PMID- 25634247 OWN - NLM STAT- MEDLINE DCOM- 20150929 LR - 20151119 IS - 1520-6882 (Electronic) IS - 0003-2700 (Linking) VI - 87 IP - 5 DP - 2015 Mar 3 TI - Detection and direct readout of drugs in human urine using dynamic surface-enhanced Raman spectroscopy and support vector machines. PG - 2937-44 LID - 10.1021/acs.analchem.5b00137 [doi] AB - A new, novel, rapid method to detect and direct readout of drugs in human urine has been developed using dynamic surface-enhanced Raman spectroscopy (D-SERS) with portable Raman spectrometer on gold nanorods (GNRs) and a classification algorithm called support vector machines (SVM). The high-performance GNRs can generate gigantic enhancement and the SERS signals obtained using D-SERS on it have high reproducibility. On the basis of this feature of D-SERS, we have obtained SERS spectra of urine and urine containing methamphetamine (MAMP). SVM model was built using these data for fast identified and visual results. This general method was successfully applied to the detection of 3, 4-methylenedioxy methamphetamine (MDMA) in human urine. To verify the accuracy of the model, drug addicts' urine containing MAMP were detected and identified correctly and rapidly with accuracy more than 90%. The detection results were displayed directly without analysis of their SERS spectra manually. Compared with the conventional method in lab, the method only needs a 2 muL sample volume and takes no more than 2 min on the portable Raman spectrometer. It is anticipated that this method will enable rapid, convenient detection of drugs on site for the police. FAU - Dong, Ronglu AU - Dong R AD - Institute of Intelligent Machines, Chinese Academy of Sciences , Hefei, 230031, China. FAU - Weng, Shizhuang AU - Weng S FAU - Yang, Liangbao AU - Yang L FAU - Liu, Jinhuai AU - Liu J LA - eng PT - Comparative Study PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20150210 PL - United States TA - Anal Chem JT - Analytical chemistry JID - 0370536 RN - 0 (2-methyl-4-amino-5-(2-methyl-3-furylthiomethyl)pyrimdiine) RN - 0 (Pyrimidines) RN - 3M4G523W1G (Silver) RN - 7440-57-5 (Gold) RN - M43H21IO8R (Dimethylnitrosamine) SB - IM MH - Algorithms MH - Dimethylnitrosamine/*urine MH - Gold/chemistry MH - Humans MH - Metal Nanoparticles/*chemistry MH - Nanotubes MH - Pyrimidines/*urine MH - Silver/chemistry MH - Spectrum Analysis, Raman/*methods MH - *Support Vector Machine MH - Surface Plasmon Resonance MH - Surface Properties EDAT- 2015/01/31 06:00 MHDA- 2015/09/30 06:00 CRDT- 2015/01/31 06:00 PHST- 2015/01/31 06:00 [entrez] PHST- 2015/01/31 06:00 [pubmed] PHST- 2015/09/30 06:00 [medline] AID - 10.1021/acs.analchem.5b00137 [doi] PST - ppublish SO - Anal Chem. 2015 Mar 3;87(5):2937-44. doi: 10.1021/acs.analchem.5b00137. Epub 2015 Feb 10.