Abstract
Purpose:
Assessment of capillary abnormalities facilitates early diagnosis, treatment, and follow-up of common retinal pathologies. Injected contrast agents like fluorescein are widely used to image retinal capillaries, but this highly effective procedure has a few disadvantages, such as untoward side effects, inconvenience of injection, and brevity of the time window for clear visualization. The retinal function imager (RFI) is a tool for monitoring retinal functions, such as blood velocity and oximetry, based on intrinsic signals. Here we describe the clinical use of hemoglobin in red blood cells (RBCs) as an intrinsic motion-contrast agent in the generation of detailed noninvasive capillary-perfusion maps (nCPMs).
Patients and methods:
Multiple series of nCPM images were acquired from 130 patients with diabetic retinopathy, vein occlusion, central serous retinopathy, age-related macular degeneration, or metabolic syndrome, as well as from 37 healthy subjects. After registration, pixel value distribution parameters were analyzed to locate RBC motion.
Results:
The RFI yielded nCPMs demonstrating microvascular morphology including capillaries in exquisite detail. Maps from the same subject were highly reproducible in repeated measurements, in as much detail and often better than that revealed by the very best fluorescein angiography. In patients, neovascularization and capillary nonperfusion areas were clearly observed. Foveal avascular zones (FAZ) were sharply delineated and were larger in patients with diabetic retinopathy than in controls (FAZ diameter: 641.5 ± 82.3 versus 463.7 ± 105 μm; P < 0.001). Also visible were abnormal vascular patterns, such as shunts and vascular loops.
Conclusion:
Optical imaging of retinal capillaries in human patients based on motion contrast is noninvasive, comfortable, safe, and can be repeated as often as required for early diagnosis, treatment guidance, and follow up of retinal disease progression.
Keywords: noninvasive, capillary maps, motion contrast, foveal avascular zone, retinal imaging, injection, fluorescein
Introduction
Capillary network function and morphology are affected by many common pathological processes. Assessment of capillary abnormality is desirable for early diagnosis, but many of the widely utilized imaging methods require administration of contrast agents, while others have not been approved for clinical use.1,2 Brain studies have shown that it is possible to image the fluctuations in intrinsic reflectance that result from changes in hemoglobin volume and oxygenation state.3 Other studies have successfully imaged the motion of red blood cells (RBCs) in cortical capillaries.4 Our group previously described a method that employs hemoglobin-based intrinsic–motion contrast to trace the retinal microvasculature.5,6 Over the years, that methodology has been significantly improved so that capillaries can now be visualized in a clinical setting in exquisite detail.
Optical imaging techniques use visible, ultraviolet, and infrared wavelengths to probe an imaged tissue target for its optical properties, which include fluorescence, absorption, and scattering. Small changes in reflectance due to intrinsic optical properties of the blood have been used to explore hemodynamic activity.3,7 By capturing reflectance changes as a function of time under stroboscopic illumination, our group developed the retinal function imager (RFI) (Optical Imaging Ltd, Rehovot, Israel). This instrument incorporates a noninvasive method of imaging and mapping the capillaries using the intrinsic contrast chromophore, hemoglobin. Fast acquisition of images at a wavelength strongly absorbed by hemoglobin enables the motion of RBCs to be detected, and by tracing the paths of this perfusing motion, the capillaries can be visualized as previously described in detail.5,6 We chose to implement this approach using better realignment and analysis software for visualizing the retinal capillary network in more detail and accuracy than in the past.
Previous studies have employed different technologies to display the retinal functional vasculature using various methods. Scanning laser video-fluorescein angiography enhances the visualization of capillary network with contrast agent injection and provides superb images in normal subjects and in diabetic patients exploring macular microcirculation in cystoid maculopathy.8–10 The addition of adaptive optics to scanning laser ophthalmoscopy improves the image resolution and allows detection of small capillaries through tracking of leukocyte movement.11,12 Ferguson et al employed a tracking system to obtain stabilized Doppler flowmetry images that demonstrate vascular perfusion.13 Fourier-domain optical coherence tomography (OCT) technology with phase variance–based motion contrast enables visualization of fine vasculature.14,15 Our aim here was to describe a simple method for imaging of retinal pathologies using xenon-lamp stroboscopic lighting. Imaging of the retinal vasculature is important for early diagnosis, targeted treatment, and follow-up of ocular diseases, while the unique optical properties of the eye make the ocular fundus eminently accessible to direct, noninvasive optical monitoring of the vascular flow.16,17
Ocular neovascularization is the major cause of blindness in a wide range of ocular diseases, such as diabetic retinopathy (DR), branch retinal vein occlusion (BRVO), and age-related macular degeneration (AMD).18,19 In DR, other patterns of vascular abnormalities like venous loops and shunts were found.20–22 Defining nonperfused retinal areas is important in assessing vascular retinal pathologies, as the absence of blood supply is responsible for vision loss and neovascularization formation.18 Since its first use as a diagnostic aid in the 1960s,16 fluorescein angiography (FA) has become an invaluable tool for studying, understanding, documenting, and treating ocular disease.16,23,24 However, up to 20% of patients have an adverse response to injection of fluorescein, ranging from mild effects like nausea, pruritus, and sneezing,16,23,25 to severe reactions including death (1 in 220,000). Therefore, a clinically applicable, noninvasive alternative for visualizing capillary abnormality or capillary dropout is potentially a valuable aid to diagnosis.16,23–25 Detection of leaks is not possible with the technique as presented but is with the use of a contrast agent, as discussed later. Here we show that retinal vascular pathologies can be detected by the use of intrinsic motion contrast to create noninvasive capillary-perfusion maps (nCPMs).
Material and methods
Subjects
Participating in the study were 37 healthy subjects (42 eyes) and 130 patients (149 eyes) with a diverse array of common retinal pathologies including BRVO, DR, AMD, and central serous retinopathy (CSR). Subjects were enrolled in the healthy group if they had no signs of ophthalmic pathology and had a best corrected visual acuity of at least 20/40. Patients were recruited to the various pathology groups if they had signs of the specific disease and no signs of any other ophthalmic pathology. Insufficient light reaching the retina results in poor signal to noise ratio and inadequate focus. Thus, exclusion criteria for both groups were lack of clear visualization of the retina because of media opacity, a poorly dilating pupil or operator-dependent image-focusing insufficiency. Refractive error greater than ±6 diopters (spherical equivalent) may also interfere with focusing; therefore, such patients were excluded.
