bioRxivBioinformaticsPreprint
Agnostic material classification using differential de Bruijn graphs of DNA imprints
Rachael M. CoxiD, Zoya T. AnsariiD, Connor JohnsoniD, Edward M. MarcotteiD, Andrew D. EllingtoniD, Sanchita BhadraiD
Abstract
The wide variety of physical and chemical properties in materials makes the study of unknown substances challenging. We have previously proposed a theoretical framework for agnostic material characterization based on using nucleic acid imprints of the materials and then analyzing material-specific patterns of derived sequences. Here we demonstrate an experimental and computational pipeline that can agnostically identify and distinguish varied materials based on DNA k-mer imprints and validate the ability of these imprints to distinguish closely related materials. This work lays the foundation for expansion of purely agnostic sensing technologies for the unbiased characterization and categorization of a much wider variety of biotic and abiotic materials.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Capacitance measurements for assessing DNA origami nanostructures
V. Walawalkar, M. S. R. Sajal, … R. E. Taylor·bioRxiv·Mar 2, 2023
- Nanopore Fingerprinting of Supramolecular DNA Nanostructures
S. Confederat, I. Sandei, … P. Actis·bioRxiv·Jun 23, 2022
- Label-free imaging of DNA interactions with 2D materials
J. Suelzle, W. Yang, … A. Radenovic·bioRxiv·Jul 5, 2023
- "Visualize, describe, compare" - nanoinformatics approaches for material-omics
Cristina Izquierdo-Lozano, Marrit M. E. Tholen, … Lorenzo Albertazzi·ACS NanoPeer-reviewed·Jan 21, 2026
- Unsupervised learning of haptic material properties
Anna Metzger, Matteo Toscani·eLifePeer-reviewed·Dec 10, 2021
- Perceiving Material Qualities from Moving Contours
Amna Malik, Ying Yu, … Katja Doerschner·Scientific ReportsPeer-reviewed·Apr 14, 2026