| Literature DB >> 31772829 |
Ying Cui1,2, Ying Zhu1,3, Jay C Wang1, Yifan Lu4, Rebecca Zeng1,5, Raviv Katz1, David M Wu1, Demetrios G Vavvas1, Deeba Husain1, Joan W Miller1, Leo A Kim1, John B Miller1.
Abstract
PURPOSE: To analyze imaging artifacts and segmentation errors with wide-field swept-source optical coherence tomography angiography (SS-OCTA) in diabetic retinopathy (DR).Entities:
Keywords: artifact; diabetic retinopathy; optical coherence tomography angiography; segmentation error; wide field
Year: 2019 PMID: 31772829 PMCID: PMC6859832 DOI: 10.1167/tvst.8.6.18
Source DB: PubMed Journal: Transl Vis Sci Technol ISSN: 2164-2591 Impact factor: 3.283
Classification and Definition of Artifacts in OCTA Montage Images
| Classification | Artifacts | Definition |
| Systemic artifacts | Projection artifact | Vascular structures of superficial layers were mistakenly shown in deeper layers. |
| Masking | Media opacity or certain lesions (e.g., macular edema, PED) caused signal loss in underlying layers. | |
| Unmasking | Signal loss in certain areas (e.g., retinal or RPE atrophy) lead to signal enhancement in underlying layers. | |
| Loss of signal | Appeared as a localized area of signal loss on the en face image due to loss of scan focus, more common in eyes with tumor, high myopia, or hyperopia, partially operator-dependent. | |
| Image processing and display (depend on the type of device) | Segmentation artifact | A deviation of the certain slab caused by errors in (automatic) segmentation. |
| Duplication of vessels | Defined as two copies of each blood vessel in the en face image caused by software correction of eye motion. | |
| Alignment error | The superior and inferior part of the montage image appeared to be of different depth, possibly due to projection removal | |
| Artifacts caused by movement | Displacement | Very thin vertical lines leading to an apparent interruption or displacement of the vessels caused by eye movements. |
| Blink artifact | A region of lost image information related to eye movement. It appears as an end-to-end black line of varying width through all depths of en face scans. | |
| Stretch artifact | Short strips of different brightness at the edge of OCTA shots. |
Revised SS-OCTA MAS (Score 1–6)
| Score | Definition |
| 1 | No or slight displacement, absence of all other artifacts due to motion or software correction |
| 2 | Slight or moderate displacement, nonsignificant black line |
| 3 | Significant displacement, vessel doubling, stretch artifacts or nonsignificant black line in one quadrant |
| 4 | Significant displacement, vessel doubling, stretch artifacts, or nonsignificant black line in two quadrants |
| 5 | Significant displacement, vessel doubling, stretch artifacts, or significant black line in one quadrant |
| 6 | Significant displacement, vessel doubling, or stretch artifacts or significant black line in two quadrants |
Demographic Data of Participants
| Parameter | Value |
| Participants (eyes) | 98 (136) |
| Age, y mean ± SD | 55.49 ± 13.77 |
| Sex (participants), | |
| Male | 47 (48.0) |
| Female | 51 (52.0) |
| Type of diabetes (participants)a | 71 |
| T1DM, | 13 (18.3) |
| T2DM, | 58 (81.7) |
| Duration of diabetes (years)a, | 16.0 (10.0, 27.0) |
| HbA1c, %a, mean ± SD | 8.07 ± 1.74 |
| Groups (severity of DR, eyes), | |
| Healthy eye | 29 (21.3) |
| No DR in DM patients | 19 (14.0) |
| NPDR | 40 (29.4) |
| PDR | 48 (35.3) |
| Involved eye, | |
| Right | 74 (54.4) |
| Left | 62 (45.6) |
| BCVA (LogMAR), | 0.04 (0, 0.18) |
| Dry eye (eyes), | 15 (11.0) |
HbA1c, glycosylated hemoglobin.
All healthy participants were excluded from the statistical analysis of diabetes related parameters (e.g., duration of diabetes, HbA1c).
Figure 1Representative images for MAS Grading. (A) MAS 1 with no obvious artifacts. (B) MAS 3 with significant displacement (arrow head) and nonsignificant black lines (narrow arrow) in one quadrant. (C) MAS 4 with significant displacement (arrow head) and vessel doubling (*) in two quadrants, no significant black lines. (D) MAS 5 with significant black lines (wide arrow) in one quadrant.
