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Human Reproduction Open 2023What is the present performance of artificial intelligence (AI) decision support during embryo selection compared to the standard embryo selection by embryologists?
STUDY QUESTION
What is the present performance of artificial intelligence (AI) decision support during embryo selection compared to the standard embryo selection by embryologists?
SUMMARY ANSWER
AI consistently outperformed the clinical teams in all the studies focused on embryo morphology and clinical outcome prediction during embryo selection assessment.
WHAT IS KNOWN ALREADY
The ART success rate is ∼30%, with a worrying trend of increasing female age correlating with considerably worse results. As such, there have been ongoing efforts to address this low success rate through the development of new technologies. With the advent of AI, there is potential for machine learning to be applied in such a manner that areas limited by human subjectivity, such as embryo selection, can be enhanced through increased objectivity. Given the potential of AI to improve IVF success rates, it remains crucial to review the performance between AI and embryologists during embryo selection.
STUDY DESIGN SIZE DURATION
The search was done across PubMed, EMBASE, Ovid Medline, and IEEE Xplore from 1 June 2005 up to and including 7 January 2022. Included articles were also restricted to those written in English. Search terms utilized across all databases for the study were: ('Artificial intelligence' OR 'Machine Learning' OR 'Deep learning' OR 'Neural network') AND ('IVF' OR ' fertili*' OR 'assisted reproductive techn*' OR 'embryo'), where the character '*' refers the search engine to include any auto completion of the search term.
PARTICIPANTS/MATERIALS SETTING METHODS
A literature search was conducted for literature relating to AI applications to IVF. Primary outcomes of interest were accuracy, sensitivity, and specificity of the embryo morphology grade assessments and the likelihood of clinical outcomes, such as clinical pregnancy after IVF treatments. Risk of bias was assessed using the Modified Down and Black Checklist.
MAIN RESULTS AND THE ROLE OF CHANCE
Twenty articles were included in this review. There was no specific embryo assessment day across the studies-Day 1 until Day 5/6 of embryo development was investigated. The types of input for training AI algorithms were images and time-lapse (10/20), clinical information (6/20), and both images and clinical information (4/20). Each AI model demonstrated promise when compared to an embryologist's visual assessment. On average, the models predicted the likelihood of successful clinical pregnancy with greater accuracy than clinical embryologists, signifying greater reliability when compared to human prediction. The AI models performed at a median accuracy of 75.5% (range 59-94%) on predicting embryo morphology grade. The correct prediction (Ground Truth) was defined through the use of embryo images according to post embryologists' assessment following local respective guidelines. Using blind test datasets, the embryologists' accuracy prediction was 65.4% (range 47-75%) with the same ground truth provided by the original local respective assessment. Similarly, AI models had a median accuracy of 77.8% (range 68-90%) in predicting clinical pregnancy through the use of patient clinical treatment information compared to 64% (range 58-76%) when performed by embryologists. When both images/time-lapse and clinical information inputs were combined, the median accuracy by the AI models was higher at 81.5% (range 67-98%), while clinical embryologists had a median accuracy of 51% (range 43-59%).
LIMITATIONS REASONS FOR CAUTION
The findings of this review are based on studies that have not been prospectively evaluated in a clinical setting. Additionally, a fair comparison of all the studies were deemed unfeasible owing to the heterogeneity of the studies, development of the AI models, database employed and the study design and quality.
WIDER IMPLICATIONS OF THE FINDINGS
AI provides considerable promise to the IVF field and embryo selection. However, there needs to be a shift in developers' perception of the clinical outcome from successful implantation towards ongoing pregnancy or live birth. Additionally, existing models focus on locally generated databases and many lack external validation.
STUDY FUNDING/COMPETING INTERESTS
This study was funded by Monash Data Future Institute. All authors have no conflicts of interest to declare.
REGISTRATION NUMBER
CRD42021256333.
PubMed: 37588797
DOI: 10.1093/hropen/hoad031 -
Ophthalmic Research 2023Although internal limiting membrane (ILM) peeling facilitates macular hole (MH) closure and reduces late hole reopening, it brings some detrimental consequences to the... (Meta-Analysis)
Meta-Analysis
BACKGROUND
Although internal limiting membrane (ILM) peeling facilitates macular hole (MH) closure and reduces late hole reopening, it brings some detrimental consequences to the retinal microstructure and functional outcomes. So far, previous studies have not reached a consensus on the optimal ILM peeling size.
OBJECTIVES
The objective of this study was to evaluate the outcomes of different ILM peeling sizes for idiopathic MHs.
