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Introduction Identification of Alzheimer's Disease (AD)-related transcriptomic signatures from blood is important for early diagnosis the disease. Deep learning techniques are potent classifiers AD diagnosis, but most have been unable to identify biomarkers because their lack interpretability. Methods To address these challenges, we propose a pathway information-based neural network (PINNet) pr...

Despite significant advances of the bovine epigenome investigation, new evidence for epigenetic basis fetal cartilage development remains lacking. In this study, chondrocytes were isolated from long bone tissues fetuses at 90 days. The Assay Transposase-Accessible Chromatin with high throughput sequencing (ATAC-seq) and transcriptome (RNA-seq) used to characterize gene expression chromatin acce...

Background: Since both fetal and postnatal development is determined by early embryonic the molecular mechanism organogenesis process of mouse embryos have been thoroughly studied. However, specific in Mongolian sheep remains poorly understood. Methods: The 16-day 25-day embryo samples Inner Mongolia Hulunbuir short-tailed were evaluated transcriptome sequencing technique genes with significant...

Abstract Background The regeneration of muscle cells from stem is an intricate process, and various genes are included in the process such as myoD, mf5, mf6, etc. key pathways differentiating stages various. Therefore, differential expression after 4 weeks differentiation were investigated our study. Method Three published gene profiles, GSE131125, GSE148994, GSE149055, about comparisons plurip...

One inevitable consequence of aging is the gradual deterioration physical function and exercise capacity, driven in part by adverse effect age on muscle tissue. We hypothesized that relationships exist between age-related differentially expressed genes (DEGs) skeletal age-associated declines capacity. Previously, male C57BL/6mice (6m, months old, 24m, 28m) were tested for using a composite scor...

Abstract Background Peripheral immune response has been revealed to play a critical role in proliferative vitreoretinopathy (PVR). However, the reliable immune-related factors that are acting as prognostic indicators or therapeutic targets for PVR remain explore further. Methods In current study, we applied whole-transcriptome sequencing profile peripheral blood mononuclear cells from patients ...

Objective: This study aimed to identify hub genes that are associated with hepatocellular carcinoma (HCC) prognosis by bioinformatics analysis. Methods: Data were collected from the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) liver HCC datasets. robust rank aggregation algorithm was used in integrating data on differentially expressed (DEGs). Online databases DAVID 6.8 REAC...