Machine-Learning-Assisted Nanozyme-Based Sensor Arrays: Construction, Empowerment, and Applications DOI Creative Commons

Jinjin Liu,

Xinyu Chen,

Qiaoqiao Diao

и другие.

Biosensors, Год журнала: 2025, Номер 15(6), С. 344 - 344

Опубликована: Май 29, 2025

In the past decade, nanozymes have been attracting increasing interest in academia due to their stable performance, low cost, and easy modification. With catalytic signal amplification feature, not only find wide use traditional “lock-and-key” single-target detection but hold great potential high-throughput multiobjective analysis via fabricating sensor arrays. particular, rise of machine learning recent years has greatly advanced design, construction, processing, utilization The constructive collaboration nanozymes, arrays, is accelerating development biochemical sensors. To highlight emerging field, this minireview, we created a concise summary machine-learning-assisted nanozyme-based First, construction nanozyme-involved arrays introduced from several aspects, including nanozyme materials activities, sensing variables, outputs. Then, roles treatment, information extraction, outcome feedback are emphasized. Afterwards, typical applications environmental detection, food analysis, biomedical discussed. Finally, promise highlighted, some future trends also pointed out attract more effort promote field for better practical use.

Язык: Английский

Machine-Learning-Assisted Nanozyme-Based Sensor Arrays: Construction, Empowerment, and Applications DOI Creative Commons

Jinjin Liu,

Xinyu Chen,

Qiaoqiao Diao

и другие.

Biosensors, Год журнала: 2025, Номер 15(6), С. 344 - 344

Опубликована: Май 29, 2025

In the past decade, nanozymes have been attracting increasing interest in academia due to their stable performance, low cost, and easy modification. With catalytic signal amplification feature, not only find wide use traditional “lock-and-key” single-target detection but hold great potential high-throughput multiobjective analysis via fabricating sensor arrays. particular, rise of machine learning recent years has greatly advanced design, construction, processing, utilization The constructive collaboration nanozymes, arrays, is accelerating development biochemical sensors. To highlight emerging field, this minireview, we created a concise summary machine-learning-assisted nanozyme-based First, construction nanozyme-involved arrays introduced from several aspects, including nanozyme materials activities, sensing variables, outputs. Then, roles treatment, information extraction, outcome feedback are emphasized. Afterwards, typical applications environmental detection, food analysis, biomedical discussed. Finally, promise highlighted, some future trends also pointed out attract more effort promote field for better practical use.

Язык: Английский

Процитировано

0