After excluding images of inadequate quality, we were able to produce 37 nCPMs of 37 healthy subjects (average age 34.8 ± 10.1 years) and 84 nCPMs of 68 patients (average age 60.7 ± 14.7 years). Images of inadequate quality were due to operator inexperience with fundus photography and irregular retinal face in case of severe macular edema, problems in patient focusing, and cooperation due to poor vision. Of the eyes with pathologies, 9 were of 9 patients with BRVO (average age 65.3 ± 8.9), 58 were of 47 patients with diabetes (average age 60.3 ± 11.5); 38 had nonproliferative DR (NPDR), 20 had proliferative DR (PDR), 13 were of 10 patients with AMD (average age 70.7 ± 14.5), and 4 were of 2 patients with CSR (average age 42.2 ± 7.2).
Patients were recruited from the ophthalmic clinic at Sourasky Medical Center, Tel-Aviv, Israel, and the Edith Wolfson Medical Center, Holon, Israel. The study was approved by the Institutional Review Board/Ethics Committee of both medical centers and adhered to the regulations of the Declaration of Helsinki and Health Insurance Portability and Accountability Act. Informed consent was obtained from all participants prior to study inclusion.
Visual acuity was recorded. Pupils were dilated with 1% tropicamide and 2.5% phenylephrine. Each participant was scanned for retinal function by the RFI, which yielded several sets of images with a diagonal field of view of 20 degrees centered on the fovea or the optic disc or the periphery. nCPM can be obtained also at 35 degrees (Supplementary Figure S1). At this magnification, small capillaries are not as sharp because of the present camera resolution, yet pathology can be seen.
Within 1 month of RFI scanning, each participant underwent FA imaging according to a standard FA protocol using a Heidelberg Retina Angiograph (HRA classic) (Heidelberg Engineering, Heidelberg, Germany) or a Zeiss Fundus Camera (FF450 Plus) (Carl Zeiss Meditec, Jena, Germany). When evaluating a new imaging method, it is beneficial to use more than one instrument for reference. Some of our nCPM images were also compared with OCT images acquired by Stratus OCT (Carl Zeiss Meditec, Jena, Germany) or by Spectralis OCT (Heidelberg Engineering, Heidelberg, Germany). OCT was performed to demonstrate characteristics (such as edema or scarring) of a specific pathology, not for direct comparison with the nCPM images; thus, the use of the two different models did not affect the study findings.
Acquisition of retinal images and image processing of noninvasive capillary-perfusion maps
Data acquisition
Retinal images were acquired by the RFI using fundus illumination at green (“red-free”; 548 band-pass, 8.5 nm) wavelengths, at which RBCs are strongly absorbing. Using fast stroboscopic lighting and a CCD (charge coupled device) camera with an exposure time of 700 μs, at a resolution of 1024 × 1024 pixels, we obtained 8 images in 122.5 milliseconds. The radiance level of the RFI, when operated at maximum intensity, is HVIR-R 2.920 mJ/cm2 per flash; the current protocol of repeating flashes complies with the international standard ISO 15004-2. For each retinal region of interest we acquired between four and ten such series.
Image processing
After image registration (Figure 1), we created ratio images or “differential images” by dividing each single retinal image by the average of the entire series to extract the motion signal from the stationary retinal background. Division of images normalizes for differences in reflected light levels across the retinal images. These ratio images were used to search for the motion path of RBCs, or in other words, to visualize the microvasculature. Such single-series nCPM images disclosed intracapillary erythrocyte paths. Multiple single-series nCPM images were combined to produce an enhanced capillary-perfusion map of 2–10 inter-series nCPM images for the whole session (Figure 1). Data acquisition took between 1 and 10 minutes.
Figure 1.
Procedure for obtaining nCPMs. Using fast stroboscopic lighting and a CCD camera, eight images were obtained per series in 122.5 ms, at 17.5 ms intervals (exposure time, 700 μs). Usually, several series were acquired for each retinal region of interest. Top row shows 1–2 … n of subsequent series of raw images acquired under green illumination (548 nm with a band-pass of 8.5 nm), a strongly absorbing range for red blood cells. Images were corrected for illumination differences (normalized to the same average, and with low spatial frequencies removed) and aligned to one image to compensate for small eye movements, reaching a subpixel alignment resolution by interpolation. The second row shows differential (ratio) images created per image series to eliminate retina pattern. Image dust artifacts were detected and masked. These differential images were used to create one nCPM image for each series in an overlapping set of series, as shown in the third row. The small black spots are the masked dust artifacts that were emphasized here by black masks rather than gray. These were further combined into a single capillary-perfusion map.
Abbreviations: CCD, charge coupled device; nCPM, noninvasive capillary-perfusion map.
Single-series nCPM processing starts automatically after eight images are grabbed, and takes about 15 seconds per series. Combining the single-series nCPMs, using an Intel quad-core 3.0GHz system, takes 15–20 seconds (for seven series).
To compensate for eye movements, we aligned images to a single image using an alignment algorithm derived from the Dual-Bootstrap Iterative Closest Point26 (DualAlign™ LLC, Clifton Park, NY) that iteratively searches for matching intersection landmarks to create a one-to-one, 12-parameter quadratic function from each image to a single reference image. Subpixel alignment was provided by warping each pixel to the coordinate system of the reference image using an accurate interpolation kernel.
Artifacts due to specular reflection from the retina, the intensity of which is locally sensitive to motion, were reduced by extracting only the informative modes of change. In addition, an occasional small central fovea artifact due to the reflection of light scattered from the anterior segment was masked when it occurred.
Two-step sequential processing was required to adjust inhomogeneous illumination and eliminate retina pattern (the constant features of the image). First, low spatial frequencies were attenuated by using a high-pass filter with a Nyquist cutoff frequency of 0.2 (23.47 lines/mm). Next, the fixed retina pattern was eliminated by dividing each image by the average over the entire series. This set of differential images (“ratio images”) was created for each series.
Motion detection
A single-series nCPM signal was the estimated standard deviation (SD) per pixel above the estimated shot noise per pixel, during the time the eight ratio images were acquired. Since this signal is largely due to the motion of RBCs along blood vessels, it detects the capillaries and other elements of the microcirculation. In the best cases, such images provided a very good capillary-perfusion map (Supplementary Figure S2).
Next, we normalized each single-series nCPM by using an adaptive histogram equalization algorithm. This is applied by estimating contrast enhancement look-up tables at nine different square regions of the image and interpolating between them. This method yields a better local contrast than that obtained by global histogram equalization, while avoiding fine-scale signal attenuation.
