Next-Generation Sequencing Data Analysis (Hardcover)
暫譯: 下一代測序數據分析 (精裝版)

Xinkun Wang

  • 出版商: CRC
  • 出版日期: 2016-02-24
  • 售價: $4,250
  • 貴賓價: 9.5$4,038
  • 語言: 英文
  • 頁數: 258
  • 裝訂: Hardcover
  • ISBN: 1482217880
  • ISBN-13: 9781482217889
  • 相關分類: Data Science
  • 已絕版

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商品描述

A Practical Guide to the Highly Dynamic Area of Massively Parallel Sequencing

 

The development of genome and transcriptome sequencing technologies has led to a paradigm shift in life science research and disease diagnosis and prevention. Scientists are now able to see how human diseases and phenotypic changes are connected to DNA mutation, polymorphism, genome structure, and epigenomic abnormality. Next-Generation Sequencing Data Analysis shows how next-generation sequencing (NGS) technologies are applied to transform nearly all aspects of biological research.

 

The book walks readers through the multiple stages of NGS data generation and analysis in an easy-to-follow fashion. It covers every step in each stage, from the planning stage of experimental design, sample processing, sequencing strategy formulation, the early stage of base calling, reads quality check and data preprocessing to the intermediate stage of mapping reads to a reference genome and normalization to more advanced stages specific to each application. All major applications of NGS are covered, including:

  • RNA-seq: mRNA-seq and small RNA-seq
  • Genotyping and variant discovery through genome re-sequencing
  • De novo genome assembly
  • ChIP-seq to study DNA–protein interaction
  • Methylated DNA sequencing on epigenetic regulation
  • Metagenome analysis through community genome shotgun sequencing

 

Before detailing the analytic steps for each of these applications, the book presents the ins and outs of the most widely used NGS platforms, with side-by-side comparisons of key technical aspects. This helps practitioners decide which platform to use for a particular project. The book also offers a perspective on the development of DNA sequencing technologies, from Sanger to future-generation sequencing technologies.

 

The book discusses concepts and principles that underlie each analytic step, along with software tools for implementation. It highlights key features of the tools while omitting tedious details to provide an easy-to-follow guide for practitioners in life sciences, bioinformatics, and biostatistics. In addition, references to detailed descriptions of the tools are given for further reading if needed. The accompanying website for the book provides step-by-step, real-world examples of how to apply the tools covered in the text to research projects. All the tools are freely available to academic users.

商品描述(中文翻譯)

《大規模平行測序的實用指南》

基因組和轉錄組測序技術的發展已經引發了生命科學研究以及疾病診斷和預防的範式轉變。科學家們現在能夠看到人類疾病和表型變化如何與DNA突變、多態性、基因組結構和表觀基因組異常相關聯。《下一代測序數據分析》展示了下一代測序(Next-Generation Sequencing, NGS)技術如何應用於改變幾乎所有生物研究的各個方面。

本書以易於理解的方式引導讀者了解NGS數據生成和分析的多個階段。它涵蓋了每個階段的每一步,從實驗設計的規劃階段、樣本處理、測序策略制定、基礎呼叫的早期階段、讀取質量檢查和數據預處理,到將讀取映射到參考基因組的中間階段,以及針對每個應用的更高階段。所有主要的NGS應用都被涵蓋,包括:

- RNA-seq:mRNA-seq和小RNA-seq
- 通過基因組重測序進行基因分型和變異發現
- De novo基因組組裝
- ChIP-seq研究DNA-蛋白質相互作用
- 針對表觀遺傳調控的甲基化DNA測序
- 通過社區基因組隨機測序進行的宏基因組分析

在詳細說明這些應用的分析步驟之前,本書介紹了最廣泛使用的NGS平台的內部運作,並對關鍵技術方面進行了並排比較。這有助於實踐者決定在特定項目中使用哪個平台。本書還提供了DNA測序技術的發展視角,從Sanger測序到未來的測序技術。

本書討論了每個分析步驟背後的概念和原則,以及實施所需的軟體工具。它突出了這些工具的關鍵特徵,同時省略了繁瑣的細節,以提供一個易於遵循的指南,適合生命科學、生物資訊學和生物統計學的實踐者。此外,書中提供了詳細描述這些工具的參考資料,以便需要時進一步閱讀。本書的配套網站提供了逐步的實際範例,展示如何將書中涵蓋的工具應用於研究項目。所有工具對學術用戶均可免費使用。