Electron Tomography and Machine Learning for Understanding the Highly Ordered Structure of Leafhopper Brochosomes

Burks, Gabriel R.; Yao, Lehan; Kalutantirige, Falon C.; Gray, Kyle J.; Bello, Elizabeth; Rajagopalan, Shreyas; Bialik, Sarah B.; Barrick, Jeffrey E.; Alleyne, Marianne; Chen, Qian; Schroeder, Charles M.

doi:10.1021/acs.biomac.2c01035

Electron Tomography and Machine Learning for Understanding the Highly Ordered Structure of Leafhopper Brochosomes

Journal Article · 13 December 2022 · Biomacromolecules

DOI:https://doi.org/10.1021/acs.biomac.2c01035· OSTI ID:2421637

^[1]; ^[2]; Kalutantirige, Falon C. ^[3]; Gray, Kyle J. ^[4]; Bello, Elizabeth ^[5]; Rajagopalan, Shreyas ^[5]; Bialik, Sarah B. ^[6]; ^[6]; Alleyne, Marianne ^[7]; ^[8]; ^[9]

Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; OSTI
Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Department of Chemistry, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Entomology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Entomology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Chemistry, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States
Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States; Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Champaign, Illinois 61801, United States

Not provided.

Research Organization:: Univ. of Illinois at Urbana-Champaign, IL (United States)

Sponsoring Organization:: USDOE Office of Science (SC)

DOE Contract Number:: SC0020723

OSTI ID:: 2421637

Journal Information:: Biomacromolecules, Journal Name: Biomacromolecules Journal Issue: 1 Vol. 24; ISSN 1525-7797

Publisher:: American Chemical Society

Country of Publication:: United States

Language:: English

References (64)

