Artificial Intelligence and Optical Coherence Tomography Imaging.

This review article aimed to highlight the application and use of artificial intelligence (AI) in optical coherence tomography (OCT) imaging in ophthalmology. Artificial intelligence programs seek to simulate intelligent human behavior in computers. With an abundance of patient data, especially with the advent and growing use of imaging modalities such as OCT, AI programs provide us with the unique opportunity to analyze this plethora of information and assist in making clinical decisions in the field of ophthalmology. Groups around the world have developed and evaluated AI programs that gather data from diagnostic modalities, such as OCT, that assist in the diagnosis and management of ophthalmological diseases with a high accuracy. Artificial intelligence programs using OCT have the potential to play a significant role in the diagnosis and management of ophthalmological disease in the near future. Incorporation of AI in medicine, however, is not without its pitfalls. Some limitations of AI in ophthalmology are also discussed in this review. These include the deskilling of physicians due to increase in reliance on automation, inability of AI programs to take a holistic approach to clinical encounters with patients, requirement of pre-existing strong datasets to train AI programs, and the inability of AI programs to incorporate the ambiguity and variability that is intrinsic to the nature of clinical medicine.

Genetic variants and cellular stressors associated with exfoliation syndrome modulate promoter activity of a lncRNA within the LOXL1 locus.

Exfoliation syndrome (XFS) is a common, age-related, systemic fibrillinopathy. It greatly increases risk of exfoliation glaucoma (XFG), a major worldwide cause of irreversible blindness. Coding variants in the lysyl oxidase-like 1 (LOXL1) gene are strongly associated with XFS in all studied populations, but a functional role for these variants has not been established. To identify additional candidate functional variants, we sequenced the entire LOXL1 genomic locus (∼40 kb) in 50 indigenous, black South African XFS cases and 50 matched controls. The variants with the strongest evidence of association were located in a well-defined 7-kb region bounded by the 3'-end of exon 1 and the adjacent region of intron 1 of LOXL1. We replicated this finding in US Caucasian (91 cases/1031 controls), German (771 cases/1365 controls) and Japanese (1484 cases/1188 controls) populations. The region of peak association lies upstream of LOXL1-AS1, a long non-coding RNA (lncRNA) encoded on the opposite strand of LOXL1. We show that this region contains a promoter and, importantly, that the strongly associated XFS risk alleles in the South African population are functional variants that significantly modulate the activity of this promoter. LOXL1-AS1 expression is also significantly altered in response to oxidative stress in human lens epithelial cells and in response to cyclic mechanical stress in human Schlemm's canal endothelial cells. Taken together, these findings support a functional role for the LOXL1-AS1 lncRNA in cellular stress response and suggest that dysregulation of its expression by genetic risk variants plays a key role in XFS pathogenesis.

Discovery and functional annotation of SIX6 variants in primary open-angle glaucoma.

Glaucoma is a leading cause of blindness worldwide. Primary open-angle glaucoma (POAG) is the most common subtype and is a complex trait with multigenic inheritance. Genome-wide association studies have previously identified a significant association between POAG and the SIX6 locus (rs10483727, odds ratio (OR) = 1.32, p = 3.87×10(-11)). SIX6 plays a role in ocular development and has been associated with the morphology of the optic nerve. We sequenced the SIX6 coding and regulatory regions in 262 POAG cases and 256 controls and identified six nonsynonymous coding variants, including five rare and one common variant, Asn141His (rs33912345), which was associated significantly with POAG (OR = 1.27, p = 4.2×10(-10)) in the NEIGHBOR/GLAUGEN datasets. These variants were tested in an in vivo Danio rerio (zebrafish) complementation assay to evaluate ocular metrics such as eye size and optic nerve structure. Five variants, found primarily in POAG cases, were hypomorphic or null, while the sixth variant, found only in controls, was benign. One variant in the SIX6 enhancer increased expression of SIX6 and disrupted its regulation. Finally, to our knowledge for the first time, we have identified a clinical feature in POAG patients that appears to be dependent upon SIX6 genotype: patients who are homozygous for the SIX6 risk allele (His141) have a statistically thinner retinal nerve fiber layer than patients homozygous for the SIX6 non-risk allele (Asn141). Our results, in combination with previous SIX6 work, lead us to hypothesize that SIX6 risk variants disrupt the development of the neural retina, leading to a reduced number of retinal ganglion cells, thereby increasing the risk of glaucoma-associated vision loss.

