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1.
Transl Vis Sci Technol ; 13(9): 12, 2024 Sep 03.
Artículo en Inglés | MEDLINE | ID: mdl-39235401

RESUMEN

Purpose: To develop a novel classification of highly myopic eyes using artificial intelligence (AI) and investigate its relationship with contrast sensitivity function (CSF) and fundus features. Methods: We enrolled 616 highly myopic eyes of 616 patients. CSF was measured using the quantitative CSF method. Myopic macular degeneration (MMD) was graded according to the International META-PM Classification. Thickness of the macula and peripapillary retinal nerve fiber layer (p-RNFL) were assessed by fundus photography and optical coherence tomography, respectively. Classification was performed by combining CSF and fundus features with principal component analysis and k-means clustering. Results: With 83.35% total variance explained, highly myopic eyes were classified into four AI categories. The percentages of AI categories 1 to 4 were 14.9%, 37.5%, 36.2%, and 11.4%, respectively. Contrast acuity of the eyes in AI category 1 was the highest, which decreased by half in AI category 2. For AI categories 2 to 4, every increase in category led to a decrease of 0.23 logarithm of the minimum angle of resolution in contrast acuity. Compared with those in AI category 1, eyes in AI category 2 presented a higher percentage of MMD2 and thinner temporal p-RNFL. Eyes in AI categories 3 and 4 presented significantly higher percentage of MMD ≥ 3, thinner nasal macular thickness and p-RNFL (P < 0.05). Multivariate regression showed AI category 4 had higher MMD grades and thinner macular compared with AI category 3. Conclusions: We proposed an AI-based classification of highly myopic eyes with clear relevance to visual function and fundus features. Translational Relevance: This classification helps to discover the early hidden visual deficits of highly myopic patients, becoming a useful tool to evaluate the disease comprehensively.


Asunto(s)
Inteligencia Artificial , Sensibilidad de Contraste , Fondo de Ojo , Tomografía de Coherencia Óptica , Humanos , Femenino , Masculino , Persona de Mediana Edad , Tomografía de Coherencia Óptica/métodos , Anciano , Sensibilidad de Contraste/fisiología , Agudeza Visual/fisiología , Adulto , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/diagnóstico por imagen , Miopía Degenerativa/diagnóstico , Miopía Degenerativa/clasificación , Miopía Degenerativa/patología , Degeneración Macular/clasificación , Degeneración Macular/fisiopatología , Degeneración Macular/diagnóstico , Degeneración Macular/patología , Degeneración Macular/diagnóstico por imagen , Mácula Lútea/patología , Mácula Lútea/diagnóstico por imagen , Mácula Lútea/fisiopatología , Fibras Nerviosas/patología
2.
BMC Ophthalmol ; 24(1): 388, 2024 Sep 03.
Artículo en Inglés | MEDLINE | ID: mdl-39227793

RESUMEN

BACKGROUND: Visual quality after corneal refractive surgery is linked to the postoperative effective optical zone (EOZ). This study aims to compare long-term changes in the EOZ following small incision lenticule extraction (SMILE) and femtosecond laser-assisted in-situ keratomileusis (FS-LASIK) for moderate and high myopia. METHODS: This study included 42 patients (72 eyes) who underwent either SMILE (36 eyes) or FS-LASIK (36 eyes). A custom software program based on the tangential curvature difference map of the Pentacam HR (Oculus Optikgeräte GmbH) was used to define the EOZ at 3 and 7 years postoperatively. The EOZ, its chronological changes compared to the programmed optical zone (POZ), and the corneal wavefront aberrations following SMILE and FS-LASIK were analyzed. Correlations between the EOZ changes and relevant parameters were evaluated. RESULTS: Three years postoperatively, EOZ following SMILE and FS-LASIK were 5.13 ± 0.27 mm and 4.70 ± 0.24 mm (P < 0.001), respectively. Seven years postoperatively, EOZ following SMILE and FS-LASIK decreased to 5.03 ± 0.28 mm and 4.63 ± 0.23 mm (P < 0.001), respectively. At postoperative 7 years, the percentages of EOZ/POZ were negatively correlated with Q-value changes (ß = -5.120, P = 0.009) following SMILE and positively correlated with the cylinder correction (ß = 1.184, P = 0.004) following FS-LASIK. The induced spherical aberrations in the SMILE group were less than those in the FS-LASIK group (P < 0.05) and were negatively correlated with the EOZ/POZ (ß = -16.653, P < 0.001). CONCLUSIONS: The EOZ following SMILE was larger than that following FS-LASIK in the long postoperative term for moderate and high myopia. Furthermore, a continual reduction in the EOZ was noted after both surgical modalities.


Asunto(s)
Topografía de la Córnea , Queratomileusis por Láser In Situ , Láseres de Excímeros , Refracción Ocular , Agudeza Visual , Humanos , Queratomileusis por Láser In Situ/métodos , Femenino , Adulto , Masculino , Agudeza Visual/fisiología , Refracción Ocular/fisiología , Láseres de Excímeros/uso terapéutico , Adulto Joven , Estudios de Seguimiento , Estudios Retrospectivos , Miopía/cirugía , Miopía/fisiopatología , Sustancia Propia/cirugía , Cirugía Laser de Córnea/métodos , Aberración de Frente de Onda Corneal/fisiopatología , Córnea/cirugía , Miopía Degenerativa/cirugía , Miopía Degenerativa/fisiopatología , Periodo Posoperatorio
3.
Retina ; 44(9): 1546-1551, 2024 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-39167576

RESUMEN

PURPOSE: To assess the functional outcomes in visual acuity, metamorphopsia, and vision-related quality of life (VR-QOL) and to evaluate prognostic factors after macular buckling (MB) surgery in eyes with high myopia and foveoschisis (FS)-associated macular detachment (MD). METHODS: Thirty-nine eyes of 39 patients with FS-associated MD who underwent MB surgery were enrolled. Measured outcomes comprised best-corrected visual acuity (BCVA), metamorphopsia, VR-QOL, axial length (AL), macular reattachment, and resolution of foveoschisis. In addition, factors affecting final BCVA and metamorphopsia were analyzed. RESULTS: At 12 months postoperatively, 36 eyes (92.31%) achieved macular reattachment, 37 eyes (94.87%) achieved complete resolution of foveoschisis, and metamorphopsia diminished in 31 eyes (79.49%). LogMAR BCVAs at baseline and months 1, 3, 6, and 12 postoperatively were 0.62 ± 0.35 (20/83), 0.65 ± 0.3 (20/89), 0.59 ± 0.31 (20/77), 0.54 ± 0.31 (20/69), and 0.46 ± 0.27 (20/57) (P < 0.001), respectively. Metamorphopsia scores by M-CHARTS were 1.36° ± 0.51°, 1.04° ± 0.51°, 0.74° ± 0.47°, 0.59° ± 0.47°, and 0.13° ± 0.29° (P < 0.001). All Visual Function Questionnaire-25 subscales demonstrated significant improvement postoperatively, with the exception of "general health" (P = 0.08) and "driving" (P = 0.111). Preoperative BCVA was an independent risk factor for postoperative BCVA at month 12 (r = 0.638, P < 0.001), and the preoperative M-score was an independent risk factor for postoperative M-score at month 12 (r = 0.187, P = 0.045). CONCLUSION: MB surgery significantly improved BCVA, metamorphopsia, and VR-QOL in patients with FS-associated MD. Preoperative BCVA and metamorphopsia score were prognostic factors for postoperative BCVA and metamorphopsia score at month 12.


Asunto(s)
Miopía Degenerativa , Calidad de Vida , Desprendimiento de Retina , Retinosquisis , Curvatura de la Esclerótica , Trastornos de la Visión , Agudeza Visual , Humanos , Agudeza Visual/fisiología , Masculino , Femenino , Persona de Mediana Edad , Desprendimiento de Retina/cirugía , Desprendimiento de Retina/fisiopatología , Desprendimiento de Retina/diagnóstico , Desprendimiento de Retina/etiología , Miopía Degenerativa/complicaciones , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/cirugía , Curvatura de la Esclerótica/métodos , Retinosquisis/cirugía , Retinosquisis/fisiopatología , Retinosquisis/diagnóstico , Anciano , Estudios Retrospectivos , Trastornos de la Visión/fisiopatología , Trastornos de la Visión/etiología , Adulto , Estudios de Seguimiento , Tomografía de Coherencia Óptica/métodos , Resultado del Tratamiento
4.
J Cataract Refract Surg ; 50(9): 985-989, 2024 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-39183446

RESUMEN

A 22-year-old woman with a history of high myopia (-8.00 -3.75 × 011, right eye; -6.75 -3.75 × 174, left eye) presented to our clinic for implantable collamer lens (ICL) evaluation. Medical history was noncontributory. The patient's father had a history of glaucoma. Slitlamp and dilated fundus examination were unremarkable with a cup-to-disc ratio of 0.5 in both eyes and a myopic fundus. Intraocular pressures (IOPs) were 20 mm Hg in the right eye and 19 mm Hg in the left eye. Galilei G4 (Ziemer USA, Inc.) measured a white-to-white (WTW) distance of 12.98 mm in the right eye and 13.05 mm in the left eye and central corneal thickness of 512 µm in the right eye and 504 µm in the left eye. Ultrasound biomicroscopy (UBM) (Sonomed Escalon) displayed a sulcus-to-sulcus distance of 12.76 mm in the right eye and 12.75 mm in the left eye and an anterior chamber depth (ACD) of 3.57 mm in the right eye and 3.79 mm in the left eye (Figure 1JOURNAL/jcrs/04.03/02158034-202409000-00014/figure1/v/2024-08-19T175148Z/r/image-tiff). Prednisolone acetate 0.1% ophthalmic suspension eye drops and ofloxacin 0.3% ophthalmic solution eye drops 4 times daily were prescribed prophylactically 2 days preoperatively. A -12.5 and -12 D EVO+ Visian toric ICL -13.2 mm (STAAR Surgical Co.) was implanted along the 180-degree meridian in the right eye and left eye, respectively. Immediate postoperative IOPs were 23 mm Hg in both eyes. The patient was instructed to continue ofloxacin drops for 1 week and taper prednisolone acetate drops over 1 month. On postoperative day (POD) 1, uncorrected distance visual acuity (UDVA) was 20/20 in the right eye and 20/25 in the left eye. The patient's IOP was 24 mm Hg in the right eye and 26 mm Hg in the left eye. Anterior chambers (ACs) were unremarkable with minimal edema at the clear temporal corneal incision sites. Anterior segment optical coherence tomography (AS-OCT) vault measurements were 766 µm in the right eye and 697 µm in the left eye. Subsequently, the prednisolone dosage was reduced to 3 times a day, and brimonidine eye drops 3 times a day in both eyes were added to the regimen. On POD 5, the patient returned to the clinic reporting sudden-onset blurred vision with severe retro-orbital pain in the left eye upon awakening. Her UDVA was 20/25 in the right eye and 2/40 in the left eye. IOP was 30 mm Hg in both eyes. The ACs were deep, and there was minimal corneal edema in both eyes. Vaults were 674 µm in the right eye and 623 µm in the left eye (Figure 2JOURNAL/jcrs/04.03/02158034-202409000-00014/figure2/v/2024-08-19T175148Z/r/image-tiff). The patient was instructed to reduce prednisolone to 2 times a day, discontinue brimonidine, and start brimonidine/timolol (Combigan) 2 times a day and latanoprost at bedtime in both eyes. At the routine 1-week postoperative appointment, the patient's IOP was 30 mm Hg in the right eye and 29 mm Hg in the left eye. The patient was instructed to reduce prednisolone to once a day, continue brimonidine/timolol 2 times a day and latanoprost at bedtime, and start acetazolamide (Diamox) 250 mg 2 times a day. The patient was told to return to the office in a few days for an IOP check. What are the differential diagnoses concerning this case? What is the most likely mechanism underlying this patient's elevated IOP? What additional diagnostic workup would aid you in making the correct diagnosis?


Asunto(s)
Presión Intraocular , Implantación de Lentes Intraoculares , Lentes Intraoculares Fáquicas , Humanos , Femenino , Presión Intraocular/fisiología , Adulto Joven , Microscopía Acústica , Hipertensión Ocular/fisiopatología , Hipertensión Ocular/etiología , Glucocorticoides/administración & dosificación , Glucocorticoides/uso terapéutico , Agudeza Visual/fisiología , Tonometría Ocular , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/complicaciones , Complicaciones Posoperatorias
5.
Invest Ophthalmol Vis Sci ; 65(10): 7, 2024 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-39102263

RESUMEN

Purpose: To examine the influence of subfoveal choroidal thickness (SFCT) and choroidal vascularity index (CVI) on axial length (AL) elongation over a 2-year period in highly myopic children. Methods: In this is prospective, longitudinal, observational study, 163 participants (74%), who were 8 to 18 years of age with bilateral high myopia (sphere ≤ -6.0 D) and without pathologic myopia, completed follow-up visits over 2 years. All participants underwent baseline and follow-up ocular examinations, including swept-source optical coherence tomography (SS-OCT) and AL measurements. SFCT and CVI were derived from SS-OCT scans using a deep-learning-based program for choroidal structure assessment. Results: The mean age of the participants at baseline was 15.0 years (±2.3), with males constituting 47% of the cohort. An inverse relationship was observed between AL elongation and increases in baseline age, baseline SFCT, and CVI, as well as a decrease in baseline AL. Adjusting for other factors, every 10-µm increase in SFCT and each 1% increase in CVI were associated with decreases in AL elongation of 0.007 mm (95% confidence interval [CI], -0.013 to -0.002; P = 0.011) and 0.010 mm (95% CI, -0.019 to 0.000; P = 0.050), respectively. The incorporation of SFCT or CVI into predictive models improved discrimination over models using only age, gender, and baseline AL (both P < 0.05, likelihood ratio test). Conclusions: Our findings suggest a possible association between a thinner choroid and increased AL elongation over 2 years in children with high myopia, after adjusting for potential baseline risk factors such as age, gender, and initial AL.


Asunto(s)
Longitud Axial del Ojo , Coroides , Miopía Degenerativa , Tomografía de Coherencia Óptica , Humanos , Coroides/irrigación sanguínea , Coroides/patología , Coroides/diagnóstico por imagen , Masculino , Femenino , Niño , Estudios Prospectivos , Tomografía de Coherencia Óptica/métodos , Longitud Axial del Ojo/patología , Longitud Axial del Ojo/diagnóstico por imagen , Adolescente , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/diagnóstico , Estudios de Seguimiento , Estudios Longitudinales
6.
Invest Ophthalmol Vis Sci ; 65(10): 43, 2024 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-39196546

RESUMEN

Purpose: To investigate the long-term patterns and risk factors of visual field defect (VFD) development in nonpathologic high myopia (HM) over an 8-year follow-up. Methods: This was an observational cohort study. The VFD classification adhered to the Glaucoma Suspects with High Myopia Study Group. Logistic regression models with generalized estimating equations were used to identify risk factors for VFD development. Results: A total of 330 eyes from 194 patients were included. Among them, 49.4% of eyes developed VFD, with enlarged blind spot and nonspecific defect ranked as the most common VFDs, followed by partial arcuate defect, vertical step, nasal step, paracentral defect, and combined defects. Longer axial length (odds ratio [OR] = 1.43 per 1-mm increase; 95% CI, 1.04-1.95; P = 0.026), thinner central corneal thickness (OR = 1.01 per 1-µm decrease; 95% CI, 1.003-1.02; P = 0.013), worse mean deviation of visual field (OR = 1.51 per 1-dB decrease; 95% CI, 1.14-2.00; P = 0.004), and the presence of peripapillary γ-zone (OR = 5.57; 95% CI, 3.06-10.15; P < 0.001) at baseline correlated with the development of any VFD. By incorporating these factors, the prediction models achieved area under the curves of 0.789 (95% CI, 0.726-0.853) and 0.828 (95% CI, 0.714-0.943) for discriminating the development of any VFD and moderate/severe VFD, respectively, with good calibration power. Conclusions: The development of VFD occurred frequently in individuals with nonpathologic HM and can be effectively predicted using relevant metrics. The findings will aid in expanding our knowledge of optic neuropathy in HM.


Asunto(s)
Miopía Degenerativa , Pruebas del Campo Visual , Campos Visuales , Humanos , Campos Visuales/fisiología , Femenino , Masculino , Factores de Riesgo , Persona de Mediana Edad , Estudios de Seguimiento , Miopía Degenerativa/complicaciones , Miopía Degenerativa/diagnóstico , Adulto , Incidencia , Trastornos de la Visión/fisiopatología , Trastornos de la Visión/diagnóstico , Presión Intraocular/fisiología , Anciano
7.
BMC Ophthalmol ; 24(1): 352, 2024 Aug 19.
Artículo en Inglés | MEDLINE | ID: mdl-39160465

RESUMEN

BACKGROUND: This study aimed to identify the differentially expressed proteins in the vitreous humor (VH) of eyes with and without pathologic myopia (PM), providing insights into the molecular pathogenesis. METHODS: A cross-sectional, observational study was conducted. VH samples were collected from patients undergoing vitrectomy for idiopathic epiretinal membrane (ERM), macular hole (MH), or myopic retinoschisis (MRS). Label-free quantitative proteomic analysis identified differential protein expression, with validation using ELISA. RESULTS: The proteomic profiling revealed significantly higher expressions of tubulin alpha 1a (TUBA1A) and eukaryotic translation elongation factor 1 alpha 1 (EEF1A1) in PM groups (MH-PM, MRS-PM) compared to controls (MH, ERM). Conversely, xylosyltransferase 1 (XYLT1), versican core protein (VCAN), and testican-2 (SPOCK2) expressions were lower in PM. ELISA validation confirmed these findings. CONCLUSIONS: Our study provides novel insights into the molecular mechanisms of PM. The differentially expressed proteins EEF1A1, TUBA1A, XYLT1, VCAN, and SPOCK2 may play crucial roles in chorioretinal cell apoptosis, scleral extracellular matrix (ECM) synthesis, and scleral remodeling in PM. These proteins represent potential new targets for therapeutic intervention in PM, highlighting the importance of further investigations to elucidate their functions and underlying mechanisms in disease pathogenesis.


Asunto(s)
Miopía Degenerativa , Proteómica , Cuerpo Vítreo , Humanos , Cuerpo Vítreo/metabolismo , Proteómica/métodos , Masculino , Femenino , Estudios Transversales , Anciano , Persona de Mediana Edad , Miopía Degenerativa/metabolismo , Ensayo de Inmunoadsorción Enzimática , Proteínas del Ojo/metabolismo , Vitrectomía
8.
Invest Ophthalmol Vis Sci ; 65(10): 21, 2024 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-39136629

RESUMEN

Purpose: Few studies have explored choroidal changes after cessation of myopia control. This study evaluated the choroidal thickness (ChT) and choroidal vascularity index (CVI) during and after discontinuing long-term low-concentration atropine eye drops use for myopia control. Methods: Children with progressive myopia (6-16 years; n = 153) were randomized to receive 0.01% atropine eye drops or a placebo (2:1 ratio) instilled daily over 2 years, followed by a 1-year washout (no eye drop use). Optical coherence tomography imaging of the choroid was conducted at the baseline, 2-year (end of treatment phase), and 3-year (end of washout phase) visits. The main outcome measure was the subfoveal ChT. Secondary measures include the CVI. Results: During the treatment phase, the subfoveal choroids in both treatment and control groups thickened by 12-14 µm (group difference P = 0.56). During the washout phase, the subfoveal choroids in the placebo group continued to thicken by 6.6 µm (95% confidence interval [CI] = 1.7 to 11.6), but those in the atropine group did not change (estimate = -0.04 µm; 95% CI = -3.2 to 3.1). Participants with good axial eye growth control had greater choroidal thickening than the fast-progressors during the treatment phase regardless of the treatment group (P < 0.001), but choroidal thickening in the atropine group's fast-progressors was not sustained after stopping eye drops. CVI decreased in both groups during the treatment phase, but increased in the placebo group after treatment cessation. Conclusions: On average, compared to placebo, 0.01% atropine eye drop treatment did not cause a differential rate of change in ChT during treatment, but abrupt cessation of long-term 0.01% atropine eye drops may disrupt normal choroidal thickening in children.


Asunto(s)
Atropina , Coroides , Midriáticos , Soluciones Oftálmicas , Tomografía de Coherencia Óptica , Humanos , Atropina/administración & dosificación , Coroides/patología , Coroides/diagnóstico por imagen , Coroides/efectos de los fármacos , Masculino , Femenino , Niño , Adolescente , Midriáticos/administración & dosificación , Miopía/tratamiento farmacológico , Miopía/fisiopatología , Método Doble Ciego , Estudios de Seguimiento , Refracción Ocular/fisiología , Miopía Degenerativa/tratamiento farmacológico , Miopía Degenerativa/fisiopatología , Agudeza Visual
9.
Sci Rep ; 14(1): 16479, 2024 07 17.
Artículo en Inglés | MEDLINE | ID: mdl-39013945

RESUMEN

We aim to observe the posterior scleral reinforcement (PSR) clinical outcomes of children with high myopia and analyze the retinal vessel alteration before and after PSR by using angiography optical coherence tomography (angio-OCT). Fifty-six pediatric participants (112 eyes) clinically diagnosed high myopia were recruited and were treated by PSR in Shanghai Children's Hospital from June 1, 2021 to May 1, 2023. The average age ranged from 5.42 to 14.83 years (mean 8.83 years) and mean follow up duration was 8.7 months (3-24 months). The axial length (AL) was significantly shortened after PSR (p < 0.05). The spherical equivalent (SE) and the best-corrected visual acuity (BCVA) were also improved without severe rejection in the follow-up. Compared with baseline, angio-OCT parafoveal vessel indices including vascular area density (VAD) and vascular skeleton density (VSD) on the superficial capillary plexus layer (SCPL), as well as VAD and vessel perimeter index (VPI) on the deep capillary plexus layer (DCPL), were significantly increased after PSR surgery (p < 0.05). VPI on the SCPL, vascular diameter index (VDI) and VSD on the DCPL were also improved without statistical difference after PSR. The VSD on SCPL, VAD on DCPL of the right eyes and the VPI on SCPL of the left eyes were significantly increased after PSR (p < 0.05). PSR surgery can shorten the AL and can stable BCVA and SE in high myopia children. The angio-OCT parameters indicated that the retinal microcirculation supply was significantly improved after PSR.


Asunto(s)
Esclerótica , Tomografía de Coherencia Óptica , Humanos , Niño , Masculino , Femenino , Adolescente , Tomografía de Coherencia Óptica/métodos , Esclerótica/cirugía , Resultado del Tratamiento , Preescolar , Agudeza Visual , Miopía/cirugía , Vasos Retinianos/diagnóstico por imagen , Vasos Retinianos/patología , China , Miopía Degenerativa , Pueblos del Este de Asia
10.
Strabismus ; 32(3): 206-209, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-38973420

RESUMEN

INTRODUCTION: Exotropia-hypotropia complex is an uncommon phenomenon associated with high myopia. However, some literature reports cases of the exotropia-hypotropia complex where residual hypotropia is managed through a secondary surgery following the conventional recession-resection of the lateral rectus (LR) and medial rectus (MR). Nasal Loop myopexy as a primary surgical procedure for the management of exotropia-hypotropia complex has been rarely reported in the literature. METHODS: A 24-year-old male with unilateral high myopia presented with a large angle exotropia-hypotropia complex with limitation of elevation in abduction in his left eye. His ocular deviation was successfully managed through a nasal loop myopexy of the superior rectus (SR) and MR using a non-absorbable suture, combined with large LR recession and MR resection. RESULTS: Postoperatively, the patient had satisfactory ocular alignment with improved hypotropia and normal elevation in abduction, contributing to enhanced binocular vision and better cosmesis. DISCUSSION: Managing the exotropia-hypotropia complex in the context of high myopia demands a comprehensive approach that addresses both vertical and horizontal deviations. The surgical strategy employed in this case, which included loop myopexy of SR and MR along with LR recession and MR resection, achieved positive outcomes regarding alignment, elevation, and binocular vision. The case supports variations in muscle path and the potential benefits of tailored surgical strategies for complex strabismus cases associated with high myopia.


Asunto(s)
Exotropía , Músculos Oculomotores , Procedimientos Quirúrgicos Oftalmológicos , Visión Binocular , Humanos , Masculino , Exotropía/cirugía , Exotropía/fisiopatología , Músculos Oculomotores/cirugía , Músculos Oculomotores/fisiopatología , Procedimientos Quirúrgicos Oftalmológicos/métodos , Adulto Joven , Visión Binocular/fisiología , Miopía Degenerativa/cirugía , Miopía Degenerativa/complicaciones , Miopía Degenerativa/fisiopatología , Movimientos Oculares/fisiología , Agudeza Visual/fisiología , Técnicas de Sutura
11.
Asia Pac J Ophthalmol (Phila) ; 13(4): 100086, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39053733

RESUMEN

PURPOSE: To investigate the potential phases in myopic retinal vascular alterations for further elucidating the mechanisms underlying the progression of high myopia (HM). METHODS: For this retrospective study, participants diagnosed with high myopia at Beijing Tongren Hospital were recruited. Based on bionic mechanisms of human vision, an intelligent image processing model was developed and utilized to extract and quantify the morphological characteristics of retinal vasculatures in different regions measured by papilla-diameter (PD), including vascular caliber, arteriole-to-venule ratio (AVR), tortuosity, the angle of the vascular arch (AVA), the distance of the vascular arch (DVA), density, fractal dimension, and venular length. In addition, the optic disc and the area of peripapillary atrophy (PPA) were also quantified. The characteristics of the overall population, as well as patients aged less than 25 years old, were compared by different genders. Univariate and multiple linear regression analyses were conducted to investigate the correlation of retinal vasculature parameters with PPA width, and detailed trends of the vascular indicators were analyzed to explore the potential existence of staged morphological changes. FINDINGS: The study included 14,066 fundus photographs of 5775 patients (aged 41.2 ± 18.6 years), of whom 7379 (61.2 %) were female. The study included 12,067 fundus photographs of 5320 patients (aged 41.2 ± 18.6 years). Significant variations in the morphological parameters of retinal vessels were observed between males and females. After adjusting for age and sex, multiple linear regression analysis showed that an increased PPA width ratio was associated with lower AVA (1PD), DVA (1PD), vascular caliber (0.5-1.0 PD), tortuosity (0.5-1.0 PD), density and fractal dimension (all P < 0.001, Spearman's ρ < 0). Overall, the changes in retinal vascular morphology showed two phases: tortuosity (0.5-1.0PD) and AVA (1PD) decreased rapidly in the first stage but significantly more slowly in the second stage, while vascular density and fractal dimension showed a completely opposite trend with an initial slow decline followed by a rapid decrease. CONCLUSIONS: This study identified two distinct phases of retinal vascular morphological changes during the progression of HM. Traction lesions were predominant in the initial stage, while atrophic lesions were predominant in the later stage. These findings provide further insight into the development mechanism of HM from the perspective of retinal vasculature.


Asunto(s)
Aprendizaje Profundo , Progresión de la Enfermedad , Miopía Degenerativa , Vasos Retinianos , Humanos , Femenino , Masculino , Estudios Retrospectivos , Adulto , Vasos Retinianos/patología , Vasos Retinianos/diagnóstico por imagen , Miopía Degenerativa/fisiopatología , Persona de Mediana Edad , Adulto Joven , Disco Óptico/irrigación sanguínea , Disco Óptico/patología , Anciano , Adolescente , Tomografía de Coherencia Óptica/métodos
12.
Exp Eye Res ; 246: 110007, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-39029552

RESUMEN

We investigate the ocular dimensions and shape by using Lenstar900 (LS900), A-scan ultrasonography, and Magnetic Resonance Imaging (MRI) in highly myopic Macaca fascicularis. The ocular dimensions data of LS900, A-scan ultrasonography and MRI was assessed from 8 eyes (4 adult male cynomolgus macaque) with extremely high myopia (≤-1000DS) and compared by means of coefficients of concordance and 95% limits of agreement. Multiple regression analysis was performed to explore the associations between ocular biometry, volume, refraction and inter-instrument discrepancies. Test-retest reliability of three measurements of ocular parameters at two time points was almost equal (intraclass correlation = 0.831 to 1.000). The parallel-forms reliability of three measurements was strong for vitreous chamber depth (VCD) (coefficient of concordance = 0.919 to 0.981), moderate for axial length (AL) (coefficient of concordance = 0.486 to 0.981), and weak for anterior chamber depth (ACD) (coefficient of concordance = 0.267 to 0.621) and lens thickness (LT) (coefficient of concordance = 0.035 to 0.631). The LS900 and MRI systematically underestimated the ACD and LT comparing to A-scan ultrasonography (P < 0.05). Notably, the average AL on LS900 displayed a significant correlation with those on MRI (r = 0.978, P < 0.001) and A-scan ultrasonography (r = 0.990, P < 0.001). Almost 4/5 eyeballs were prolate. The mean eyeball volume positively correlated with AL (r = 0.782, P = 0.022), the width (r = 0.945, P = 0.000), and the length (r = 0.782, P = 0.022) of eyeball, while negatively correlated with SER (r = -0.901, P = 0.000). In conclusion, there was a high inter-instrument concordance for VCD with LS900, A-scan ultrasonography and MRI, while ACD and LT were underestimated with LS900 compared to A-scan ultrasonography, and the LS900 and A-scan ultrasonography could reliably measure the AL. MRI further revealed an equatorial globe shape in extremely myopic non-human primates.


Asunto(s)
Longitud Axial del Ojo , Biometría , Macaca fascicularis , Imagen por Resonancia Magnética , Ultrasonografía , Animales , Masculino , Imagen por Resonancia Magnética/métodos , Ultrasonografía/métodos , Longitud Axial del Ojo/diagnóstico por imagen , Longitud Axial del Ojo/patología , Reproducibilidad de los Resultados , Imagenología Tridimensional , Refracción Ocular/fisiología , Modelos Animales de Enfermedad , Miopía Degenerativa/diagnóstico por imagen , Cámara Anterior/diagnóstico por imagen , Cámara Anterior/patología , Miopía/diagnóstico por imagen , Miopía/fisiopatología , Ojo/diagnóstico por imagen
13.
Photodiagnosis Photodyn Ther ; 48: 104258, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38955256

RESUMEN

OBJECTIVE: To observe the morphological characteristics of posterior scleral staphyloma (PSS) with or without macular retinoschisis (MRS) using optical coherence tomography (OCT). Additionally, the incidence and severity of other pathologic myopic maculopathy associated with posterior scleral staphyloma was also evaluated. METHODS: General information and OCT imaging data from 440 patients with posterior scleral staphyloma (PSS) and the PSS curvature > 20×10-3 µm-1 were collected. These patients visited the Department of Ophthalmology at the First Affiliated Hospital of Harbin Medical University from January 2013 to June 2021. The obtained OCT images of PSS were analyzed using the Image J software to measure the curvature along the Bruch's membrane. The measured curvature was divided into four levels using the quartile method. The classification of macular retinoschisis (MRS) was based on the anatomical structure of the retina and the location of macular retinoschisis. Patients with PSS accompanied by MRS were assigned to the MRS group, while PSS patients without MRS were assigned to the non-MRS group. Additionally, typical OCT changes in other pathologic myopic maculopathy diseases, such as myopic choroidal neovascularization (mCNV), myopic traction maculopathy (MTM), and myopic foveoschisis (MF), were recorded and evaluated. RESULTS: A total of 615 eyes (328 right eyes, 287 left eyes) from 440 patients (80 males and 360 females) were recruited in this study. The MRS group consisted of 159 patients (36.1%) with 190 eyes (30.9%), while the non-MRS group consisted of 281 patients (63.9%) with 425 eyes (69.1%). Both groups had a significantly higher proportion of female patients compared to male patients, and the right eye was more commonly affected than the left eye. In the MRS group, the prevalence of MRS increased progressively with the severity of PSS. Among the common posterior pole diseases, epiretinal membrane had the highest prevalence (33.2%), while lamellar macular hole had the lowest prevalence (5.3%). In the non-MRS group, the proportion of PSS in each group decreased progressively (except for an equal prevalence in the third and fourth levels) with increasing severity of PSS. Among the common posterior pole diseases, choroidal neovascularization had the highest prevalence (41.4%), while lamellar macular hole had the lowest prevalence (6.5%). When comparing the two groups, there were no significant differences in age, gender, and eye distribution. The MRS group had a higher prevalence of macular schisis, retinal detachment, and dome-shaped macula (17.9%, 14.2%, 14.8%) compared to the non-MRS group (11.3%, 9.2%, 9.6%). The non-MRS group had a significantly higher prevalence of choroidal neovascularization (41.4%) compared to the MRS group (12.6%), while there were no significant differences in the prevalence of epiretinal membrane and lamellar macular hole between the two groups. CONCLUSION: The prevalence of MRS increased progressively with the severity of PSS, and the MRS occurrence was positively correlated with PSS, which indicated that PSS may lead to MRS, while the proportion of PSS in each group decreases gradually with the severity of PSS in the non-MRS group decreased progressively (except for an equal prevalence in the third and fourth levels). In the MRS group, outer macular retinoschisiss were most relevant to posterior scleral staphyloma, and the prevalence of macular holes and retinal detachments was higher in the MRS group compared to the non-MRS group, indicating that MRS may further turn into complications such as macular holes and retinal detachments, which can significantly affect vision or lead to blindness. The prevalence of choroidal neovascularization (CNV) was significantly higher in the non-MRS group compared to the MRS group, suggesting that PSS with lower severity is more prone to develop into CNV. Dome-shaped macula (DSM) seems to play a protective role in the development of pathologic myopia, and abnormal changes in posterior scleral staphyloma curvature may be an important factor affecting the development and shape of DSM.


Asunto(s)
Miopía Degenerativa , Retinosquisis , Enfermedades de la Esclerótica , Tomografía de Coherencia Óptica , Humanos , Tomografía de Coherencia Óptica/métodos , Femenino , Masculino , Persona de Mediana Edad , Miopía Degenerativa/complicaciones , Adulto , Anciano , Fondo de Ojo , Esclerótica/patología , Dilatación Patológica
14.
Invest Ophthalmol Vis Sci ; 65(8): 28, 2024 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-39023442

RESUMEN

Purpose: The purpose of this study was to examine characteristics of lamina cribrosa (LC) configuration in highly myopic (HM) eyes. Methods: Participants from the Beijing Eye Study 2011, free of optic nerve or retinal diseases, were randomly selected to examine LC depth (LCD) and LC tilt (LCT) using three-dimensional optical coherent tomography images of the optic nerve head (ONH). LCD and LCT were measured as the distance and angle between the LC plane with two reference planes, including the Bruch's membrane opening (BMO) plane and the peripapillary sclera (PPS) plane, respectively. Each parameter was measured in both horizontal and vertical B-scans. Results: The study included 685 individuals (685 eyes) aged 59.6 ± 7.7 years, including 72 HM eyes and 613 non-HM eyes. LCD measurements showed no significant differences between HM eyes and non-HM eyes in both horizontal (LCD-BMO = 421.83 ± 107.86 µm for HM eyes vs. 447.24 ± 104.94 µm for non-HM eyes, P = 0.18; and LCD-PPS = 406.39 ± 127.69 µm vs. 394.00 ± 101.64 µm, P = 1.00) and vertical directions (LCD-BMO = 435.78 ± 101.29 µm vs. 450.97 ± 106.54 µm, P = 0.70; and LCD-PPS = 401.62 ± 109.9 µm vs. 379.85 ± 110.35 µm, P = 0.35). However, the LCT was significantly more negative (tilted) in HM eyes than in non-HM eyes horizontally (LCT-BMO = -4.38 ± 5.94 degrees vs. -0.04 ± 5.86 degrees, P < 0.001; and LCT-PPS = -3.16 ± 5.23 degrees vs. -0.94 ± 4.71 degrees, P = 0.003), but not vertically (P = 1.00). Conclusions: Although LCD did not differ significantly between HM and non-HM eyes, LCT was more negative in HM eyes, suggesting that the temporal or inferior side of the LC was closer to the reference plane. These findings provide insights into morphological and structural changes in the LC and ONH between HM and non-HM eyes.


Asunto(s)
Miopía Degenerativa , Disco Óptico , Tomografía de Coherencia Óptica , Humanos , Tomografía de Coherencia Óptica/métodos , Persona de Mediana Edad , Masculino , Femenino , Disco Óptico/patología , Disco Óptico/diagnóstico por imagen , Anciano , Miopía Degenerativa/diagnóstico , Imagenología Tridimensional , Beijing/epidemiología , Lámina Basal de la Coroides/patología , Lámina Basal de la Coroides/diagnóstico por imagen , Estudios Transversales , China/epidemiología , Miopía/fisiopatología , Esclerótica/patología , Esclerótica/diagnóstico por imagen
15.
Invest Ophthalmol Vis Sci ; 65(8): 36, 2024 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-39028975