Elimination of “dust artifacts”
Owing to the image alignment that corrects for eye movement, dust particles in image planes of the RFI optics seemed to be moving on the retinal images, and were particularly visible on the high-gain ratio-images which are used for calculating the final nCPM. The algorithm detected them and masked them out (small gray mask) by noting correlations in images taken of otherwise uncorrelated scenes (eg, displaced retina due to motion). After identifying where the dust particles were in a given series nCPM, it was possible to nearly eliminate them from the final, combined nCPM image, since in each series nCPM the small gray mask was on a different retinal region.
Obtaining the final nCPM
Multiple single-series nCPMs were combined into a single image (combined nCPM) by averaging over nondust pixels. The resulting image was stretched to the full dynamic range such that 1% of pixels were saturated. The nCPM images acquired at 20 degrees result in 4.27 micron/pixel resolution. Usually five well-focused series of the same region of interest are enough to create a detailed nCPM, depending on the operator-dependent focusing ability and on the anatomy and pathology of the retina. Supplementary Figure S3 is a movie that shows the steps from normalized registered raw images, through ratio images, to an nCPM map.
Foveal avascular zone measurement and statistical analysis
The area and diameter of the foveal avascular zone (FAZ) were measured using ImageJ 1.42q (National Institutes of Health, Bethesda, MD). FAZ diameter was measured along the maximum caliper, which is the longest distance between any two points along the FAZ boundaries. The results of FAZ measurements are expressed as means ± SD. For the purpose of FAZ calculation and comparison, we arbitrarily chose one eye of each subject. Differences were calculated using Student’s t-test. Correlation with visual acuity was performed using Pearson’s correlation. Significance was set at P < 0.05.
Results
Healthy control subjects
We assessed the ability of the RFI to image the retina in the healthy volunteers. For each volunteer, 4–10 series were acquired over a period of 2–10 minutes. The resulting combined nCPMs displayed a detailed capillary network map of the retina, as shown in Figure 2C, which was acquired from a 31-year-old healthy male (average of five series). The image clearly shows the details and high resolution achieved by the nCPM (Figure 2C). The nCPMs were found to be highly reproducible at the level of a single capillary (Supplementary Figure S4), as well as over different time points during a follow-up period of 180 days (Supplementary Figure S5). Whereas the example shown in Figure 2C depicts the average of five series, in the best cases even a single image series may be enough (Supplementary Figure S2). Capillaries were also clearly detectable in nCPMs obtained at the periphery (Supplementary Figure S6).
Figure 2.
nCPMs provide detailed images of capillaries. (A) Red free image. (B) FA image from mid-phase obtained by fundus camera. (C) This nCPM was created by combining five series of aligned differential images (details in Materials and methods). Acquisition of this image took under 3 minutes. Borders of the foveal avascular zones are clearly delineated. Note that FA images from an earlier phase can show capillaries in greater detail than that shown here and in all other images. The ability to see details depends on acquisition timing, focus, and optical quality of a given eye. (D) Optic nerve head nCPM image from a 24-year-old healthy female. Specular reflections are strongly dependent on the angle of illumination. Especially in young subjects, this may produce “nerve fiber artifacts” due to small eye motions and an imperfect alignment. Such artifacts appear in this image but not in A.
Notes: Scale bars: 500 μm. Images here and all other images were taken at 20 degrees. nCPM can be obtained also at 35 degrees. At this magnification, small capillaries are not as sharp because of the present camera resolution.
Abbreviations: FA, fluorescein angiography; nCPM, noninvasive capillary-perfusion map.
Imaging capillaries in the optic nerve head
Using standard FA, capillaries in the optic nerve head can be visualized only at the very early stage because they originate from ciliary arteries, which allow leakage of fluorescein molecules. Figure 2D displays an nCPM image of the optic nerve head of a 24-year-old healthy female. Capillaries of the optic nerve head can be seen in clear detail.
Measurements of the foveal avascular zone
The fine details revealed in the nCPM images clearly distinguish the borders of the FAZ under physiological conditions (Figures 3A and 3B). The average area of the FAZ measured in 37 eyes of 37 healthy subjects (average age, 34.8 ± 10.1 years) was 0.125 ± 0.07 mm2 (range, 0.047–0.358 mm2), with a mean diameter of 463.7 ± 105 μm (range, 285–708 μm) (Figure 3).
Figure 3.
Variability in size of the FAZ in healthy patients. In these nCPM images from 2 of the 37 eyes of healthy subjects, FAZ area and diameter, respectively, are: 0.156 mm2, 545 μm in a 33-year-old male (A); and 0.078 mm2, 394 μm in a 30-year-old male (B).
Notes: The green dotted line encircles the FAZ. Scale bar: 500 μm.
Abbreviations: FAZ, foveal avascular zone; nCPM, noninvasive capillary-perfusion map.
Clinical pathology imaging
Branch retinal vein occlusion
In all eyes with BRVO, nCPMs show a fine vascular pattern not visible on regular red-free imaging (Figure 4A). Also shown are large zones of pathological nonperfusion, which correspond to areas in the FA image that are not masked by dye leakage (Figures 4B and 4C). The nCPM image does not show the leakage from abnormal vasculature. The vascular networks of pathological collaterals and connecting channels through and around the fovea can be seen in great detail in the nCPM (Figures 4B, 4C, 4F, and 4G), and correspond to the area of retinal edema demonstrated on OCT (Figures 4D, 4E, and 4H).
Figure 4.
Red-free, nCPM, FA, and OCT images from two patients with BRVO. (A) Red-free image from a 57-year-old male suffering from BRVO with macular edema in the right eye. (B) Corresponding nCPM image (nine series combined into one). (C) Corresponding FA image; green arrows show examples of leaks. The nCPM shows fine vascular detail not visible on the regular red-free image. Macular vascular networks of pathological collateral and connecting channels (red arrows) are shown in detail in the nCPM. (D, E) Corresponding OCT images displaying cystoid macular edema in the region of the abnormal vasculature. (F) nCPM image (nine series combined into one) from a 63-year-old female suffering from BRVO with macular edema in the left eye. (G) Corresponding FA image. The nCPM image demonstrates both nonperfusion (yellow arrows) and detailed neovascularization (red arrows), which correspond with the FA image. (H) Corresponding OCT images displaying edema in the region of the abnormal vasculature.
Note: Scale bars: 500 μm.
Abbreviations: BRVO, branch retinal vein occlusion; FA, fluorescein angiography; nCPM, noninvasive capillary-perfusion map; OCT, optical coherence tomography.
