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Early identification of individuals at risk of developing Alzheimer's disease (AD) dementia is important for developing disease-modifying therapies. In this study, given multimodal AD markers and clinical diagnosis of an individual from one or more timepoints, we seek to predict the clinical diagnosis, cognition and ventricular volume of the individual for every month (indefinitely) into the future. We proposed and applied a minimal recurrent neural network (minimalRNN) model to data from The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) challenge, comprising longitudinal data of 1677 participants (Marinescu et al., 2018) from the Alzheimer's Disease Neuroimaging Initiative (ADNI). We compared the performance of the minimalRNN model and four baseline algorithms up to 6 years into the future. Most previous work on predicting AD progression ignore the issue of missing data, which is a prevalent issue in longitudinal data. Here, we explored three different strategies to handle missing data. Two of the strategies treated the missing data as a "preprocessing" issue, by imputing the missing data using the previous timepoint ("forward filling") or linear interpolation ("linear filling). The third strategy utilized the minimalRNN model itself to fill in the missing data both during training and testing ("model filling"). Our analyses suggest that the minimalRNN with "model filling" compared favorably with baseline algorithms, including support vector machine/regression, linear state space (LSS) model, and long short-term memory (LSTM) model. Importantly, although the training procedure utilized longitudinal data, we found that the trained minimalRNN model exhibited similar performance, when using only 1 input timepoint or 4 input timepoints, suggesting that our approach might work well with just cross-sectional data. An earlier version of our approach was ranked 5th (out of 53 entries) in the TADPOLE challenge in 2019. The current approach is ranked 2nd out of 63 entries as of June 3rd, 2020.
To characterize the timing of large submacular hemorrhage (SMH) secondary to neovascular age-related macular degeneration (AMD) relative to anti-vascular endothelial growth factor (VEGF) therapy.

Retrospective, consecutive case series.

The study included 46 eyes of 46 patients with large SMH resulting from neovascular AMD selected to undergo pars plana vitrectomy with subretinal tissue plasminogen activator at the Mid Atlantic Retina group of the Wills Eye Hospital.

Patient charts were reviewed to identify baseline characteristics and anti-VEGF treatment details. OCT was used to evaluate pigmented epithelial detachments, SMH, and subretinal fluid before and after SMH.

The timing of SMH in relation to last anti-VEGF injection, the anti-VEGF treatment status (i.e., naive, stable, or recently extended or shortened) at the time of SMH, and the length of the anti-VEGF treatment interval at the time of bleeding.

Submacular hemorrhage occurred in 15 patients (36%) who were treatment naive. In patients trg intervals or recent interval extension, and a large proportion of such hemorrhages are likely to be a result of mechanisms other than loss of effective VEGF inhibition.
To investigate the influence of age on the thickness of the retinal pigment epithelium (RPE)/Bruch's membrane (BM) complex and the quantitative autofluorescence (qAF) and to study the possible correlation existing between these 2 parameters in a healthy White population.

Cross-sectional, observational study.

Healthy White volunteers aged 18 to 65 years.

All subjects underwent spectral domain OCT (SD-OCT) and qAF imaging with the Heidelberg HRA-Spectralis (Heidelberg Engineering, Heidelberg, Germany). Spectral domain OCT images were analyzed using the in-built graph-based automatic segmentation algorithm for single retinal layer identification to assess RPE/BM complex thickness invivo. The thickness values of both inner and outer rings of the Early Treatment Diabetic Retinopathy Study (ETDRS) grid, generated by the software using the "RPE" segmentation, were averaged to obtain a single RPE/BM complex thickness value in each eye. Quantitative autofluorescence images were also evaluated using a dedicatedusting for age and iris color, qAF and RPE/BM complex thickness were still correlated in subjects aged less than 40 years. The RPE/BM complex thickness could reflect the lipofuscin/melanolipofuscin accumulation in normal subjects, adding great interest in RPE cell biology.
BM complex thickness was significantly co/BM complex thickness increased with age in a healthy White population. A similar increase was found for qAF values. After adjusting for age and iris color, qAF and RPE/BM complex thickness were still correlated in subjects aged less than 40 years. The RPE/BM complex thickness could reflect the lipofuscin/melanolipofuscin accumulation in normal subjects, adding great interest in RPE cell biology.
There remains a significant risk of recurrence of intraepithelial neoplasia regardless of the type of conservative treatment. learn more The aim's work is to assess this rate.

All women's consenting who had received conservative treatment at the sites identified since for more than 12 months were included in this multicenter cross-sectional study. The outcome measure was a recurrence of precancerous lesions of the cervix during visual inspection with acetic acid performed by a single practitioner to limit interobserver variability. Data collection and analysis were done on the Stata 13 software. We performed an univariate then multivariate analysis with logistic regression.

Two hundred and seventy-nine participated in this study with an average age of 37.44 (σ=7.31 years). A total of 52.33% were HIV positive. Moreover, 63.44% were treated by cryotherapy versus 36.66% by loop electrosurgical excision procedure. The overall prevalence of recurrences was 8.96%. Multivariate analysis with logistic regression concluded that the risk of recurrence was 5.72 times (OR=1.69-19.29; P=0.005) higher with cryotherapy and 2.85 times higher (OR=1.04-7.82; P=0.042) in women with HIV.

The risk of recurrence is proportionally high with cryotherapy and HIV status. This suggests that an adaptation of the strict monitoring protocols to our African context due to the lack of cytocolposcopic logistical resources.
The risk of recurrence is proportionally high with cryotherapy and HIV status. This suggests that an adaptation of the strict monitoring protocols to our African context due to the lack of cytocolposcopic logistical resources.
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