PPT-AutoML for Functional Genomics

Zijun Frank Zhang Center for Computational Biology Genomics Flatiron Institute Simons Foundation Oct 20 2020 Convolutional neural networks CNN provide powerful tools in diverse fields. The network concept Various types of networks (represented by weighted, directed, coloured graphs) became widely applied to describe complex systems in the last decade. Modelling a complex system as a selection, . regulation, epigenomics, . disease. Manolis Kellis. MIT Computer Science & Artificial Intelligence Laboratory. Broad Institute of MIT and Harvard. Recombination breakpoints. Family Inheritance. NGS analysis. Ravi Madduri. madduri@anl.gov. Joint work with Paul . Davé. , Lukasz . Lacinski. , Alex Rodriguez, . Dinanath. . Sulakhe. , Ryan Chard and Ian Foster. Globus Genomics is developed, operated, and supported by researchers, developers, and . selection, . regulation, epigenomics, . disease. Manolis Kellis. MIT Computer Science & Artificial Intelligence Laboratory. Broad Institute of MIT and Harvard. Goal: A systems-level understanding of genomes and gene regulation:. Overview and Capabilities: . . High Throughput Sequencing Facility (HTSG). Functional Genomics M. ammalian Genotyping Core (MGC). Corbin Jones. Faculty Director. Piotr . Meiczkowski . Technologies . What is Structural Genomics ?. Is the process of high-. throughtput. determination of 3-D structures of Biological macromolecules. What is the Goal of Structural Genomics ?. Provision of enough structural templates to facilitate homology modeling of most proteins.. “. User facility. providing high-throughput DNA sequencing & analysis in support of DOE missions in alternative . energy. , . carbon cycling . & . bioremediation. .”. Opened in 1999. ~240 UC Employees. Outline : Functional genomicsIntroductionRelation between genotype and phenotypeEight model organismsE. coli; yeast; ArabidopsisC. elegansDrosophilazebrafish; mouse; humanFunctional genomics using re Genomics and Society Nature (2014) “ …disorders not readily explained by standard tests can sometimes be diagnosed through genome sequencing and analysis.” The Origin of “Genomics& from NHGRI’s . Planning . Workshop on the Future Opportunities . for . Genome Sequencing . & Beyond. Mark Gerstein & Rick Myers. Recommendations related to genome function. . Part 1: Workshop summary (Mark). . Carl Pray. 1. Can advances in biology transform Asian agriculture? Challenges are large. Food production . Productivity growth . Crises – . Biological -Africa Swine Fever, corn stalk borer, fall armyworm, wheat rust. What . is . Functional. . Genomics?. RNA . Transcription/Gene. . Expression. Measuring Gene. . Expression. Microarrays. High-throughput. . Sequencing. Transcriptional. . Regulation. Transcription. Ian Green. Clinical Engagement and Education Business Manager. Strategy. Work undertaken by Genome One (part of the . Garvan. Institute). Work underway. Completion date . –. 17. th. , March 2017. Ravi Madduri. madduri@anl.gov. Joint work with Paul . Davé. , Lukasz . Lacinski. , Alex Rodriguez, . Dinanath. . Sulakhe. , Ryan Chard and Ian Foster. Globus Genomics is developed, operated, and supported by researchers, developers, and .