Author

Anna Makar-Limanov

Stanford University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Microbiology· 1

Signature Assays, Organisms & Methods

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Research Focus:drug response / drug discovery· 1 Organism:E. coli· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Alessio FragassoiD· 1 shared Alexander N. ProssnitziD· 1 shared Changxin DongiD· 1 shared Christine JacobsiD· 1 shared Eric Andrew AppeliD· 1 shared Gabriel GreensteiniD· 1 shared Hector Lopez HernandeziD· 1 shared Lynette CegelskiiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperMicrobiology

Alessio FragassoORCID

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1 paper

Recent·Most cited

Cross-Molecular Active Learning for the Discovery of Antimicrobial Polyacrylamides

Shoshana C. Williams, Anna Makar-Limanov, Gabriel Greenstein, Xinyu Liu, Alessio Fragasso, Priya Ganesh, Noah Eckman, Alexander N. Prossnitz, Changxin Dong, Christine Jacobs, Lynette Cegelski, Hector Lopez Hernandez, Eric Andrew Appel

This paper develops antimicrobial polyacrylamides using a cross-molecular machine learning pipeline trained on antimicrobial peptides, showing synergy with clinical drugs against E. coli biofilms.

Matter · Sep 1, 2026Peer-reviewedMicrobiology