Overview of primary biological aerosol particles from a Chinese boreal forest: Insight into morphology, size, and mixing state at microscopic scale Li, Weijun; Liu, Lei; Xu, Liang Science of The Total Environment, Vol. 719 https://doi.org/10.1016/j.scitotenv.2020.137520	journal	June 2020
Brochosomal coats turn leafhopper (Insecta, Hemiptera, Cicadellidae) integument to superhydrophobic state Rakitov, Roman; Gorb, Stanislav N. Proceedings of the Royal Society B: Biological Sciences, Vol. 280, Issue 1752 https://doi.org/10.1098/rspb.2012.2391	journal	February 2013
It's Not a Bug, It's a Feature: Functional Materials in Insects Schroeder, Thomas B. H.; Houghtaling, Jared; Wilts, Bodo D. Advanced Materials, Vol. 30, Issue 19 https://doi.org/10.1002/adma.201705322	journal	March 2018
Enhanced Electrochromic Tungsten Oxide by Bio-Inspired Brochosomes Hua, Chenzheng; Cheng, Ziqiang; Ma, Yecheng Journal of The Electrochemical Society, Vol. 168, Issue 4 https://doi.org/10.1149/1945-7111/abf261	journal	April 2021
C60: Buckminsterfullerene Kroto, H. W.; Heath, J. R.; O'Brien, S. C. Nature, Vol. 318, Issue 6042 https://doi.org/10.1038/318162a0	journal	November 1985
Ultra-antireflective synthetic brochosomes Yang, Shikuan; Sun, Nan; Stogin, Birgitt Boschitsch Nature Communications, Vol. 8, Issue 1 https://doi.org/10.1038/s41467-017-01404-8	journal	November 2017
Brochosomins and other novel proteins from brochosomes of leafhoppers (Insecta, Hemiptera, Cicadellidae) Rakitov, Roman; Moysa, Alexander A.; Kopylov, Arthur T. Insect Biochemistry and Molecular Biology, Vol. 94 https://doi.org/10.1016/j.ibmb.2018.01.001	journal	March 2018
Bio-Inspired Miniature Direction Finding Acoustic Sensor Wilmott, Daniel; Alves, Fabio; Karunasiri, Gamani Scientific Reports, Vol. 6, Issue 1 https://doi.org/10.1038/srep29957	journal	July 2016
Computer Visualization of Three-Dimensional Image Data Using IMOD Kremer, James R.; Mastronarde, David N.; McIntosh, J. Richard Journal of Structural Biology, Vol. 116, Issue 1 https://doi.org/10.1006/jsbi.1996.0013	journal	January 1996
Reconfigurable Polymer Shells on Shape-Anisotropic Gold Nanoparticle Cores Kim, Juyeong; Song, Xiaohui; Kim, Ahyoung Macromolecular Rapid Communications, Vol. 39, Issue 14 https://doi.org/10.1002/marc.201800101	journal	May 2018
In Situ Electron Microscopy Imaging and Quantitative Structural Modulation of Nanoparticle Superlattices Kim, Juyeong; Jones, Matthew R.; Ou, Zihao ACS Nano, Vol. 10, Issue 11 https://doi.org/10.1021/acsnano.6b05270	journal	October 2016
Synthetic Image Rendering Solves Annotation Problem in Deep Learning Nanoparticle Segmentation Mill, Leonid; Wolff, David; Gerrits, Nele Small Methods, Vol. 5, Issue 7 https://doi.org/10.1002/smtd.202100223	journal	May 2021
AutoDetect-mNP: An Unsupervised Machine Learning Algorithm for Automated Analysis of Transmission Electron Microscope Images of Metal Nanoparticles Wang, Xingzhi; Li, Jie; Ha, Hyun Dong JACS Au, Vol. 1, Issue 3 https://doi.org/10.1021/jacsau.0c00030	journal	February 2021
Mechanical Properties of Collagen Fibrils Wenger, Marco P. E.; Bozec, Laurent; Horton, Michael A. Biophysical Journal, Vol. 93, Issue 4 https://doi.org/10.1529/biophysj.106.103192	journal	August 2007
Mapping interaction forces with the atomic force microscope Radmacher, M.; Cleveland, J. P.; Fritz, M. Biophysical Journal, Vol. 66, Issue 6 https://doi.org/10.1016/s0006-3495(94)81011-2	journal	June 1994
Submicrometer Scroll/Tubular Lamellar Crystals of Nylon 6,6 Cai, W.; Li, C. Y.; Li, L. Advanced Materials, Vol. 16, Issue 7 https://doi.org/10.1002/adma.200305634	journal	April 2004
Bio-inspired design of multiscale structures for function integration Liu, Kesong; Jiang, Lei Nano Today, Vol. 6, Issue 2 https://doi.org/10.1016/j.nantod.2011.02.002	journal	April 2011
