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Related Concept Videos

RNA-seq03:21

RNA-seq

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RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
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PIWI-interacting RNAs, or piRNAs, are the most abundant short non-coding RNAs. More than 20,000 genes have been found in humans that code for piRNAs while only 2000 genes have been found for miRNAs. piRNAs can act at the transcriptional and post-transcriptional levels and have a vital role in silencing transposable elements present in germ cells. They are also involved in epigenetic silencing and activation. Previously, they were thought to function only in germ cells but new evidence suggests...
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Updated: Nov 3, 2025

A Bioinformatics Pipeline for Investigating Molecular Evolution and Gene Expression using RNA-seq
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A Bioinformatics Pipeline for Investigating Molecular Evolution and Gene Expression using RNA-seq

Published on: May 28, 2021

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pyrpipe: a Python package for RNA-Seq workflows.

Urminder Singh1, Jing Li2, Arun Seetharam3

  • 1Bioinformatics and Computational Biology Program, Iowa State University, Ames, IA 50014, USA.

NAR Genomics and Bioinformatics
|June 4, 2021
PubMed
Summary
This summary is machine-generated.

A new Python package, pyrpipe, offers a flexible framework for fast, reproducible RNA-Seq analysis. This tool simplifies complex bioinformatics workflows, enabling efficient data interpretation and sharing of results.

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • The increasing volume of RNA-Seq data necessitates efficient and reproducible analysis methods.
  • Existing tools often lack flexibility and ease of integration for complex pipelines.
  • A unified framework is required to manage and analyze large-scale transcriptomic datasets.

Purpose of the Study:

  • To develop a Python package, pyrpipe, for creating flexible, reproducible, and manageable RNA-Seq analysis pipelines.
  • To provide high-level APIs for popular RNA-Seq tools within a Python environment.
  • To facilitate the integration of custom code and third-party programs for enhanced pipeline customization.

Main Methods:

  • Development of pyrpipe as an object-oriented Python package.
  • Implementation of high-level APIs for accessing RNA-Seq analysis tools.
  • Support for pipeline customization, checkpointing, and integration with workflow management systems.
  • Generation of detailed analysis and benchmark reports.

Main Results:

  • pyrpipe enables the straightforward development of complex, reproducible RNA-Seq pipelines.
  • The package integrates popular RNA-Seq tools and allows for custom code integration.
  • Case studies demonstrate pyrpipe's functionality with diverse RNA-Seq datasets (GTEx, SARS-CoV-2, Zea mays).
  • pyrpipe supports execution across multiple computing environments with efficient resource management.

Conclusions:

  • pyrpipe provides a robust and flexible solution for RNA-Seq data analysis.
  • The package enhances reproducibility and simplifies debugging of bioinformatics workflows.
  • pyrpipe is freely available with comprehensive documentation, promoting its adoption in research.