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Norli Bokhandel

Statistical Analysis of Microbiome Data

2021, Innbundet, Engelsk

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Microbiome research has focused on microorganisms that live within the human body and their effects on health. During the last few years, the quantification of microbiome composition in different environments has been facilitated by the advent of high throughput sequencing technologies. The statistical challenges include computational difficulties due to the high volume of data; normalization and quantification of metabolic abundances, relative taxa and bacterial genes; high-dimensionality; multivariate analysis; the inherently compositional nature of the data; and the proper utilization of complementary phylogenetic information. This has resulted in an explosion of statistical approaches aimed at tackling the unique opportunities and challenges presented by microbiome data. This book provides a comprehensive overview of the state of the art in statistical and informatics technologies for microbiome research. In addition to reviewing demonstrably successful cutting-edge methods, particular emphasis is placed on examples in R that rely on available statistical packages for microbiome data. With its wide-ranging approach, the book benefits not only trained statisticians in academia and industry involved in microbiome research, but also other scientists working in microbiomics and in related fields.

Produktegenskaper

  • Bidragsyter

    Somnath Datta (Redaktør) ; Subharup Guha (Redaktør)
  • Forlag/utgiver

    Springer Nature Switzerland AG
  • Format

    Innbundet
  • Språk

    Engelsk
  • Utgivelsesår

    2021
  • Antall sider

    346
  • Serienavn

    Frontiers in Probability and the Statistical Sciences
  • Utgivelsesdato

    28.10.2021
  • Varenummer

    9783030733506

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