Back to Search
Start Over
Managing a Large-Scale Multiomics Project: A Team Science Case Study in Proteogenomics
- Source :
- Methods Mol Biol, Methods in Molecular Biology ISBN: 9781071608487
- Publication Year :
- 2020
-
Abstract
- Highly collaborative scientists are often called on to extend their expertise to different types of projects and to expand the scope and scale of projects well beyond their previous experience. For a large-scale project involving "big data" to be successful, several different aspects of the research plan need to be developed and tested, which include but are not limited to the experimental design, sample collection, sample preparation, metadata recording, technical capability, data acquisition, approaches for data analysis, methods for integration of different data types, recruitment of additional expertise as needed to guide the project, and strategies for clear communication throughout the project. To capture this process, we describe an example project in proteogenomics that built on our collective expertise and experience. Key steps included definition of hypotheses, identification of an appropriate clinical cohort, pilot projects to assess feasibility, refinement of experimental designs, and extensive discussions involving the research team throughout the process. The goal of this chapter is to provide the reader with a set of guidelines to support development of other large-scale multiomics projects.
- Subjects :
- Big Data
Proteomics
Computer science
Process (engineering)
Big data
Interdisciplinary Research
Gene Expression
Pilot Projects
Biostatistics
Article
Cohort Studies
03 medical and health sciences
0302 clinical medicine
Humans
030304 developmental biology
Proteogenomics
0303 health sciences
Scope (project management)
business.industry
Scale (chemistry)
Design of experiments
Genomics
Data science
Metadata
Identification (information)
Research Design
030220 oncology & carcinogenesis
Informatics
business
Subjects
Details
- ISBN :
- 978-1-07-160848-7
- ISSN :
- 19406029
- ISBNs :
- 9781071608487
- Volume :
- 2194
- Database :
- OpenAIRE
- Journal :
- Methods in molecular biology (Clifton, N.J.)
- Accession number :
- edsair.doi.dedup.....3dc829d0a829b77e9ef16401403d77ad