Developments in Ocular Genetics: Annual Review.

PURPOSE: The purpose of this study was to summarize major developments in ocular genetics over the past year. DESIGN: A literature review was performed for articles relating to the genetics of eye diseases and morphology. The search focused on articles published between September 15, 2011, and September 15, 2012. METHODS: PubMed and Google Scholar search tools were used to search for ocular genetics articles in the desired date range. RESULTS: Major advances have been reported in numerous areas including glaucoma, age-related macular degeneration, and keratoconus. Numerous novel associations have been identified through large genome-wide association studies. In addition, numerous disease genes have been identified through next-generation sequencing technologies. CONCLUSIONS: Ocular genetics continues to advance at a rapid pace and benefit from new technologies. Numerous discoveries in the past year point toward areas for continued research.

The role of lysyl oxidase-like 1 DNA copy number variants in exfoliation glaucoma.

PURPOSE: To investigate whether DNA copy number variants (CNVs) in the lysyl oxidase-like 1 (LOXL1) gene are associated with exfoliation glaucoma (XFG) in black South Africans. METHODS: Black South African subjects with XFG and age-matched unaffected controls were recruited from the St. John Eye Hospital in Soweto (Johannesburg, South Africa) and East London Hospital Complex (Eastern Cape, South Africa) using standard clinical examination techniques. A customized array comparative genomic hybridization (aCGH) from Roche NimbleGen was designed to cover a 1.5 million base genomic region centered on the LOXL1 gene on chromosome 15. Twenty selected XFG cases were examined using this custom aCGH to identify common CNVs in the LOXL1 gene. The potential DNA copy number variants identified from aCGH were further validated using TaqMan probe-based CNV real-time PCR in a data set containing 91 XFG cases and 52 controls. The frequencies of CNVs in the LOXL1 region were compared between the XFG cases and the controls using Fisher's exact test. RESULTS: Several DNA CNV variants were identified in the LOXL1 genomic region using aCGH in the selected XFG cases. However, we were unable to validate these candidate CNVs using real-time PCR-based TaqMan CNV assays. There was no significant difference in the frequency of the DNA copy number variants in the LOXL1 region between the XFG cases and the controls. CONCLUSIONS: This represents the first DNA CNV study of LOXL1 in the black South African population with XFG. Our study did not identify any significant DNA copy number alterations in the genomic region containing the LOXL1 gene. This suggests that other as yet unknown causal variants of LOXL1 or variants in other genes in linkage disequilibrium with the LOXL1 locus contribute to the genetic risk of XFG in black South Africans.

Myocilin mutations in black South Africans with POAG.

PURPOSE: Myocilin (MYOC) mutations are associated with primary open-angle glaucoma (POAG) in multiple populations. Here we examined the role of MYOC mutations in a black South African population with primary open-angle glaucoma (POAG). METHODS: Unrelated black South African subjects with POAG and unaffected controls were recruited from the St. John Eye Hospital (Soweto, Johannesburg, South Africa) and East London Hospital Complex (Eastern Cape, South Africa). A complete eye examination including visual field assessment was performed in all subjects. Blood samples were obtained for DNA extraction. The complete coding region of MYOC was sequenced using the PCR-based Sanger method. Identified mutations were compared to known MYOC mutations. RESULTS: One hundred-thirteen POAG cases and 131 controls were recruited for analysis. A total of 19 variants were observed. Probable glaucoma-causing mutations were observed in 4.4% of POAG cases. A previously reported glaucoma-causing mutation, Tyr453MetfsX11, was observed in three cases and one control. Two other sequence variants, Gly374Val and Lys500Arg, occurred only in cases. Other sequence variants, including 6 novel variants, occurred in at least one control. CONCLUSIONS: A small minority of black South Africans with POAG carry MYOC mutations. The Gly374Val mutation might represent a novel glaucoma-causing mutation. The Tyr453MetFSX11 mutation appears to be a glaucoma-causing mutation with incomplete penetrance.

Review: The role of LOXL1 in exfoliation syndrome/glaucoma.

