TY - JOUR
T1 - Silver Nanostar-Based SERS for the Discrimination of Clinically Relevant Acinetobacter baumannii and Klebsiella pneumoniae Species and Clones
AU - de Almeida, Miguel Peixoto
AU - Rodrigues, Carla
AU - Novais, Ângela
AU - Grosso, Filipa
AU - Leopold, Nicolae
AU - Peixe, Luísa
AU - Franco, Ricardo
AU - Pereira, Eulália
N1 - Funding Information:
info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDP%2F04378%2F2020/PT#
info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04378%2F2020/PT#
info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F50006%2F2020/PT#
info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDP%2F50006%2F2020/PT#
info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/LA%2FP%2F0140%2F2020/PT#
info:eu-repo/grantAgreement/FCT/CEEC IND4ed/2021.02252.CEECIND%2FCP1662%2FCT0009/PT#
And project HEALTH-UNORTE I&D&I NORTE-01-0145-FEDER-000039 cofinanced by European Regional Development Fund (ERDF), through the NORTE 2020 (Programa Operacional Regional do Norte 2014/2020). AN was supported by Portuguese funds through FCT in the context of the CEEC program (2021.02252.CEECIND/CP1662/CT0009). FG was supported by Portuguese funds through FCT in the context of the transitional norm (DL57/2016/CP1346/CT0034). NL acknowledges support from a grant of the Romanian Ministry of Research and Innovation, CCCDI-UEFISCDI, project number PN-III-P4-ID-PCE-2020-1292, within PNCDI III.
Publisher Copyright:
© 2023 by the authors.
PY - 2023/1/17
Y1 - 2023/1/17
N2 - The development of rapid, reliable, and low-cost methods that enable discrimination among clinically relevant bacteria is crucial, with emphasis on those listed as WHO Global Priority 1 Critical Pathogens, such as carbapenem-resistant Acinetobacter baumannii and carbapenem-resistant or ESBL-producing Klebsiella pneumoniae. To address this problem, we developed and validated a protocol of surface-enhanced Raman spectroscopy (SERS) with silver nanostars for the discrimination of A. baumannii and K. pneumoniae species, and their globally disseminated and clinically relevant antibiotic resistant clones. Isolates were characterized by mixing bacterial colonies with silver nanostars, followed by deposition on filter paper for SERS spectrum acquisition. Spectral data were processed with unsupervised and supervised multivariate data analysis methods, including principal component analysis (PCA) and partial least-squares discriminant analysis (PLSDA), respectively. Our proposed SERS procedure using silver nanostars adsorbed to the bacteria, followed by multivariate data analysis, enabled differentiation between and within species. This pilot study demonstrates the potential of SERS for the rapid discrimination of clinically relevant A. baumannii and K. pneumoniae species and clones, displaying several advantages such as the ease of silver nanostars synthesis and the possible use of a handheld spectrometer, which makes this approach ideal for point-of-care applications.
AB - The development of rapid, reliable, and low-cost methods that enable discrimination among clinically relevant bacteria is crucial, with emphasis on those listed as WHO Global Priority 1 Critical Pathogens, such as carbapenem-resistant Acinetobacter baumannii and carbapenem-resistant or ESBL-producing Klebsiella pneumoniae. To address this problem, we developed and validated a protocol of surface-enhanced Raman spectroscopy (SERS) with silver nanostars for the discrimination of A. baumannii and K. pneumoniae species, and their globally disseminated and clinically relevant antibiotic resistant clones. Isolates were characterized by mixing bacterial colonies with silver nanostars, followed by deposition on filter paper for SERS spectrum acquisition. Spectral data were processed with unsupervised and supervised multivariate data analysis methods, including principal component analysis (PCA) and partial least-squares discriminant analysis (PLSDA), respectively. Our proposed SERS procedure using silver nanostars adsorbed to the bacteria, followed by multivariate data analysis, enabled differentiation between and within species. This pilot study demonstrates the potential of SERS for the rapid discrimination of clinically relevant A. baumannii and K. pneumoniae species and clones, displaying several advantages such as the ease of silver nanostars synthesis and the possible use of a handheld spectrometer, which makes this approach ideal for point-of-care applications.
KW - bacterial differentiation
KW - chemometrics
KW - clones
KW - critical pathogens
KW - SERS
KW - silver nanostars
KW - surface-enhanced Raman spectroscopy
KW - vibrational spectroscopy
UR - http://www.scopus.com/inward/record.url?scp=85148963566&partnerID=8YFLogxK
U2 - 10.3390/bios13020149
DO - 10.3390/bios13020149
M3 - Article
C2 - 36831915
AN - SCOPUS:85148963566
SN - 2079-6374
VL - 13
JO - Biosensors
JF - Biosensors
IS - 2
M1 - 149
ER -