METHODS
PubMed, Embase, Cochrane Library, Web of Science, CNKI, and WANFANG were searched until April 10, 2022. Studies in English or Chinese that compare the effects of two ILM peeling sizes (>2 disk diameters [DDs] vs. ≤2DD) for idiopathic MHs were included. The overall closure rate, postoperative best-corrected visual acuity (BCVA), type 1 closure, and adverse events were extracted. BCVA was converted to logarithm of the minimum angle of resolution (LogMAR).
RESULTS
Seven eligible studies (560 eyes) including 3 randomized clinical trials, 3 prospective trials, and one retrospective cohort were included. Pooled results showed a significantly better postoperative BCVA (mean difference = -0.16; 95% confidence interval [CI]: -0.27 to -0.04; LogMAR) and higher type 1 closure rate (risk ratio [RR] = 1.24; 95% CI: 1.08-1.43) in eyes with ILM peeling >2DD than those with peeling ≤2DD. No significant difference was found in overall closure rate and adverse events between the two groups. Subgroup analysis indicated that in MHs >400 μm, peeling >2DD helped obtain a better postoperative BCVA (mean difference = -0.17; 95% CI: -0.29 to -0.04; LogMAR) and higher frequency of type 1 closure (RR = 1.25; 95% CI: 1.03-1.51).
CONCLUSIONS
Peeling >2DD shares similar safety level with peeling ≤2DD and has a superiority of facilitating visual recovery. Larger ILM peeling may be more beneficial for large MHs.
Topics: Humans; Retinal Perforations; Retrospective Studies; Prospective Studies; Vitrectomy; Treatment Outcome; Visual Acuity; Basement Membrane; Epiretinal Membrane; Tomography, Optical Coherence
PubMed: 37586342
DOI: 10.1159/000531510 -
BMJ Open Aug 2023To systematically investigate the associations between vision impairment and risk of motor vehicle crash (MVC) involvement, and evaluate vision-related interventions to... (Meta-Analysis)
Meta-Analysis
OBJECTIVES
To systematically investigate the associations between vision impairment and risk of motor vehicle crash (MVC) involvement, and evaluate vision-related interventions to reduce MVCs.
DESIGN
Medline (Ovid), EMBASE and Global Health electronic databases were systematically searched from inception to March 2022 for observational and interventional English-language studies. Screening, data extraction and appraisals using the Joanna Briggs Institute appraisal tools were completed by two reviewers independently. Where appropriate, measures of association were converted into risk ratios (RRs) or ORs for meta-analysis.
PARTICIPANTS
Drivers of four-wheeled vehicles of all ages with no cognitive declines.
PRIMARY AND SECONDARY OUTCOMES
MVC involvement (primary) and driving cessation (secondary).
RESULTS
101 studies (n=778 052) were included after full-text review. 57 studies only involved older drivers (≥65 years) and 85 were in high-income settings. Heterogeneity in the data meant that most meta-analyses were underpowered as only 25 studies, further split into different groups of eye diseases and measures of vision, could be meta-analysed. The limited evidence from the meta-analyses suggests that visual field defects (four studies; RR 1.51 (95% CI 1.23, 1.85); p<0.001; I=46.79%), and contrast sensitivity (two studies; RR 1.40 (95% CI 1.08, 1.80); p=0.01, I=0.11%) and visual acuity loss (five studies; RR 1.21 (95% CI 1.02, 1.43); p=0.03, I=28.49%) may increase crash risk. The results are more inconclusive for available evidence for associations of glaucoma (five studies, RR 1.27 (95% CI 0.67, 2.42); p=0.47; I=93.48%) and cataract (two studies RR 1.15 (95% CI 0.97, 1.36); p=0.11; I=3.96%) with crashes. Driving cessation may also be linked with glaucoma (two studies; RR 1.62 (95% CI 1.20, 2.19); p<0.001, I=22.45%), age-related macular degeneration (AMD) (three studies; RR 2.21 (95% CI 1.47, 3.31); p<0.001, I=75.11%) and reduced contrast sensitivity (three studies; RR 1.30 (95% CI 1.05, 1.61); p=0.02; I=63.19%). Cataract surgery halved MVC risk (three studies; RR 0.55 (95% CI 0.34, 0.92); p=0.02; I=97.10). Ranibizumab injections (four randomised controlled trials) prolonged driving in persons with AMD.
CONCLUSION
Impaired vision identified through a variety of measures is associated with both increased MVC involvement and cessation. Cataract surgery can reduce MVC risk. Despite literature being highly heterogeneous, this review shows that detection of vision problems and appropriate treatment are critical to road safety.