Diabetic patients
Vascular abnormalities seen in the nCPMs of patients with NPDR demonstrate details such as vascular loops and arteriovenous shunts (Figures 5A and 5B). Images of patients with NPDR also demonstrate areas of capillary nonperfusion (Figures 5C and 5D). The nCPM images obtained by RFI scanning from eyes with PDR display neovascularization at the optic disc and elsewhere (Figure 6). These coarse, tortuous vessels can be seen protruding from the retina or optic disc surface.
Figure 5.
nCPM and FA images from patients with NPDR. (A) nCPM image of the left eye of a 59-year-old male with NPDR (nine series combined into one). (B) Corresponding FA scanning laser ophthalmoscopic image. The nCPM demonstrates vascular loops (red ellipse) and vascular shunts (green arrow). FA images are capable of showing these patterns,22,46 the FA presented here do not show these patterns due to late timing and suboptimal focusing in that area. (C) nCPM image of the left eye of a 60-year-old male with NPDR (eleven series combined into one). (D) Corresponding FA scanning laser ophthalmoscopic image; yellow arrows demonstrate nonperfusion. Most likely better FA images than those obtained here can be accomplished.
Note: Scale bars: 500 μm.
Abbreviations: nCPM, noninvasive capillary-perfusion map; FA, fluorescein angiography; NPDR, nonproliferative diabetic retinopathy.
Figure 6.
nCPM imaging of patients with PDR. (A) nCPM image of the right eye of a 59-year-old female with PDR demonstrating NVD. (B) Equivalent FA images at different stages after fluorescein injection. (C) nCPM of the right eye of a 50-year-old male with PDR, showing NVD. Note the coarse, tortuous vessels (red arrows) protruding from the optic nerve head surface (green outline), typical of this condition. (D) Corresponding FA images as a function of time, displaying leakage from these vessels. (E) Another example of an nCPM image demonstrating NVD in the left eye of a 68-year-old male with PDR. (F, G) FA (F) and corresponding nCPM (G) images showing abnormal vasculature in the right eye of an 87-year-old female. (H) nCPM image of neovascularization elsewhere in the left eye of a 50-year-old male with PDR.
Note: Scale bars: 500 μm.
Abbreviations: FA, fluorescein angiography; nCPM, noninvasive capillary-perfusion map; NVD, neovascularization of the optic disc; PDR, proliferative diabetic retinopathy.
Foveal avascular zone measurement in patients with diabetic retinopathy
In 14 eyes with DR, a clear image of the fovea was available (in 2 with PDR and in 12 with NPDR). The mean FAZ diameter and area in these patients were 641.5 ± 82.3 μm and 0.201 ± 0.07 mm2, respectively (Figure 7B). This was significantly larger than the corresponding values recorded above for healthy subjects (n = 37, Figures 3A, 3B, and 7A) (P < 0.001 for both diameter and area). Patients with DR were older (average age 59.2 ± 10.6) than the healthy subjects (average age 34.8 ± 10.1; P < 0.001). However, the correlation between age and FAZ size was not significant. Good correlation was found between FAZ diameter and visual acuity in these patients (R2 = 0.34, P < 0.05); thus, poorer visual acuity was associated with larger FAZ diameter.
Figure 7.
FAZ measurements in healthy subjects and in patients with retinal diseases. (A) A healthy 39-year-old female. Area and diameter, respectively, of FAZ: 0.114 mm2, 464 μm. (B) A 62-year-old female with DR. Area and diameter, respectively, of FAZ: 0.225 mm2, 672 μm. The green dotted line encircles the FAZ. Average over many healthy and DR subject showed similar results (see text).
Note: Scale bar: 500 μm.
Abbreviations: DR, diabetic retinopathy; FAZ, foveal avascular zone.
Age-related macular degeneration
RFI scanning of patients with AMD yielded a combined nCPM that showed evidence of a neovascular membrane in the same area as shown by FA (Figures 8A and 8B). In the corresponding OCT image, the retinal vascular membrane can be seen in the same area (Figure 8C).
Figure 8.
nCPM imaging of an AMD patient. (A) nCPM image (eight series combined into one) from a 73-year-old female suffering from AMD with a neovascular membrane in the right eye. White dots appear as a result of drusen. (B) Corresponding FA image. (C) Corresponding OCT images demonstrating mostly scarred neovascularization combined with some retinal fluid.
Note: Scale bar: 500 μm.
Abbreviations: AMD, age-related macular degeneration; FA, fluorescein angiography; nCPM, noninvasive capillary-perfusion map; OCT, optical coherence tomography.
Discussion
This study presents noninvasive, clinically applicable motion-contrast imaging of the fine retinal vasculature in 130 patients and 37 healthy subjects. The nCPM images demonstrate detailed capillary networks, often shown with comparable quality to that of images obtained by invasive angiography. These nCPM images clearly presented both normal avascularized areas such as the FAZ and pathological ischemic areas such as those seen in DR and BRVO. Furthermore, pathologies of the vasculature, such as shunts and neovascularization, were delineated by nCPMs in patients with DR or AMD. A clear advantage of nCPM over FA is that it is noninvasive and therefore can be used to follow the status of capillaries at any required time interval. Disadvantages relative to FA are discussed below.
Increase in foveal avascular zone in patients with diabetic retinopathy
The size of the FAZ reflects the condition of the capillary circulation surrounding the foveal area, and can be a valuable staging tool as it increases under pathological conditions.27,28 FAZ was measured noninvasively as long as 20 years ago by the entoptic method,29 revealing an increase in FAZ size in DR patients.30 That method, however, is subjective and depends on patient training and compliance. Our measurements revealed a significant increase in FAZ size in patients with DR relative to the healthy group. The FAZ measurement obtained by nCPMs in healthy subjects was within the documented range of the FAZ diameter (350–750 μm).31 Loss of capillaries in the fovea is common in patients with ischemic retinopathies, and FAZ size has been shown to correlate with the visual prognosis in these cases.31,32 As previously reported,30 we found a correlation between poorer visual acuity and larger FAZ diameter. Thus, the use of nCPM images should make it possible to measure FAZ easily, and provide a convenient and safe way to monitor this zone for an increase in size and other related changes during follow-up. Measurement of FAZ size can also help to assess suitability for treatment, given that different treatments are needed for a highly ischemic fovea and one that is well perfused.33 FAZ measurements thus exemplify one of the ways in which nCPM images could be quantitatively analyzed.
Comparison with the gold standard FA
FA, currently the gold standard for the assessment of capillary maps in clinical practice, is widely used in the study, diagnosis, planning, and assessment of treatment response in a variety of ocular diseases, some of which require repeated imaging.16,25,34,35 FA-related adverse effects are common, and its frequently repeated use is accompanied by a higher risk of complications.24,25 A noninvasive imaging procedure such as nCPM might therefore be a desirable alternative for monitoring of chronic pathologies. The only discomfort associated with RFI use is related to bright light and is similar to that experienced with a conventional fundus camera. Moreover, because it can be safely and easily repeated, nCPM can potentially provide an intensive screening and follow-up tool once an optimal rate of successful imaging is reached.
It should be mentioned, however, that a prominent clinical benefit of FA and a major justification for its clinical use is the visualization of fluorescein leaks from microvessels, particularly in DR patients with microaneurysms and neovascularization.16 Neovascularization and anti-angiogenic therapies influence vessel permeability, affecting measurements of lesion size by FA.36 Whereas nCPM images do not reveal leaks, a critical diagnostic parameter, the technique can, as a consequence, provide an alternative means of assessing lesion size, which may be overestimated by FA in cases where the leakage of contrast agent is substantial. Similarly, when the optic nerve head is imaged, the high permeability of the ciliary capillary network to fluorescein may mask vascular details37 that would be detectable on nCPM. Histological studies demonstrate that the foveal capillary network has multiple planes embedded in the different layers of the retinal tissue.38,39 FA images show the terminal capillaries around the FAZ in great precision and smaller and deeper capillaries are also visualized partially.40 Since the same optics are used for obtaining nCPM images, the same depth of field resolution is expected. Thus, the nCPM images presented here showed also some contribution from nonsurface capillaries as seen by standard FA. In addition, nCPM provides vascular information, for example on arteriovenous shunts, collaterals, and dilated blood vessels (Figures 4 and 5) that was previously found with FA.20–22 Because of the risk of undesirable side effects of fluorescein, FA is usually not performed unless a definite clinical condition is known to exist. For this reason, the prevalence and importance of such vascular patterns in healthy and diseased retinas have not been extensively studied. The use of nCPM permits frequent and detailed assessment of such vascular patterns, which could then serve as a basis for wide-ranging investigations aimed at increasing knowledge and improving its clinical application. In addition, the frequency of capillary monitoring facilitated by nCPM will improve patient follow-up and demonstrate changes induced pathologically or therapeutically, while minimizing the need for FA imaging. A comparison between the FA and nCPM images performed by three different retina experts is described in Supplementary Table 1.
Comparison with other noninvasive techniques
Functional optical imaging based on retinal illumination with stroboscopic flashes was described some 5 years ago and clearly demonstrates the feasibility of using motion contrast for tracing capillaries in vivo.5,6 Most recently, some remarkable new noninvasive imaging technologies have been used to obtain retinal capillary maps without fluorescein injection.11,14,15,41–43 Ultra high-speed OCT produces vascular maps demonstrating architectural/morphological details, but without differentiating between functional and nonfunctional vessels as shown by the nCPM images in the present study. Thus, vessel walls are visualized but information on perfusion is lacking.41 Fourier-domain OCT produces maps by optical microangiography using blood motion contrast14,15 and has the advantage of three-dimensional imaging, thus displaying several vascular layers. Using this method, three separate layers of microvasculature were defined in the ganglion cell layer, the anterior and the posterior inner nuclear layers.15 Relative to the present nCPM images, however, those images have a long acquisition time and a limited field of view. The elegant adaptive optics scanning laser ophthalmoscope produces capillary maps using leukocytes for motion contrast, but the resulting images have a limited field of view.11,12 Combining overlapping images to create montages enable visualization of a larger area by these techniques.12,15 Capillary maps have also been produced by several techniques using early noncommercialized setups. The feasibility of those methods for imaging of various pathologies in patients has yet to be proven. In the present study, using simple xenon-lamp stroboscopic lighting rather than laser, we were able to demonstrate detailed capillary maps with fields of view between 8.5 and 24.4 mm2, which are 200–800-fold larger than those obtained by scanning laser ophthalmoscopy or by OCT. Furthermore, processing time8,9 makes the present approach more suitable for a clinical setting.
Current limitations and future improvements
The nCPM data described in this study have certain limitations. Since the nCPM is limited by the optical quality of the eye, individuals with cataract or high myopia cannot be adequately imaged. Unlike methods based on the use of a contrast agent, nCPM does not show leakage of plasma from abnormal vasculature since it is based on the motion of RBCs. Use of oral FA in the clinic,44 while having the disadvantage of providing no temporal information, could easily and with minimal invasiveness complement the nCPM images with leakage information. We used this approach with the RFI following a measurement of the nCPM, with good results (see Figure 9).
Figure 9.
Oral FA for leakage imaging. An nCPM image (A) of a patient with CSR. The nCPM is complemented by oral FA imaging (B) (25 mg/kg)44 that was acquired by the RFI 20 minutes after fluorescein administration, and demonstrates the fluid leakage.
Abbreviations: CSR, central serous retinopathy; FA, fluorescein angiography; nCPM, noninvasive capillary-perfusion map; RFI, retinal function imager.
The nCPM also does not highlight microaneurisms. However, these are easily picked out on the standard red-free image provided by the RFI. Future research is likely to lead to further improvement in nCPMs. The nCPM images are very sensitive to focusing, resulting in failure to produce highly informative capillary images in some patients. Therefore, one desirable improvement will be to increase the operator ability of acquiring perfectly focused images. This can be accomplished either by refocusing algorithms applied to out-of-focus images or by relying on objective digital criteria to obtain the best possible focus of the retinal image.
Summary
To summarize, this study shows that high-quality capillary-perfusion maps of large retinal areas can be obtained noninvasively and at high resolution from patients suffering from common retinal diseases. The approach used here to obtain retinal nCPMs can potentially enhance capillary visualization in any optically imaged organ. It may thus be possible to obtain detailed capillary maps of internal organs such as the gastrointestinal tract and liver by endoscopy or microendoscopy, thereby contributing significantly to the follow-up, research, and refinement of anti-angiogenic treatments.45 As an added benefit, the xenon-lamp stroboscopic lighting utilized during nCPM imaging allows the detection of other functional parameters6 during a single imaging system. Use of the RFI has the advantage that the same images can easily provide additional important information on the velocity of blood flow in the capillaries. They can also demonstrate the direction of flow (eg, backward flow in multiple vessels was observed in a patient with BRVO, highlighting the collaterals and shunts).6 In addition, RFI spectral imaging provides information on tissue oxygen levels.6 All of these parameters together can provide comprehensive information of the functional status of tissues in a clinical environment.
