Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-08-02DOI: 10.1159/000540295
Nan Su, Lei Jiang, Yanpeng Wang, Yanping Dong, Yanjuan Yong, Kan Yang, Shixiong Gao
{"title":"Expressions of Type I-III Interferons in Sjögren's Syndrome and Non-Sjögren's Dry Eye.","authors":"Nan Su, Lei Jiang, Yanpeng Wang, Yanping Dong, Yanjuan Yong, Kan Yang, Shixiong Gao","doi":"10.1159/000540295","DOIUrl":"10.1159/000540295","url":null,"abstract":"<p><strong>Introduction: </strong>Systemic implications create a critical need for identification of dry eye patients with Sjögren syndrome (SS). Herein, we aimed to determine expressions of type I-III interferons (IFNs) in dry eye patients with or without underlying SS and their differential diagnosis.</p><p><strong>Methods: </strong>A prospective, observational, case-control study was performed on 140 dry eye patients among which 78 patients were diagnosed with SS. Clinical evaluations included ELISA detections of serum type I IFN (IFN-α and IFN-β, type II IFN (IFN-γ), and type III IFN (IFN-λ1/IL-29, IFN-λ2/IL-28, and IFN-λ3/IL-28B), as well as reporter cell assay for serum type I IFN activity.</p><p><strong>Results: </strong>The serum levels of IFN-α and IFN-β were notably higher in dry eye patients with SS than those without underlying SS (p < 0.0001). The functional assay for serum type I IFN activity showed the mean summed scores in dry eye patients with SS were remarkably increased compared to those without underlying SS (p < 0.0001). The serum levels of IFN-γ and IFN-λ1/IL-29 seemed higher in dry eye patients with SS than those without underlying SS (p < 0.0001). The serum levels of type I IFN (IFN-α combined with IFN-β), type II IFN (IFN-γ level), and type III IFN (IFN-λ1/IL-29) used as a test to predict underlying SS among dry eye patients produced an area under the curve of 0.86, 0.73, and 0.94, respectively.</p><p><strong>Conclusion: </strong>Serum levels of type I-III IFNs, especially IFN-α, IFN-β, and IFN-λ1/IL-29, may serve as a useful biomarker for identification of SS dry eye from non-SS dry eye.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141889847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-01-20DOI: 10.1159/000536206
Xiaohan Yang, Xijin Wu, Biying Qi, Ke Zhang, Yanping Yu, Xinbo Wang, Xiao Feng, Qinlang Jia, Zi-Bing Jin, Wu Liu
{"title":"Foveal Microstructure and Visual Outcomes after Pars Plana Vitrectomy in Patients with Different Types of Epiretinal Membrane Foveoschisis.","authors":"Xiaohan Yang, Xijin Wu, Biying Qi, Ke Zhang, Yanping Yu, Xinbo Wang, Xiao Feng, Qinlang Jia, Zi-Bing Jin, Wu Liu","doi":"10.1159/000536206","DOIUrl":"10.1159/000536206","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of this study was to evaluate the clinical characteristics and surgical outcomes of the epiretinal membrane foveoschisis (ERM-FS) with different morphological types.</p><p><strong>Methods: </strong>This retrospective observational study reviewed 44 consecutive ERM-FS patients who underwent ERM surgery. According to the optical coherence tomography images, ERM-FS was classified into three groups: group A, FS crossed the fovea with the foveola elevated; group B, FS located at the foveal edges with a near-normal central foveal point thickness; and group C, FS with undermined foveal edges with a near-normal central foveal point thickness.</p><p><strong>Results: </strong>There were 10 eyes in group A, 20 eyes in group B, and 14 eyes in group C. Preoperatively, eyes in group A had the best best-corrected visual acuity (BCVA), the thickest central foveal point thickness, and the highest ellipsoid zone (EZ) intact rate among the three groups. After surgery, a resolution of foveoschisis was observed in 40.0%, 45.0%, and 50.0% of the eyes in group A, group B, and group C (p = 0.928), respectively. BCVA was significantly improved postoperatively. Although there was no significant difference in BCVA among the three groups at 1 month postoperatively, BCVA of group A was the best at 4 and 10 months. Correlation analysis indicated that the type of ERM-FS, baseline BCVA, central foveal point thickness, and postoperative EZ continuity (all p < 0.05) were important factors for the final BCVA.</p><p><strong>Conclusions: </strong>The damage to the retinal structure and visual function was milder in group A ERM-FS. Our study emphasized the necessity of OCT-based subtyping in patients with ERM-FS.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139513174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2023-12-18DOI: 10.1159/000535329
Weizhen Wu, Youjing Zhang, Ming Yang
