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Titlebook: Statistical Genomics; Brooke Fridley,Xuefeng Wang Book 2023 The Editor(s) (if applicable) and The Author(s), under exclusive license to Sp

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Statistics and Machine Learning in Mass Spectrometry-Based Metabolomics Analysis, methods, internal standard-based, and quality control sample-based normalization. We also summarize different types of statistical analysis for metabolomics and clinical outcomes, such as inference on metabolic biomarkers, clustering of metabolomic profiles, metabolite module building, and integrative analysis with transcriptome.
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Pharmacogenomic and Statistical Analysis,netic studies. In this chapter, we review basic concepts in pharmacogenomic study designs, data generation techniques, statistical analysis approaches, and commonly used methods and briefly discuss the ultimate translation of findings to clinical care.
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A Primer on Preprocessing, Visualization, Clustering, and Phenotyping of Barcode-Based Spatial Tran review some of the existing algorithms to perform these analytical tasks and highlight some of the unmet analytical challenges in the analysis of ST data. Given the diversity of available ST technologies, we focus this chapter on the analysis of barcode-based RNA quantitation techniques.
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https://doi.org/10.1007/978-1-0716-2986-4metagenomics; Microbiome; Spatial Transcriptomics; DNA-seq; Pharmacogenomics
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