Exfoliation syndrome is a common cause of open-angle glaucoma. It is characterized by microscopic flakes of protein-rich material being deposited in both ocular and non-ocular tissues. While its mechanism is poorly understood, family- and population-based studies have established that the disorder has a strong genetic component. A further understanding of the relevant gene variants might help reveal the molecular mechanism behind exfoliation. The most-strongly associated genetic variants are found in the lysyl oxidase-like 1 (LOXL1) gene. However, two major risk alleles in the LOXL1 coding region are reversed between ethnic groups. It now appears the strong association between LOXL1 and XFS is due to non-coding variants that have not yet been identified. Such variants might alter LOXL1 expression, which is decreased in the late stages of exfoliation syndrome/glaucoma. Here we discuss LOXL1 as a risk gene for exfoliation syndrome and glaucoma.

Major LOXL1 risk allele is reversed in exfoliation glaucoma in a black South African population.

PURPOSE: To investigate whether variants in the lysyl oxidase-like 1 (LOXL1) gene are associated with exfoliation glaucoma (XFG) and primary open-angle glaucoma (POAG) in an ancestral population from South Africa. METHODS: Black South African subjects with XFG, POAG, and age matched unaffected controls were recruited from the St. John Eye Hospital in Soweto, Johannesburg, South Africa, using standard clinical examination techniques. Fifty individuals were collected for each of the three groups: XFG, POAG, and normal controls. The complete coding region of LOXL1 was sequenced using the PCR-based Sanger method. The allele frequencies of the identified sequence variants were compared between XFG or POAG and controls using Fisher's exact test. RESULTS: A large number of coding variants were identified, including rs1048661 (R141L), rs3825942 (G153D), S159A, S161L, rs41435250 (A320A), rs13329473 (F489F), and T567A. The allele frequencies of both rs3825942 and rs1048661 differed significantly between the XFG and control subjects from South Africa (p=5.2 x 10(-13) and 1.7 x 10(-5), respectively). The G allele for rs1048661 (encoding arginine) was the risk allele which is similar to other populations. The A allele of rs3825942 (encoding aspartic acid) was the risk allele, in sharp contrast to the G allele (encoding glycine) reported in multiple other populations. There was no significant difference in the allele frequencies of coding variants in LOXL1 between POAG and control subjects. CONCLUSIONS: This represents the first genetic association study of LOXL1 in an ancestral African population with XFG. We have confirmed the association between variants of LOXL1 and XFG. To date, the G allele of the major susceptibility variant rs3825942 has consistently been shown in multiple populations to increase the risk of XFG. Surprisingly, we have found a strong association with the opposite allele in the South African population. This suggests that other as yet unknown causal variants of LOXL1 contribute to the genetic risk of XFG.

Roles for Drp1, a dynamin-related protein, and milton, a kinesin-associated protein, in mitochondrial segregation, unfurling and elongation during Drosophila spermatogenesis.

Mitochondria undergo dramatic rearrangement during Drosophila spermatogenesis. In wild type testes, the many small mitochondria present in pre-meiotic spermatocytes later aggregate, fuse, and interwrap in post-meiotic haploid spermatids to form the spherical Nebenkern, whose two giant mitochondrial compartments later unfurl and elongate beside the growing flagellar axoneme. Drp1 encodes a dynamin-related protein whose homologs in many organisms mediate mitochondrial fission and whose Drosophila homolog is known to govern mitochondrial morphology in neurons. The milton gene encodes an adaptor protein that links mitochondria with kinesin and that is required for mitochondrial transport in Drosophila neurons. To determine the roles of Drp1 and Milton in spermatogenesis, we used the FLP-FRT mitotic recombination system to generate spermatocytes homozygous for mutations in either gene in an otherwise heterozygous background. We found that absence of Drp1 leads to abnormal clustering of mitochondria in mature primary spermatocytes and aberrant unfurling of the mitochondrial derivatives in early Drp1 spermatids undergoing axonemal elongation. In milton spermatocytes, mitochondria are distributed normally; however, after meiosis, the Nebenkern is not strongly anchored to the nucleus, and the mitochondrial derivatives do not elongate properly. Our work defines specific functions for Drp1 and Milton in the anchoring, unfurling, and elongation of mitochondria during sperm formation.