{"title":"Emerging Role of Circular RNAs in the Pathogenesis of Retinoblastoma.","authors":"Weizhen Wu, Youjing Zhang, Ming Yang","doi":"10.1159/000535329","DOIUrl":"10.1159/000535329","url":null,"abstract":"<p><p>Retinoblastoma (Rb) accounts for 3% of all childhood cancers. It is the most common intraocular malignant tumor with a highly aggressive and metastatic phenotype. Gaining a more comprehensive understanding of the molecular mechanisms underlying the proliferation, metastasis, migration, invasive apoptosis, and autophagy processes associated with this cancer would facilitate the design of therapeutic modalities and the identification of novel tumor markers. Recent investigations have shown the contribution of circular RNAs (circRNAs) in the evolution of Rb. Several circRNAs, including circ_0000034, circ_0000527, circ_0075804, circ_0099198, circFAM158A, and circVAPA, promote the progression and metastasis of Rb. However, some circRNAs, such as circ_0001649, circMKLN1, and circTET1, play a tumor suppressive role. In this regard, circRNAs can regulate cancer-developing processes including cell proliferation, apoptosis, migration, invasion, and tumor growth. This review summarizes the functional roles of circRNAs in Rb and their potential clinical applications for diagnosis and prognosis, and provides a comprehensive understanding of the role of circRNAs in the pathophysiology of Rb.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138807775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-03-18DOI: 10.1159/000538316
Se Hyun Choi, In Hwan Cho, Gang Seok Jeon, In Boem Chang, Dae Joong Ma, In Hwan Hong
{"title":"Comparative Evaluation of Visual Outcomes in Combined Cataract and Vitrectomy for Idiopathic Epiretinal Membrane with an Advanced or Conventional Intraocular Lens.","authors":"Se Hyun Choi, In Hwan Cho, Gang Seok Jeon, In Boem Chang, Dae Joong Ma, In Hwan Hong","doi":"10.1159/000538316","DOIUrl":"10.1159/000538316","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of this study was to investigate the efficacy of new monofocal intraocular lens (IOL) in comparison with conventional monofocal IOL in patients undergoing combined cataract and vitrectomy surgery for epiretinal membrane (ERM).</p><p><strong>Methods: </strong>This prospective non-randomized comparative study included 65 eyes of 65 patients who underwent combined cataract and vitrectomy for ERM with implantation of advanced monofocal IOL (Eyhance ICB00, 33 patients) and standard monofocal IOL (Tecnis ZCB00, 32 patients). Monocular visual acuities were measured 6 months post-operatively, including corrected and uncorrected distance visual acuity (CDVA, UCDVA), uncorrected intermediate visual acuity (UCIVA), and uncorrected near visual acuity (UCNVA). Furthermore, contrast sensitivity and metamorphopsia were measured.</p><p><strong>Results: </strong>There was no significant difference between two groups regarding operation time, post-operative CDVA, UCDVA, UCNVA, and spherical equivalent (p > 0.05). Monocular UCIVA was significantly higher in the Eyhance IOL group than in the Tecnis IOL group (p = 0.005). The photopic and mesopic contrast sensitivities were comparable between each group for any spatial frequency (p > 0.05). The correlation coefficients from correlations between retinal wrinkling ratio and M score did not differ significantly between groups (p = 0.877), and the degree of metamorphopsia was not significantly related to the type of IOL (p = 0.969).</p><p><strong>Conclusions: </strong>In combined cataract and vitrectomy for ERM, Eyhance IOL provided significant better visual performance at intermediate distance than standard monofocal IOL without compromising operation time, distance vision, contrast sensitivity, and evaluating metamorphopsia. Eyhance IOL can be a useful option for both surgeons and patients.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140143931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Evaluation of the First-Dose Anti-VEGF Anatomical Response in Polypoidal Choroidal Vasculopathy Patients: Correlation with the Third-Dose Response and Risk Factor Analysis.","authors":"Yuelin Wang, Wenfei Zhang, Jingyuan Yang, Xinyu Zhao, Lihui Meng, Youxin Chen, Xiao Zhang","doi":"10.1159/000534820","DOIUrl":"10.1159/000534820","url":null,"abstract":"<p><strong>Introduction: </strong>The aims of the study were to investigate whether first-dose efficacy can predict third-dose anatomical response and analyze the risk factors for first-dose response of polypoidal choroidal vasculopathy (PCV) patients.</p><p><strong>Methods: </strong>We retrospectively reviewed patients' medical records from 27 centers of China PCV Research Alliance. PCV patients treated with intravitreal injections of conbercept (IVC) based on the 3+ pro re nata regimen (three initial monthly injections, followed by injections as needed) with complete 3-month injection data were included. Response correlations, risk factor associations, changes in central macular thickness (CMT) or best-corrected visual acuity (BCVA), and number of injections in the first year of follow-up were evaluated separately in the pachy-PCV and non-pachy-PCV phenotypes.