Conclusion
In the pilot clinical studies of patients with DR, AMD, and BRVO described here, the nCPM provided good capillary-perfusion maps that were comparable to the images acquired with an extrinsic contrast agent and often provide much more detail about the microvascular structure. This conclusion (Table S1) was recently confirmed and extended independently by a statistical analysis of IV fluorescein angiography and nCPM obtained from the same 33 eyes (Rezeq et al47). Acquisition of nCPM images is noninvasive, comfortable, fast, safe, does not require precise timing of imaging, has no adverse effects, and can be repeated as often as clinically required. Merging modalities of oral FA images with nCPM images can be expected to lead to practical improvements in retinal imaging, avoiding the need for an IV fluorescein injection.
Supplementary data
nCPM images of different magnifications. nCPM images produced from images acquired with a diagonal field of 20 degrees (A) and 35 degrees (B). The 20-degree images produce more capillary detail as a result of the limited resolution of the camera. This may change in future, and detailed images would be produced with a better field of view.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
nCPM quality obtained in a single 125-ms session. Examples of three single-series nCPM images. Eight images were realigned to correct eye movements. Differential images were created for each image to eliminate retina pattern. The middle panel produced maps of the best quality, in which even the foveal avascular zone was detectable. These differential images were used to create each of the single-series nCPMs. By combining five overlapping sets of series, it was possible to create an inter-series nCPM image of this healthy subject, as seen in Figure 2.
Note: Scale bar: 500 μm.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
Frames from movies illustrating the procedure from retinal images to the noninvasive capillary-perfusion map (nCPM). (A) Frame of realigned frames of a raw movie; follow the web link to Movie S3A (http://www.youtube.com/watch?v=Fn-W95Yec8o) showing 40 registered raw images. (B) Frame of the corresponding ratio image; Movie S3B shows the ratio images (http://www.youtube.com/watch?v=buPTP4C7j5i); the flow in large vessels can already be detected visually. The nCPM illustrated in C and Figure 2C was calculated by the present algorithm (see Methods) from the motion of small black dots in all such ratio images acquired.
Reproducibility of the nCPMs. Two nCPMs, each produced by averaging five different series.
Note: Scale bar: 500 μm.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
Reproducibility of noninvasive capillary-perfusion map over time. (A, B) Images from a healthy subject taken on two different occasions, 6 months apart.
Peripheral noninvasive capillary-perfusion maps. Images from healthy subjects showing the peripheral retinal capillaries in great detail.
Table S1.
A comparison of FA and nCPM images
Characteristic | CPM | FA | P value |
---|---|---|---|
Contrast | 8.4 | 6 | 0.0020 |
Noise | 7.4 | 6.125 | 0.0192 |
Pixelation | 8.1 | 7.5 | 0.1084 |
Capillary details | 8.5 | 4.75 | 0.000003 |
Total quality | 40 | 31.88 | 0.006796047 |
- Contrast – the better the higher scoring (max score = 3)
- Noise – the lower the higher scoring (max score = 3)
- Pixelation – the lower the higher scoring (max score = 3)
- Capillary details – the more detailed the higher scoring (max score = 3)
Abbreviations: CPM, capillary-perfusion map; nCPM, noninvasive capillary-perfusion map; FA, fluorescein angiography.
Acknowledgments
The authors thank Matan Ben Asher for his dedicated technical assistance with the RFI system, Oshrat Barzilai and Galit Yair-Pur from the Department of Ophthalmology at Tel Aviv Sourasky Medical Center, Tel Aviv, Israel, for their assistance with FA imaging, and Prof M Belkin for constructive comments. The authors also thank Shirley Smith for editing the manuscript.
Footnotes
Disclosure
Funding of clinical trials was provided by Optical Imaging Ltd (www.opt-imaging.com). Company members participated in study design, data collection and analysis, decision to publish, and preparation of the manuscript. DAN, ZBE, and HB are employees of Optical Imaging Ltd. AG is a consultant at and shareholder of Optical Imaging Ltd and is an author of several patents on related topics.
References
- 1.Schmetterer L, Garhofer G. How can blood flow be measured? Surv Ophthalmol. 2007;52(Suppl 2):S134–S138. doi: 10.1016/j.survophthal.2007.08.008. [DOI] [PubMed] [Google Scholar]
- 2.Raman RN, Pivetti CD, Matthews DL, Troppmann C, Demos SG. A non-contact method and instrumentation to monitor renal ischemia and reperfusion with optical spectroscopy. Opt Express. 2009;17(2):894–905. doi: 10.1364/oe.17.000894. [DOI] [PubMed] [Google Scholar]
- 3.Grinvald A, Lieke E, Frostig RD, Gilbert CD, Wiesel TN. Functional architecture of cortex revealed by optical imaging of intrinsic signals. Nature. 1986;324(6095):361–364. doi: 10.1038/324361a0. [DOI] [PubMed] [Google Scholar]
- 4.Grinvald A, Shoham D, Shmuel A, et al. In-Vivo optical imaging of cortical architecture and dynamics. In: Windhorst U, Johansson H, editors. Modern Techniques in Neuroscience Research. Umeå: Springer; 1999. pp. 893–969. [Google Scholar]
- 5.Grinvald A, Bonhoeffer T, Vanzetta I, et al. High-resolution functional optical imaging: from the neocortex to the eye. Ophthalmol Clin North Am. 2004;17(1):53–67. doi: 10.1016/j.ohc.2003.12.003. [DOI] [PubMed] [Google Scholar]
- 6.Nelson DA, Krupsky S, Pollack A, et al. Special report: noninvasive multi-parameter functional optical imaging of the eye. Ophthalmic Surg Lasers Imaging. 2005;36(1):57–66. [PubMed] [Google Scholar]
- 7.Sato Y, Chen J, Zoroofi RA, Harada N, Tamura S, Shiga T. Automatic extraction and measurement of leukocyte motion in microvessels using spatiotemporal image analysis. IEEE Trans Biomed Eng. 1997;44(4):225–236. doi: 10.1109/10.563292. [DOI] [PubMed] [Google Scholar]
