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1.
Cornea ; 2024 Jun 26.
Article in English | MEDLINE | ID: mdl-38923539

ABSTRACT

PURPOSE: Corneal subbasal nerve parameters have been previously reported using two-dimensional scans of in vivo laser scanning confocal microscopy (IVCM) in eyes with limbal stem cell deficiency (LSCD). This study aims to develop and validate a method to better quantify corneal subbasal nerve parameters and changes from reconstructed three-dimensional (3D) images. METHODS: IVCM volume scans from 73 eyes with various degrees of LSCD (mild/moderate/severe) confirmed by multimodal anterior segment imaging including IVCM and 20 control subjects were included. Using ImageJ, the scans were manually aligned and compiled to generate a 3D reconstruction. Using filament-tracing semiautomated software (Imaris), subbasal nerve density (SND), corneal nerve fiber length, long nerves (>200 µm), and branch points were quantified and correlated with other biomarkers of LSCD. RESULTS: 3D SND decreased in eyes with LSCD when compared with control subjects. The decrease was significant for moderate and severe LSCD (P < 0.01). 3D SND was reduced by 3.7% in mild LSCD, 32.4% in moderate LSCD, and 96.5% in severe LSCD. The number of long nerves and points of branching correlated with the severity of LSCD (P < 0.0001) and with declining SND (R2 = 0.66 and 0.67, respectively). When compared with two-dimensional scans, 3D reconstructions yielded significant increases of SND and branch points in all conditions except severe LSCD. 3D analysis showed a 46% increase in long nerves only in mild LSCD (P < 0.01). CONCLUSIONS: This proof-of-concept study validates the use of 3D reconstruction to better characterize the corneal subbasal nerve in eyes with LSCD. In the future, this concept could be used with machine learning to automate the measurements.

2.
J Neuroophthalmol ; 44(1): 10-15, 2024 Mar 01.
Article in English | MEDLINE | ID: mdl-37505911

ABSTRACT

BACKGROUND: Although significant progress has been made in improving the rate of survival for pediatric optic pathway gliomas (OPGs), data describing the methods of diagnosis and treatment for OPGs are limited in the modern era. This retrospective study aims to provide an epidemiological overview in the pediatric population and an update on eye care resource utilization in OPG patients using big data analysis. METHODS: Using the OptumLabs Data Warehouse, 9-11 million children from 2016 to 2021 assessed the presence of an OPG claim. This data set was analyzed for demographic distribution data and clinical data including average ages for computed tomography (CT), MRI, strabismus, and related treatment (surgery, chemotherapy, and radiation), as well as yearly rates for optical coherence tomography (OCT) and visual field (VF) examinations. RESULTS: Five hundred fifty-one unique patients ranging in age from 0 to 17 years had an OPG claim, with an estimated prevalence of 4.6-6.1 per 100k. Among the 476 OPG patients with at least 6 months of follow-up, 88.9% had at least one MRI and 15.3% had at least one CT. Annual rates for OCT and VF testing were similar (1.26 vs 1.35 per year), although OCT was ordered for younger patients (mean age = 9.2 vs 11.7 years, respectively). During the study period, 14.1% of OPG patients had chemotherapy, 6.1% had either surgery or radiation, and 81.7% had no treatment. CONCLUSIONS: This study updates OPG demographics for the modern era and characterizes the burden of the treatment course for pediatric OPG patients using big data analysis of a commercial claims database. OPGs had a prevalence of about 0.005% occurring equally in boys and girls. Most did not receive treatment, and the average child had at least one claim for OCT or VF per year for clinical monitoring. This study is limited to only commercially insured children, who represent approximately half of the general child population.


Subject(s)
Neurofibromatosis 1 , Optic Nerve Glioma , Male , Female , Child , Humans , Infant, Newborn , Infant , Child, Preschool , Adolescent , Retrospective Studies , Prevalence , Data Warehousing , Optic Nerve Glioma/diagnosis , Optic Nerve Glioma/epidemiology , Optic Nerve Glioma/therapy , Visual Fields , Neurofibromatosis 1/diagnosis
3.
Front Med (Lausanne) ; 10: 1270570, 2023.
Article in English | MEDLINE | ID: mdl-37908848

ABSTRACT

Introduction: Limbal Stem Cell Deficiency (LSCD) is a blinding corneal disease characterized by the loss of function or deficiency in adult stem cells located at the junction between the cornea and the sclera (i.e., the limbus), namely the limbal stem cells (LSCs). Recent advances in in vivo imaging technology have improved disease diagnosis and staging to quantify several biomarkers of in vivo LSC function including epithelial thickness measured by anterior segment optical coherence tomography, and basal epithelial cell density and subbasal nerve plexus by in vivo confocal microscopy. A decrease in central corneal sub-basal nerve density and nerve fiber and branching number has been shown to correlate with the severity of the disease in parallel with increased nerve tortuosity. Yet, image acquisition and manual quantification require a high level of expertise and are time-consuming. Manual quantification presents inevitable interobserver variability. Methods: The current study employs a novel deep learning approach to classify neuron morphology in various LSCD stages and healthy controls, by integrating images created through latent diffusion augmentation. The proposed model, a residual U-Net, is based in part on the InceptionResNetV2 transfer learning model. Results: Deep learning was able to determine fiber number, branching, and fiber length with high accuracy (R2 of 0.63, 0.63, and 0.80, respectively). The model trained on images generated through latent diffusion on average outperformed the same model when trained on solely original images. The model was also able to detect LSCD with an AUC of 0.867, which showed slightly higher performance compared to classification using manually assessed metrics. Discussion: The results suggest that utilizing latent diffusion to supplement training data may be effective in bolstering model performance. The results of the model emphasize the ability as well as the shortcomings of this novel deep learning approach to predict various nerve morphology metrics as well as LSCD disease severity.