</p><p><strong>Results: </strong>Overall, 165 eligible patients were included. There was a significant correlation between first-dose and third-dose anatomical response in pachy-PCV or non-pachy-PCV patients (rs = 0.611, p < 0.001; rs = 0.638, p < 0.001). Multivariate analysis revealed associations of good first-dose anatomical response in pachy-PCV patients with baseline CMT with a predicted area under the curve (AUC) of 0.847, while a good response in non-pachy-PCV patients was associated with baseline BCVA, baseline CMT, pigment epithelial detachment (PED) height, higher proportion of intraretinal fluid, and lower PED minimum diameter with a predicted AUC of 0.940. CMT in the good first-dose response group was significantly decreased from baseline at all first-year follow-up visits in both groups (p < 0.001), and mean BCVA was improved in the good versus poor first-dose anatomical response group (5.4 vs. 1.6 ETDRS letters in pachy-PCV, 10.6 vs. 7.4 letters in non-pachy-PCV) after the third injection. No significant difference was observed in the number of injections in the first year of follow-up between different response groups.</p><p><strong>Conclusion: </strong>In PCV patients receiving IVC, the first- and third-dose responses are significantly correlated, and different factors influence the first-dose response in different subtypes of PCV.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138807679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2023-12-18DOI: 10.1159/000535330
Cheng Li, Yang Gao, Zhihui Zhang, Xi Lv, Yuekun Bao, Yujun Ma, Rongxin Chen, Chao Cheng, Jinmiao Li, Yaoming Liu, Ling Jin, Guangwei Luo, Jianbo Shi, Rong Lu
{"title":"Surgical Outcomes of Standardized Endoscopical Deep Medial Orbital Decompression in Dysthyroid Optic Neuropathy.","authors":"Cheng Li, Yang Gao, Zhihui Zhang, Xi Lv, Yuekun Bao, Yujun Ma, Rongxin Chen, Chao Cheng, Jinmiao Li, Yaoming Liu, Ling Jin, Guangwei Luo, Jianbo Shi, Rong Lu","doi":"10.1159/000535330","DOIUrl":"10.1159/000535330","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of the study was to standardize the endoscopic deep medial orbital decompression surgery for better relief of optic nerve compression in dysthyroid optic neuropathy (DON).</p><p><strong>Methods: </strong>A total of 128 eyes from patients received the standardized endoscopic deep medial orbital decompression surgery were recruited in this study. The efficacy of the procedure was assessed at a 1-month follow-up by the best-corrected visual acuity (VA), visual field (VF), and visual evoked potential (VEP). Clinical data were collected to explore the factors that affected visual recovery. Oxygen saturation of retinal blood vessels, retinal thickness, and vessel density were measured to demonstrate the potential recovery mechanisms.</p><p><strong>Results: </strong>After surgery, the ratio of extraocular muscle volume in the orbital apex to orbital apex volume significantly decreased from 44.32 ± 22.31% to 36.82 ± 12.02% (p < 0.001). 96.87% of eyes' final VA improved; average VA improved from 0.93 ± 0.73 to 0.50 ± 0.60 at 1 week (p < 0.001) and 0.40 ± 0.53 at 1 month (p < 0.001). Postoperatively, VF and VEP also improved, the oxygen saturation of retinal arteries increased, and the retinal thickness was reduced. Preoperative VA, visual impairment duration, and clinical activity score evaluation were associated with visual recovery.</p><p><strong>Conclusion: </strong>In this study, we standardized the endoscopic deep medial orbital decompression, of which key point was to relieve pressure in the orbital apex and achieved satisfactory visual recovery in DON patients.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138807785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-06-10DOI: 10.1159/000539605
Aoxiang Wang, Jinxi Zhou, Yiwen Hong, Yamei Cui, Yishen Wang, Jianying Pan, Yue Wu, Yan Luo
