Advancing biosensors with machine learning

F Cui, Y Yue, Y Zhang, Z Zhang, HS Zhou - ACS sensors, 2020 - ACS Publications
Chemometrics play a critical role in biosensors-based detection, analysis, and diagnosis.
Nowadays, as a branch of artificial intelligence (AI), machine learning (ML) have achieved …

Nanostructures for biosensing, with a brief overview on cancer detection, IoT, and the role of machine learning in smart biosensors

A Banerjee, S Maity, CH Mastrangelo - Sensors, 2021 - mdpi.com
Biosensors are essential tools which have been traditionally used to monitor environmental
pollution and detect the presence of toxic elements and biohazardous bacteria or virus in …

Combining machine learning and nanopore construction creates an artificial intelligence nanopore for coronavirus detection

M Taniguchi, S Minami, C Ono, R Hamajima… - Nature …, 2021 - nature.com
High-throughput, high-accuracy detection of emerging viruses allows for the control of
disease outbreaks. Currently, reverse transcription-polymerase chain reaction (RT-PCR) is …

A guide to signal processing algorithms for nanopore sensors

C Wen, D Dematties, SL Zhang - ACS sensors, 2021 - ACS Publications
Nanopore technology holds great promise for a wide range of applications such as
biomedical sensing, chemical detection, desalination, and energy conversion. For sensing …

Solid-State Nanopore Distinguishes Ferritin and Apo-Ferritin with Identical Exteriors through Amplified Flexibility at Single-Molecule Level

YD Yin, FF Chen, J Hu, L Yang, XT Song… - Analytical …, 2023 - ACS Publications
Protein identification and discrimination at the single-molecule level are big challenges.
Solid-state nanopores as a sensitive biosensor have been used for protein analysis …

Solid-state nanopore platform integrated with machine learning for digital diagnosis of virus infection

A Arima, M Tsutsui, T Washio, Y Baba… - Analytical …, 2020 - ACS Publications
The history of viruses in human society can never be taught without the history of detection
and treatment. As an ancient example, Egyptian mummies have been found to have scars …

Identifying single viruses using biorecognition solid-state nanopores

A Arima, IH Harlisa, T Yoshida, M Tsutsui… - Journal of the …, 2018 - ACS Publications
Immunosensing is a bioanalytical technique capable of selective detections of pathogens by
utilizing highly specific and strong intermolecular interactions between recognition probes …

Selective detections of single-viruses using solid-state nanopores

A Arima, M Tsutsui, IH Harlisa, T Yoshida, M Tanaka… - Scientific reports, 2018 - nature.com
Rapid diagnosis of flu before symptom onsets can revolutionize our health through
diminishing a risk for serious complication as well as preventing infectious disease outbreak …

Development of an artificially intelligent nanopore for high-throughput DNA sequencing with a machine-learning-aided quantum-tunneling approach

MK Jena, B Pathak - Nano Letters, 2023 - ACS Publications
Solid-state nanopore-based single-molecule DNA sequencing with quantum tunneling
technology poses formidable challenges to achieve long-read sequencing and high …

Sensing the performance of artificially intelligent nanopores developed by integrating solid-state nanopores with machine learning methods

M Taniguchi, H Takei, K Tomiyasu… - The Journal of …, 2022 - ACS Publications
Solid-state nanopores with a through-hole diameter of less than a few hundred nanometers
can detect single nanoparticles owing to the ionic current flowing through the nanopore …