Machine Learning to Reveal Nanoparticle Dynamics from Liquid-Phase TEM Videos Yao, Lehan; Ou, Zihao; Luo, Binbin ACS Central Science, Vol. 6, Issue 8 https://doi.org/10.1021/acscentsci.0c00430	journal	July 2020
Polymer-Nanoparticle Composites: From Synthesis to Modern Applications Hanemann, Thomas; Szabó, Dorothée Vinga Materials, Vol. 3, Issue 6 https://doi.org/10.3390/ma3063468	journal	May 2010
Brochosome-Inspired Metal-Containing Particles as Biomimetic Building Blocks for Nanoplasmonics: Conceptual Generalizations Jakšić, Zoran; Obradov, Marko; Jakšić, Olga Biomimetics, Vol. 6, Issue 4 https://doi.org/10.3390/biomimetics6040069	journal	December 2021
A simple approach to characterizing block copolymer assemblies: graphene oxide supports for high contrast multi-technique imaging Patterson, Joseph P.; Sanchez, Ana M.; Petzetakis, Nikos Soft Matter, Vol. 8, Issue 12 https://doi.org/10.1039/c2sm07040e	journal	January 2012
3D Brochosomes‐Like TiO ₂ /WO ₃ /BiVO ₄ Arrays as Photoanode for Photoelectrochemical Hydrogen Production Pan, Qin; Zhang, Haifeng; Yang, Yaping Small, Vol. 15, Issue 28 https://doi.org/10.1002/smll.201900924	journal	May 2019
Fiji: an open-source platform for biological-image analysis Schindelin, Johannes; Arganda-Carreras, Ignacio; Frise, Erwin Nature Methods, Vol. 9, Issue 7 https://doi.org/10.1038/nmeth.2019	journal	June 2012
Fmoc-Diphenylalanine Self Assembles to a Hydrogel via a Novel Architecture Based on π–π Interlocked β-Sheets Smith, A. M.; Williams, R. J.; Tang, C. Advanced Materials, Vol. 20, Issue 1 https://doi.org/10.1002/adma.200701221	journal	January 2008
High-Throughput, Algorithmic Determination of Nanoparticle Structure from Electron Microscopy Images Laramy, Christine R.; Brown, Keith A.; O’Brien, Matthew N. ACS Nano, Vol. 9, Issue 12 https://doi.org/10.1021/acsnano.5b05968	journal	October 2015
The biomass distribution on Earth Bar-On, Yinon M.; Phillips, Rob; Milo, Ron Proceedings of the National Academy of Sciences, Vol. 115, Issue 25 https://doi.org/10.1073/pnas.1711842115	journal	May 2018
Phylogenomics resolves the timing and pattern of insect evolution Misof, B.; Liu, S.; Meusemann, K. Science, Vol. 346, Issue 6210 https://doi.org/10.1126/science.1257570	journal	November 2014
Bio-Optics and Bio-Inspired Optical Materials Tadepalli, Sirimuvva; Slocik, Joseph M.; Gupta, Maneesh K. Chemical Reviews, Vol. 117, Issue 20 https://doi.org/10.1021/acs.chemrev.7b00153	journal	September 2017
A review on biological and biomimetic materials and their applications Suresh Kumar, N.; Padma Suvarna, R.; Chandra Babu Naidu, K. Applied Physics A, Vol. 126, Issue 6 https://doi.org/10.1007/s00339-020-03633-z	journal	May 2020
Characteristic Protein Adhesion Forces on Glass and Polystyrene Substrates by Atomic Force Microscopy Sagvolden, G.; Giaever, I.; Feder, J. Langmuir, Vol. 14, Issue 21 https://doi.org/10.1021/la980271b	journal	September 1998
An overview on bioaerosols viewed by scanning electron microscopy Wittmaack, K.; Wehnes, H.; Heinzmann, U. Science of The Total Environment, Vol. 346, Issue 1-3 https://doi.org/10.1016/j.scitotenv.2004.11.009	journal	June 2005
Nanomechanical mapping of soft materials with the atomic force microscope: methods, theory and applications Garcia, Ricardo Chemical Society Reviews, Vol. 49, Issue 16 https://doi.org/10.1039/d0cs00318b	journal	January 2020
Controlling the growth and shape of chiral supramolecular polymers in water Besenius, P.; Portale, G.; Bomans, P. H. H. Proceedings of the National Academy of Sciences, Vol. 107, Issue 42 https://doi.org/10.1073/pnas.1009592107	journal	October 2010
