ArticleAnalytical chemistry2022
Characterization of Bacteria Using Surface-Enhanced Raman Spectroscopy (SERS): Influence of Microbiological Factors on the SERS Spectra.
Article in Analytical chemistry, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 60 citations in OpenAlex.
- A Review of SERS-Based Bacterial Detection from Nanomaterials to Integrated Clinical Platforms.Biosensors · 2026Review
- TB-SERS analyzer: Analysis tool for tuberculosis prediction based on Raman spectroscopy with machine learning and convolutional neural network.PLoS computational biology · 2026Article
- Recent Advancements in the SERS-Based Detection ofSensors (Basel, Switzerland) · 2026Review
- Aptamer-Conjugated Magnetic Nanoparticles Integrated with SERS for Multiplex Salmonella Detection.Biosensors · 2025Article
- A Pilot Study on Single-Cell Raman Spectroscopy Combined with Machine Learning for Phenotypic Characterization ofMicroorganisms · 2025Article
- MXene-based nanocomposites: synthesis, optical properties, and biomedical applications.Mikrochimica acta · 2025Review
- Advancements in SERS: Revolutionizing Biomedical Analysis and Applications.Nanotheranostics · 2025Review
- Metabolite microextraction on surface-enhanced Raman scattering nanofibres and DNpj biosensing · 2025Article
- Raman spectrum combined with deep learning for precise recognition of Carbapenem-resistant Enterobacteriaceae.Analytical and bioanalytical chemistry · 2024Article
- Illuminating the Tiny World: A Navigation Guide for Proper Raman Studies on Microorganisms.Molecules (Basel, Switzerland) · 2024Review
- Review
- Accessing Properties of Molecular Compounds Involved in Cellular Metabolic Processes with Electron Paramagnetic Resonance, Raman Spectroscopy, and Differential Scanning Calorimetry.Molecules (Basel, Switzerland) · 2023Review
- SERS as a Probe of Surface Chemistry Enabled by Surface-Accessible Plasmonic Nanomaterials.Accounts of chemical research · 2023Article
- Modular Design in Triboelectric Sensors: A Review on the Clinical Applications for Real-Time Diagnosis.Sensors (Basel, Switzerland) · 2023Review
- Disintegration and Machine-Learning-Assisted Identification of Bacteria on Antimicrobial and Plasmonic Ag-CuACS applied materials & interfaces · 2023Article
- Review
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
SERS is currently being explored as a rapid method for identification of bacteria but variation in the experimental procedures has resulted in considerable variation in the spectra reported for a range of bacterial species. Here, we show that mixing bacteria with a conventional citrate-reduced silver colloid (CRSC) and drying the resulting suspension yield highly reproducible spectra. These signals were due to intracellular components released when the structure of the bacteria was disrupted during sample preparation. This reproducibility allowed us to examine the effects of variables that do not arise in SERS of simple solutions but are relevant in studies of bacteria. These included growth phase and biological variation, which occurred when the same bacterial isolates were cultured under nominally identical conditions on different days. It was found that even under optimal standardized conditions the effect of differences in experimental parameters such as growth phase was very large in some bacterial species but insignificant in others. This suggests that it is important to avoid drawing general conclusions about bacterial SERS based on studies using small numbers of samples. Similarly, discrimination between bacterial species was straightforward when a small number of isolates with distinct spectral features were investigated; however, this became more challenging when more bacterial species were included, as this increased the possibility of finding different species of bacteria with similar spectra. These observations are important because they clearly delineate the challenges that will need to be addressed if SERS is to be used for clinical applications.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.