4.
J AAPOS ; 26(5): 235.e1-235.e5, 2022 10.
Article in English | MEDLINE | ID: mdl-36122876

ABSTRACT

PURPOSE: To assess interdevice agreement between the iCare IC200 rebound tonometer and Perkins applanation tonometry (gold standard) in a healthy pediatric population. METHODS: A total of 42 eyes of 42 healthy children were assessed using both tonometers. Data was collected on subject's age, sex, best-corrected visual acuity, and central corneal thickness (CCT). Intraclass correlation coefficient (ICC) and Bland-Altman analyses were used to determine agreement between IC200 and Perkins applanation tonometers. Linear regression analyzed the effects of intraocular pressure (IOP) on device difference. RESULTS: The mean age and standard deviation of healthy pediatric subjects was 10.0 ± 3.3 years. The mean difference between IC200 and Perkins tonometers (IC200-Perkins) was 0.72 mm Hg, with a mean of 17.1 ± 3.0 mm Hg and 16.4 ± 2.5 mm Hg, respectively. The absolute agreement, or ICC, between tonometers was 0.63 (95% CI, 0.56-0.70). Bland-Altman analysis showed 95% limits of agreement ranging from -5.2 to +6.6 mm Hg. CCT was not correlated with IOP for either the IC200 (P = 0.35) or the Perkins tonometer (P = 0.052). CONCLUSIONS: Compared to applanation tonometry, IC200 overestimated IOP in healthy children, with a greater frequency of readings > +2 mm Hg than < -2 mm Hg compared to Perkins. There was moderate agreement between tonometers. CCT was not found to influence IOP measurement for either tonometer.


Subject(s)
Glaucoma , Tonometry, Ocular , Child , Humans , Reproducibility of Results , Intraocular Pressure , Manometry
5.
Neural Regen Res ; 15(1): 36-40, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31535640

ABSTRACT

For decades, clinicians have developed medications and therapies to alleviate the symptoms of Parkinson's disease, but no treatment currently can slow or even stop the progression of this localized neurodegeneration. Fortunately, sparked by the genetic revolution, stem cell reprogramming research and the advancing capabilities of personalization in medicine enable forward-thinking to unprecedented patient-specific modeling and cell therapies for Parkinson's disease using induced pluripotent stem cells (iPSCs). In addition to modeling Parkinson's disease more accurately than chemically-induced animal models, patient-specific stem cell lines can be created, elucidating the effects of genetic susceptibility and sub-populations' differing responses to in vitro treatments. Sourcing cell therapy with iPSC lines provides ethical advantages because these stem cell lines do not require the sacrifice of human zygotes and genetically-specific drug trails can be tested in vitro without lasting damage to patients. In hopes of finally slowing the progression of Parkinson's disease or re-establishing function, iPSC lines can ultimately be corrected with gene therapy and used as cell sources for neural transplantation for Parkinson's disease. With relatively localized neural degeneration, similar to spinal column injury, Parkinson's disease presents a better candidacy for cell therapy when compared to other diffuse degeneration found in Alzheimer's or Huntington's Disease. Neurosurgical implantation of pluripotent cells poses the risk of an innate immune response and tumorigenesis. Precautions, therefore, must be taken to ensure cell line quality before transplantation. While cell quality can be quantified using a number of assays, a yielding a high percentage of therapeutically relevant dopaminergic neurons, minimal de novo genetic mutations, and standard chromosomal structure is of the utmost importance. Current techniques focus on iPSCs because they can be matched with donors using human leukocyte antigens, thereby reducing the severity and risk of immune rejection. In August of 2018, researchers in Kyoto, Japan embarked on the first human clinical trial using iPSC cell therapy transplantation for patients with moderate Parkinson's disease. Transplantation of many cell sources has already proven to reduce Parkinson's disease symptoms in mouse and primate models. Here we discuss the history and implications for cell therapy for Parkinson's disease, as well as the necessary safety standards needed for using iPSC transplantation to slow or halt the progression of Parkinson's disease.

