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A closed-loop system for millisecond readout and control of membrane tension
Michael Sindoni1, Jörg Grandl1
1Department of Neurobiology, Duke University Medical Center, Durham, North Carolina.
Biophysical Journal
|April 1, 2025
Summary
This study introduces a novel closed-loop membrane tension clamp system, utilizing machine learning for precise real-time control. This advancement enables accurate characterization of force-gated ion channel mechanics and their responses to membrane tension.
Area of Science:
- Biophysics
- Molecular Biology
- Cell Physiology
Background:
- Force-gated ion channels are crucial for cellular functions and disease understanding.
- Current methods like pressure-clamp electrophysiology do not directly measure membrane tension, the primary stimulus for many such channels.
- Accurate characterization requires precise control and measurement of membrane tension.
Purpose of the Study:
- To develop and validate a novel system for real-time, closed-loop control of membrane tension.
- To enable precise and efficient generation of tension-response relationships for force-gated ion channels.
- To improve the throughput and reduce bias in characterizing channel mechanics.
Main Methods:
- Combined patch-clamp electrophysiology with differential interference contrast microscopy.
- Implemented machine learning object detection for millisecond-scale membrane curvature analysis.
- Developed a dynamic control program for closed-loop membrane tension clamping with automated error propagation.
Main Results:
- The system achieved >93% accuracy and 0.3 mN/m precision in clamping membrane tension.
- Automated analysis reduced bias and increased experimental throughput.
- Demonstrated the system's capability by characterizing TMEM63A, showing half-maximal activation at 5.5 ± 0.1 mN/m.
Conclusions:
- The developed membrane tension clamp system provides precise and efficient control over membrane tension.
- This technology facilitates accurate characterization of force-gated ion channel mechanosensitivity.
- Enables long-duration recordings for low-expression or low-conductance ion channels.
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