Suppr超能文献

使用 Bash 和 R 教授本科生基本下一代测序 (NGS) 分析技能的协议。

A Protocol for Teaching Basic Next Generation Sequencing (NGS) Analysis Skills to Undergraduate Students Using Bash and R.

机构信息

Department of Biology, University of Florence, Sesto Fiorentino, Italy.

出版信息

Methods Mol Biol. 2021;2242:245-265. doi: 10.1007/978-1-0716-1099-2_16.

Abstract

Next generation sequencing (NGS) is routinely used to study crucial aspects of biological systems, including differentially expressed genes identification, microbiome taxonomic composition and structure, enrichment of specific cellular functions in a given environment, and so on. Current research laboratories are facing a serious lack in the availability of properly trained researchers capable of carrying out basic NGS analysis computational pipelines. This reflects a gap in most academic curricula concerning the basics of NGS data management, analysis, and interpretation. Indeed, most of the times, the knowledge necessary to undertake these tasks is acquired through the use of one-shot tutorial, without a thorough explanation of the concepts behind the practical steps. With this protocol we aim to fill this gap by providing teachers with a hands-on protocol to guide bachelor and master students in a more focused analysis of NGS data, from basic and standard operations on sequencing reads (e.g., quality check and trimming) to more advanced analysis techniques (e.g., data normalization).

摘要

下一代测序 (NGS) 已被广泛应用于研究生物系统的关键方面,包括差异表达基因鉴定、微生物组分类组成和结构、特定细胞功能在给定环境中的富集等。当前,大多数研究实验室都面临着合格研究人员严重短缺的问题,这些研究人员应具备开展基本 NGS 分析计算流程的能力。这反映了大多数学术课程中都存在 NGS 数据管理、分析和解释基础知识的空白。事实上,大多数时候,完成这些任务所需的知识是通过使用一次性教程获得的,而没有对实际步骤背后的概念进行透彻的解释。通过本方案,我们旨在通过提供一个实操方案来填补这一空白,该方案可指导本科生和研究生更专注地分析 NGS 数据,从测序读取的基本和标准操作(例如,质量检查和修剪)到更高级的分析技术(例如,数据标准化)。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验