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Purpose: Optic nerve (ON) injuries can result in vision loss via structural damage and cellular injury responses. Understanding the immune response, particularly the role of macrophages, in the cellular response to ON injury is crucial for developing therapeutic approaches which affect ON injury repair. The present study investigates the role of macrophages in ON injury response, fibrotic scar formation, and retinal ganglion cell (RGC) function. Methods: The study utilizes macrophage Fas-induced apoptosis (MaFIA) mice to selectively deplete hematogenous macrophages and explores the impact macrophages have on ON injury responses. Histological and immunofluorescence analyses were used to evaluate macrophage expression levels and fibrotic scar formation. Pattern electroretinogram (PERG) recordings were used to assess RGC function as result of ON injury. Results: Successful macrophage depletion was induced in MaFIA mice, which led to reduced fibrotic scar formation in the ON post-injury. Despite an increase in activated macrophages in the retina, RGC function was preserved, as demonstrated by normal PERG waveforms for up to 2 months post-injury. The study suggests a neuroprotective role for macrophage depletion in ON damage repair and highlights the complex immune response to ON injury. Conclusions: To our knowledge, this study is the first to use MaFIA mice to demonstrate that targeted depletion of hematogenous macrophages leads to a significant reduction in scar size and the preservation of RGC functionality after ON injury. These findings highlight the key role of hematogenous macrophages in the response to ON injury and opens new avenues for therapeutic interventions in ON injuries. Future research should focus on investigating the distinct roles of macrophage subtypes in ON injury and potential macrophage-associated molecular targets to improve ON regeneration and repair.
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Cicatriz , Modelos Animales de Enfermedad , Electrorretinografía , Macrófagos , Traumatismos del Nervio Óptico , Células Ganglionares de la Retina , Animales , Traumatismos del Nervio Óptico/fisiopatología , Traumatismos del Nervio Óptico/patología , Células Ganglionares de la Retina/patología , Ratones , Cicatriz/fisiopatología , Ratones Endogámicos C57BL , Compresión Nerviosa , ApoptosisRESUMEN
Transcriptomes and proteomes can be normalized with a handful of RNAs or proteins (or their peptides), such as GAPDH, ß-actin, RPBMS, and/or GAP43. Even with hundreds of standards, normalization cannot be achieved across different molecular mass ranges for small molecules, such as lipids and metabolites, due to the non-linearity of mass by charge ratio for even the smallest part of the spectrum. We define the amount (or range of amounts) of metabolites and/or lipids per a defined amount of a protein, consistently identified in all samples of a multiple-model organism comparison, as the normative level of that metabolite or lipid. The defined protein amount (or range) is a normalized value for one cohort of complete samples for which intrasample relative protein quantification is available. For example, the amount of citrate (a metabolite) per µg of aconitate hydratase (normalized protein amount) identified in the proteome is the normative level of citrate with aconitase. We define normativity as the amount of metabolites (or amount range) detected when compared to normalized protein levels. We use axon regeneration as an example to illustrate the need for advanced approaches to the normalization of proteins. Comparison across different pharmacologically induced axon regeneration mouse models entails the comparison of axon regeneration, studied at different time points in several models designed using different agents. For the normalization of the proteins across different pharmacologically induced models, we perform peptide doping (fixed amounts of known peptides) in each sample to normalize the proteome across the samples. We develop Regen V peptides, divided into Regen III (SEB, LLO, CFP) and II (HH4B, A1315), for pre- and post-extraction comparisons, performed with the addition of defined, digested peptides (bovine serum albumin tryptic digest) for protein abundance normalization beyond commercial labeled relative quantification (for example, 18-plex tandem mass tags). We also illustrate the concept of normativity by using this normalization technique on regenerative metabolome/lipidome profiles. As normalized protein amounts are different in different biological states (control versus axon regeneration), normative metabolite or lipid amounts are expected to be different for specific biological states. These concepts and standardization approaches are important for the integration of different datasets across different models of axon regeneration.
