Machine-Learning-Aided Understanding of Protein Adsorption on Zwitterionic Polymer Brushes.

Constructing antifouling surfaces is a crucial technique for optimizing the performance of devices such as water treatment membranes and medical devices in practical environments. These surfaces are achieved by modification with hydrophilic polymers. Notably, zwitterionic (ZI) polymers have attracted considerable interest because of their ability to form a robust hydration layer and inhibit the adsorption of foulants.

Design of a highly sensitive and versatile membrane-based immunosensor using a Cu-free click reaction.

A highly sensitive immunosensor is developed using membrane pores as the recognition interface. In this sensor, a Cu-free click reaction is used to efficiently immobilize antibodies, and the sensor inhibits the adsorption of nonspecific proteins that degrade sensitivity. Furthermore, the sensor demonstrates rapid interleukin-6 detection in the picogram per milliliter range.

Numerical Modeling for Sensitive and Rapid Molecular Detection by Membrane-Based Immunosensors.

Rapid, simple, and sensitive point-of-care testing (POCT) has attracted attention in recent years due to its excellent potential for early disease diagnosis and health monitoring. The flow-through biosensor design is a candidate for POCT that utilizes the small-sized pores of a porous membrane as a recognition space where it emits a signal comparable to that of a conventional enzyme-linked immunosorbent assay within 35 min of detection time. In this paper, we present a numerical model for this immunosensing technology to systematically design an improved recognition system.

Flow-Based Immunosensing Using the Pore Channel of a Porous Membrane As a Reaction Space.

This Letter describes a new rapid and sensitive immunosensing device using the pore space of a porous membrane as the reaction space. A track-etched membrane with uniform cylindrical pores is used as the base substrate of this device. The capture antibodies are covalently and densely immobilized inside the membrane pores by the uniform introduction of poly(acrylic acid) (PAAc) via the plasma graft polymerization technique, followed by the active ester method.

Control of Target Molecular Recognition in a Small Pore Space with Biomolecule-Recognition Gating Membrane.

A biomolecule-recognition gating membrane, which introduces thermosensitive graft polymer including molecular recognition receptor into porous membrane substrate, can close its pores by recognizing target biomolecule. The present study reports strategies for improving both versatility and sensitivity of the gating membrane. First, the membrane is fabricated by introducing the receptor via a selectively reactive click reaction improving the versatility.