Machine Learning-Enabled Repurposing and Design of Antifouling Polymer Brushes

Machine learned features from density of states for accurate adsorption energy prediction

(2021) Victor Fung et al.   Nature Communications

Machine Learning-Enabled Design and Prediction of Protein Resistance on Self-Assembled Monolayers and Beyond

(2021) Yonglan Liu et al.   ACS Applied Materials & Interfaces

Computational Investigation of Antifouling Property of Polyacrylamide Brushes

(2020) Yonglan Liu et al.   LANGMUIR

Zwitterionic Polysulfamide Drug Nanogels with Microwave Augmented Tumor Accumulation and On-Demand Drug Release for Enhanced Cancer Therapy

(2020) Shaojun Peng et al.   ADVANCED FUNCTIONAL MATERIALS

Structures and Antifouling Properties of Self-Assembled Zwitterionic Peptide Monolayers: Effects of Peptide Charge Distributions and Divalent Cations

(2020) Chuanxi Li et al.   BIOMACROMOLECULES

Constitutive models for predicting field-dependent viscoelastic behavior of magnetorheological elastomer using machine learning

(2020) Kasma Diana Saharuddin et al.   Smart Materials and Structures

Predicting densities and elastic moduli of SiO2-based glasses by machine learning

(2020) Yong-Jie Hu et al.   npj Computational Materials

Discovery of high-entropy ceramics via machine learning

(2020) Kevin Kaufmann et al.   npj Computational Materials

Machine Learning to Reveal Nanoparticle Dynamics from Liquid-Phase TEM Videos

(2020) Lehan Yao et al.   ACS Central Science

Micro- and macroscopically structured zwitterionic polymers with ultralow fouling property

(2020) Dong Zhang et al.   JOURNAL OF COLLOID AND INTERFACE SCIENCE

Efficient Drug Delivery Carrier Surface without Unwanted Adsorption Using Sulfobetaine Zwitterion

(2020) Sungwon Jung et al.   Advanced Materials Interfaces

Data-Driven Prediction of Protein Adsorption on Self-Assembled Monolayers toward Material Screening and Design

(2020) Rudolf Jason Kwaria et al.   ACS Biomaterials-Science & Engineering

Predicting the propensity for thermally activated β events in metallic glasses via interpretable machine learning

(2020) Qi Wang et al.   npj Computational Materials

Quantitative design rules for protein-resistant surface coatings using machine learning

(2019) Tu C. Le et al.   Scientific Reports

Machine-learning reprogrammable metasurface imager

(2019) Lianlin Li et al.   Nature Communications

Enzymatically Degassed Surface-Initiated Atom Transfer Radical Polymerization with Real-Time Monitoring

(2019) Luis A. Navarro et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Exploiting machine learning for end-to-end drug discovery and development

(2019) Sean Ekins et al.   NATURE MATERIALS

Applications of machine learning in drug discovery and development

(2019) Jessica Vamathevan et al.   NATURE REVIEWS DRUG DISCOVERY

Design of self-assembly dipeptide hydrogels and machine learning via their chemical features

(2019) Fei Li et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Machine-learning-assisted discovery of polymers with high thermal conductivity using a molecular design algorithm

(2019) Stephen Wu et al.   npj Computational Materials

Machine Learning Applied to Zeolite Synthesis: The Missing Link for Realizing High-Throughput Discovery

(2019) Manuel Moliner et al.   ACCOUNTS OF CHEMICAL RESEARCH

Recent advances and applications of machine learning in solid-state materials science

(2019) Jonathan Schmidt et al.   npj Computational Materials

A property-oriented design strategy for high performance copper alloys via machine learning

(2019) Changsheng Wang et al.   npj Computational Materials

Machine-Learning Analysis to Predict the Exciton Valley Polarization Landscape of 2D Semiconductors

(2019) Kenya Tanaka et al.   ACS Nano

Integration of machine learning approaches for accelerated discovery of transition-metal dichalcogenides as Hg0 sensing materials

(2019) Haitao Zhao et al.   APPLIED ENERGY

Synthesis of Novel Sulfobetaine Polymers with Differing Dipole Orientations in Their Side Chains, and Their Effects on the Antifouling Properties

(2019) Eric Schönemann et al.   MACROMOLECULAR RAPID COMMUNICATIONS

A database for using machine learning and data mining techniques for coronary artery disease diagnosis

(2019) R. Alizadehsani et al.   Scientific Data

Machine Learning in Nanoscience: Big Data at Small Scales

(2019) Keith A. Brown et al.   NANO LETTERS

Antimicrobial and Antifouling Polymeric Agents for Surface Functionalization of Medical Implants