- 8.Arend O, Remky A, Harris A, Bertram B, Reim M, Wolf S. Macular microcirculation in cystoid maculopathy of diabetic patients. Br J Ophthalmol. 1995;79(7):628–632. doi: 10.1136/bjo.79.7.628. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Arend O, Wolf S, Jung F, et al. Retinal microcirculation in patients with diabetes mellitus: dynamic and morphological analysis of perifoveal capillary network. Br J Ophthalmol. 1991;75(9):514–518. doi: 10.1136/bjo.75.9.514. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Wolf S, Arend O, Toonen H, Bertram B, Jung F, Reim M. Retinal capillary blood flow measurement with a scanning laser ophthalmoscope. Preliminary results. Ophthalmology. 1991;98(6):996–1000. doi: 10.1016/s0161-6420(91)32192-4. [DOI] [PubMed] [Google Scholar]
- 11.Martin JA, Roorda A. Direct and noninvasive assessment of parafoveal capillary leukocyte velocity. Ophthalmology. 2005;112(12):2219–2224. doi: 10.1016/j.ophtha.2005.06.033. [DOI] [PubMed] [Google Scholar]
- 12.Tam J, Martin JA, Roorda A. Noninvasive visualization and analysis of parafoveal capillaries in humans. Invest Ophthalmol Vis Sci. 2010;51(3):1691–1698. doi: 10.1167/iovs.09-4483. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Ferguson R, Hammer D, Elsner A, Webb R, Burns S, Weiter J. Wide-field retinal hemodynamic imaging with the tracking scanning laser ophthalmoscope. Opt Express. 2004;12(21):5198–5208. doi: 10.1364/opex.12.005198. [DOI] [PubMed] [Google Scholar]
- 14.An L, Wang RK. In vivo volumetric imaging of vascular perfusion within human retina and choroids with optical micro-angiography. Opt Express. 2008;16(15):11438–11452. doi: 10.1364/oe.16.011438. [DOI] [PubMed] [Google Scholar]
- 15.Fingler J, Zawadzki RJ, Werner JS, Schwartz D, Fraser SE. Volumetric microvascular imaging of human retina using optical coherence tomography with a novel motion contrast technique. Opt. Express. 2009;17(24):22190–22200. doi: 10.1364/OE.17.022190. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Hurley BR, Regillo CD. Fluorescein angiography: general principles and interpretation. In: Arevalo JF, editor. Retinal Angiography and Optical Coherence Tomography. New York, NY: Springer; 2009. pp. 27–42. [Google Scholar]
- 17.Rechtman E, Harris A, Kumar R, et al. An update on retinal circulation assessment technologies. Curr Eye Res. 2003;27(6):329–343. doi: 10.1076/ceyr.27.6.329.18193. [DOI] [PubMed] [Google Scholar]
- 18.Zhang SX, Ma JX. Ocular neovascularization: Implication of endogenous angiogenic inhibitors and potential therapy. Prog Retin Eye Res. 2007;26(1):1–37. doi: 10.1016/j.preteyeres.2006.09.002. [DOI] [PubMed] [Google Scholar]
- 19.Witmer AN, Vrensen GF, Van Noorden CJ, Schlingemann RO. Vascular endothelial growth factors and angiogenesis in eye disease. Prog Retin Eye Res. 2003;22(1):1–29. doi: 10.1016/s1350-9462(02)00043-5. [DOI] [PubMed] [Google Scholar]
- 20.Bek T. Venous loops and reduplications in diabetic retinopathy. Prevalence, distribution, and pattern of development. Acta Ophthalmol Scand. 1999;77(2):130–134. doi: 10.1034/j.1600-0420.1999.770202.x. [DOI] [PubMed] [Google Scholar]
- 21.Bek T. A clinicopathological study of venous loops and reduplications in diabetic retinopathy. Acta Ophthalmol Scand. 2002;80(1):69–75. doi: 10.1034/j.1600-0420.2002.800114.x. [DOI] [PubMed] [Google Scholar]
- 22.Kohner EM, Dollery CT. Fluorescein angiography of the fundus in diabetic retinopathy. Br Med Bull. 1970;26(2):166–170. doi: 10.1093/oxfordjournals.bmb.a070770. [DOI] [PubMed] [Google Scholar]
- 23.Lira RP, Oliveira CL, Marques MV, Silva AR, Pessoa Cde C. Adverse reactions of fluorescein angiography: a prospective study. Arq Bras Oftalmol. 2007;70(4):615–618. doi: 10.1590/s0004-27492007000400011. [DOI] [PubMed] [Google Scholar]
- 24.Dzurinko VL, Gurwood AS, Price JR. Intravenous and indocyanine green angiography. Optometry. 2004;75(12):743–755. doi: 10.1016/s1529-1839(04)70234-1. [DOI] [PubMed] [Google Scholar]
- 25.Kwan AS, Barry C, McAllister IL, Constable I. Fluorescein angiography and adverse drug reactions revisited: the Lions Eye experience. Clin Experiment Ophthalmol. 2006;34(1):33–38. doi: 10.1111/j.1442-9071.2006.01136.x. [DOI] [PubMed] [Google Scholar]
- 26.Stewart CV, Tsai CL, Roysam B. The dual-bootstrap iterative closest point algorithm with application to retinal image registration. IEEE Trans Med Imaging. 2003;22(11):1379–1394. doi: 10.1109/TMI.2003.819276. [DOI] [PubMed] [Google Scholar]
- 27.Yap M, Gilchrist J, Weatherill J. Psychophysical measurement of the foveal avascular zone. Ophthalmic Physiol Opt. 1987;7(4):405–410. [PubMed] [Google Scholar]
- 28.Conrath J, Giorgi R, Raccah D, Ridings B. Foveal avascular zone in diabetic retinopathy: quantitative vs qualitative assessment. Eye. 2005;19(3):322–326. doi: 10.1038/sj.eye.6701456. [DOI] [PubMed] [Google Scholar]
- 29.Bradley A, Applegate RA, Zeffren BS, van Heuven WA. Psychophysical measurement of the size and shape of the human foveal avascular zone. Ophthalmic Physiol Opt. 1992;12(1):18–23. [PubMed] [Google Scholar]
- 30.Applegate RA, Bradley A, van Heuven WA, Lee BL, Garcia CA. Entoptic evaluation of diabetic retinopathy. Invest Ophthalmol Vis Sci. 1997;38(5):783–791. [PubMed] [Google Scholar]
- 31.Tyrberg M, Ponjavic V, Lovestam-Adrian M. Multifocal electroretinogram (mfERG) in patients with diabetes mellitus and an enlarged foveal avascular zone (FAZ) Doc Ophthalmol. 2008;117(3):185–189. doi: 10.1007/s10633-008-9120-2. [DOI] [PubMed] [Google Scholar]
- 32.Mintz-Hittner HA, Knight-Nanan DM, Satriano DR, Kretzer FL. A small foveal avascular zone may be an historic mark of prematurity. Ophthalmology. 1999;106(7):1409–1413. doi: 10.1016/S0161-6420(99)00732-0. [DOI] [PubMed] [Google Scholar]
- 33.Chung EJ, Roh MI, Kwon OW, Koh HJ. Effects of macular ischemia on the outcome of intravitreal bevacizumab therapy for diabetic macular edema. Retina. 2008;28(7):957–963. doi: 10.1097/IAE.0b013e3181754209. [DOI] [PubMed] [Google Scholar]
- 34.Meyer CH. Current treatment approaches in diabetic macular edema. Ophthalmologica. 2007;221(2):118–131. doi: 10.1159/000098257. [DOI] [PubMed] [Google Scholar]