PROSPERO REGISTRATION NUMBER
CRD42020172153.
Topics: Humans; Visual Acuity; Ranibizumab; Accidents, Traffic; Macular Degeneration; Vision Disorders; Cataract
PubMed: 37567751
DOI: 10.1136/bmjopen-2022-065210 -
Neuroprotective Strategies for Nonarteritic Anterior Ischemic Optic Neuropathy: A Systematic Review.Korean Journal of Ophthalmology : KJO Aug 2023Nonarteritic anterior ischemic optic neuropathy (NAION) is the second most common form of optic neuropathy. Most patients show no improvement over time. Until now, there...
PURPOSE
Nonarteritic anterior ischemic optic neuropathy (NAION) is the second most common form of optic neuropathy. Most patients show no improvement over time. Until now, there is still no definitive therapy for NAION. The available literatures on the possible treatment of NAION are quite diverse and controversial. Neuroprotection strategies have been suggested as one of the potential treatments for NAION. This review aims to critically evaluate the literature on neuroprotective strategy for NAION.
METHODS
This report was written in accordance with PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) guidelines. We performed a systematic literature search in Pubmed, Science Direct, Proquest, and Cochrane databases. Only neuroprotective agents that directly work in protecting neurons were included. The outcome of interest in this review is retinal ganglion cell density and apoptosis for animal studies and retinal nerve fiber layer thickness for human studies.
RESULTS
The systematic search identified 591 studies of which 24 met the eligibility criteria, including 21 animal studies and three human studies. Only a few of the studies evaluated the same treatments, showing how diverse neuroprotector treatments are currently being evaluated as NAION treatment. From 21 animal studies, 14 studies showed significantly higher retinal ganglion cell density (1.49- to 2.81-fold) with neuroprotective treatment compared to control group. Two of three human studies in this review had also found a beneficial effect of preserving retinal nerve fiber layer thickness in NAION patients.
CONCLUSIONS
This review suggests the potential of neuroprotection as a viable option in the quest for an effective treatment strategy for NAION. Further studies, particularly clinical studies, are necessary to establish its efficacy in NAION patients.
Topics: Animals; Humans; Optic Neuropathy, Ischemic; Optic Disk; Neuroprotection; Visual Acuity; Tomography, Optical Coherence
PubMed: 37563973
DOI: 10.3341/kjo.2022.0166 -
Journal of Medicine and Life May 2023The economic and disease burden of dementia is forecasted to continue increasing. Considering its cognitive effects, timely diagnosis is important in developing a... (Review)
Review
The economic and disease burden of dementia is forecasted to continue increasing. Considering its cognitive effects, timely diagnosis is important in developing a stage-based treatment plan and gathering data to support advocacy efforts and plan healthcare and social services. Eye-tracking technology has emerged as an efficient diagnostic tool in clinical practice and experimental studies. This review aimed to comprehensively analyze various aspects of eye-tracking technology, including pupillometry parameters, eye movements, eye-tracking devices, and neuropsychological tools. We conducted a systematic review retrieving articles published in the last ten years from six databases. Our results provide a complex overview for each included form of dementia/cognitive decline in terms of patient characteristics (age, sex-disaggregated by included pathologies), inclusion and exclusion criteria, devices, and neuropsychological tools. We also summarized findings on fixation stability tasks, saccadic evaluation, pupillometry, scene perception, object recognition, spatial memory, eye-tracking video tasks, and visual search. The eye-tracking method has become more common in cognitive assessments.
Topics: Humans; Eye Movements; Cognitive Dysfunction; Dementia
PubMed: 37520470
DOI: 10.25122/jml-2023-0217 -
Ophthalmic Research 2023Phototherapeutic keratectomy (PTK) has been increasingly used to treat severe recurrent corneal erosion syndrome (RCES) patients who do not respond to other treatments.... (Meta-Analysis)
Meta-Analysis
BACKGROUND
Phototherapeutic keratectomy (PTK) has been increasingly used to treat severe recurrent corneal erosion syndrome (RCES) patients who do not respond to other treatments. However, the efficacy and complication of each study are currently uncertain due to varying rates.
OBJECTIVES
The objective of this study was to investigate the safety and efficacy of the PTK for recurrent corneal erosions.
METHODS
This article performed a systematic literature research in Cochrane, Embase, PubMed, Scopus, and the Web of Science for the literature on PTK treatment of RCES until December 20, 2022. The extracted data including recurrence rate and the adverse event rate were used for meta-analysis.
