Big Data in Omics and Imaging: Integrated Analysis and Causal Inference

ISBN-13: 9781032095233 / Angielski / Miękka / 2021 / 766 str.

Momiao Xiong

Opis

Emerging genomic, epigenomic, sensing and image technologies will produce massive, dimensional genomic, epigenomic, physiological, image and clinical data. The book is designed to introduce the currently developed statistical methods and software for big genomic and epigenomic data analysis.

Spis treści

Preface

Author

1. Genotype–Phenotype Network Analysis

2. Causal Analysis and Network Biology

3. Wearable Computing and Genetic Analysis of Function-Valued Traits

4. RNA-Seq Data Analysis

5. Methylation Data Analysis

6. Imaging and Genomics

7. From Association Analysis to Integrated Causal Inference

References

Index

O autorze

Momiao Xiong is a professor of Biostatistics at the University of Texas Health Science Center in Houston where he has worked since 1997. He received his PhD in 1993 from the University of Georgia.