High-Throughput Screening Test for Adhesion in Soft Materials Using Centrifugation

被引:8
作者
Chen, Yusu [1 ]
Wang, Qifeng [2 ]
Mills, Carolyn E. [1 ]
Kann, Johanna G. [1 ]
Shull, Kenneth R. [2 ]
Tullman-Ercek, Danielle [1 ]
Wang, Muzhou [1 ]
机构
[1] Northwestern Univ, Dept Chem & Biol Engn, Evanston, IL 60208 USA
[2] Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA
关键词
FORCE CURVE ANALYSIS; ROBUST STRATEGIES; MATERIALS SCIENCE; INDENTATION; TACK; THIN;
D O I
10.1021/acscentsci.1c00414
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
High-throughput screening of mechanical properties can transform materials science research by both aiding in materials discovery and developing predictive models. However, only a few such assays have been reported, requiring custom or expensive equipment, while the mounting demand for enormous data sets of materials properties for predictive models is unfulfilled by the current characterization throughput. We address this problem by developing a high-throughput colorimetric adhesion screening method using a common laboratory centrifuge, multiwell plates, and microparticles. The technique uses centrifugation to apply a homogeneous mechanical detachment force across individual formulations in a multiwell plate. We also develop a high-throughput sample deposition method to prepare films with uniform thickness in each well, minimizing well-to-well variability. After establishing excellent agreement with the well-known probe tack adhesion test, we demonstrate the consistency of our method by performing the test on a multiwell plate with two different formulations in an easily discernible pattern. The throughput is limited only by the number of wells in the plates, easily reaching 10(3) samples/run. With its simplicity, low cost, and large dynamic range, this high-throughput method has the potential to change the landscape of adhesive material characterization.
引用
收藏
页码:1135 / 1143
页数:9
相关论文
共 46 条
[21]   Atomate: A high-level interface to generate, execute, and analyze computational materials science workflows [J].
Mathew, Kiran ;
Montoya, Joseph H. ;
Faghaninia, Alireza ;
Dwarakanath, Shyam ;
Aykol, Muratahan ;
Tang, Hanmei ;
Chu, Iek-heng ;
Smidt, Tess ;
Bocklund, Brandon ;
Horton, Matthew ;
Dagdelen, John ;
Wood, Brandon ;
Liu, Zi-Kui ;
Neaton, Jeffrey ;
Ong, Shyue Ping ;
Persson, Kristin ;
Jain, Anubhav .
COMPUTATIONAL MATERIALS SCIENCE, 2017, 139 :140-152
[22]   Viscosity Attunes the Adhesion of Bioinspired Low Modulus Polyester Adhesive Sealants to Wet Tissues [J].
Narayanan, Amal ;
Kaur, Sukhmanjot ;
Peng, Chao ;
Debnath, Dibyendu ;
Mishra, Kaushik ;
Liu, Qianhui ;
Dhinojwala, Ali ;
Joy, Abraham .
BIOMACROMOLECULES, 2019, 20 (07) :2577-2586
[23]   Liquid polystyrene: a room-temperature photocurable soft lithography compatible pour-and-cure-type polystyrene [J].
Nargang, Tobias M. ;
Brockmann, Lara ;
Nikolov, Pavel Mitkov ;
Schild, Dieter ;
Helmer, Dorothea ;
Keller, Nico ;
Sachsenheimer, Kai ;
Wilhelm, Elisabeth ;
Pires, Leonardo ;
Dirschka, Marian ;
Kolew, Alexander ;
Schneider, Marc ;
Worgull, Matthias ;
Giselbrecht, Stefan ;
Neumann, Christiane ;
Rapp, Bastian E. .
LAB ON A CHIP, 2014, 14 (15) :2698-2708
[24]   Thin-Film Microtensile-Test Structures for High-Throughput Characterization of Mechanical Properties [J].
Oellers, T. ;
Angela, V. G. ;
Kirchlechner, C. ;
Dehm, G. ;
Ludwig, A. .
ACS COMBINATORIAL SCIENCE, 2020, 22 (03) :142-149
[25]   Accelerating materials science with high-throughput computations and machine learning [J].
Ong, Shyue Ping .
COMPUTATIONAL MATERIALS SCIENCE, 2019, 161 :143-150
[26]  
Petrie E. M., 1999, HDB ADHESIVES SEALAN, P2
[27]   Development of combinatorial chemistry methods for coatings: High-throughput adhesion evaluation and scale-up of combinatorial leads [J].
Potyrailo, RA ;
Chisholm, BJ ;
Morris, WG ;
Cawse, JN ;
Flanagan, WP ;
Hassib, L ;
Molaison, CA ;
Ezbiansky, K ;
Medford, G ;
Reitz, H .
JOURNAL OF COMBINATORIAL CHEMISTRY, 2003, 5 (04) :472-478
[28]   A centrifugation cell adhesion assay for high-throughput screening of biomaterial surfaces [J].
Reyes, CD ;
García, AJ .
JOURNAL OF BIOMEDICAL MATERIALS RESEARCH PART A, 2003, 67A (01) :328-333
[29]   High-throughput stochastic tensile performance of additively manufactured stainless steel [J].
Salzbrenner, Bradley C. ;
Rodelas, Jeffrey M. ;
Madison, Jonathan D. ;
Jared, Bradley H. ;
Swiler, Laura P. ;
Shen, Yu-Lin ;
Boyce, Brad L. .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2017, 241 :1-12
[30]   Deformation behavior of thin, compliant layers under tensile loading conditions [J].
Shull, KR ;
Creton, C .
JOURNAL OF POLYMER SCIENCE PART B-POLYMER PHYSICS, 2004, 42 (22) :4023-4043