Skip to main content

PNNL

  • About
  • News & Media
  • Careers
  • Events
  • Research
    • Scientific Discovery
      • Biology
        • Chemical Biology
        • Computational Biology
        • Ecosystem Science
        • Human Health
          • Cancer Biology
          • Exposure Science & Pathogen Biology
        • Integrative Omics
          • Advanced Metabolomics
          • Chemical Biology
          • Mass Spectrometry-Based Measurement Technologies
          • Spatial and Single-Cell Proteomics
          • Structural Biology
        • Microbiome Science
          • Biofuels & Bioproducts
          • Human Microbiome
          • Soil Microbiome
          • Synthetic Biology
        • Predictive Phenomics
      • Chemistry
        • Computational Chemistry
        • Chemical Separations
        • Chemical Physics
        • Catalysis
      • Earth & Coastal Sciences
        • Global Change
        • Atmospheric Science
          • Atmospheric Aerosols
          • Human-Earth System Interactions
          • Modeling Earth Systems
        • Coastal Science
        • Ecosystem Science
        • Subsurface Science
        • Terrestrial Aquatics
      • Materials Sciences
        • Materials in Extreme Environments
        • Precision Materials by Design
        • Science of Interfaces
        • Solid Phase Processing
          • Cold Spray
          • Friction Stir Welding & Processing
          • ShAPE
      • Nuclear & Particle Physics
        • Dark Matter
        • Fusion Energy Science
        • Neutrino Physics
      • Quantum Information Sciences
    • Energy Resiliency
      • Electric Grid Modernization
        • Emergency Response
        • Grid Analytics
          • AGM Program
          • Tools and Capabilities
        • Grid Architecture
        • Grid Cybersecurity
        • Grid Energy Storage
        • Transmission
        • Distribution
      • Energy Efficiency
        • Appliance and Equipment Standards
        • Building Energy Codes
        • Building Technologies
          • Advanced Building Controls
          • Advanced Lighting
          • Building-Grid Integration
        • Building and Grid Modeling
        • Commercial Buildings
        • Federal Buildings
          • Federal Performance Optimization
          • Resilience and Security
        • Residential Buildings
          • Building America Solution Center
          • Energy Efficient Technology Integration
          • Home Energy Score
        • Energy Efficient Technology Integration
      • Energy Storage
        • Electrochemical Energy Storage
        • Flexible Loads and Generation
        • Grid Integration, Controls, and Architecture
        • Regulation, Policy, and Valuation
        • Science Supporting Energy Storage
        • Chemical Energy Storage
      • Environmental Management
        • Waste Processing
        • Radiation Measurement
        • Environmental Remediation
      • Fossil Energy
        • Subsurface Energy Systems
        • Carbon Management
          • Carbon Capture
          • Carbon Storage
          • Carbon Utilization
        • Advanced Hydrocarbon Conversion
      • Nuclear Energy
        • Fuel Cycle Research
        • Advanced Reactors
        • Reactor Operations
        • Reactor Licensing
      • Renewable Energy
        • Solar Energy
        • Wind Energy
          • Wind Resource Characterization
          • Wildlife and Wind
          • Community Values and Ocean Co-Use
          • Wind Systems Integration
          • Wind Data Management
          • Distributed Wind
        • Marine Energy
          • Environmental Monitoring for Marine Energy
          • Marine Biofouling and Corrosion
          • Marine Energy Resource Characterization
          • Testing for Marine Energy
          • The Blue Economy
        • Hydropower
          • Environmental Performance of Hydropower
          • Hydropower Cybersecurity and Digitalization
          • Hydropower and the Electric Grid
          • Materials Science for Hydropower
          • Pumped Storage Hydropower
          • Water + Hydropower Planning
        • Grid Integration of Renewable Energy
        • Geothermal Energy
      • Transportation
        • Bioenergy Technologies
          • Algal Biofuels
          • Aviation Biofuels
          • Waste-to-Energy and Products
        • Hydrogen & Fuel Cells
        • Vehicle Technologies
          • Emission Control
          • Energy-Efficient Mobility Systems
          • Lightweight Materials
          • Vehicle Electrification
          • Vehicle Grid Integration
    • National Security
      • Chemical & Biothreat Signatures
        • Contraband Detection
        • Pathogen Science & Detection
        • Explosives Detection
        • Threat-Agnostic Biodefense
      • Cybersecurity
        • Discovery and Insight
        • Proactive Defense
        • Trusted Systems
      • Nuclear Material Science
      • Nuclear Nonproliferation
        • Radiological & Nuclear Detection
        • Nuclear Forensics
        • Ultra-Sensitive Nuclear Measurements
        • Nuclear Explosion Monitoring
        • Global Nuclear & Radiological Security
      • Stakeholder Engagement
        • Disaster Recovery
        • Global Collaborations
        • Legislative and Regulatory Analysis
        • Technical Training
      • Systems Integration & Deployment
        • Additive Manufacturing
        • Deployed Technologies
        • Rapid Prototyping
        • Systems Engineering
      • Threat Analysis
        • Advanced Wireless Security
          • 5G Security
          • RF Signal Detection & Exploitation
        • Internet of Things
        • Maritime Security
        • Millimeter Wave
        • Mission Risk and Resilience
    • Data Science & Computing
      • Artificial Intelligence
      • Graph and Data Analytics
      • Software Engineering
      • Computational Mathematics & Statistics
      • Future Computing Technologies
        • Adaptive Autonomous Systems
    • Publications & Reports
    • Featured Research
  • People
    • Inventors
    • Lab Leadership
    • Lab Fellows
    • Staff Accomplishments
  • Partner with PNNL
    • Education
      • Undergraduate Students
      • Graduate Students
      • Post-graduate Students
      • University Faculty
      • University Partnerships
      • K-12 Educators and Students
      • STEM Education
        • STEM Workforce Development
        • STEM Outreach
        • Meet the Team
      • Internships
    • Community
      • Regional Impact
      • Philanthropy
      • Volunteering
    • Industry
      • Available Technologies
      • Industry
      • Industry Partnerships
      • Licensing & Technology Transfer
      • Entrepreneurial Leave
      • Visual Intellectual Property Search (VIPS)
  • Facilities & Centers
    • All Facilities
      • Atmospheric Radiation Measurement User Facility
      • Electricity Infrastructure Operations Center
      • Energy Sciences Center
      • Environmental Molecular Sciences Laboratory
      • Grid Storage Launchpad
      • Institute for Integrated Catalysis
      • Interdiction Technology and Integration Laboratory
      • PNNL Portland Research Center
      • PNNL Seattle Research Center
      • PNNL-Sequim (Marine and Coastal Research)
      • Radiochemical Processing Laboratory
      • Shallow Underground Laboratory

Predictive Phenomics Science & Technology Initiative

  • Research
    • Thrust Area 1 Projects
    • Thrust Area 2 Projects
    • Thrust Area 3 Projects
  • Leadership
  • Summer Internships
  • Research Highlights
  • Publications

Breadcrumb

  1. Home
  2. Projects
  3. Predictive Phenomics Science & Technology Initiative

Publications

2025

  • X. Li, Kabza, A., Ives, A.N., Thiel, J., Waters, K.M., Qian, WJ., Sims, A.C., Zhang, T. "Proteome-wide characterization of PTMs reveals host cell responses to viral infection and identifies putative antiviral drug targets." 2025. Frontiers in Immunology. Volume 16 - 2025. DOI: 10.3389/fimmu.2025.1587106. 
  • Johnson, Z., Anderson, D., Cheung, S.M., Bohutskyi, P., 2025. “Gene Network Centrality Analysis Identifies Key Regulators Coordinating Day-Night Metabolic Transitions in Synechococcus elongatus PCC 7942 Despite Limited Accuracy in Predicting Direct Regulator-Gene Interactions.” Front. Microbiol. Sec. Systems Microbiology 16. doi: 10.3389/fmicb.2025.1569559 RESEARCH HIGHLIGHT
  • Gilliam, A., Sadler, N.C., Li, X. et al. Cyanobacterial circadian regulation enhances bioproduction under subjective nighttime through rewiring of carbon partitioning dynamics, redox balance orchestration, and cell cycle modulation. Microb Cell Fact 24, 56 (2025). https://doi.org/10.1186/s12934-025-02665-5 RESEARCH HIGHLIGHT
  • Kim D., T. Yin, T. Zhang, A.K. Im, J.R. Cort, J.C. Rozum, and D.D. Pollock, et al. 2025. "Artificial Intelligence Transforming Post-Translational Modification Research." Bioengineering 12, no. 1:Art. No. 26. PNNL-SA-205285. doi:10.3390/bioengineering12010026

2024

  • Yang, Y., Jerger, A., Feng, S., Wang, Z., Brasfield, C., Cheung, M. S., Zucker, J., & Guan, Q. "Improved enzyme functional annotation prediction using contrastive learning with structural inference." 2024. Communications Biology, 7(1), 1690. https://doi.org/10.1038/s42003-024-07359-z
  • Gluth, A. et al. "Integrative Multi-PTM Proteomics Reveals Dynamic Global, Redox, Phosphorylation, and Acetylation Regulation in Cytokine-Treated Pancreatic Beta Cells." Molecular & Cellular Proteomics 23, 100881 (2024). DOI: 10.1016/j.mcpro.2024.100881
  • Sarkar, S., J. Morris, Y. You, H. Sexmith, S.E. Street, S.M. Thibert, I.K. Attah, C.M. Hutchinson Bunch, I.V. Novikova, J.E. Evans, A.S. Shah, S.M. Gordon, J.P. Segrest, K.E. Bornfeldt, T. Vaisar, J.W. Heinecke, W. Sean Davidson, J.T. Melchior. 2024. "APOA2 increases cholesterol efflux capacity to plasma HDL by displacing the C-terminus of resident APOA1." Journal of Lipid Research, Volume 65, Issue 12, 2024, 100686, ISSN 0022-2275. https://doi.org/10.1016/j.jlr.2024.100686 RESEARCH HIGHLIGHT
  • Degnan D.J., C.W. Strauch, M.Y. Obiri, E.D. VonKaenel, S.J. Kim, J. Kershaw, D.L. Novelli, K. Pazdernik, and L.M Bramer. 2024. "Protein-Protein Interaction Networks Derived from Classical and Machine Learning-Based Natural Language Processing Tools." Journal of Proteome Research. https://doi.org/10.1021/acs.jproteome.4c00535 REASEARCH HIGHLIGHT
  • Bohutskyi, P., Pomraning, K.R., Jenkins, J.,  et al. 2024. "Mixed and membrane-separated culturing of synthetic cyanobacteria-yeast consortia reveals metabolic cross-talk mimicking natural cyanolichens." Sci Rep 14, 25303. https://doi.org/10.1038/s41598-024-74743-4 RESEARCH HIGHLIGHT
  • Pomraning, K., S. Deng, R. Duong, J. Czajka, P. Bohutskyi. 2024. “Identification of Yarrowia lipolyticaas a platform for designed consortia that incorporate in situnitrogen fixation to enable ammonia-free bioconversion.” Front. Ind. Microbiol. https://doi.org/10.3389/finmi.2024.1473316 RESEARCH HIGHLIGHT
  • Yang Y., Z. Wang, P. Ahadian, A.R. Jerger, J.D. Zucker, S. Feng, and M.S. Cheung, et al. 2024. "A Deep Multimodal Representation Learning Framework for Accurate Molecular Properties Prediction." In Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI 2024), June 12-14, 2024, Clearwater, FL, 760-765. New York, New York:Association for Computing Machinery. doi:10.1145/3649476.3660377

2023

  • Mejia-Rodriguez D, H Kim, N Sadler, X Li, P Bohutskyi, M Valiev, WJ Qian, MS Cheung. 2023. “PTM-Psi: A Python Package to Facilitate the Computational Investigation of Post-Translational Modification on Protein Structures and Their Impacts on Dynamics and Functions.” Protein Sci. 2023; e4822. doi:10.1002/pro.4822
    RESEARCH HIGHLIGHT
  • Reichart, NJ, AK Steiger, EM Van Fossen, et al. 2023. "Selection and enrichment of microbial species with an increased lignocellulolytic phenotype from a native soil microbiome by activity-based probing." ISME COMMUN. 3, 106. https://doi.org/10.1038/s43705-023-00305-w
    RESEARCH HIGHLIGHT
  • Taheri SM, V Tewari, R Kapre, E Rahiminasab, K Sachs, CT Hoyt, and JD Zucker, et al. 2023. "Optimal adjustment set for causal query estimation in partially observed biomolecular networks." Bioinformatics 39(Suppl 1). doi:10.1093/bioinformatics/btad270 
  • Li X, A Gluth, T Zhang, and W Qian. 2023. "Thiol Redox Proteomics: Characterization of Thiol-based Post-Translational Modifications." Proteomics. doi:10.1002/pmic.202200194
  • King E, JT Holzer, JA North, and WR Cannon. 2023. "An Approach to Learn Regulation to Maximize Growth and Entropy Production Rates in Metabolism." Frontiers in Systems Biology 3. doi:10.3389/fsysb.2023.981866
  • Leonard B, VG Danna, LJ Gorham, MR Davison, WB Chrisler, D Kim, and RV Gerbasi. 2023. "Shaping Nanobodies and Intrabodies Against Proteoforms." Analytical Chemistry 95, no. 23:8747–8751. doi:10.1021/acs.analchem.3c00958
    RESEARCH HIGHLIGHT
  • Flores JE, DM Claborne, ZD Weller, BJM Webb-Robertson, KM Waters, LM Bramer. 2023. "Missing data in multi-omics integration: Recent advances through artificial intelligence." Frontiers in Artificial Intelligence, DOI: 10.3389/frai.2023.1098308 

Lab-Level Communications Priority Topics

Biology

PNNL

  • Get in Touch
    • Contact
    • Careers
    • Doing Business
    • Environmental Reports
    • Security & Privacy
    • Vulnerability Disclosure Policy
  • Research
    • Scientific Discovery
    • Energy Resiliency
    • National Security
Subscribe to PNNL News
Department of Energy Logo Battelle Logo
Pacific Northwest National Laboratory (PNNL) is managed and operated by Battelle for the Department of Energy
  • YouTube
  • Facebook
  • X (formerly Twitter)
  • Instagram
  • LinkedIn