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Axones , Regeneración Nerviosa , Animales , Axones/metabolismo , Ratones , Proteoma/metabolismo , Proteómica/métodos , Transcriptoma , MultiómicaRESUMEN
PRCIS: Transscleral cyclophotocoagulation (TS-CPC) and endoscopic cyclophotocoagulation (ECP) were effective in reducing intraocular pressure (IOP) and glaucoma medications in childhood glaucoma. OBJECTIVE: To report the outcomes of continuous wave TS-CPC and ECP in childhood glaucoma. MATERIALS AND METHODS: We performed a systematic search of relevant databases. We collected data on age, follow-up duration, type of glaucoma, previous surgical interventions, preoperative and postoperative IOP, preoperative and postoperative number of glaucoma medications, adverse events, number of sessions, and success rates at different time points. The main outcome measures are the amount of IOP and glaucoma medication reduction. RESULTS: We included 17 studies studying 526 patients (658 eyes); 11 evaluated the effectiveness of TS-CPC (268 patients, 337 eyes), 5 evaluated ECP (159 patients, 197 eyes), and one study compared both techniques (56 patients, 72 eyes for TS-CPC vs 43 patients, 52 eyes for ECP). The median duration of follow-up was 28 months in the TS-CPC group and 34.4 months in the ECP group. The mean number of treatment sessions was 1.7 in the TS-CPC and 1.3 in the ECP. In the TS-CPC group, the mean IOP was significantly reduced from 31.2 ± 8 to 20.8 ± 8 mm Hg at the last follow-up ( P < 0.001). The mean number of glaucoma medications was reduced from 2.3 ± 1.3 to 2.2 ± 1.3 ( P = 0.37). In the ECP group, there was also a significant reduction in the mean IOP from 32.9 ± 8 mm Hg with a mean of 1.7 ± 0.7 glaucoma medications to 22.6 ± 9.8 mm Hg ( P < 0.0001) on 1.2 ± 1.1 medications ( P = 0.009) at the last follow-up. CONCLUSION: Both TS-CPC and ECP were effective in reducing the IOP and glaucoma medications in childhood glaucoma. Multiple treatment sessions were required.
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Cuerpo Ciliar , Endoscopía , Glaucoma , Presión Intraocular , Coagulación con Láser , Esclerótica , Humanos , Presión Intraocular/fisiología , Coagulación con Láser/métodos , Esclerótica/cirugía , Glaucoma/cirugía , Glaucoma/fisiopatología , Cuerpo Ciliar/cirugía , Niño , Endoscopía/métodos , Preescolar , Arterias Ciliares , Tonometría OcularRESUMEN
Glaucoma is a heterogeneous group of progressive diseases that leads to irreversible blindness. Secondary glaucoma refers to glaucoma caused by a known underlying condition. Pseudoexfoliation and pigment dispersion syndromes are common causes of secondary glaucoma. Their respective deposits may obstruct the trabecular meshwork, leading to aqueous humor outflow resistance, ocular hypertension, and optic neuropathy. There are no disease-specific interventions available for either. Pseudoexfoliation syndrome is characterized by fibrillar deposits (pseudoexfoliative material) on anterior segment structures. Over a decade of multiomics analyses taken together with the current knowledge on pseudoexfoliative glaucoma warrant a re-think of mechanistic possibilities. We propose that the presence of nucleation centers (e.g., vitamin D binding protein), crosslinking enzymes (e.g., transglutaminase 2), aberrant extracellular matrix, flawed endocytosis, and abnormal aqueous-blood barrier contribute to the formation of proteolytically resistant pseudoexfoliative material. Pigment dispersion syndrome is characterized by abnormal iridolenticular contact that disrupts iris pigment epithelium and liberates melanin granules. Iris melanogenesis is aberrant in this condition. Cytotoxic melanogenesis intermediates leak out of melanosomes and cause iris melanocyte and pigment epithelium cell death. Targeting melanogenesis can likely decrease the risk of pigmentary glaucoma. Skin and melanoma research provides insights into potential therapeutics. We propose that specific prostanoid agonists and fenofibrates may reduce melanogenesis by inhibiting cholesterol internalization and de novo synthesis. Additionally, melatonin is a potent melanogenesis suppressor, antioxidant, and hypotensive agent, rendering it a valuable agent for pigmentary glaucoma. In pseudoexfoliative glaucoma, where environmental insults drive pseudoexfoliative material formation, melatonin's antioxidant and hypotensive properties may offer adjunct therapeutic benefits. This article is categorized under: Neurological Diseases > Molecular and Cellular Physiology.
