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  1. ...confidently annotate only a small fraction (<0.10), a 1.7-bit annotation confidently annotates 0.64 of the (Fig. 5F; Supplemental Figs. 14–16).DiscussionChromatin state annotations are essential for various downstream tasks, including identifying regulatory regions and cell type–specific activity patterns...
  2. ....g., in the cellular differentiation study).Central to DRMN's modeling framework is joint learning of predictive regulatory programs for each cell type or time point by using multitask learning. Using two different approaches to multitask learning, we show that joint learning of regulatory programs is advantageous...
  3. ...and DNA methylation in single human cells. Nat Methods 16: 999–1006. doi:10.1038/s41592-019-0547-z ↵Li GQ, Liu YP, Zhang YX, Kubo N, Yu M, Fang RX, Kellis M, Ren B. 2019. Joint profiling of DNA methylation and chromatin architecture in single cells. Nat Methods 16: 991–993. doi:10.1038/s41592-019-0502-z...
  4. ...be interpreted by the fact that all the associated enhancers of a certain gene exert the joint regulatory effect.View larger version: In this window In a new window Figure 8. Obstruction of the transcriptional activation of antiviral genes facilitates viral infection. (A) qRT-PCR analysis for changes...
  5. ...the sci-ATAC-seq assay in L2 larvae to match the available single-cell RNA-seq data set. By using a novel implementation of the latent Dirichlet allocation algorithm, we identify 37 clusters of cells that correspond to different cell types in the worm, providing new maps of putative cell type–specific...
  6. ...understand the CTCF sites that are dynamic among our cellular states, we parsedCTCFpeaks present in the ES 2i, ES serum, and NPC conditions into classes based on their cell-type–specific occupancy (Fig. 2A; Supplemental Methods). We identified 56,138, 50,185, and 28,860 binding sites in ES 2i, ES serum...
  7. ...zones enriched in reads, whereas SWEMBL highlights the precise position of peaks (Supplemental Fig. S1D; Methods). This joint analysis returned 65,019 high-confidence peaks that identified the major IS of DNA replication and 35,512 initiation zones (IZ) that encompassed one or several closely associated...
  8. ....CDT is an important feature in identifying cancer lncRNAsAs TADs are characterized by high-density chromatin contacts, and their alterations may cause aberrant gene expression (Valton and Dekker 2016), we considered TADs in cancer as functional units where lncRNAs may affect the expression of cancer driver PCGs. TADs...
  9. ...of the relationships between the topological domains and chromatin states, gene expression, and DNA replication timing.Recent advances in imaging technologies (Bintu et al. 2018; Su et al. 2020) and chromosome conformation capture (3C)–based technologies such as Hi-C (Dekker et al. 2002; Dostie et al. 2006; Simonis et...
  10. ...structure in this case.Performance on simulated data setscisDIVERSITY can be thought of as a joint clustering and de novo motif discovery method. To systematically assess how well cisDIVERSITY is able to retrieve modules and motifs, we simulated more such data sets. To better emulate reality, we used random...
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