Figure 2Alignment error. Both retinal-depth encoded (A, C) and DCP (B, D) montage images before (A, B) and after projection removal (C, D) are shown here. After projection removal, the upper and lower part of retinal-depth encoded montage image (C) appeared to be of different depth, which was defined as “alignment error.”
SSI and MAS In Different Groups
| Groups (Eyes) | Healthy (29) | No DR (19) | NPDR (40) | PDR (48) | |
| Age | 53.14 ± 13.17 | 55.58 ± 10.90 | 56.65 ± 15.89 | 54.50 ± 13.64 | 0.759 |
| BCVA, median (IQR) | 0 (−0.05, 0.05) | 0.04 (0, 0.14) | 0.02 (0, 0.18) | 0.14 (0.04, 0.22) | <0.001 |
| SSI, mean ± SD | |||||
| Superior | 8.79 ± 0.49 | 9.00 ± 0.58 | 8.68 ± 0.76 | 8.44 ± 0.77 | 0.017 |
| Inferior | 8.76 ± 0.64 | 9.05 ± 0.62 | 8.55 ± 0.64 | 8.33 ± 0.78 | 0.001 |
| Average | 8.78 ± 0.51 | 9.03 ± 0.51 | 8.61 ± 0.57 | 8.39 ± 0.72 | 0.001 |
| MAS, mean ± SD | |||||
| Superior | 1.48 ± 0.69 | 1.89 ± 0.74 | 2.78 ± 1.54 | 3.02 ± 1.73 | <0.001 |
| Inferior | 1.79 ± 1.01 | 2.11 ± 1.94 | 2.80 ± 1.62 | 3.40 ± 1.35 | <0.001 |
| Average | 1.64 ± 0.71 | 1.97 ± 1.08 | 2.79 ± 1.40 | 3.21 ± 1.35 | <0.001 |
Figure 3Representative OCTA images. Retinal-depth encoded (A, B), SCP (C, D), representative B scan showing segmentation error due to NV (E, F) for follow-ups of a PDR patient. The patient first presented with blurry vision 1 month after panretinal photocoagulation (A, C, E) and experienced significant progression at 1-month follow-up (B, D, F). The images at follow-up were taken with small pupil and had more artifacts compared with the first visit.
Univariate and Multivariate Regression Analysis for SSI
| Parameter | SSI Average (Univariate) | SSI Average (Multivariate) | ||
| B (95%CI) | B (95%CI) | |||
| Age (per 10 y) | −0.09 (−0.17, −0.02) | 0.018 | −0.09 (−0.16, −0.01) | 0.019 |
| DM duration (per 10 y) | −0.10 (−0.19, −0.01) | 0.036 | ||
| BCVA, LogMAR | −0.77 (−1.54, −0.01) | 0.048 | ||
| Severity of DR (groups) | −0.16 (−0.25, −0.07) | 0.001 | −0.15 (−0.24, −0.06) | 0.001 |
| DME | −0.30 (−0.54, −0.06) | 0.014 | ||
| Dry eye | −0.48 (−0.82, −0.14) | 0.006 | ||
Univariate and Multivariate Regression Analysis for MAS
| Parameter | MAS Total (Univariate) | MAS Total (Multivariate) | ||
| B (95%CI) | B (95%CI) | |||
| Age (per 10 y) | 0.17 (0.01, 0.34) | 0.041 | 0.07 (−0.09, 0.23) | 0.412 |
| Sex (male vs. female ) | 0.11 (−0.35, 0.57) | 0.645 | 0.05 (−0.36, 0.46) | 0.804 |
| DM duration (>12 years vs. ≤12) | 0.60 (0.12, 1.09) | 0.015 | ||
| BCVA, LogMAR | 2.70 (1.10, 4.29) | 0.001 | 1.29 (−0.32, 2.90) | 0.115 |
| Severity of DR (groups) | 0.54 (0.36, 0.72) | <0.001 | 0.42 (0.22, 0.61) | <0.001 |
| DME | 0.86 (0.36, 1.36) | 0.001 | ||
| Dry eye (yes vs. no) | 1.45 (0.75, 2.14) | <0.001 | 1.07 (0.40, 1.75) | 0.002 |
Figure 4Representative OCTA images before (A) and after (B) head position adjustment. Once the chin or the forehead is not adhered to the machine, the image (A) will lose signal in the periphery and show artifacts. After head position adjustment, the image (B) was free of artifacts.