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  1. ...@eitech.edu.cnAbstractDeciphering the relationships between cis-regulatory elements (CREs) and target gene expression has been a long-standing unsolved problem in molecular biology, and the dynamics of CREs in different cell types make this problem more challenging. To address this challenge, we propose a scalable computational framework...
  2. ...206 computational approach is required to effectively bridge this gap and improve the 207 accuracy of GO term prediction across all specificity levels. 208 209 To address the imbalance across GO specificity levels, we construct the protein 210 sequence large graph (PSL), which employs an imbalance...
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  3. ...) graph that defines each cell’s local neighborhood in the PC space is constructed. (B) Neighborhood regression: For each cell, NNet performs regression within the cell’s KNN using the LRA-derived gene expression as the response and PCs as predictors. This process quantifies coexpression between genes...
  4. ..., while maintaining high phasing block lengths across several standard benchmark data sets from both short and long read sequencing platforms and different coverage regimes.ResultsOverview of RalphiAt a high level, Ralphi consists of two key modules (Fig. 1): (1) fragment graph construction from read...
  5. ....0: scalable core- alignment for massive microbial datasets. Bioinformatics 40: btae311. doi:10.1093/bioinformatics/btae311 ↵Li H. 2025. A collection of high-quality human assemblies [Data set]. In BWT construction and search at the terabase scale (3.0, Vol. 40, Number 12, p. btae717). Zenodo. https...
  6. ...of the initial trees constructed by the neighbor joining algorithm (Saitou and Nei 1987). The results on the initial tree accuracy for fixed genotypes versus uncertain genotypes are shown in Supplemental Figure S1. Initial trees are reasonably accurate with high-quality data but are less accurate than the trees...
  7. ...assemblies, DeepPolisher improves the overall concordance with the Q100 within centromeres, removing 85 SNVs (out of 21,073 total) and 443 INDELs (out of 8516 total). (Supplemental Table 5).To test how DeepPolisher impacts the coding regions, we extracted genes containing frameshift and premature stop...
  8. ...-specific impacts on human health, and methods that accurately determine gene content from metagenomic data can greatly improve our understanding of the extent and importance of this intraspecific diversity. Widely used tools for analyzing metagenomic data can accurately quantify the abundance of species present...
  9. ...the reference selection was guided by the CAMUS score (median 0.8341 vs. 0.8101, P = 7.5 × 10−4), and the annotation accuracy improved significantly (Fig. 2F). This phenomenon was similarly reflected in other methods. That is to say, prioritizing the reference data sets is essential for more accurate annotation...
  10. ...and Semple 2019). Other desired properties of tree–child networks include the fact that all the tree–child networks are efficiently enumerated (Zhang 2019a,b; Cardona and Zhang 2020).ResultsWe mainly report a scalable computer program for inferring tree–child networks from multiple gene trees. The program...
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