6.
Cells ; 8(1)2019 01 07.
Article in English | MEDLINE | ID: mdl-30621042

ABSTRACT

Parkinson's Disease (PD) is an intractable disease resulting in localized neurodegeneration of dopaminergic neurons of the substantia nigra pars compacta. Many current therapies of PD can only address the symptoms and not the underlying neurodegeneration of PD. To better understand the pathophysiological condition, researchers continue to seek models that mirror PD's phenotypic manifestations as closely as possible. Recent advances in the field of cellular reprogramming and personalized medicine now allow for previously unattainable cell therapies and patient-specific modeling of PD using induced pluripotent stem cells (iPSCs). iPSCs can be selectively differentiated into a dopaminergic neuron fate naturally susceptible to neurodegeneration. In iPSC models, unlike other artificially-induced models, endogenous cellular machinery and transcriptional feedback are preserved, a fundamental step in accurately modeling this genetically complex disease. In addition to accurately modeling PD, iPSC lines can also be established with specific genetic risk factors to assess genetic sub-populations' differing response to treatment. iPS cell lines can then be genetically corrected and subsequently transplanted back into the patient in hopes of re-establishing function. Current techniques focus on iPSCs because they are patient-specific, thereby reducing the risk of immune rejection. The year 2018 marked history as the year that the first human trial for PD iPSC transplantation began in Japan. This form of cell therapy has shown promising results in other model organisms and is currently one of our best options in slowing or even halting the progression of PD. Here, we examine the genetic contributions that have reshaped our understanding of PD, as well as the advantages and applications of iPSCs for modeling disease and personalized therapies.


Subject(s)
Induced Pluripotent Stem Cells , Parkinson Disease , Precision Medicine , Animals , Dopaminergic Neurons/cytology , Dopaminergic Neurons/metabolism , Genetic Therapy , Humans , Induced Pluripotent Stem Cells/cytology , Induced Pluripotent Stem Cells/metabolism , Induced Pluripotent Stem Cells/transplantation , Models, Biological , Parkinson Disease/genetics , Parkinson Disease/physiopathology , Parkinson Disease/therapy
7.
Nat Commun ; 9(1): 4384, 2018 10 22.
Article in English | MEDLINE | ID: mdl-30349051

ABSTRACT

Self-renewal and pluripotency in human embryonic stem cells (hESCs) depends upon the function of a remarkably small number of master transcription factors (TFs) that include OCT4, SOX2, and NANOG. Endogenous factors that regulate and maintain the expression of master TFs in hESCs remain largely unknown and/or uncharacterized. Here, we use a genome-wide, proteomics approach to identify proteins associated with the OCT4 enhancer. We identify known OCT4 regulators, plus a subset of potential regulators including a zinc finger protein, ZNF207, that plays diverse roles during development. In hESCs, ZNF207 partners with master pluripotency TFs to govern self-renewal and pluripotency while simultaneously controlling commitment of cells towards ectoderm through direct regulation of neuronal TFs, including OTX2. The distinct roles of ZNF207 during differentiation occur via isoform switching. Thus, a distinct isoform of ZNF207 functions in hESCs at the nexus that balances pluripotency and differentiation to ectoderm.


Subject(s)
Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Human Embryonic Stem Cells/cytology , Human Embryonic Stem Cells/metabolism , Microtubule-Associated Proteins/metabolism , Protein Isoforms/metabolism , Blotting, Western , Cell Differentiation/genetics , Cell Differentiation/physiology , Cell Line , Chromatin Immunoprecipitation , Humans , Immunoprecipitation , Mass Spectrometry , Microtubule-Associated Proteins/genetics , Nanog Homeobox Protein/genetics , Nanog Homeobox Protein/metabolism , Octamer Transcription Factor-3/metabolism , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Protein Isoforms/genetics , RNA, Small Interfering/genetics , SOXB1 Transcription Factors/genetics , SOXB1 Transcription Factors/metabolism
8.
Sci Rep ; 6: 25181, 2016 04 28.
Article in English | MEDLINE | ID: mdl-27121904

ABSTRACT

Human pluripotent stem cells provide a powerful human-genome based system for modeling human diseases in vitro and for potentially identifying novel treatments. Directed differentiation of pluripotent stem cells produces many specific cell types including dopaminergic neurons. Here, we generated a genetic reporter assay in pluripotent stem cells using newly-developed genome editing technologies in order to monitor differentiation efficiency and compare dopaminergic neuron survival under different conditions. We show that insertion of a luciferase reporter gene into the endogenous tyrosine hydroxylase (TH) locus enables rapid and easy quantification of dopaminergic neurons in cell culture throughout the entire differentiation process. Moreover, we demonstrate that the cellular assay is effective in assessing neuron response to different cytotoxic chemicals and is able to be scaled for high throughput applications. These results suggest that stem cell-derived terminal cell types can provide an alternative to traditional immortal cell lines or primary cells as a quantitative cellular model for toxin evaluation and drug discovery.


Subject(s)
Cell Differentiation , Cytological Techniques/methods , Cytotoxins/metabolism , Dopaminergic Neurons/drug effects , Dopaminergic Neurons/physiology , Pluripotent Stem Cells/physiology , Cells, Cultured , Gene Editing , Genes, Reporter , Genetic Loci , High-Throughput Screening Assays , Humans , Luciferases/analysis , Luciferases/genetics
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