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2022 EMSL User Meeting
October 4 - 6, 2022

Overview

This three-day event included plenary speakers, flash talks, technical talks, and poster sessions encompassing the following topics:

  • Imaging: Intersecting AI/ML with analysis of cellular and (macro) molecular structures
  • Mass Spectrometry: Automating discovery of molecular profiles across -omics
  • Systems and Synthetic Biology: Refining predictive models of biological systems

2022 EMSL User Meeting: Day One

2022 EMSL User Meeting Day One focused on the following:

  • Systems and Synthetic Biology: Refining predictive models with measurement and engineering
  • How to submit a successful EMSL User Proposal & Discussion Session with EMSL User Executive Committee
  • Imaging: Intersecting AI/ML with analysis of cellular and (macro) molecular structures
  • Demo(s): 
    • Overview of Tahoma supercomputer and Open OnDemand tools 
    • How to run AlphaFold2 and other AI/ML resources for cryoEM imaging

Integrating DBTL with Agile Data Curation

Forecasting Avalanches in Branched Actomyosin Networks with Network Science and Machine Learning

Modeling Photo Induced Electron transfer and transport in Natural Photosystems. An ab-initio perspective on kinetics

Harness the power of machine learning and omics

nmRanalysis: OpenSource Software for Semi-Automated NMR Metabolite Quantification

Overview of Tahoma supercomputer and open on-demand tools

How to run AlphaFold2 and other AI/ML resources for cryo-EM imaging

How to submit a successful EMSL user proposal

2022 EMSL User Meeting: Day Two

2022 EMSL User Meeting Day Two focused on the following:

  • Mass Spectrometry: Automating discovery of molecular profiles across omics
  • Systems and Synthetic Biology: Refining predictive models with measurement and engineering (con't)
  • Demo(s): 
    • PeakDecoder: an AI/ML-based molecular identification algorithm for omics 
    • Snekmer Demo
    • LipidOz: an AI/ML-based tool for automated elucidation of lipid double bond positions
    • Bayesian metabolic control analysis in fungi

Statistical methods and tools for quantitative proteomic investigations

Next Gen Technologies in Metabolomics: : AI/ML, Triboelectric Nanogenerators, Ion Mobility, and Imaging

The Effects of Molecular Representation for Mass Spectral Prediction in Graphical Neural Networks

Increased Versatility of MS/MS Reference Libraries

Multi-omic Pipeline Automation via Multi-omics Analysis Portal (MAP)

Predicting Antimicrobial Properties of Lignin Derivatives Through Combined Data Driven and Experimental Approach

Advancing Biogeochemical Models of Mountain Watersheds

An AI/ML-based tool for automated elucidation of lipid double bond positions

Snekmer: A scalable pipeline for protein sequence fingerprinting based on amino acid recoding

PeakDecoder: an AI/ML-based molecular identification algorithm for omics

Bayesian Metabolic Control Analysis in Fungi Demo

2022 EMSL User Meeting: Day Three

2022 EMSL User Meeting Day Three focused on Imaging: Intersecting AI/ML with analysis of cellular and (macro) molecular structures.

A Workflow for Rapid Multimodal Image Segmentation

User access to Cryo-EM at EMSL: Opportunities Linking Omics and Structural Biology

Foundation models for complex biological systems: Integrating experiments, simulations, and theory

Techniques for Spatial Analysis of C. elegans Anatomy and Reporter Expression

Mercury as an Azophilic Toxicant: From Quantum Chemistry through Genomics to Devastation of the Amazon