Machine learning using convolutional neural networks for SERS analysis of biomarkers in medical diagnostics

Rapid identification of pathogens by using surface-enhanced Raman spectroscopy and multi-scale convolutional neural network

(2021) Jingyu Ding et al.   ANALYTICAL AND BIOANALYTICAL CHEMISTRY

Determining the Concentration of Polycyclic Aromatic Hydrocarbons in Water Using Surface Enhanced Raman Spectroscopy and Kernel Principal Components Analysis Combined with Support Vector Regression

(2021) C. Jian et al.   Journal of Applied Spectroscopy

A review of aptamer-based SERS biosensors: Design strategies and applications

(2021) Muhammad Muhammad et al.   TALANTA

Precise cancer detection via the combination of functionalized SERS surfaces and convolutional neural network with independent inputs

(2020) M. Erzina et al.   SENSORS AND ACTUATORS B-CHEMICAL

Application of random forest based approaches to surface-enhanced Raman scattering data

(2020) Stephan Seifert   Scientific Reports

Rapid detection and prediction of chlortetracycline and oxytetracycline in animal feed using surface-enhanced Raman spectroscopy (SERS)

(2020) Kyung-Min Lee et al.   FOOD CONTROL

SERS studies on normal epithelial and cancer cells derived from clinical breast cancer specimens

(2020) LiShengNan Shen et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

MicroRNA Biomarkers for Infectious Diseases: From Basic Research to Biosensing

(2020) Leon Tribolet et al.   Frontiers in Microbiology

Deep convolutional neural networks combine Raman spectral signature of serum for prostate cancer bone metastases screening

(2020) Xiaoguang Shao et al.   Nanomedicine-Nanotechnology Biology and Medicine

Plasmonic assay for amplification-free cancer biomarkers detection in clinical tissue samples

(2020) Priya V. Dukes et al.   ANALYTICA CHIMICA ACTA

Plasmonic nanoplatforms: From surface‐enhanced Raman scattering sensing to biomedical applications

(2020) Vanessa Cupil‐Garcia et al.   JOURNAL OF RAMAN SPECTROSCOPY

Rapid on-site identification of pesticide residues in tea by one-dimensional convolutional neural network coupled with surface-enhanced Raman scattering

(2020) Jiaji Zhu et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Machine Learning Protocol for Surface-Enhanced Raman Spectroscopy

(2019) Wei Hu et al.   Journal of Physical Chemistry Letters

Quantification of Analyte Concentration in the Single Molecule Regime Using Convolutional Neural Networks

(2019) William John Thrift et al.   ANALYTICAL CHEMISTRY

Multiplex imaging of live breast cancer tumour models through tissue using handheld surface enhanced spatially offset resonance Raman spectroscopy (SESORRS)

(2018) Fay Nicolson et al.   CHEMICAL COMMUNICATIONS

Tuberculosis determination using SERS and chemometric methods

(2018) Raju Botta et al.   TUBERCULOSIS

Direct Detection of Unamplified Pathogen RNA in Blood Lysate using an Integrated Lab-in-a-Stick Device and Ultrabright SERS Nanorattles

(2018) Hoan T. Ngo et al.   Scientific Reports

Label-free detection of nasopharyngeal and liver cancer using surface-enhanced Raman spectroscopy and partial lease squares combined with support vector machine

(2018) Yun Yu et al.   Biomedical Optics Express

Correlation between Cancerous Exosomes and Protein Markers Based on Surface-Enhanced Raman Spectroscopy (SERS) and Principal Component Analysis (PCA)

(2018) Hyunku Shin et al.   ACS Sensors

Review of SERS Substrates for Chemical Sensing

(2017) Pamela Mosier-Boss   Nanomaterials

Sensitive DNA detection and SNP discrimination using ultrabright SERS nanorattles and magnetic beads for malaria diagnostics

(2016) Hoan T. Ngo et al.   BIOSENSORS & BIOELECTRONICS

Multiplexed Detection of MicroRNA Biomarkers Using SERS-Based Inverse Molecular Sentinel (iMS) Nanoprobes

(2016) Hsin-Neng Wang et al.   Journal of Physical Chemistry C

Determination of 17β-estradiol and noradrenaline in dog serum using surface-enhanced Raman spectroscopy and random Forest

(2016) Carlos Diego L. Albuquerque et al.   MICROCHEMICAL JOURNAL

Tunable and amplified Raman gold nanoprobes for effective tracking (TARGET): in vivo sensing and imaging

(2016) Naveen Gandra et al.   Nanoscale

Detection and Direct Readout of Drugs in Human Urine Using Dynamic Surface-Enhanced Raman Spectroscopy and Support Vector Machines

(2015) Ronglu Dong et al.   ANALYTICAL CHEMISTRY

Label-free blood serum detection by using surface-enhanced Raman spectroscopy and support vector machine for the preoperative diagnosis of parotid gland tumors

(2015) Bing Yan et al.   BMC CANCER

Determination and Prediction of Fumonisin Contamination in Maize by Surface–Enhanced Raman Spectroscopy (SERS)

(2015) Kyung-Min Lee et al.   Food and Bioprocess Technology

Determination of carbaryl pesticide in Fuji apples using surface-enhanced Raman spectroscopy coupled with multivariate analysis

(2015) Yuxia Fan et al.   LWT-FOOD SCIENCE AND TECHNOLOGY

Plasmonics-based SERS nanobiosensor for homogeneous nucleic acid detection

(2015) Hsin-Neng Wang et al.   Nanomedicine-Nanotechnology Biology and Medicine

Potential of cancer screening with serum surface-enhanced Raman spectroscopy and a support vector machine

(2014) S X Li et al.   LASER PHYSICS LETTERS

Surface-enhanced Raman scattering molecular sentinel nanoprobes for viral infection diagnostics

(2013) Hsin-Neng Wang et al.   ANALYTICA CHIMICA ACTA

Simultaneous detection and quantification of three bacterial meningitis pathogens by SERS

(2013) Kirsten Gracie et al.   Chemical Science

Surface-enhanced Raman spectroscopy at single-molecule scale and its implications in biology

(2012) Y. Wang et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Plasmonic nanoprobes for SERS biosensing and bioimaging

(2009) Tuan Vo-Dinh et al.   Journal of Biophotonics

Spectral Analysis of Multiplex Raman Probe Signatures

(2008) Barry R. Lutz et al.   ACS Nano

Barcoding bacterial cells: a SERS-based methodology for pathogen identification

(2008) I. S. Patel et al.   JOURNAL OF RAMAN SPECTROSCOPY

Salivary mRNA targets for cancer diagnostics

(2007) Bernhard G. Zimmermann et al.   ORAL ONCOLOGY