title: High-Throughput, Algorithmic Determination of Nanoparticle Structure from Electron Microscopy Images.
abstract: Electron microscopy (EM) represents the most powerful tool to directly characterize the structure of individual nanoparticles. Accurate descriptions of nanoparticle populations with EM, however, are currently limited by the lack of tools to quantitatively analyze populations in a high-throughput manner. Herein, we report a computational method to algorithmically analyze EM images that allows for the first automated structural quantification of heterogeneous nanostructure populations, with species that differ in both size and shape. This allows one to accurately describe nanoscale structure at the bulk level, analogous to ensemble measurements with individual particle resolution. With our described EM protocol and our inclusion of freely available code for our algorithmic analysis, we aim to standardize EM characterization of nanostructure populations to increase reproducibility, objectivity, and throughput in measurements. We believe this work will have significant implications in diverse research areas involving nanomaterials, including, but not limited to, fundamental studies of structural control in nanoparticle synthesis, nanomaterial-based therapeutics and diagnostics, optoelectronics, and catalysis.
authors.affiliation: Department of Chemical and Biological Engineering and ‡Department of Chemistry and International Institute for Nanotechnology, Northwestern University , Evanston, Illinois 60208, United States.
authors.forename: Christine R
authors.initials: CR
authors.lastname: Laramy
authors.affiliation: Department of Chemical and Biological Engineering and ‡Department of Chemistry and International Institute for Nanotechnology, Northwestern University , Evanston, Illinois 60208, United States.
authors.forename: Keith A
authors.initials: KA
authors.lastname: Brown
authors.affiliation: Department of Chemical and Biological Engineering and ‡Department of Chemistry and International Institute for Nanotechnology, Northwestern University , Evanston, Illinois 60208, United States.
authors.forename: Matthew N
authors.initials: MN
authors.lastname: O'Brien
authors.affiliation: Department of Chemical and Biological Engineering and ‡Department of Chemistry and International Institute for Nanotechnology, Northwestern University , Evanston, Illinois 60208, United States.
authors.forename: Chad A
authors.initials: CA
authors.lastname: Mirkin
mesh_terms: D000465:Algorithms; D057166:High-Throughput Screening Assays / Q000379:methods*; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D008854:Microscopy, Electron / Q000379:methods*; D053758:Nanoparticles / Q000032:analysis / Q000737:chemistry / Q000648:ultrastructure*
keywords: automated; electron microscopy; high-throughput; image analysis; nanoparticles