CellRank could also be extended by using temporal information, such as timepoints in the lung dataset52, to regularize the model, by only allowing transitions consistent with experimental time64. Further, lineage tracing information could regularize the model to obey clonal dynamics65. CellRank could...
1a). We further found that sibling terms (i.e., terms that have the same parent node) are more similar to each other in terms of text-based cell type similarity with the increase of depth on the Cell Ontology graph, reflecting OnClass’ ability to model the similarity among cell types ...
Results In order to develop the high-accuracy model, we focus on some possible aspects concerning the prediction performance, including the impact of interior residues, different contributions of adjacent residues, and the imbalanced data which contain much more non-epitope residues than epitope ...
using all the authority of science, project the social hierarchy onto nature, they can reinforce the same hierarchy as ‘natural’. The centralised model from cells
assisted tools is part of the research design or methods (for example, in the field of biomedical imaging). If this is the case, such use must be described in a reproducible manner in the methods section, including the name of the model or tool, version and extension numbers, and ...
assisted tools is part of the research design or methods (for example, in the field of biomedical imaging). If this is the case, such use must be described in a reproducible manner in the methods section, including the name of the model or tool, version and extension numbers, and ...
Additionally, the “Flap assay” and “sandwich model” can be used to evaluate the hair inductive ability of DPCs [58, 60]. Owing to its simple operation, fewer complications, and biomimetic environment, the “patch assay” is more commonly used in hair regeneration models compared to the ...
Predictive Analysis of New Energy Vehicle Life Cycle Based On Logistic Model This article uses (new energy vehicle or electric vehicle or hybrid vehicle or fuel cell vehicle or hydrogen energy powered vehicle or solar vehicle) as the search key, Based on the new energy vehicle invention patent ...
Third, the application of the modeling ideas in scCASE may not be confined solely to scCAS data. Given the accuracy and interpretability of scCASE, we speculate the prosperous applications to single-cell data of other omics, such as spatial omics and even multi-omics. Methods The model of ...
However, the existing RNA velocity methods are often found to return erroneous results, partly due to model violation or lack of temporal regularization. Here, we present UniTVelo, a statistical framework of RNA velocity that models the dynamics of spliced and unspliced RNAs via flexible ...