书目名称 | High-Performance Algorithms for Mass Spectrometry-Based Omics |
编辑 | Fahad Saeed,Muhammad Haseeb |
视频video | http://file.papertrans.cn/427/426640/426640.mp4 |
概述 | Numerous, advanced high-performance computing techniques and algorithms useful for omics practitioners.Suitable for both learning at undergraduate and graduate level as well as professional level.Ther |
丛书名称 | Computational Biology |
图书封面 |  |
描述 | .To date, processing of high-throughput Mass Spectrometry (MS) data is accomplished using serial algorithms. Developing new methods to process MS data is an active area of research but there is no single strategy that focuses on scalability of MS based methods. .. ..Mass spectrometry is a diverse and versatile technology for high-throughput functional characterization of proteins, small molecules and metabolites in complex biological mixtures. In the recent years the technology has rapidly evolved and is now capable of generating increasingly large (multiple tera-bytes per experiment) and complex (multiple species/microbiome/high-dimensional) data sets. This rapid advance in MS instrumentation must be matched by equally fast and rapid evolution of scalable methods developed for analysis of these complex data sets. Ideally, the new methods should leverage the rich heterogeneous computational resources available in a ubiquitous fashion in the form of multicore, manycore, CPU-GPU, CPU-FPGA, and IntelPhi architectures. .. ..The absence of these high-performance computing algorithms now hinders scientific advancements for mass spectrometry research. In this book we illustrate the n |
出版日期 | Book 2022 |
关键词 | High Performance Computing; Mass Spectrometry; Big Data; Proteomics; Protogenomics |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-031-01960-9 |
isbn_softcover | 978-3-031-01962-3 |
isbn_ebook | 978-3-031-01960-9Series ISSN 1568-2684 Series E-ISSN 2662-2432 |
issn_series | 1568-2684 |
copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |