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Human Interpretable Grammar Encodes Multicellular Systems Biology Models To Democratize Virtual Cell Laboratories Jeanette Ai Johnson Daniel R Bergman Heber L Rocha David L Zhou Eric Cramer Ian C Mclean Yoseph W Dance Max Booth Zachary Nicholas Tamara Lopezvidal Atul Deshpande Randy Heiland Elmar Bucher Fatemeh Shojaeian Matthew

  • SKU: BELL-239252948
Human Interpretable Grammar Encodes Multicellular Systems Biology Models To Democratize Virtual Cell Laboratories Jeanette Ai Johnson Daniel R Bergman Heber L Rocha David L Zhou Eric Cramer Ian C Mclean Yoseph W Dance Max Booth Zachary Nicholas Tamara Lopezvidal Atul Deshpande Randy Heiland Elmar Bucher Fatemeh Shojaeian Matthew
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Human Interpretable Grammar Encodes Multicellular Systems Biology Models To Democratize Virtual Cell Laboratories Jeanette Ai Johnson Daniel R Bergman Heber L Rocha David L Zhou Eric Cramer Ian C Mclean Yoseph W Dance Max Booth Zachary Nicholas Tamara Lopezvidal Atul Deshpande Randy Heiland Elmar Bucher Fatemeh Shojaeian Matthew instant download after payment.

Publisher: The Authors
File Extension: PDF
File size: 21.28 MB
Author: Jeanette A.I. Johnson & Daniel R. Bergman & Heber L. Rocha & David L. Zhou & Eric Cramer & Ian C. Mclean & Yoseph W. Dance & Max Booth & Zachary Nicholas & Tamara Lopez-Vidal & Atul Deshpande & Randy Heiland & Elmar Bucher & Fatemeh Shojaeian & Matthew...
Language: English
Year: 2025

Product desciption

Human Interpretable Grammar Encodes Multicellular Systems Biology Models To Democratize Virtual Cell Laboratories Jeanette Ai Johnson Daniel R Bergman Heber L Rocha David L Zhou Eric Cramer Ian C Mclean Yoseph W Dance Max Booth Zachary Nicholas Tamara Lopezvidal Atul Deshpande Randy Heiland Elmar Bucher Fatemeh Shojaeian Matthew by Jeanette A.i. Johnson & Daniel R. Bergman & Heber L. Rocha & David L. Zhou & Eric Cramer & Ian C. Mclean & Yoseph W. Dance & Max Booth & Zachary Nicholas & Tamara Lopez-vidal & Atul Deshpande & Randy Heiland & Elmar Bucher & Fatemeh Shojaeian & Matthew... instant download after payment.

Cell, 188 (2025) 4711-4770. doi:10.1016/j.cell.2025.06.048

SUMMARYCells interact as dynamically evolving ecosystems. While recent single-cell and spatial multi-omics technologies quantify individual cell characteristics, predicting their evolution requires mathematical modeling. Wepropose a conceptual framework—a cell behavior hypothesis grammar—that uses natural language statements (cell rules) to create mathematical models. This enables systematic integration of biological knowledge and multi-omics data to generate in silico models, enabling virtual ‘‘thought experiments’’ that testand expand our understanding of multicellular systems and generate new testable hypotheses. This papermotivates and describes the grammar, offers a reference implementation, and demonstrates its use in developing both de novo mechanistic models and those informed by multi-omics data. We show its potentialthrough examples in cancer and its broader applicability in simulating brain development. This approachbridges biological, clinical, and systems biology research for mathematical modeling at scale, allowing thecommunity to predict emergent multicellular behavior.