RESUMEN

Purpose: The purpose of this study was to assess the choroidal thickness and the Bruch's membrane opening size and their relationship to visual acuity in eyes with myopic macular degeneration (MMD). Methods: This was a population-based, cross-sectional study. Patients over the age of 30 years with high myopia (spherical equivalent ≤-5 diopters [D]) were recruited. The eyes were grouped according to the International Meta-Analysis for Pathologic Myopia (META-PM) classification based on fundus photographs and diffuse atrophy was subdivided into peripapillary diffuse choroidal atrophy (PDCA) or macular diffuse choroidal atrophy (MDCA). Swept-source optical coherence tomography imaging was performed and then the subfoveal choroidal thickness (SFCT) and Bruch's membrane opening diameter (BMOD) were measured. Results: Of the 470 study participants recruited, 373 patients (691 eyes), with a mean age of 42.8 ± 7.2 years, were eligible for the study and included in the analysis. There was no significant difference in SFCT between MDCA and patchy atrophy (M3) groups (P = 1.000), and the BMOD enlarged significantly from no myopic macular lesions to M3 (the P values of multiple comparison tests were all <0.005). Simple linear regression analysis showed that BMOD correlated positively with age (P < 0.001) and axial length (P < 0.001). Multiple linear regression analysis showed that best corrected visual acuity (BCVA) was significantly correlated with age (P = 0.041), axial length (P = 0.001), and BMOD (P = 0.017), but not with SFCT (P = 0.231). Conclusions: The significant variation of BMOD among MMD groups and the correlation between BMOD and BCVA in MMD eyes suggest that BMOD may be an imaging biomarker for monitoring MMD.


Asunto(s)
Lámina Basal de la Coroides , Degeneración Macular , Miopía Degenerativa , Tomografía de Coherencia Óptica , Agudeza Visual , Humanos , Lámina Basal de la Coroides/patología , Lámina Basal de la Coroides/diagnóstico por imagen , Masculino , Tomografía de Coherencia Óptica/métodos , Estudios Transversales , Femenino , Agudeza Visual/fisiología , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/complicaciones , Miopía Degenerativa/diagnóstico , Persona de Mediana Edad , Adulto , Degeneración Macular/fisiopatología , Degeneración Macular/diagnóstico , Coroides/patología , Coroides/diagnóstico por imagen , Anciano
16.
Invest Ophthalmol Vis Sci ; 65(8): 38, 2024 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-39042402

RESUMEN

Purpose: To examine the prevalence of Bruch's membrane defects (BMDs) and subretinal proliferations (SRPs) in highly myopic eyes with myopic macular atrophy (myopic macular degeneration [MMD] stage 4) and myopic patchy atrophies (MMD stage 3) in three ethnically different cohorts recruited in a population-based manner. Methods: The Ural Eye and Medical Study (UEMS) and Beijing Eye Study (BES) included individuals aged 40+ years, and the Ural Very Old Study (UVOS) examined individuals aged 85+ years. Main outcome measures were the prevalence of BMDs and SRPs. Results: Among 5794 UEMS participants, 19 eyes had MMD stage 4, with 17 (89%) eyes showing a foveal BMD; two eyes could not fully be explored. All 19 eyes showed localized SRPs. Among 21 eyes with MMD stage 3, BMD and SRP prevalence was 9 of 21 (44%) and 7 of 21 (33%), respectively. Among 930 UVOS participants, 17 eyes had MMD stage 4, with 16 (94%) eyes showing foveal BMDs and SRPs; one eye could not be assessed. Among 18 eyes with MMD stage 3, BMD and SRP prevalence was 3 of 18 (17%) and 2 of 18 (11%), respectively. Among 3468 BES participants, 8 eyes had MMD stage 4, with all eyes showing foveal BMDs and SRPs. Among 14 eyes with MMD stage 3, BMD and SRP prevalence was 10 of 14 (71%) and 7 of 21 (33%), respectively. Conclusions: All eyes with assessable myopic macular atrophy showed foveal BMDs associated with SRPs, while patchy atrophies could be differentiated into those with BMDs and SRPs and those without BMDs and without SRPs. Independent of the MMD stage, the prevalences of BMDs and SRPs were highly significantly associated with each other.


Asunto(s)
Degeneración Macular , Miopía Degenerativa , Humanos , Masculino , Femenino , Persona de Mediana Edad , Anciano , Prevalencia , Anciano de 80 o más Años , Adulto , Miopía Degenerativa/epidemiología , Miopía Degenerativa/complicaciones , Degeneración Macular/epidemiología , Degeneración Macular/diagnóstico , Tomografía de Coherencia Óptica/métodos , Lámina Basal de la Coroides/patología , China/epidemiología
17.
BMC Ophthalmol ; 24(1): 303, 2024 Jul 22.
Artículo en Inglés | MEDLINE | ID: mdl-39039517

RESUMEN

BACKGROUND: To investigate alterations in choroidal vascularity index among highly myopic adults with fundus tessellation, utilizing optical coherence tomography. METHODS: Total of 143 highly myopic adults (234 eyes) with fundus tessellation were collected in this cross-sectional study, which was stratified into different lesion groups based on the novel tessellated fundus classification. Subfoveal choroidal thickness (SFCT), choroidal luminal area (LA), stromal area (SA), total choroidal area (TCA), and choroidal vascularity index (CVI) were analyzed utilizing optical coherence tomography (OCT) with enhanced depth imaging (EDI) mode, enabling precise quantification of these parameters. RESULTS: Comparison analysis demonstrated notable distinctions in spherical equivalent (SE), axial length (AL), and SFCT across the four tessellation grades (p < 0.001). Analysis of the choroidal vascularity parameters, including LA, TCA, and CVI, demonstrated notable disparities across the four groups (p < 0.001), while no significant variations were observed in SA when comparing Grade 1 versus Grade 2, as well as Grade 2 versus Grade 3 (p > 0.05). Logistic regression analyses illustrated that the higher grade of tessellated exhibited a positive association with AL (OR = 1.701, p = 0.027), while negatively associated with SFCT (OR = 0.416, p = 0.007), LA (OR = 0.438, p = 0.010) and CVI (OR = 0.529, p = 0.004). Multiple regression analyses demonstrated a significant negative association between CVI and both SE and AL after adjusting for age, while positively associated with SFCT (p < 0.05). CONCLUSION: Subtle choroidal vascularity changes may have a meaningful contribution to the development and progression of fundus tessellation. CVI and LA dramatically decreased during the early stages of tessellation development and maintained a relatively stable status when in the severe tessellated grades.


Asunto(s)
Coroides , Fondo de Ojo , Miopía Degenerativa , Tomografía de Coherencia Óptica , Humanos , Coroides/irrigación sanguínea , Coroides/diagnóstico por imagen , Coroides/patología , Estudios Transversales , Tomografía de Coherencia Óptica/métodos , Masculino , Femenino , Adulto , Miopía Degenerativa/diagnóstico , Miopía Degenerativa/fisiopatología , Persona de Mediana Edad , Estudios Retrospectivos , Agudeza Visual/fisiología , Anciano , Adulto Joven
18.
BMC Ophthalmol ; 24(1): 315, 2024 Jul 29.
Artículo en Inglés | MEDLINE | ID: mdl-39075405

RESUMEN

AIM: Recent imaging studies have found significant abnormalities in the brain's functional or structural connectivity among patients with high myopia (HM), indicating a heightened risk of cognitive impairment and other behavioral changes. However, there is a lack of research on the topological characteristics and connectivity changes of the functional networks in HM patients. In this study, we employed graph theoretical analysis to investigate the topological structure and regional connectivity of the brain function network in HM patients. METHODS: We conducted rs-fMRI scans on 82 individuals with HM and 59 healthy controls (HC), ensuring that the two groups were matched for age and education level. Through graph theoretical analysis, we studied the topological structure of whole-brain functional networks among participants, exploring the topological properties and differences between the two groups. RESULTS: In the range of 0.05 to 0.50 of sparsity, both groups demonstrated a small-world architecture of the brain network. Compared to the control group, HM patients showed significantly lower values of normalized clustering coefficient (γ) (P = 0.0101) and small-worldness (σ) (P = 0.0168). Additionally, the HM group showed lower nodal centrality in the right Amygdala (P < 0.001, Bonferroni-corrected). Notably, there is an increase in functional connectivity (FC) between the saliency network (SN) and Sensorimotor Network (SMN) in the HM group, while the strength of FC between the basal ganglia is relatively weaker (P < 0.01). CONCLUSION: HM Patients exhibit reduced small-world characteristics in their brain networks, with significant drops in γ and σ values indicating weakened global interregional information transfer ability. Not only that, the topological properties of the amygdala nodes in HM patients significantly decline, indicating dysfunction within the brain network. In addition, there are abnormalities in the FC between the SN, SMN, and basal ganglia networks in HM patients, which is related to attention regulation, motor impairment, emotions, and cognitive performance. These findings may provide a new mechanism for central pathology in HM patients.


Asunto(s)
Encéfalo , Imagen por Resonancia Magnética , Red Nerviosa , Humanos , Masculino , Femenino , Adulto , Imagen por Resonancia Magnética/métodos , Encéfalo/fisiopatología , Encéfalo/diagnóstico por imagen , Red Nerviosa/fisiopatología , Red Nerviosa/diagnóstico por imagen , Adulto Joven , Mapeo Encefálico/métodos , Miopía Degenerativa/fisiopatología , Descanso/fisiología
19.
Sci Rep ; 14(1): 17600, 2024 07 30.
Artículo en Inglés | MEDLINE | ID: mdl-39080368

RESUMEN

High myopia can lead to pathologic myopia and visual impairment, whereas its causes are unclear. We retrospectively researched high myopia cases from patient records to investigate the association between axial elongation and myopic maculopathy. Sixty-four eyes were examined in patients who visited the department between July 2017 and June 2018, had an axial length of 26 mm or more, underwent fundus photography, and had their axial length measured twice or more. The average axial length was 28.29 ± 1.69 mm (mean ± standard deviation). The average age was 58.3 ± 14.4 years old. Myopic maculopathy was categorized as mild (grades 0 and 1) and severe (grades 2, 3, and 4). The severe group had longer axial lengths than the mild group (P < 0.05). Moreover, the severe group exhibited thinner choroidal thickness than the mild group (P < 0.05). When subjects were grouped by axial elongation over median value within a year, the elongation group showed thinner central choroidal thickness than the non-elongation group (142.1 ± 91.9 vs. 82.9 ± 69.8, P < 0.05). In conclusion, in patients with high myopia, the severity of maculopathy correlated with choroidal thickness and axial length. Thinner choroidal thickness was associated with axial elongation based on the baseline axial length.


Asunto(s)
Longitud Axial del Ojo , Coroides , Miopía , Humanos , Femenino , Masculino , Persona de Mediana Edad , Coroides/patología , Coroides/diagnóstico por imagen , Anciano , Estudios Retrospectivos , Longitud Axial del Ojo/patología , Miopía/patología , Miopía/complicaciones , Adulto , Índice de Severidad de la Enfermedad , Tomografía de Coherencia Óptica , Miopía Degenerativa/patología , Agudeza Visual , Enfermedades de la Retina/patología , Enfermedades de la Retina/etiología
20.
Artif Intell Med ; 154: 102926, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38964193

RESUMEN

Pathological myopia (PM) is the leading ocular disease for impaired vision worldwide. Clinically, the characteristics of pathology distribution in PM are global-local on the fundus image, which plays a significant role in assisting clinicians in diagnosing PM. However, most existing deep neural networks focused on designing complex architectures but rarely explored the pathology distribution prior of PM. To tackle this issue, we propose an efficient pyramid channel attention (EPCA) module, which fully leverages the potential of the clinical pathology prior of PM with pyramid pooling and multi-scale context fusion. Then, we construct EPCA-Net for automatic PM recognition based on fundus images by stacking a sequence of EPCA modules. Moreover, motivated by the recent pretraining-and-finetuning paradigm, we attempt to adapt pre-trained natural image models for PM recognition by freezing them and treating the EPCA and other attention modules as adapters. In addition, we construct a PM recognition benchmark termed PM-fundus by collecting fundus images of PM from publicly available datasets. The comprehensive experiments demonstrate the superiority of EPCA-Net over state-of-the-art methods in the PM recognition task. For example, EPCA-Net achieves 97.56% accuracy and outperforms ViT by 2.85% accuracy on the PM-fundus dataset. The results also show that our method based on the pretraining-and-finetuning paradigm achieves competitive performance through comparisons to part of previous methods based on traditional fine-tuning paradigm with fewer tunable parameters, which has the potential to leverage more natural image foundation models to address the PM recognition task in limited medical data regime.


Asunto(s)
Redes Neurales de la Computación , Humanos , Miopía Degenerativa , Aprendizaje Profundo , Fondo de Ojo , Interpretación de Imagen Asistida por Computador/métodos
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