RESULTS
The recurrence rate was 18% (95% CI, 13%-24%) (129/700 eyes). Subgroup analysis showed that the RCE recurrence was 17% (95% CI, 9%-24%) after trauma and 22% (95% CI, 11%-32%) in the corneal dystrophy group. Treatment-related adverse events included subepithelial haze, hyperopic shift, and decrease of the best spectacle-corrected visual acuity. In this study, the incidence of these events was 13% (95% CI, 6%-21%), 20% (95% CI, 11%-28%), and 11% (95% CI, 5%-16%), respectively.
CONCLUSIONS
PTK represented a valuable treatment option for patients with recurrent corneal erosions, especially those with traumatic injuries, which had minimal side effects.
Topics: Humans; Lasers, Excimer; Follow-Up Studies; Visual Acuity; Photorefractive Keratectomy; Corneal Dystrophies, Hereditary; Cornea; Corneal Ulcer; Recurrence; Treatment Outcome; Corneal Diseases
PubMed: 37490883
DOI: 10.1159/000533160 -
Nutrients Apr 2023The Mediterranean diet (MD) is a healthy diet pattern that can prevent chronic age-related diseases, especially age-related eye diseases (AREDs) including cataract,... (Review)
Review
The Mediterranean diet (MD) is a healthy diet pattern that can prevent chronic age-related diseases, especially age-related eye diseases (AREDs) including cataract, glaucoma, age-related macular degeneration (AMD), diabetic retinopathy (DR) and dry eye syndrome (DES). In this study, we systematically reviewed studies in the literature that had reported associations between adherence to the MD and the five above-mentioned AREDs. Randomized controlled trials as well as prospective and retrospective observational studies were included; 1164 studies were identified, of which 1, 2, 9, 2 and 4 studies met our eligibility criteria for cataract, glaucoma, AMD, DR, and DES, respectively. According to these studies, higher MD adherence was associated with reduced risks of incident DR, incident AMD and progression to late AMD, but whether early and neovascular AMD could be alleviated remained to be debated. The results regarding the effects of the MD on DES were mixed, with three studies reporting an associations between MD and decreased severity or incidence of DES, whereas one study reported the opposite. No significant associations were observed between the MD and cataract or glaucoma. Generally, convincing evidence suggested a protective effect of the MD against AMD and DR. However, the evidence for cataract, glaucoma, and DES was less conclusive, and high-quality studies are needed for comprehensive evaluations of the potential benefits of MD on these eye diseases.
Topics: Humans; Angiogenesis Inhibitors; Diet, Mediterranean; Prospective Studies; Retrospective Studies; Vascular Endothelial Growth Factor A; Visual Acuity; Wet Macular Degeneration; Glaucoma; Cataract; Diabetic Retinopathy
PubMed: 37432187
DOI: 10.3390/nu15092043 -
PloS One 2023Remote self-administered visual acuity (VA) tests have the potential to allow patients and non-specialists to assess vision without eye health professional input....
BACKGROUND
Remote self-administered visual acuity (VA) tests have the potential to allow patients and non-specialists to assess vision without eye health professional input. Validation in pragmatic trials is necessary to demonstrate the accuracy and reliability of tests in relevant settings to justify deployment. Here, published pragmatic trials of these tests were synthesised to summarise the effectiveness of available options and appraise the quality of their supporting evidence.
METHODS
A systematic review was undertaken in accordance with a preregistered protocol (CRD42022385045). The Cochrane Library, Embase, MEDLINE, and Scopus were searched. Screening was conducted according to the following criteria: (1) English language; (2) primary research article; (3) visual acuity test conducted out of eye clinic; (4) no clinical administration of remote test; (5) accuracy or reliability of remote test analysed. There were no restrictions on trial participants. Quality assessment was conducted with QUADAS-2.
RESULTS
Of 1227 identified reports, 10 studies were ultimately included. One study was at high risk of bias and two studies exhibited concerning features of bias; all studies were applicable. Three trials-of DigiVis, iSight Professional, and Peek Acuity-from two studies suggested that accuracy of the remote tests is comparable to clinical assessment. All other trials exhibited inferior accuracy, including conflicting results from a pooled study of iSight Professional and Peek Acuity. Two studies evaluated test-retest agreement-one trial provided evidence that DigiVis is as reliable as clinical assessment. The three most accurate tests required access to digital devices. Reporting was inconsistent and often incomplete, particularly with regards to describing methods and conducting statistical analysis.
CONCLUSIONS
Remote self-administered VA tests appear promising, but further pragmatic trials are indicated to justify deployment in carefully defined contexts to facilitate patient or non-specialist led assessment. Deployment could augment teleophthalmology, non-specialist eye assessment, pre-consultation triage, and autonomous long-term monitoring of vision.
Topics: Humans; Ophthalmology; Reproducibility of Results; Telemedicine; Visual Acuity
PubMed: 37347757
DOI: 10.1371/journal.pone.0281847 -
Systematic Reviews Jun 2023Shade determination is a critical step for the fabrication of a satisfactory restoration. Visual shade selection with conventional shade guides is subjective and... (Meta-Analysis)
Meta-Analysis
BACKGROUND
Shade determination is a critical step for the fabrication of a satisfactory restoration. Visual shade selection with conventional shade guides is subjective and influenced by variables related to light, observer, and object. Shade selection devices have been introduced to provide subjective and quantitative shade values. This systematic review and meta-analysis aimed to compare the color difference for shade selection with visual and instrumental methods.
METHODS
An initial search was conducted on databases (MEDLINE via PubMed, Scopus, and Web of Science) in addition to a manual search through references of identified articles. Studies comparing the accuracy of visual and instrumental shade selection based on ΔΕ were included in data synthesis. Mean differences (MDs) and 95% confidence intervals (CIs) were calculated to estimate the effect size for global and subgroup meta-analysis using the inverse variance weighted method and random-effects model (P ˂ 0.05). Results were presented as forest plots.
RESULTS
The authors identified 1776 articles from the initial search. Seven in vivo studies were included in the qualitative analysis of which six studies were included in the meta-analysis. For the global meta-analysis, the pooled mean (95% CI) was - 1.10 (- 1.92, - 0.27). Test for overall effect showed that instrumental methods were significantly more accurate than visual methods with significantly less ΔΕ (P = 0.009). Test for subgroup difference showed that the type of instrumental shade selection method used had a significant effect on accuracy (P ˂ 0.001). Instrumental methods including spectrophotometer, digital camera, and smartphone showed significantly better accuracy compared with visual shade selection (P ˂ 0.05). The greatest mean difference was found between the smartphone and visual method with a mean (95% CI) of - 2.98 (- 3.37, - 2.59) with P ˂ 0.001 followed by digital camera and spectrophotometer. There was no significant difference in accuracy between IOS and visual shade selection (P = 1.00).
CONCLUSIONS
Instrumental shade selection with a spectrophotometer, digital camera, and smartphone showed significantly better shade matching compared with a conventional shade guide, whereas IOS did not improve the shade matching significantly compared with shade guides.
REVIEW REGISTRATION
PROSPERO CRD42022356545.
Topics: Humans; Color Perception; Prosthesis Coloring; Color; Spectrophotometry; Research Design
PubMed: 37291652
DOI: 10.1186/s13643-023-02263-9 -
Dementia and Geriatric Cognitive... 2023Visual and spatial perception (VSP) are cognitive domains frequently assessed in the screening and neuropsychological assessment of dementia. Evidence suggests that VSP...
INTRODUCTION
Visual and spatial perception (VSP) are cognitive domains frequently assessed in the screening and neuropsychological assessment of dementia. Evidence suggests that VSP impairment is common in the early stages of Alzheimer's disease (AD). Despite this evidence, the ability of VSP tests to discriminate between healthy older adults and people with AD remains mixed. The purpose of this literature review was to employ a systematic search strategy to identify empirical evidence supporting the diagnostic utility of VSP tests which may be used in the screening and diagnosis of AD.
METHODS
Specified criteria were used to perform a systematic literature search of the PsycINFO and PubMed databases with no date restrictions. Relevant data from the selected studies were extracted, and a published appraisal tool (the Quality Assessment of Diagnostic Accuracy Studies-2) was used to evaluate methodological quality.
RESULTS
Of the 144 articles returned, six studies and 11 VSP tests met review inclusion criteria. Four tests demonstrated both sensitivity and specificity values above 80%. A computerised 3D Visual Task demonstrated the highest sensitivity and specificity values (90% and 95%, respectively). The quality of the identified studies was considered to be satisfactory. Identified limitations and the implications of issues relating to study methodology are discussed, and recommendations for future research are suggested.
CONCLUSION
The evidence from this review suggests that certain tests of VSP may be a useful addition to the routine screening of AD.
Topics: Humans; Aged; Alzheimer Disease; Dementia; Cognitive Dysfunction; Neuropsychological Tests; Perception; Sensitivity and Specificity
PubMed: 37271132
DOI: 10.1159/000530911