OCT (swept-source OCT) systems, which provide access to a large number of parameters of the eye, which is important for measurements through dense cataracts. SS-OCT supports high image speed and a large scanning depth range compared to SD-OCT. However, the cost of SS-OCT devices is much higher than their counterparts, so these systems have not yet gained widespread clinical implementation. Assuming that the cost of lasers will decrease, it is likely that SS-OCT will eventually also replace SD-OCT in most daily clinical practice.
In general, the modern OCT devices available today, whether SS-OCT or SD-OCT, are multimodal, which means that ophthalmologists can quickly and easily acquire an incredible amount of information. In addition to image acquisition, modern OCT imagin systems are equipped with special software. It collects retinal images and compares the results to regulatory databases. This allows doctors to make better patient treatment decisions.
The future of retinal imaging with OCT examination
Coming back to the topic of fundus photography vs OCT, these two methods are pretty difficult to compare because these are completely different technologies. OCT and FP carry different information and can sometimes even complement each other. After many years of using the fundus imaging system, this method has been perfected, the quality of cameras has increased, and it has become possible to take pictures without dilating the pupil.
For example, FP is a great method for revealing vascular diseases of the eye. However, in most cases, the resolution of OCT is much higher than the resolution of fundus photography. FP will never be able to track invisible changes in the retina structure that OCT can track.
OCT image interpretation makes it possible to examine 18 zones of the retina, which allows ophthalmologists and optometrists to investigate pathologies in the early stages and detect foci of diseases up to 20 μm. That is why both young specialists and experienced professionals should choose OCT to examine the patient’s retina.
The future of OCT examination is definitely connected to technologies.
For instance, mobile apps for ophthalmologists, such as Altris Education OCT, help eye care specialists learn OCT image interpretation on millions of labeled scans.
Altris AI web platform supports ophthalmologists and optometrists in decision-making: the system detects 54 pathologies and 49 pathological signs on OCT providing eye care specialists with a higher level of confidence in diagnostics.
The combination of the knowledge of eye care specialists powered by AI technologies will result in higher diagnostic standards for the industry and better patient outcomes. Imagine how many diseases can be prevented if detected at early stages! Watch a short and useful video about the main features of Altris AI platform: