Yuki Ito
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Yuki Ito has a total of 13 co-authors. Here are the top co-authors by number of shared publications:
- Hiroaki Endo
Department of Ophthalmology, Teine Keijinkai Hospital, Sapporo, Japan
4 shared publications - Satoshi Katsuta
Department of Ophthalmology, Teine Keijinkai Hospital, Sapporo 006-0811, Japan
3 shared publications - Michiyuki Saito
Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
2 shared publications - Mizuho Mitamura
Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
2 shared publications - Satoru Kase
Department of Ophthalmology, Nara Medical University, Kashihara, Nara 6348521, Japan
2 shared publications - Susumu Ishida
Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
2 shared publications
Latest Publications
- Open Access
- 29 May 2026
- Published by Wolters Kluwer Health in Medicine
- Vol. 105 (22) , e49020
Effects of age, sex, and axial length on macular structure and perfusion in normal eyes
This study aimed to investigate how age, sex, refractive error, and axial length are related to macular structure and perfusion in normal eyes. This retrospective, cross-sectional study included 297 eyes of 297 patients without ocular diseases other than cataract who presented to Teine Keijinkai Hospital. All subjects underwent optical coherence tomography (OCT) and OCT angiography. Multiple regression analysis was performed with retinal thickness and perfusion density in the 9 Early Treatment Diabetic Retinopathy Study subfields as dependent variables, and age, sex, refractive error, and axial length as independent variables. Results showed that older age was associated with decreased retinal thickness in most regions excluding the central region, and decreased perfusion density in all regions ( P < .05). Females had significantly thinner retinas in all regions ( P < .05) but showed no significant difference in perfusion density. Longer axial length was associated with increased retinal thickness in the central region ( P < .05), whereas it was linked to decreased values for both thickness and perfusion density in the outer regions ( P < .05). Refractive error was not correlated with either parameter. In conclusion, retinal thickness and perfusion density in normal eyes are significantly associated with age, sex, and axial length. Considering these physiological factors is essential for the accurate interpretation of OCT and OCT angiography data in clinical practice.
- 29 May 2026
- Published by Wolters Kluwer Health in Medicine
- Vol. 105 (22) , e49020
Open AccessEffects of age, sex, and axial length on macular structure and perfusion in normal eyes
This study aimed to investigate how age, sex, refractive error, and axial length are related to macular structure and perfusion in normal eyes. This retrospective, cross-sectional study included 297 eyes of 297 patients without ocular diseases other than cataract who presented to Teine Keijinkai Hospital. All subjects underwent optical coherence tomography (OCT) and OCT angiography. Multiple regression analysis was performed with retinal thickness and perfusion density in the 9 Early Treatment Diabetic Retinopathy Study subfields as dependent variables, and age, sex, refractive error, and axial length as independent variables. Results showed that older age was associated with decreased retinal thickness in most regions excluding the central region, and decreased perfusion density in all regions ( P < .05). Females had significantly thinner retinas in all regions ( P < .05) but showed no significant difference in perfusion density. Longer axial length was associated with increased retinal thickness in the central region ( P < .05), whereas it was linked to decreased values for both thickness and perfusion density in the outer regions ( P < .05). Refractive error was not correlated with either parameter. In conclusion, retinal thickness and perfusion density in normal eyes are significantly associated with age, sex, and axial length. Considering these physiological factors is essential for the accurate interpretation of OCT and OCT angiography data in clinical practice.
- Open Access
- 9 September 2025
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 14 (18) , 6362
Changes in Choroidal Structure Associated with Idiopathic Macular Hole Border Morphology
Objectives: To investigate the association between the hole border morphology and choroidal structure in idiopathic macular hole (IMH) patients and its impact on visual outcomes. Methods: A retrospective case–control study of 34 IMH eyes and 34 control eyes was conducted. Spectral-domain optical coherence tomography (SD-OCT) was used to categorize the patients into groups with smooth or bumpy hole borders. Based on this classification, a further evaluation was conducted of MH morphology and choroidal structure, both before a vitrectomy and at 1 and 2 months post-surgery. The choriocapillaris, Sattler’s layer, and Haller’s layer were the divisions of each choroidal vascular layer. Then, binarization techniques were employed to calculate the choroidal area (CA), luminal area (LA), stromal area (SA), and central choroidal thickness (CCT). The L/C ratio was established as the ratio of LA to CA. Results: In the patients with IMH, the choroidal structure was associated with the morphology of the hole border. In particular, the eyes with bumpy hole borders were significantly correlated with reduced choroidal thickness and total choroidal area, as well as a reduced L/C ratio in the choriocapillaris. After surgery, visual acuity improved in both groups, but the patients with smooth hole borders achieved earlier and higher levels of visual recovery. The multivariate analysis suggested that a bumpy hole border and the basal hole diameter were independent predictors of postoperative choriocapillaris recovery. Conclusions: Bumpy idiopathic macular hole borders are associated with impaired choroidal vasculatures, particularly in the choriocapillaris, which may be a contributing factor to delayed visual acuity recovery post-surgery.
- 9 September 2025
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 14 (18) , 6362
Open AccessChanges in Choroidal Structure Associated with Idiopathic Macular Hole Border Morphology
Objectives: To investigate the association between the hole border morphology and choroidal structure in idiopathic macular hole (IMH) patients and its impact on visual outcomes. Methods: A retrospective case–control study of 34 IMH eyes and 34 control eyes was conducted. Spectral-domain optical coherence tomography (SD-OCT) was used to categorize the patients into groups with smooth or bumpy hole borders. Based on this classification, a further evaluation was conducted of MH morphology and choroidal structure, both before a vitrectomy and at 1 and 2 months post-surgery. The choriocapillaris, Sattler’s layer, and Haller’s layer were the divisions of each choroidal vascular layer. Then, binarization techniques were employed to calculate the choroidal area (CA), luminal area (LA), stromal area (SA), and central choroidal thickness (CCT). The L/C ratio was established as the ratio of LA to CA. Results: In the patients with IMH, the choroidal structure was associated with the morphology of the hole border. In particular, the eyes with bumpy hole borders were significantly correlated with reduced choroidal thickness and total choroidal area, as well as a reduced L/C ratio in the choriocapillaris. After surgery, visual acuity improved in both groups, but the patients with smooth hole borders achieved earlier and higher levels of visual recovery. The multivariate analysis suggested that a bumpy hole border and the basal hole diameter were independent predictors of postoperative choriocapillaris recovery. Conclusions: Bumpy idiopathic macular hole borders are associated with impaired choroidal vasculatures, particularly in the choriocapillaris, which may be a contributing factor to delayed visual acuity recovery post-surgery.
- Open Access
- 7 May 2025
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 14 (9) , 3245
Inter-Relationships Between the Deep Learning-Based Pachychoroid Index and Clinical Features Associated with Neovascular Age-Related Macular Degeneration
Background/Objectives: To investigate the impact of pachychoroid on the clinical features of neovascular age-related macular degeneration (nAMD) in Japan using the deep learning-based Hokkaido University pachychoroid index (HUPI), which has a high discriminative ability for pachychoroid. Methods: This retrospective observational study examined 124 eyes of 111 treatment-naïve nAMD patients, including 44 eyes with type 1 macular neovascularization (MNV), 26 eyes with type 2 MNV, and 54 eyes with polypoidal choroidal vasculopathy (PCV). HUPI was calculated for each eye from EDI-OCT choroidal images using our modified LeNet that had learned the image patterns of pachychoroid. Differences in HUPI between nAMD types and inter-relationships between nAMD parameters, including HUPI, were evaluated. Results: The mean HUPI was 0.53 ± 0.30 for type 1 MNV, 0.33 ± 0.23 for type 2 MNV, and 0.61 ± 0.3 for PCV, with significant differences between any two of the three groups (p < 0.05, for each). Round-robin multiple regression analysis for nAMD parameters showed the close associations of the HUPI with choroidal vascular hyperpermeability (CVH) and subretinal fluid (SRF) (p = 0.017 and p < 0.001 for each) and the clear division of nAMD parameters into the following two groups: one including intraretinal fluid and type 1 and type 2 MNV and the other including SRF, CVH, polypoidal lesions, and HUPI. Conclusions: HUPI revealed that eyes with type 1 MNV and PCV had more pachychoroid-like features than eyes with type 2 MNV. HUPI was tightly associated with CVH and SRF but not MNV per se in nAMD parameters, reinforcing the pathoetiological concept of differentiating pachychoroid from typical nAMD.
- 7 May 2025
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 14 (9) , 3245
Open AccessInter-Relationships Between the Deep Learning-Based Pachychoroid Index and Clinical Features Associated with Neovascular Age-Related Macular Degeneration
Background/Objectives: To investigate the impact of pachychoroid on the clinical features of neovascular age-related macular degeneration (nAMD) in Japan using the deep learning-based Hokkaido University pachychoroid index (HUPI), which has a high discriminative ability for pachychoroid. Methods: This retrospective observational study examined 124 eyes of 111 treatment-naïve nAMD patients, including 44 eyes with type 1 macular neovascularization (MNV), 26 eyes with type 2 MNV, and 54 eyes with polypoidal choroidal vasculopathy (PCV). HUPI was calculated for each eye from EDI-OCT choroidal images using our modified LeNet that had learned the image patterns of pachychoroid. Differences in HUPI between nAMD types and inter-relationships between nAMD parameters, including HUPI, were evaluated. Results: The mean HUPI was 0.53 ± 0.30 for type 1 MNV, 0.33 ± 0.23 for type 2 MNV, and 0.61 ± 0.3 for PCV, with significant differences between any two of the three groups (p < 0.05, for each). Round-robin multiple regression analysis for nAMD parameters showed the close associations of the HUPI with choroidal vascular hyperpermeability (CVH) and subretinal fluid (SRF) (p = 0.017 and p < 0.001 for each) and the clear division of nAMD parameters into the following two groups: one including intraretinal fluid and type 1 and type 2 MNV and the other including SRF, CVH, polypoidal lesions, and HUPI. Conclusions: HUPI revealed that eyes with type 1 MNV and PCV had more pachychoroid-like features than eyes with type 2 MNV. HUPI was tightly associated with CVH and SRF but not MNV per se in nAMD parameters, reinforcing the pathoetiological concept of differentiating pachychoroid from typical nAMD.
- Open Access
- 5 September 2024
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 13 (17) , 5271
Grad-CAM-Based Investigation into Acute-Stage Fluorescein Angiography Images to Predict Long-Term Visual Prognosis of Branch Retinal Vein Occlusion
Background/Objectives: The purpose of this study was to analyze relevant areas in acute-stage fluorescein angiography (FA) images, predicting the long-term visual prognosis of branch retinal vein occlusion (BRVO) based on gradient-weighted class activation mapping (Grad-CAM). Methods: This retrospective observational study included 136 eyes with BRVO that were followed up for more than a year post-FA. Cropped grayscale images centered on the fovea (200 × 200 pixels) were manually pre-processed from early-phase FA at the acute phase. Pairs of the cropped FA images and the best-corrected visual acuity (BCVA) in remission at least one year post-FA were used to train a 38-layer ResNet with five-fold cross-validation. Correlations between the ResNet-predicted and true (actually measured) logMAR BCVAs in remission, and between the foveal avascular zone (FAZ) area measured by ImageJ (version 1.52r) from FA images and true logMAR BCVA in remission were evaluated. The heat maps generated by Grad-CAM were evaluated to determine which areas were consumed as computational resources for BCVA prediction. Results: The correlation coefficient between the predicted and true logMAR BCVAs in remission was 0.47, and that between the acute-stage FAZ area and true logMAR BCVA in remission was 0.42 (p < 0.0001 for both). The Grad-CAM-generated heat maps showed that retinal vessels adjacent to the FAZ and the FAZ per se had high selectivity (95.7% and 62.2%, respectively). Conclusions: The Grad-CAM-based analysis demonstrated FAZ-neighboring vessels as the most relevant predictor for the long-term visual prognosis of BRVO.
- 5 September 2024
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 13 (17) , 5271
Open AccessGrad-CAM-Based Investigation into Acute-Stage Fluorescein Angiography Images to Predict Long-Term Visual Prognosis of Branch Retinal Vein Occlusion
Background/Objectives: The purpose of this study was to analyze relevant areas in acute-stage fluorescein angiography (FA) images, predicting the long-term visual prognosis of branch retinal vein occlusion (BRVO) based on gradient-weighted class activation mapping (Grad-CAM). Methods: This retrospective observational study included 136 eyes with BRVO that were followed up for more than a year post-FA. Cropped grayscale images centered on the fovea (200 × 200 pixels) were manually pre-processed from early-phase FA at the acute phase. Pairs of the cropped FA images and the best-corrected visual acuity (BCVA) in remission at least one year post-FA were used to train a 38-layer ResNet with five-fold cross-validation. Correlations between the ResNet-predicted and true (actually measured) logMAR BCVAs in remission, and between the foveal avascular zone (FAZ) area measured by ImageJ (version 1.52r) from FA images and true logMAR BCVA in remission were evaluated. The heat maps generated by Grad-CAM were evaluated to determine which areas were consumed as computational resources for BCVA prediction. Results: The correlation coefficient between the predicted and true logMAR BCVAs in remission was 0.47, and that between the acute-stage FAZ area and true logMAR BCVA in remission was 0.42 (p < 0.0001 for both). The Grad-CAM-generated heat maps showed that retinal vessels adjacent to the FAZ and the FAZ per se had high selectivity (95.7% and 62.2%, respectively). Conclusions: The Grad-CAM-based analysis demonstrated FAZ-neighboring vessels as the most relevant predictor for the long-term visual prognosis of BRVO.