{"title":"Characteristics of Retinal Vascular Degeneration and the Expression of Vessel-Related Claudin Proteins in Retinal Degeneration Mouse.","authors":"Aoxiang Wang, Jinxi Zhou, Yiwen Hong, Yamei Cui, Yishen Wang, Jianying Pan, Yue Wu, Yan Luo","doi":"10.1159/000539605","DOIUrl":"10.1159/000539605","url":null,"abstract":"<p><strong>Introduction: </strong>This study aimed to investigate the characteristics of retinal vascular degeneration and the expression of vessel-related claudin (CLD) proteins in retinal degeneration mouse (Pde6βrd1/rd1 rd1 mouse).</p><p><strong>Methods: </strong>Retinas from wild-type (WT) mice and rd1 mice at postnatal day 3 (P3), P5, P8, P11, P13, P15, P18, and P21 were collected. Immunofluorescence staining was used to assess the retinal vascular plexus, cell proliferation, CLD expression, and retinal ganglion cells (RGCs). The distribution of retinal superficial and deep vessels was determined by isolectin B4 fluorescence staining of retinal flat mounts and frozen sections. Hematoxylin and eosin staining and terminal deoxynucleotidyl transferase-mediated dNTP nick-end labeling were used to investigate retinal histological degeneration and apoptosis in rd1 mice, respectively. Quantitative real-time PCR and Western blot were used to measure the expression of vessel-related CLD-1, -2, -3, and -5, vascular endothelial growth factor A (VEGFA), and vascular endothelial growth factor receptor 2 (VEGFR2) in the retinas.</p><p><strong>Results: </strong>Compared to the WT mice, the rd1 mice displayed delayed but completed progressive development in the retinal superficial vascular plexuses (SVPs) and deep vascular plexuses (DVPs). In the rd1 mice, the thickness of retinal layers gradually decreased and the retinas underwent progressive atrophy and degeneration. The deterioration got worse at the late developmental stage. The declined vessel density of SVP and DVP correlated with the decreased thickness of the full and inner parts of the retina and the reduced number of RGCs. DVP degeneration and the thinning of the outer nuclear layer exhibited an obvious reduction at P15. The expression levels of CLD-1, CLD-2, CLD-3, CLD-5, VEGFA, and VEGFR2 decreased and were consistently lower in the rd1 mice than in WT mice since P15.</p><p><strong>Conclusion: </strong>Rd1 mice exhibited progressive vascular degeneration of retinal SVP and DVP, the thinning and atrophy of retinal ONL and RGC, and the downregulation of vessel-related CLD proteins during the late developmental period. Thus, the rd1 mouse is a useful model of not only retinal neuro-degeneration but also retinal vascular degeneration.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141301193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-07-18DOI: 10.1159/000540028
Rupert Wolfgang Strauss, Lang Lang, Alexander Ho, Anamika Jha, Michael Ip, Paul S Bernstein, David G Birch, Artur V Cideciyan, Michel Michaelides, Isabelle Audo, Janet S Sunness, Elias I Traboulsi, Eberhart Zrenner, SriniVas R Sadda, Lucas Janeschitz-Kriegl, Sheila West, Xiangrong Kong, Hendrik P N Scholl
{"title":"The Progression of Stargardt Disease as Determined by Spectral-Domain Optical Coherence Tomography over a 24-Month Period (ProgStar Report No. 18).","authors":"Rupert Wolfgang Strauss, Lang Lang, Alexander Ho, Anamika Jha, Michael Ip, Paul S Bernstein, David G Birch, Artur V Cideciyan, Michel Michaelides, Isabelle Audo, Janet S Sunness, Elias I Traboulsi, Eberhart Zrenner, SriniVas R Sadda, Lucas Janeschitz-Kriegl, Sheila West, Xiangrong Kong, Hendrik P N Scholl","doi":"10.1159/000540028","DOIUrl":"10.1159/000540028","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of this study was to evaluate the progression of atrophy as determined by spectral-domain optical coherence tomography (SD-OCT) in patients with molecularly confirmed ABCA4-associated Stargardt disease type 1 (STGD1) over a 24-month period in a multicenter prospective cohort study.</p><p><strong>Methods: </strong>SD-OCT images from 428 eyes of 236 patients were analyzed. Change of mean thickness (MT) and intact area were estimated after semiautomated segmentation for the following individual layers in the central subfield (CS), inner ring (IR), and outer ring (OR) of the ETDRS grid: retinal pigment epithelium (RPE), outer segments (OSs), inner segments (IS), outer nuclear layer (ONL) inner retina (IR), and total retina.</p><p><strong>Results: </strong>Statistically significant decreases of all outer retinal layers (RPE, OS, IS, and ONL) could be observed over a 24-month period both in decline of mean retinal thickness and intact area (p < 0.0001, respectively), whereas the IR showed an increase of retinal thickness in the CS and IR and remained unchanged in the OR.</p><p><strong>Conclusions: </strong>Significant loss could be detected in outer retinal layers by SD-OCT over a 24-month period in patients with STGD1. Loss of thickness and/or intact area of such layers may serve as potential endpoints for clinical trials that aim to slow down the disease progression of STGD1.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141616981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-09-04DOI: 10.1159/000541294
Weiliang Jiang, Zijing Li