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Glaucoma de Ángulo Abierto , Glaucoma , Melatonina , Humanos , Antioxidantes/uso terapéutico , Melatonina/uso terapéutico , Presión Intraocular , Glaucoma/tratamiento farmacológico , Glaucoma de Ángulo Abierto/complicacionesRESUMEN
Glaucoma is the leading cause of irreversible but preventable blindness worldwide, and visual field testing is an important tool for its diagnosis and monitoring. Testing using standard visual field thresholding procedures is time-consuming, and prolonged test duration leads to patient fatigue and decreased test reliability. Different visual field testing algorithms have been developed to shorten testing time while maintaining accuracy. However, the performance of these algorithms depends heavily on prior knowledge and manually crafted rules that determine the intensity of each light stimulus as well as the termination criteria, which is suboptimal. We leverage deep reinforcement learning to find improved decision strategies for visual field testing. In our proposed algorithms, multiple intelligent agents are employed to interact with the patient in an extensive-form game fashion, with each agent controlling the test on one of the testing locations in the patient's visual field. Through training, each agent learns an optimized policy that determines the intensities of light stimuli and the termination criteria, which minimizes the error in sensitivity estimation and test duration at the same time. In simulation experiments, we compare the performance of our algorithms against baseline visual field testing algorithms and show that our algorithms achieve a better trade-off between estimation accuracy and test duration. By retaining testing accuracy with reduced test duration, our algorithms improve test reliability, clinic efficiency, and patient satisfaction, and translationally affect clinical outcomes.
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Glaucoma , Campos Visuales , Humanos , Reproducibilidad de los Resultados , Pruebas del Campo Visual/métodos , AlgoritmosRESUMEN
Background: Glaucoma is one of the main causes of irreversible visual field loss and blindness worldwide. Vision loss in this multifactorial neurodegenerative disease results from progressive degeneration of retinal ganglion cells (RGCs) and their axons. Identifying molecular markers that can be measured objectively and quantitatively may provide essential insights into glaucoma diagnosis and enhance pathophysiology understanding. Methods: The chronic, progressive DBA/2J glaucomatous mouse model of glaucoma and C57BL6/J optic nerve crush (ONC) mouse model were used in this study. Changes in PVALB expression with RGC and optic nerve degeneration were assessed via gene expression microarray analysis, quantitative real-time polymerase chain reaction (qRT-PCR), Western blot and immunohistochemistry. Results: Microarray analysis of the retinal gene expression in the DBA/2J mice at different ages showed that the expression of PVALB was downregulated as the mice aged and developed glaucoma with retinal ganglion cell loss. Analysis of qRT-PCR results demonstrated PVALB at the mRNA level was reduced in the retinas and optic nerves of old DBA/2J mice and in those after ONC compared to baseline young DBA2/J mice. PVALB protein expression measured by Western blot was also significantly reduced signal in the retinas and optic nerves of old DBA/2J mice and those eyes with crushed nerves. Immunohistochemical staining results demonstrated that there were fewer PVALB-positive cells in the ganglion cell layer (GCL) of the retina and staining pattern changed in the optic nerve from old DBA/2J mice as well as in mice eyes following ONC. Conclusion: PVALB is abundantly expressed both by RGCs' soma in the retinas and RGCs' axons in the optic nerves of C57BL/6J. Furthermore, the expression level of PVALB decreases with RGC degeneration in the glaucomatous DBA/2J mice and after ONC injury of C57BL6/6J, indicating that PVALB is a reliable RGC molecular marker that can be used to study retinal and optic nerve degeneration.
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Optical coherence tomography (OCT) enables micron-scale resolution of structural anatomy, thereby making OCT a valuable tool for addressing ophthalmologic and neurologic inquiries. Although the murine eye and its structures are very small and offers challenges for OCT imaging, OCT can be used to monitor retinal layer thickness in healthy and diseased retinas in murine lines in vivo longitudinally. Thus, OCT can provide insights into disease severity and treatment efficacy. This chapter describes the use of OCT as a powerful non-invasive imaging technology for high-resolution retinal imaging and retinal thickness quantification in rodents.
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Retina , Tomografía de Coherencia Óptica , Ratones , Animales , Tomografía de Coherencia Óptica/métodos , Retina/diagnóstico por imagen , Retina/anatomía & histologíaRESUMEN
Real-time imaging of retinal ganglion cells (RGCs) provides an opportunity for detailed investigation of retinal development, disease mechanisms, and the evaluation of interventions affecting ocular structures. Here we use a transgenic model to describe a step-by-step protocol for visualizing RGC survival in real-time by using confocal scanning laser ophthalmoscopy (cSLO).
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Diagnóstico por Imagen , Células Ganglionares de la Retina , Oftalmoscopía/métodos , Rayos LáserRESUMEN
PURPOSE: Decreased corneal sensation and subsequent neurotrophic keratopathy (NK) is an uncommon complication after transscleral cyclophotocoagulation (TSCPC). Post-TSCPC NK has been rarely reported in the literature, predominantly after traditional, "pop technique" continuous-wave TSCPC or micropulse CPC. The authors report the first case series of NK after slow-coagulation TSCPC (SC-TSCPC). METHODS: This was a respective chart review of patients who developed NK after SC-TSCPC. The collected data included demographic data, type of glaucoma, risk factors for corneal anesthesia in addition to the number of laser spots, and the extent of the treated area. RESULTS: Four eyes experienced NK after SC-TSCPC. The median time for the development of NK was 4 weeks. At the final visit, 2 patients had a resolution of NK, 1 had a persistent corneal ulcer, and 1 had worsening NK and corneal perforation. CONCLUSIONS: NK is a rare but a vision-threatening complication that can develop after SC-TSCPC in patients with risk factors for decreased corneal sensation. Early diagnosis and proper management are crucial to reducing the risk of vision loss and improving the prognosis of these cases.
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Distrofias Hereditarias de la Córnea , Glaucoma , Queratitis , Humanos , Presión Intraocular , Coagulación con Láser , Resultado del Tratamiento , Agudeza Visual , Glaucoma/cirugía , Queratitis/etiología , Distrofias Hereditarias de la Córnea/etiología , Cuerpo Ciliar , Estudios Retrospectivos , EscleróticaRESUMEN
Purpose: The Paul glaucoma implant (PGI, Advanced Ophthalmic Innovations, Singapore, Republic of Singapore) is a recently developed novel non-valved glaucoma drainage device (GDD) designed to effectively reduce the intraocular pressure (IOP) in glaucoma patients with a theoretically reduced risk of postoperative complications such as hypotony, endothelial cell loss, strabismus, and diplopia. Limited literature has evaluated its use in adult glaucoma; however, its use in pediatric glaucoma has not been reported to date. We present our early experience with PGI in refractory childhood glaucoma. Patients and Methods: This study was retrospective single-surgeon case series in a single tertiary center. Results: Three eyes of 3 patients with childhood glaucoma were enrolled in the study. During nine months of follow-up, postoperative IOP and number of glaucoma medications were significantly lower than preoperative values in all the enrolled patients. None of the patients developed postoperative complications including postoperative hypotony, choroidal detachment, endophthalmitis, or corneal decompensation. Conclusion: PGI is an efficient and relatively safe surgical treatment option in patients with refractory childhood glaucoma. Further studies with larger number of participants and longer follow-up period are required to confirm our encouraging results.
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INTRODUCTION: Practice patterns around the use of urodynamic evaluation (UDS) for benign prostatic hyperplasia (BPH) surgery are largely undefined. As such, we investigated factors associated with the use of UDS for BPH. METHODS: We used American Board of Urology case log data from 2008 to 2020, to compare patient- and surgeon-sided factors associated with UDS utilization and BPH surgeries. We performed logistic regression models to identify factors independently associated with UDS usage for BPH. RESULTS: Among urologists performing UDS, the majority (80%) self-identified as general urologists and practiced in a private practice group (69%). Compared with urologists who performed no UDS, urologists who performed any UDS for BPH were more likely to be from the Mid-Atlantic (20.3% vs. 10.6%, p < 0.01) and practice in regions with populations of >1 000 000 (34.7% vs. 28.5%, p < 0.01). Overall, UDS utilization declined over time (odds ratio [OR]: 0.95 year-to-year, 95% confidence interval [CI]: 0.91-0.99). In adjusted analyses, the odds of performing UDS was higher among male (OR: 2.19, 95% CI: 1.17-4.09), older (OR: 1.05, 95% CI: 1.03-1.06), and female pelvic medicine and reconstructive surgery subspecialty (OR: 3.23, 95% CI: 2.01-5.2) urologists. Additionally, performing UDS for BPH was associated with higher BPH surgical case volume (OR: 1.004, 95% CI: 1.001-1.008). CONCLUSION: There is a significant practice variation in use of UDS for BPH. Although overall BPH surgeries are increasing, urologists are increasingly less likely to perform UDS for BPH. Specifically, urologists who perform UDS have significantly higher BPH case volume than those who do not perform UDS, suggesting that UDS usage may not factor into BPH surgery decision-making.
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Hiperplasia Prostática , Urología , Humanos , Masculino , Femenino , Hiperplasia Prostática/cirugía , Urodinámica , Pautas de la Práctica en Medicina , UrólogosRESUMEN
OBJECTIVE: To evaluate longitudinal trends in surgical case volume among junior urology residents. There is growing perception that urology residents are not prepared for independent practice, which may be linked to decreased exposure to major cases early in residency. METHODS: Retrospective review of deidentified case logs from urology residency graduates from 12 academic medical centers in the United States from 2010 to 2017. The primary outcome was the change in major case volume for first-year urology (URO1) residents (after surgery internship), measured using negative binomial regression. RESULTS: A total of 391,399 total cases were logged by 244 residency graduates. Residents performed a median of 509 major cases, 487 minor cases, and 503 endoscopic cases. From 2010 to 2017, the median number of major cases performed by URO1 residents decreased from 64 to 49 (annual incidence rate ratio 0.90, P < .001). This trend was limited to oncology cases, with no change in reconstructive or pediatric cases. The number of major cases decreased more for URO1 residents than for residents at other levels (P-values for interaction <.05). The median number of endoscopic cases performed by URO1 residents increased from 85 to 194 (annual incidence rate ratio 1.09, P < .001), which was also disproportionate to other levels of residency (P-values for interaction <.05). CONCLUSION: There has been a shift in case distribution among URO1 residents, with progressively less exposure to major cases and an increased focus on endoscopic surgery. Further investigation is needed to determine if this trend has implications on the surgical proficiency of residency graduates.
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Cirugía General , Internado y Residencia , Urología , Humanos , Estados Unidos , Niño , Educación de Postgrado en Medicina , Urología/educación , Competencia Clínica , Estudios Retrospectivos , Cirugía General/educaciónRESUMEN
Objectives: The objective of this study is to determine the optimal timing for device-based infant circumcision under topical anaesthesia. Subjects/patients: We include infants aged 1-60 days who were enrolled in a field study of the no-flip ShangRing device at four hospitals in the Rakai region of south-central Uganda, between 5 February 2020 and 27 October 2020. Methods: Two hundred infants, aged 0-60 days, were enrolled, and EMLA cream was applied on the foreskin and entire penile shaft. The anaesthetic effect was assessed every 5 min by gentle application of artery forceps at the tip of the foreskin, starting at 10 min post-application until 60 min, the recommended time to start circumcision. The response was measured using the Neonatal Infant Pain Scale (NIPS). We determined the onset and duration of anaesthesia (defined as <20% of infants with NIPS score >4) and maximum anaesthesia (defined as <20% of infants with NIPS score >2). Results: Overall, NIPS scores decreased to a minimum and reversed before the recommended 60 min. Baseline response varied with age, with minimal response among infants aged 40 days. Overall, anaesthesia was achieved after at least 25 min and lasted 20-30 min. Maximum anaesthesia was achieved after at least 30 min (except among those aged >45 days where it was not achieved) and lasted up to 10 min. Conclusion: The optimal timing for maximum topical anaesthesia occurred before the recommended 60 min of waiting time. A shorter waiting time and speed may be efficient for mass device-based circumcision.
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AIM: To analyze and calculate the relative cost of various childhood glaucoma surgical interventions per mm Hg intraocular pressure (IOP) reduction ($/mm Hg). METHODS: Representative index studies were reviewed to quantitate the reduction of mean IOP and glaucoma medications for each surgical intervention in childhood glaucoma. A US perspective was adopted, using Medicare allowable costs to calculate cost/mm Hg IOP reduction ($/mm Hg) at 1y postoperatively. RESULTS: At 1y postoperatively, the cost/mm Hg IOP reduction was $226/mm Hg for microcatheter-assisted circumferential trabeculotomy, $284/mm Hg for cyclophotocoagulation, $288/mm Hg for conventional ab-externo trabeculotomy, $338/mm Hg for Ahmed glaucoma valve, $350/mm Hg for Baerveldt glaucoma implant, $351/mm Hg for goniotomy, and $400/mm Hg for trabeculectomy. CONCLUSION: Microcatheter-assisted circumferential trabeculotomy is the most cost-efficient surgical method to lower IOP in childhood glaucoma, while trabeculectomy is the least cost-efficient surgical method.
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PRCIS: We evaluated the factors that impacted time from glaucoma drainage implant (GDI) surgery to penetrating keratoplasty (PK) in eyes with previously clear corneas (ie, GDI-first sequence), and that specifically underwent a trabeculectomy before GDI surgery for intraocular pressure (IOP) control. PURPOSE: To describe through an event-triggered data collection method the clinical course and the long-term outcomes of 2 procedures that are commonly performed sequentially in complex clinical situations: GDI surgery and PK. The study investigates the clinical factors associated with the progression to PK and determines the GDI success rate and graft survival. METHODS: A single, tertiary-care center retrospective interventional cases series including patients with a sequential history of trabeculectomy, GDI surgery, and PK from 1999 to 2009. Outcome measures included IOP, visual acuity, graft failure, GDI failure, and time from GDI to PK. RESULTS: Of the eyes, 56% had primary open angle glaucoma. The time from the last trabeculectomy to GDI was 66.5 ± 66.7 months. Of the eyes, 84% received a Baerveldt GDI. Time from GDI to PK was 36.4 ± 28.4 months. IOP at the time of PK was between 5 mm Hg and 21 mm Hg in 90% of eyes. At the last follow-up, 48% of grafts were clear. At 5 years post-PK, 33% of corneal grafts remained clear, whereas 81% of tubes remained functional. CONCLUSIONS: Nearly half of the corneal grafts are clear at the last long-term follow-up. Graft failure occurs at a higher rate than tube failure suggesting that IOP control is only one and possibly not the most important factor in graft survival in eyes with prior glaucoma surgery.
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Implantes de Drenaje de Glaucoma , Glaucoma de Ángulo Abierto , Trabeculectomía , Humanos , Trabeculectomía/métodos , Presión Intraocular , Queratoplastia Penetrante , Estudios Retrospectivos , Estudios de Seguimiento , Resultado del TratamientoRESUMEN
PRCIS: Slow-coagulation CW-TSCPC is an efficacious, relatively safe, and non-incisional laser treatment option as an initial surgical glaucoma management choice, in secondary aphakic adult glaucoma that is medically uncontrolled. PURPOSE: This study evaluates the outcomes of slow-coagulation continuous wave transscleral cyclophotocoagulation (CW-TSCPC) laser for treating secondary aphakic adult glaucoma after complicated cataract surgery as a primary surgical intervention. MATERIALS AND METHODS: A retrospective chart review of adult aphakic eyes with medically uncontrolled glaucoma underwent slow-coagulation CW-TSCPC as a primary surgical glaucoma intervention was performed. Surgical success was the primary outcome measure. Success was defined as postoperative intraocular pressure (IOP) between 6 and 21 mm Hg with ≥20% reduction compared with baseline and no need for further glaucoma surgeries or development of vision-threatening complications. The secondary outcomes included changes in IOP, glaucoma medication numbers, visual acuity, and postoperative complications during the first year after laser treatment after laser treatment. RESULTS: This study included 41 eyes of 41 patients. The mean age of study participants was 66.7±13.1 years, with a mean follow-up duration of 19±3.5 months. At one year, the success rate was 63.4%. A statistically significant reduction of the IOP was observed, with the mean IOP decreasing from 29.6±5.8 mm Hg with a mean of 3.9±1.0 medications at baseline to a mean of 19.0±6.4 mm Hg with a mean of 2.5±1.2 medications at 12 months ( P <0.001). Four eyes received CW-TSCPC retreatment, and 2 eyes required incisional glaucoma surgeries. Reported postoperative complications included: visual acuity decline ≥2 lines in 7 eyes, iritis in 6 eyes, hyphema in 5 eyes, cystoid macular edema in 2 eyes, and transient hypotony in 1 eye. CONCLUSION: Slow-coagulation CW-TSCPC is an efficacious, relatively safe, and non-incisional laser treatment option as an initial surgical glaucoma management choice, in secondary aphakic adult glaucoma that is medically uncontrolled.