- 35.Chakravarthy U, Soubrane G, Bandello F, et al. Evolving European guidance on the medical management of neovascular age related macular degeneration. Br J Ophthalmol. 2006;90(9):1188–1196. doi: 10.1136/bjo.2005.082255. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Gragoudas ES, Adamis AP, Cunningham ET, Jr, Feinsod M, Guyer DR. Pegaptanib for neovascular age-related macular degeneration. N Engl J Med. 2004;351(27):2805–2816. doi: 10.1056/NEJMoa042760. [DOI] [PubMed] [Google Scholar]
- 37.Hayreh SS. The blood supply of the optic nerve head and the evaluation of it: myth and reality. Prog Retin Eye Res. 2001;20(5):563–593. doi: 10.1016/s1350-9462(01)00004-0. [DOI] [PubMed] [Google Scholar]
- 38.Snodderly DM, Weinhaus RS. Retinal vasculature of the fovea of the squirrel monkey, Saimiri sciureus: three-dimensional architecture, visual screening, and relationships to the neuronal layers. J Comp Neurol. 1990;297(1):145–163. doi: 10.1002/cne.902970111. [DOI] [PubMed] [Google Scholar]
- 39.Snodderly DM, Weinhaus RS, Choi JC. Neural-vascular relationships in central retina of macaque monkeys (Macaca fascicularis) J Neurosci. 1992;12(4):1169–1193. doi: 10.1523/JNEUROSCI.12-04-01169.1992. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Weinhaus RS, Burke JM, Delori FC, Snodderly DM. Comparison of fluorescein angiography with microvascular anatomy of macaque retinas. Exp Eye Res. 1995;61(1):1–16. doi: 10.1016/s0014-4835(95)80053-0. [DOI] [PubMed] [Google Scholar]
- 41.Srinivasan VJ, Adler DC, Chen Y, et al. Ultrahigh-speed optical coherence tomography for three-dimensional and en face imaging of the retina and optic nerve head. Invest Ophthalmol Vis Sci. 2008;49(11):5103–5110. doi: 10.1167/iovs.08-2127. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Potsaid B, Gorczynska I, Srinivasan VJ, et al. Ultrahigh speed spectral / Fourier domain OCT ophthalmic imaging at 70,000 to 312,500 axial scans per second. Opt Express. 2008;16(19):15149–15169. doi: 10.1364/oe.16.015149. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Tao YK, Kennedy KM, Izatt JA. Velocity-resolved 3D retinal microvessel imaging using single-pass flow imaging spectral domain optical coherence tomography. Opt Express. 2009;17(5):4177–4188. doi: 10.1364/oe.17.004177. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Watson AP, Rosen ES. Oral fluorescein angiography: reassessment of its relative safety and evaluation of optimum conditions with use of capsules. Br J Ophthalmol. 1990;74(8):458–461. doi: 10.1136/bjo.74.8.458. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Drevs J, Schneider V. The use of vascular biomarkers and imaging studies in the early clinical development of anti-tumour agents targeting angiogenesis. J Intern Med. 2006;260(6):517–529. doi: 10.1111/j.1365-2796.2006.01727.x. [DOI] [PubMed] [Google Scholar]
- 46.Hersh PS, Green WR, Thomas JV. Tractional venous loops in diabetic retinopathy. Am J Ophthalmol. 1981;92(5):661–671. doi: 10.1016/s0002-9394(14)74658-6. [DOI] [PubMed] [Google Scholar]
- 47.Rezeq SS, Sampat KM, Chhablani J, et al. Comparative analysis of the macula in normal and pathologic eyes using the retinal function imager (RFI), a novel, non-invasive imaging technique. Invest Ophthalmol Vis Sci. 2011;52 ARVO E-Abstract 2899. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
nCPM images of different magnifications. nCPM images produced from images acquired with a diagonal field of 20 degrees (A) and 35 degrees (B). The 20-degree images produce more capillary detail as a result of the limited resolution of the camera. This may change in future, and detailed images would be produced with a better field of view.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
nCPM quality obtained in a single 125-ms session. Examples of three single-series nCPM images. Eight images were realigned to correct eye movements. Differential images were created for each image to eliminate retina pattern. The middle panel produced maps of the best quality, in which even the foveal avascular zone was detectable. These differential images were used to create each of the single-series nCPMs. By combining five overlapping sets of series, it was possible to create an inter-series nCPM image of this healthy subject, as seen in Figure 2.
Note: Scale bar: 500 μm.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
Frames from movies illustrating the procedure from retinal images to the noninvasive capillary-perfusion map (nCPM). (A) Frame of realigned frames of a raw movie; follow the web link to Movie S3A (http://www.youtube.com/watch?v=Fn-W95Yec8o) showing 40 registered raw images. (B) Frame of the corresponding ratio image; Movie S3B shows the ratio images (http://www.youtube.com/watch?v=buPTP4C7j5i); the flow in large vessels can already be detected visually. The nCPM illustrated in C and Figure 2C was calculated by the present algorithm (see Methods) from the motion of small black dots in all such ratio images acquired.
Reproducibility of the nCPMs. Two nCPMs, each produced by averaging five different series.
Note: Scale bar: 500 μm.
Abbreviation: nCPM, noninvasive capillary-perfusion map.
Reproducibility of noninvasive capillary-perfusion map over time. (A, B) Images from a healthy subject taken on two different occasions, 6 months apart.
Peripheral noninvasive capillary-perfusion maps. Images from healthy subjects showing the peripheral retinal capillaries in great detail.
Table S1.
A comparison of FA and nCPM images
Characteristic | CPM | FA | P value |
---|---|---|---|
Contrast | 8.4 | 6 | 0.0020 |
Noise | 7.4 | 6.125 | 0.0192 |
Pixelation | 8.1 | 7.5 | 0.1084 |
Capillary details | 8.5 | 4.75 | 0.000003 |
Total quality | 40 | 31.88 | 0.006796047 |
- Contrast – the better the higher scoring (max score = 3)
- Noise – the lower the higher scoring (max score = 3)
- Pixelation – the lower the higher scoring (max score = 3)
- Capillary details – the more detailed the higher scoring (max score = 3)
Abbreviations: CPM, capillary-perfusion map; nCPM, noninvasive capillary-perfusion map; FA, fluorescein angiography.