{"title":"Comparison of Machine Learning Algorithms and Nomogram Construction for Diabetic Retinopathy Prediction in Type 2 Diabetes Mellitus Patients.","authors":"Weiliang Jiang, Zijing Li","doi":"10.1159/000541294","DOIUrl":"10.1159/000541294","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of this study was to compare various machine learning algorithms for constructing a diabetic retinopathy (DR) prediction model among type 2 diabetes mellitus (DM) patients and to develop a nomogram based on the best model.</p><p><strong>Methods: </strong>This cross-sectional study included DM patients receiving routine DR screening. Patients were randomly divided into training (244) and validation (105) sets. Least absolute shrinkage and selection operator regression was used for the selection of clinical characteristics. Six machine learning algorithms were compared: decision tree (DT), k-nearest neighbours (KNN), logistic regression model (LM), random forest (RF), support vector machine (SVM), and XGBoost (XGB). Model performance was assessed via receiver-operating characteristic (ROC), calibration, and decision curve analyses (DCAs). A nomogram was then developed on the basis of the best model.</p><p><strong>Results: </strong>Compared with the five other machine learning algorithms (DT, KNN, RF, SVM, and XGB), the LM demonstrated the highest area under the ROC curve (AUC, 0.894) and recall (0.92) in the validation set. Additionally, the calibration curves and DCA results were relatively favourable. Disease duration, DPN, insulin dosage, urinary protein, and ALB were included in the LM. The nomogram exhibited robust discrimination (AUC: 0.856 in the training set and 0.868 in the validation set), calibration, and clinical applicability across the two datasets after 1,000 bootstraps.</p><p><strong>Conclusion: </strong>Among the six different machine learning algorithms, the LM algorithm demonstrated the best performance. A logistic regression-based nomogram for predicting DR in type 2 DM patients was established. This nomogram may serve as a valuable tool for DR detection, facilitating timely treatment.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142133398","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ophthalmic ResearchPub Date : 2024-01-01Epub Date: 2024-09-23DOI: 10.1159/000541531
Yupeng Xu, Min Zhang, Haiyan Wang, Suqin Yu
{"title":"Associations between the Vessel Density in Deep Vascular Plexus and Macular Edema Recurrences in Patients with Retinal Vein Occlusion.","authors":"Yupeng Xu, Min Zhang, Haiyan Wang, Suqin Yu","doi":"10.1159/000541531","DOIUrl":"10.1159/000541531","url":null,"abstract":"<p><strong>Introduction: </strong>The aim of this study was to study the relationships between vessel density (VD) in different retinal vascular plexus and retinal vein occlusion-macular edema (RVO-ME) recurrence using wide-field swept source optical coherence tomography angiography (OCTA).</p><p><strong>Methods: </strong>Patients with a history of central retinal vein occlusion (CRVO) or branch retinal vein occlusion (BRVO) with macular edema in the Department of Ophthalmology, Shanghai General Hospital, from May 25, 2020, to January 12, 2023, were retrospectively reviewed and recruited. All patients were followed up for at least 6 months and divided in the release group and the recurrence group. The optical coherence tomography and OCTA examination were performed. Demographics, retinal structural, and angiographic data were collected and compared between two groups. The ordinal logistic regression was performed to assess the risk factors for RVO-ME.</p><p><strong>Results: </strong>A total of 85 patients were enrolled in this study. Among them, 30 patients had CRVO, while 55 had BRVO. The VD in the 6-9 mm ring in deep vascular plexus (DVP) was significantly higher in the recurrence group (25.414 ± 6.068% in the release group vs. 27.574 ± 7.767% in the recurrence group, p = 0.036). More patients with mean VD of the 6-9 mm ring in DVP no less than 30% were observed in the recurrence group (observed n = 20, expected n = 14.4, p = 0.043). The ordinal logistic regression reported that patients with mean VD of the 6-9 mm ring in DVP ≥30% had risk of RVO-ME increased to 11.508 (95% CI: 1.745-75.944, p = 0.011), when compared to the patients with mean VD of the 6-9 mm ring in DVP <20%, even with RVO type, baseline central macular thickness weighed.</p><p><strong>Conclusion: </strong>High vessel density of the 6-9 mm ring in DVP, especially those ≥30%, was associated with macular edema recurrences in patients with retinal vein occlusion.</p>","PeriodicalId":19662,"journal":{"name":"Ophthalmic Research","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142308281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}