Quantitative Analysis of Cell Subpopulations and Heterogeneity Differences. Cellular subpopulations can be reflected from variances of metabolite expression levels and their associated metabolic noise distributions.
Therefore, cells from a scRNA-seq experiment are first organized into subpopulations, e.g., by integrating the multiple samples together9 and clustering or applying a subpopulation-level assignment algorithm10 or cell-level prediction11...
B cell subsets were the most consistently affected, with all B cell subpopulations showing significantly higher levels in winter. Treg, NK(T), and classical monocytes (CD14++CD16) were also significantly higher in winter, while granulocytes...
As we can see from the illustration, And Cell Subpopulation Levels has many fascinating aspects to explore.
the entire population, potentially masking subpopulation-level differences. By fractionating cells according to size, we sought to uncover whether distinct subsets within this commonly used model exhibit divergent behaviors that are otherwise obscured in bulk analyses.
Cellular levels change during disease progression. Thus, this study sought to explore how abnormalities at the level of subpopulations of retinal tissue cells play a role in the development of DR.
Although the SCENITH technique holds a lot of promise, it seems to be dedicated to the analysis of subpopulations rather than strictly to the analysis of single cells. Indeed, the study of metabolism is conducted by evaluating 4 experimental conditions in parallel and not on the same cell.
(C) Scatter plot of subpopulation composition with x-axis as the ground truth and y-axis as the estimation. Each point represents a specific cell type of one PBMC sample. (D) Bar plot shows the decomposition performance on the cell-type level with the Pearson correlation coefficient.
