Single molecule surface-enhanced Raman spectroscopy (SM-SERS) has the potential to revolutionize quantitative analysis at ultralow concentrations (less than 1 nM). However, there are no established protocols to generalize the application of this technique in analytical chemistry. Here, a protocol for quantification at ultralow concentrations using SM-SERS is proposed. The approach aims to take advantage of the stochastic nature of the single-molecule regime to achieved lower limits of quantification (LOQ). Two emerging contaminants commonly found in aquatic environments, enrofloxacin (ENRO) and ciprofloxacin (CIPRO), were chosen as nonresonant molecular probes. The methodology involves a multivariate resolution curve fitting known as non-negative matrix factorization with alternating least-squares algorithm (NMF-ALS) to solve spectral overlaps. The key element of the quantification is to realize that, under SM-SERS conditions, the Raman intensity generated by a molecule adsorbed on a "hotspot" can be digitalized. Therefore, the number of SERS event counts (rather than SERS intensities) was shown to be proportional to the solution concentration. This allowed the determination of both ENRO and CIPRO with high accuracy and precision even at ultralow concentrations regime. The LOQ for both ENRO and CIPRO were achieved at 2.8 pM. The digital SERS protocol, suggested here, is a roadmap for the implementation of SM-SERS as a routine tool for quantification at ultralow concentrations.
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Aoki, Pedro H. B.
;
Carreon, Eduardo G. E.
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Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Carreon, Eduardo G. E.
;
Volpati, Diogo
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Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Volpati, Diogo
;
Shimabukuro, Milton H.
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Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Shimabukuro, Milton H.
;
Constantino, Carlos J. L.
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Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Constantino, Carlos J. L.
;
Aroca, Ricardo F.
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机构:
Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Aroca, Ricardo F.
;
Oliveira, Osvaldo N., Jr.
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Univ Sao Paulo, Inst Fis Sao Carlos, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Oliveira, Osvaldo N., Jr.
;
Paulovich, Fernando V.
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h-index: 0
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Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
机构:
UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Cabrera, F. C.
;
Aoki, P. H. B.
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UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Aoki, P. H. B.
;
Aroca, R. F.
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Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Aroca, R. F.
;
Constantino, C. J. L.
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UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Constantino, C. J. L.
;
dos Santos, D. S.
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Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
dos Santos, D. S.
;
Job, A. E.
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UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Costa, Jean C. S.
;
Cordeiro, Denise S.
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Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Cordeiro, Denise S.
;
Sant'Ana, Antonio C.
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Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Sant'Ana, Antonio C.
;
Rossi, Liane M.
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Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Rossi, Liane M.
;
Santos, Paulo S.
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Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Santos, Paulo S.
;
Corio, Paola
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Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Aoki, Pedro H. B.
;
Carreon, Eduardo G. E.
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h-index: 0
机构:
Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Carreon, Eduardo G. E.
;
Volpati, Diogo
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h-index: 0
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Volpati, Diogo
;
Shimabukuro, Milton H.
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h-index: 0
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Shimabukuro, Milton H.
;
Constantino, Carlos J. L.
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h-index: 0
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Constantino, Carlos J. L.
;
Aroca, Ricardo F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Aroca, Ricardo F.
;
Oliveira, Osvaldo N., Jr.
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h-index: 0
机构:
Univ Sao Paulo, Inst Fis Sao Carlos, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
Oliveira, Osvaldo N., Jr.
;
Paulovich, Fernando V.
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h-index: 0
机构:
Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias & Tecnol, BR-19060900 Presidente Prudente, SP, Brazil
机构:
UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Cabrera, F. C.
;
Aoki, P. H. B.
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h-index: 0
机构:
UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Aoki, P. H. B.
;
Aroca, R. F.
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h-index: 0
机构:
Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Aroca, R. F.
;
Constantino, C. J. L.
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h-index: 0
机构:
UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
Constantino, C. J. L.
;
dos Santos, D. S.
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h-index: 0
机构:
Univ Windsor, Mat & Surface Sci Grp, Windsor, ON N9B 3P4, CanadaUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
dos Santos, D. S.
;
Job, A. E.
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h-index: 0
机构:
UNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, BrazilUNESP Univ Estadual Paulista, Fac Ciencias & Tecnol, BR-19060080 Presidente Prudente, SP, Brazil
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Costa, Jean C. S.
;
Cordeiro, Denise S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Cordeiro, Denise S.
;
Sant'Ana, Antonio C.
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h-index: 0
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Sant'Ana, Antonio C.
;
Rossi, Liane M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Rossi, Liane M.
;
Santos, Paulo S.
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h-index: 0
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil
Santos, Paulo S.
;
Corio, Paola
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, BrazilUniv Sao Paulo, Inst Quim, Dept Quim Fundamental, BR-05513970 Sao Paulo, Brazil