Bioinspired Melanin‐Based Optically Active Materials Xiao, Ming; Shawkey, Matthew D.; Dhinojwala, Ali Advanced Optical Materials, Vol. 8, Issue 19 https://doi.org/10.1002/adom.202000932	journal	August 2020
Life History of the Camelthorn Gall Leafhopper,Scenergates viridis(Vilbaste) (Hemiptera, Cicadellidae) Rakitov, Roman; Appel, Esther Psyche: A Journal of Entomology, Vol. 2012 https://doi.org/10.1155/2012/930975	journal	January 2012
Ultrasensitive Anti-Interference Voice Recognition by Bio-Inspired Skin-Attachable Self-Cleaning Acoustic Sensors Dinh Le, Truong-Son; An, Jianing; Huang, Yi ACS Nano, Vol. 13, Issue 11 https://doi.org/10.1021/acsnano.9b06354	journal	November 2019
Low-cost flexible pressure sensor based on dielectric elastomer film with micro-pores Lee, Bo-Yeon; Kim, Jiyoon; Kim, Hyungjin Sensors and Actuators A: Physical, Vol. 240 https://doi.org/10.1016/j.sna.2016.01.037	journal	April 2016
MBIR: A cryo-ET 3D reconstruction method that effectively minimizes missing wedge artifacts and restores missing information Yan, Rui; Venkatakrishnan, Singanallur V.; Liu, Jun Journal of Structural Biology, Vol. 206, Issue 2 https://doi.org/10.1016/j.jsb.2019.03.002	journal	May 2019
Diversity and potential correlations to the function of Collembola cuticle structures Nickerl, Julia; Helbig, Ralf; Schulz, Hans-Jürgen Zoomorphology, Vol. 132, Issue 2 https://doi.org/10.1007/s00435-012-0181-0	journal	November 2012
The role of random nanostructures for the omnidirectional anti-reflection properties of the glasswing butterfly Siddique, Radwanul Hasan; Gomard, Guillaume; Hölscher, Hendrik Nature Communications, Vol. 6, Issue 1 https://doi.org/10.1038/ncomms7909	journal	April 2015
DNA barcodes distinguish species of tropical Lepidoptera Hajibabaei, Mehrdad; Janzen, Daniel H.; Burns, John M. Proceedings of the National Academy of Sciences, Vol. 103, Issue 4 https://doi.org/10.1073/pnas.0510466103	journal	January 2006
Condensation on slippery asymmetric bumps Park, Kyoo-Chul; Kim, Philseok; Grinthal, Alison Nature, Vol. 531, Issue 7592 https://doi.org/10.1038/nature16956	journal	February 2016
Broadband omnidirectional antireflection coatings inspired by embroidered ball-like structures on leafhoppers Shih, Meng-Shan; Chen, Huei-Yin; Li, Pei-Chun Applied Surface Science, Vol. 532 https://doi.org/10.1016/j.apsusc.2020.147397	journal	December 2020
Brochosomes protect leafhoppers (Insecta, Hemiptera, Cicadellidae) from sticky exudates Rakitov, Roman; Gorb, Stanislav N. Journal of The Royal Society Interface, Vol. 10, Issue 87 https://doi.org/10.1098/rsif.2013.0445	journal	October 2013
Exploring the Role of Habitat on the Wettability of Cicada Wings Oh, Junho; Dana, Catherine E.; Hong, Sungmin ACS Applied Materials & Interfaces, Vol. 9, Issue 32 https://doi.org/10.1021/acsami.7b07060	journal	August 2017
A Close Look at Molecular Self-Assembly with the Transmission Electron Microscope Rizvi, Aoon; Mulvey, Justin T.; Carpenter, Brooke P. Chemical Reviews, Vol. 121, Issue 22 https://doi.org/10.1021/acs.chemrev.1c00189	journal	July 2021
Powdering of egg nests with brochosomes and related sexual dimorphism in leafhoppers (Hemiptera: Cicadellidae) Rakitov, Roman A. Zoological Journal of the Linnean Society, Vol. 140, Issue 3 https://doi.org/10.1111/j.1096-3642.2003.00103.x	journal	February 2004
Adhesion force evolution of protein on the surfaces with varied hydration extent: Quantitative determination via atomic force microscopy Zhang, Yuyao; Zhu, Xiaoying; Chen, Baoliang Journal of Colloid and Interface Science, Vol. 608 https://doi.org/10.1016/j.jcis.2021.09.131	journal	February 2022
New class of bioinspired lenses with a gradient refractive index Jin, Y.; Tai, H.; Hiltner, A. Journal of Applied Polymer Science, Vol. 103, Issue 3 https://doi.org/10.1002/app.25404	journal	January 2006