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Glaucoma , Presión Intraocular , Humanos , Adulto , Persona de Mediana Edad , Anciano , Estudios Retrospectivos , Coagulación con Láser , Resultado del Tratamiento , Glaucoma/complicaciones , Glaucoma/cirugía , Cuerpo Ciliar/cirugía , Esclerótica/cirugíaRESUMEN
Purpose: The purpose of this study was to develop a deep learning-based fully automated reconstruction and quantification algorithm which automatically delineates the neurites and somas of retinal ganglion cells (RGCs). Methods: We trained a deep learning-based multi-task image segmentation model, RGC-Net, that automatically segments the neurites and somas in RGC images. A total of 166 RGC scans with manual annotations from human experts were used to develop this model, whereas 132 scans were used for training, and the remaining 34 scans were reserved as testing data. Post-processing techniques removed speckles or dead cells in soma segmentation results to further improve the robustness of the model. Quantification analyses were also conducted to compare five different metrics obtained by our automated algorithm and manual annotations. Results: Quantitatively, our segmentation model achieves average foreground accuracy, background accuracy, overall accuracy, and dice similarity coefficient of 0.692, 0.999, 0.997, and 0.691 for the neurite segmentation task, and 0.865, 0.999, 0.997, and 0.850 for the soma segmentation task, respectively. Conclusions: The experimental results demonstrate that RGC-Net can accurately and reliably reconstruct neurites and somas in RGC images. We also demonstrate our algorithm is comparable to human manually curated annotations in quantification analyses. Translational Relevance: Our deep learning model provides a new tool that can trace and analyze the RGC neurites and somas efficiently and faster than manual analysis.
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Aprendizaje Profundo , Humanos , Células Ganglionares de la Retina , AlgoritmosRESUMEN
OBJECTIVE: To use American Board of Urology (ABU) case log data to elucidate practice patterns for benign prostatic hyperplasia (BPH) surgery. Several surgical modalities have been introduced in recent decades causing significant practice variation. MATERIALS AND METHODS: We retrospectively analyzed ABU case logs from 2008-2021 to assess trends in BPH surgery. We created logistic regression models to identify surgeon-sided factors associated with utilization of each surgical modality. RESULTS: We identified 6,632 urologists who logged 73,884 surgeries for BPH. Transurethral resection of the prostate (TURP) was the most commonly performed BPH surgery in all but 1 year, and odds of performing a TURP increased year-over-year (OR 1.055, 95% CI [1.013,1.098], P = .010). The use of holmium laser enucleation of the prostate (HoLEP) did not change over time. HoLEP was more likely to be performed by urologists with higher BPH surgical volume (OR 1.017, CI [1.013, 1.021], P < .001) and with endourology subspecialization (OR 2.410, CI [1.45, 4.01], P = .001). Prostatic urethral lift (PUL) utilization increased significantly since its introduction in 2015 (OR 1.663, CI [1.540, 1.796], P < .001). PUL currently comprises over one third of all BPH surgeries logged. CONCLUSION: In the face of newer technologies, TURP remains the most common surgery for BPH in the United States. PUL has been rapidly adopted while HoLEP comprises a consistent minority of cases. Surgeon age, patient age, and urologist subspecialization were associated with use of certain BPH surgical approaches.