(2018) Qiang Zeng et al.   BIOMACROMOLECULES

Molecular Simulations of the Hydration Behavior of a Zwitterion Brush Array and Its Antifouling Property in an Aqueous Environment

(2018) Yuan Xiang et al.   LANGMUIR

Synthesis, antibacterial activity, and application in the antifouling marine coatings of novel acylamino compounds containing gramine groups

(2018) Kang Feng et al.   PROGRESS IN ORGANIC COATINGS

Potential of synthetic chalcone derivatives to prevent marine biofouling

(2018) J.R. Almeida et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Experimental search for high-temperature ferroelectric perovskites guided by two-step machine learning

(2018) Prasanna V. Balachandran et al.   Nature Communications

Data Mining and Machine Learning Models for Predicting Drug Likeness and Their Disease or Organ Category

(2018) Abraham Yosipof et al.   Frontiers in Chemistry

Machine learning modeling of superconducting critical temperature

(2018) Valentin Stanev et al.   npj Computational Materials

Atomistic Study of Zwitterionic Peptoid Antifouling Brushes

(2018) David L. Cheung et al.   LANGMUIR

Delayed Sensor Activation Based on Transient Coatings: Biofouling Protection in Complex Biofluids

(2018) Víctor Ruiz-Valdepeñas Montiel et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Identifying an efficient, thermally robust inorganic phosphor host via machine learning

(2018) Ya Zhuo et al.   Nature Communications

Synthesis and Characterization of Ultralow Fouling Poly(N-acryloyl-glycinamide) Brushes

(2017) Fengyu Yang et al.   LANGMUIR

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Salt-responsive polyzwitterionic materials for surface regeneration between switchable fouling and antifouling properties

(2016) Hong Chen et al.   Acta Biomaterialia

Polyol-grafted polysulfone membranes for boron removal: Effects of the ligand structure

(2015) Xilan Du et al.   JOURNAL OF MEMBRANE SCIENCE

Polymer brush biointerfaces for highly sensitive biosensors that preserve the structure and function of immobilized proteins

(2015) Kenji Takasu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Smart surfaces based on thermo-responsive polymer brushes prepared from l-alanine derivatives for cell capture and release

(2015) Yong Shen et al.   Soft Matter

Non-toxic, non-biocide-release antifouling coatings based on molecular structure design for marine applications

(2015) Ayda G. Nurioglu et al.   Journal of Materials Chemistry B

Zwitterionic Poly(amino acid methacrylate) Brushes

(2014) Abdullah M. Alswieleh et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Antifouling Gold Surfaces Grafted with Aspartic Acid and Glutamic Acid Based Zwitterionic Polymer Brushes

(2014) Wenchen Li et al.   LANGMUIR

Synthesis and Characterization of Antifouling Poly(N-acryloylaminoethoxyethanol) with Ultralow Protein Adsorption and Cell Attachment

(2014) Hong Chen et al.   LANGMUIR

Probing structure–antifouling activity relationships of polyacrylamides and polyacrylates

(2013) Chao Zhao et al.   BIOMATERIALS

Amino Acid-Based Zwitterionic Poly(serine methacrylate) as an Antifouling Material

(2012) Qingsheng Liu et al.   BIOMACROMOLECULES

Synthesis and Characterization of Poly(N-hydroxyethylacrylamide) for Long-Term Antifouling Ability

(2011) Chao Zhao et al.   BIOMACROMOLECULES

Preparation of hydrophilic polymer-grafted polystyrene beads for hydrophilic interaction chromatography via surface-initiated atom transfer radical polymerization

(2011) Xiaojun Dai et al.   JOURNAL OF SEPARATION SCIENCE

Effect of Film Thickness on the Antifouling Performance of Poly(hydroxy-functional methacrylates) Grafted Surfaces

(2011) Chao Zhao et al.   LANGMUIR

Surface hydration: Principles and applications toward low-fouling/nonfouling biomaterials

(2010) Shenfu Chen et al.   POLYMER

Nonfouling Behavior of Polycarboxybetaine-Grafted Surfaces: Structural and Environmental Effects

(2008) Zheng Zhang et al.   BIOMACROMOLECULES

Blood compatibility of surfaces with superlow protein adsorption

(2008) Zheng Zhang et al.   BIOMATERIALS

Origin of repulsive force and structure/dynamics of interfacial water in OEG–protein interactions: a molecular simulation study

(2008) Yi He et al.   PHYSICAL CHEMISTRY CHEMICAL PHYSICS