| Literature DB >> 33604514 |
Annelies J van Vuren1, Stephanie van Straaten1, Michal Mokry2, Richard van Wijk3, Eduard J van Beers1.
Abstract
Entities:
Year: 2021 PMID: 33604514 PMCID: PMC7886403 DOI: 10.1097/HS9.0000000000000531
Source DB: PubMed Journal: Hemasphere ISSN: 2572-9241
Figure 1.Principle component analysis (PCA). PCA is a technique to reduce dimensionality and emphasize variation in a dataset. New variables are constructed as weighted averages of the original variables. These new variables are called the principal components. The plot of the 2 most important principal components (explaining the variance or dimensionality of gene expression) illustrates distinct patterns in our dataset. The percentages provided on x-axis and y-axis (…) are relative but display the variance that the principal component accounts for in the analysis. Gene expression profiles of patients that are more closely correlated cluster together. Input data is regularized log-transformed. Each dot represents 1 patient, and the location of a dot is determined from the top 3000 most variable genes in the dataset. The dots are colored according to disease category. HA = hemolytic anemia; HC = healthy control; SCD_DFX = deferasirox-treated sickle cell disease; SCD_wo = sickle cell disease without deferasirox treatment.
Figure 2.Heatmap of top 29 differentially expressed genes in SCD not treated with DFX compared with other hemolytic anemias and healthy controls. The heatmap is constructed with Z scores of quantile normalized, log2 transformed data. Hierarchical, unsupervised clustering of the genes (rows) was applied by the complete linkage method. This mathematical method defines the distance between 2 classes as the maximum (Euclidean) distance between 2 elements from each class. The pair of elements that have the smallest distance between each other are aggregated in a new element. The dendrogram provides a graphical representation of the aggregations of the clustering analysis. The columns of the heatmap are colored by diagnosis. DFX_SCD = deferasirox-treated sickle cell disease; PKD = pyruvate kinase deficiency; SCD = sickle cell disease.