Natural Insect and Plant Micro-/Nanostructsured Surfaces: An Excellent Selection of Valuable Templates with Superhydrophobic and Self-Cleaning Properties Nguyen, Song; Webb, Hayden; Mahon, Peter Molecules, Vol. 19, Issue 9 https://doi.org/10.3390/molecules190913614	journal	September 2014
Bioinspired Brochosomes as Broadband and Omnidirectional Surface-Enhanced Raman Scattering Substrates Ding, Qianqian; Kang, Yanlei; Li, Wanlin The Journal of Physical Chemistry Letters, Vol. 10, Issue 21 https://doi.org/10.1021/acs.jpclett.9b02380	journal	October 2019
Determination of Elastic Moduli of Thin Layers of Soft Material Using the Atomic Force Microscope Dimitriadis, Emilios K.; Horkay, Ferenc; Maresca, Julia Biophysical Journal, Vol. 82, Issue 5 https://doi.org/10.1016/s0006-3495(02)75620-8	journal	May 2002
Brochosomes produced by leafhoppers-a widely unknown, yet highly abundant species of bioaerosols in ambient air Wittmaack, Klaus Atmospheric Environment, Vol. 39, Issue 6 https://doi.org/10.1016/j.atmosenv.2004.11.003	journal	February 2005
Bioinspired metagel with broadband tunable impedance matching Dong, Erqian; Song, Zhongchang; Zhang, Yu Science Advances, Vol. 6, Issue 44 https://doi.org/10.1126/sciadv.abb3641	journal	October 2020
Deep Learning of Atomically Resolved Scanning Transmission Electron Microscopy Images: Chemical Identification and Tracking Local Transformations Ziatdinov, Maxim; Dyck, Ondrej; Maksov, Artem ACS Nano, Vol. 11, Issue 12 https://doi.org/10.1021/acsnano.7b07504	journal	October 2016
A DNA-Based Registry for All Animal Species: The Barcode Index Number (BIN) System Ratnasingham, Sujeevan; Hebert, Paul D. N. PLoS ONE, Vol. 8, Issue 7 https://doi.org/10.1371/journal.pone.0066213	journal	July 2013
Dissolvable Template Nanoimprint Lithography: A Facile and Versatile Nanoscale Replication Technique Oh, Junho; Hoffman, Jacob B.; Hong, Sungmin Nano Letters, Vol. 20, Issue 10 https://doi.org/10.1021/acs.nanolett.0c01547	journal	August 2020
DNA origami: Fold, stick, and beyond Kuzuya, Akinori; Komiyama, Makoto Nanoscale, Vol. 2, Issue 3 https://doi.org/10.1039/b9nr00246d	journal	January 2010
DNA Origami: Scaffolds for Creating Higher Order Structures Hong, Fan; Zhang, Fei; Liu, Yan Chemical Reviews, Vol. 117, Issue 20 https://doi.org/10.1021/acs.chemrev.6b00825	journal	June 2017
Nanostructured Surfaces: Bioinspiration for Transparency, Coloration and Wettability Deparis, O.; Mouchet, S.; Dellieu, L. Materials Today: Proceedings, Vol. 1 https://doi.org/10.1016/j.matpr.2014.09.008	journal	January 2014
Porous micropillar structures for retaining low surface tension liquids Agonafer, Damena D.; Lee, Hyoungsoon; Vasquez, Pablo A. Journal of Colloid and Interface Science, Vol. 514 https://doi.org/10.1016/j.jcis.2017.12.011	journal	March 2018
Bioinspired Interlocked and Hierarchical Design of ZnO Nanowire Arrays for Static and Dynamic Pressure-Sensitive Electronic Skins Ha, Minjeong; Lim, Seongdong; Park, Jonghwa Advanced Functional Materials, Vol. 25, Issue 19 https://doi.org/10.1002/adfm.201500453	journal	April 2015
Challenges and opportunities for structural DNA nanotechnology Pinheiro, Andre V.; Han, Dongran; Shih, William M. Nature Nanotechnology, Vol. 6, Issue 12 https://doi.org/10.1038/nnano.2011.187	journal	November 2011
Flexible and transparent capacitive pressure sensor with patterned microstructured composite rubber dielectric for wearable touch keyboard application Shi, Ruilong; Lou, Zheng; Chen, Shuai Science China Materials, Vol. 61, Issue 12 https://doi.org/10.1007/s40843-018-9267-3	journal	April 2018

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