Random Forests is a popular classification and regression method that has proven
powerful for various prediction problems in biological studies. However, its
performance often deteriorates when the number of features increases. To address
this limitation, feature elimination Random Forests was proposed that only uses
features with the largest variable importance scores. Yet the performance of
this... hiện toàn bộ
BackgroundMost eukaryotic protein‐coding genes exhibit alternative cleavage and
polyadenylation (APA), resulting in mRNA isoforms with different 3′ untranslated
regions (3′ UTRs). Studies have shown that brain cells tend to express long 3′
UTR isoforms using distal cleavage and polyadenylation sites (PASs).MethodsUsing
our recently developed, comprehensive PAS database PolyA_DB, we developed an
ef... hiện toàn bộ
Hyunjin Shin, Tao Liu, Xikun Duan, Yong Zhang, X. Shirley Liu
Chromatin immunoprecipitation coupled with massive parallel sequencing
(ChIP‐seq) is a powerful technology to identify the genome‐wide locations of DNA
binding proteins such as transcription factors or modified histones. As more and
more experimental laboratories are adopting ChIP‐seq to unravel the
transcriptional and epigenetic regulatory mechanisms, computational analyses of
ChIP‐seq also becom... hiện toàn bộ
The Cistrome Data Browser (DB) at the website (cistrome.org/db) provides about
56,000 published human and mouse ChIP‐seq, DNase‐seq, and ATAC‐seq chromatin
profiles, which we have processed using uniform analysis and quality control
pipelines. The Cistrome DB Toolkit at the website (dbtoolkit.cistrome.org) was
developed to allow users to investigate fundamental questions using this data
collection... hiện toàn bộ
BackgroundMicroRNAs (miRNAs) are a significant type of non‐coding RNAs, which
usually were encoded by endogenous genes with about ~22 nt nucleotides.
Accumulating biological experiments have shown that miRNAs have close
associations with various human diseases. Although traditional experimental
methods achieve great successes in miRNA‐disease interaction identification,
these methods also have som... hiện toàn bộ
Sebastián Torcida, Paula N. González, Federico Pablo Lotto
BackgroundSymmetry of biological structures can be thought as the repetition of
their parts in different positions and orientations. Asymmetry analyses,
therefore, focuses on identifying and measuring the location and extent of
symmetry departures in such structures. In the context of geometric
morphometrics, a key step when studying morphological variation is the
estimation of the symmetric shape... hiện toàn bộ
BackgroundPrecision medicine approach holds great promise to tailored diagnosis,
treatment and prevention. Individuals can be vastly different in their genomic
information and genetic mechanisms hence having unique transcriptomic
signatures. The development of precision medicine has demanded moving beyond DNA
sequencing (DNA‐Seq) to much more pointed RNA‐sequencing (RNA‐Seq) [ Cell, 2017,
168: 584... hiện toàn bộ
BackgroundA main goal of metagenomics is taxonomic characterization of microbial
communities. Although sequence comparison has been the main method for the
taxonomic classification, there is not a clear agreement on similarity
calculation and similarity thresholds, especially at higher taxonomic levels
such as phylum and class. Thus taxonomic classification of novel metagenomic
sequences without c... hiện toàn bộ