OBJECTIVE: To develop a few-shot learning (FSL) approach for classifying optical coherence tomography (OCT) images in patients with inherited retinal disorders (IRDs). METHODS: In this study, an FSL model based on a student-teacher learning framework was designed to classify images. 2,317 images from 189 participants were included. Of these, 1,126 images revealed IRDs, 533 were normal samples, and 658 were control samples. RESULTS: The FSL model achieved a total accuracy of 0.974-0.983, total sensitivity of 0.934-0.957, total specificity of 0.984-0.990, and total F1 score of 0.935-0.957, which were superior to the total accuracy of the baseline model of 0.943-0.954, total sensitivity of 0.866-0.886, total specificity of 0.962-0.971, and total F1 score of 0.859-0.885. The performance of most subclassifications also exhibited advantages. Moreover, the FSL model had a higher area under curves (AUC) of the receiver operating characteristic (ROC) curves in most subclassifications. CONCLUSION This study demonstrates the effective use of the FSL model for the classification of OCT images from patients with IRDs, normal, and control participants with a smaller volume of data. The general principle and similar network architectures can also be applied to other retinal diseases with a low prevalence.
Humans ; Tomography, Optical Coherence ; Deep Learning ; Retinal Diseases/diagnostic imaging* ; Retina/diagnostic imaging* ; ROC Curve

INTRODUCTIONAcute central serous chorioretinopathy (CSCR) afflicts young middle-aged males in the Western population. We aimed to analyse patient demographics and to determine the angiographic characteristics of acute CSCR in an Asian population.

MATERIALS AND METHODSThis is a retrospective study of all patients presenting with acute CSCR who had fundal fluorescein angiograms performed within a 4-year period (between 1 January 1998 and 31 December 2001).

RESULTSThe fluorescein angiograms of 128 patients were analysed. The majority were male (109/128) with a male-to-female ratio of 5.7:1. The age range of patients was 26 to 60 years, with a mean age of 41 years. The majority of patients (84%) were aged 30 to 50 years. With regard to racial distribution, 83% were Chinese, 6% were Malays and 11% were Indians or of other races. Unilateral disease was found in 74 patients (58%) and 52 had bilateral disease. The macula was the most common site of fluorescein leakage and was found in 97 patients (76%). Almost half the patients (44%) had more than one site of disease involvement (i.e., multifocal). The inkblot leakage pattern was found in 103 patients (80%).

CONCLUSIONSThe patient demographics of acute CSCR in our population were compared to that reported in the West. The gender ratio was similar, with males being afflicted 6 to 10 times more compared to females. There was no racial predilection found for acute CSCR in the local population. We also found a significant proportion of patients with bilateral and multifocal disease compared to the West. The inkblot pattern of leakage was the most common pattern seen on angiography. There were a significant number of cases with bilateral and multifocal involvement, exceeding those reported in non-Asian populations.

Acute Disease ; Adult ; Choroid Diseases ; diagnostic imaging ; Female ; Fluorescein Angiography ; Humans ; Male ; Middle Aged ; Radiography ; Retinal Diseases ; diagnostic imaging ; Retrospective Studies ; Singapore

Retinoblastoma, the most common primary intraocular malignancy of childhood, usually presents in the first three years of life. Atypical presentation of retinoblastoma can masquerade as virtually any ocular or orbital pathology, which may lead to diagnostic dilemmas especially in the presence of other systemic diseases. We report a 20-month-old boy who was diagnosed with coronary aneurysm as a complication of Kawasaki disease, and presented with sudden left eye redness. His mother noticed the presence of white pupillary reflex three months earlier. Atypical acute ocular presentation secondary to Kawasaki disease was initially suspected, but the presence of multiple calcification and mild proptosis on imaging suggested characteristics of advanced retinoblastoma. Histopathological examination of the enucleated eye, which revealed a classical rosette pattern appearance, confirmed the diagnosis. Atypical presentations of retinoblastoma are usually associated with advanced disease. The presence of other systemic conditions further complicates the diagnosis. Early diagnosis is important to reduce the mortality and morbidity.
Coronary Aneurysm ; complications ; diagnosis ; Diagnosis, Differential ; Eye ; diagnostic imaging ; physiopathology ; Eye Diseases ; diagnosis ; Humans ; Infant ; Male ; Mucocutaneous Lymph Node Syndrome ; complications ; diagnosis ; Retinal Neoplasms ; complications ; diagnosis ; diagnostic imaging ; Retinoblastoma ; complications ; diagnosis ; diagnostic imaging ; Treatment Outcome ; Ultrasonography

OBJECTIVETo study the clinical characteristics and diagnostic methods of rare autosomal recessive inherited Bardet-Biedl syndrome in patients presented with renal abnormalities.

METHODComprehensive analyses were performed on data of 4 confirmed Bardet-Biedl syndrome cases seen at nephrology department of Beijing Children Hospital affiliated to Capital Medical University, including clinical features, laboratory examination and diagnostic criteria.

RESULT(1) Four cases were confirmed to meet Bardet-Biedl syndrome diagnostic criteria (male: female = 1: 1): first diagnosis age was 10 y, 9 y 8 m, 10 y 10 m, 8 y 2 m. (2) Cases 1, 2, and 3 had a history of polyuria and polydipsia, cases 4 began with edema and oliguria. (3) All had slight change in urine routine test. Case 3 and Case 4 were presented with small to medium amount of proteinuria. None had microscopic hematuria. (4) All had different degree of renal injury, Case 1 and 3 were at the third phase of chronic kidney disease (CKD), Case 4 was at the fourth phase of CKD, Case 4 was at the fifth phase of CKD and needed dialysis. (5) All cases had obvious abnormalities of urinary tract ultrasound, 3 of them had chronic diffuse lesions with cyst formation of both kidneys. The rest one had dysplasia of right kidney and fused kidney. (6) All cases were presented with vision loss with 100% of electroretinogram abnormalities and 50% of fundus examination abnormalities. (7) Three cases were presented with obesity. (8) Multiple organs were involved in all cases, including electrocardiographic abnormality and/or thickening of the left ventricular wall (4/4) , polydactyly (2/4) , small penis and testicles (2/4) and short stature (2/4) .

CONCLUSIONClinical manifestations of Bardet-Biedl syndrome (BBS) conceals, routine urine test changes slightly, abnormalities of renal structure and (or) tubular interstitial function is a typical manifestation of children with BBS. Urinary tract ultrasound screening may show diffuse lesions with double kidney with cyst formation or structural abnormalities. Clinical manifestation accompany with retinal degeneration, obesity, myocardial involvement, polydactyly, and hypogonadism.

Abnormalities, Multiple ; Bardet-Biedl Syndrome ; complications ; diagnosis ; pathology ; Biomarkers ; blood ; urine ; Child ; Female ; Humans ; Intellectual Disability ; Kidney ; abnormalities ; diagnostic imaging ; Kidney Diseases ; diagnosis ; etiology ; pathology ; Male ; Renal Insufficiency ; etiology ; pathology ; Retinal Diseases ; etiology ; pathology ; Tomography, X-Ray Computed ; Ultrasonography, Doppler, Color

PURPOSE: Though there are many reports regarding the structure-function relationship in glaucoma, they are too complicated to apply to the routine clinical setting. The aim of this study was to investigate the direct relationship between peripapillary retinal nerve fiber layer (RNFL) thickness measured by optical coherence tomography (OCT) and visual field (VF) severity indices computed by standard automated perimetry. METHODS: This cross-sectional comparative study included 104 glaucomatous patients and 59 healthy subjects. Peripapillary RNFL thickness was measured by spectral domain (SD) and time domain (TD) OCTs. Four glaucoma VF severity indices, including mean deviation (MD), pattern standard deviation (PSD), Collaborative Initial Glaucoma Treatment Study (CIGTS) VF score, and Advanced Glaucoma Intervention Study (AGIS) VF score, were calculated using standard automated perimetry. The Pearson's correlation coefficients (r) between the average and quadrants of peripapillary RNFL thicknesses and the four VF severity indices were calculated. RESULTS: In glaucomatous eyes, the r value between the average RNFL thickness measured by SD OCT and each VF severity index were 0.562, -0.514, -0.577, and -0.567 for the MD, PSD, CIGTS VF score, and AGIS VF score, respectively (all p < 0.001). Among each quadrant, the inferior RNFL thickness showed the largest r value; 0.587, -0.552, -0.613, and -0.598 for the MD, PSD, CIGTS VF score, and AGIS VF score, respectively (all p < 0.001). Measurements by TD OCT showed similar strengths of association with SD OCT. CONCLUSIONS: Moderate correlation was identified between peripapillary RNFL thicknesses measured by SD/TD OCT and glaucoma VF severity indices. Among each quadrant, the inferior RNFL thickness showed the greatest association with glaucoma VF severity indices. There was no significant difference according to the type of VF severity index or the type of OCTs.
Adult ; Aged ; Cross-Sectional Studies ; Female ; Humans ; Male ; Middle Aged ; Nerve Fibers/*pathology ; Optic Nerve/*pathology ; Optic Nerve Diseases/*diagnostic imaging/physiopathology ; Retinal Ganglion Cells/*pathology ; Severity of Illness Index ; Tomography, Optical Coherence/*methods ; Visual Field Tests/methods ; Visual Fields/*physiology ; Young Adult