Surface-enhanced Raman spectroscopy: bottlenecks and future directions.

In this feature article, we discuss in detail developmental bottleneck issues in Raman spectroscopy in its early stages and surface-enhanced Raman spectroscopy (SERS) in the past four decades. We divide SERS research into two different directions with different targets. Fundamental research is extending the limits of SERS to single-molecule, sub-nanometer resolution and femtosecond processes. In contrast, practical research is expanding the range of applications with the aim of providing versatile analytical tools for surface, materials, life, environmental, forensic and food sciences and also commercial instruments for use in daily life. In the second direction there have continually been many complex bottlenecks to be overcome. We attempt to enumerate the key issues in detail and also describe the achievements made to overcome the bottlenecks. In the last, but not least important part, we discuss the remaining bottlenecks and possible strategies for overcoming them to enable SERS to be an even more powerful and versatile technique.

[1]  D. L. Jeanmaire,et al.  Surface raman spectroelectrochemistry: Part I. Heterocyclic, aromatic, and aliphatic amines adsorbed on the anodized silver electrode , 1977 .

[2]  S. Bell,et al.  Quantitative surface-enhanced Raman spectroscopy. , 2008, Chemical Society reviews.

[3]  H. Metiu Surface enhanced spectroscopy , 1984 .

[4]  Jian-Feng Li,et al.  Core-Shell Nanoparticle-Enhanced Raman Spectroscopy. , 2017, Chemical reviews.

[5]  Yukihiro Ozaki,et al.  Recent progress and frontiers in the electromagnetic mechanism of surface-enhanced Raman scattering , 2014 .

[6]  Joseph R. Lakowicz,et al.  Advances in Surface-Enhanced Fluorescence , 2004, Journal of Fluorescence.

[7]  Alastair M. Glass,et al.  Surface second-harmonic generation from metal island films and microlithographic structures , 1981 .

[8]  P. J. Hendra,et al.  Laser Raman spectra of species adsorbed on oxide surfaces. II , 1974 .

[9]  W. Marsden I and J , 2012 .

[10]  N. Shah,et al.  Surface-enhanced Raman spectroscopy. , 2008, Annual review of analytical chemistry.

[11]  Xiaonan Lu,et al.  Determination of chemical hazards in foods using surface-enhanced Raman spectroscopy coupled with advanced separation techniques , 2016 .

[12]  Lili He,et al.  Rapid detection of acetamiprid in foods using surface-enhanced Raman spectroscopy (SERS). , 2014, Journal of food science.

[13]  and H. Metiu,et al.  THE ELECTROMAGNETIC THEORY OF SURFACE ENHANCED SPECTROSCOPY , 1984 .

[14]  Zhong-Qun Tian,et al.  Surface-enhanced Raman spectroscopy toward application in plasmonic photocatalysis on metal nanostructures , 2014 .

[15]  Claus Ropers,et al.  Near-field localization in plasmonic superfocusing: a nanoemitter on a tip. , 2010, Nano letters.

[16]  Marlan O Scully,et al.  Lightweight Raman spectroscope using time-correlated photon-counting detection , 2015, Proceedings of the National Academy of Sciences.

[17]  P. Nordlander,et al.  Plasmonic nanoclusters: near field properties of the Fano resonance interrogated with SERS. , 2012, Nano letters.

[18]  Bo Liu,et al.  Study of molecular junctions with a combined surface-enhanced Raman and mechanically controllable break junction method. , 2006, Journal of the American Chemical Society.

[19]  Zhong-Qun Tian,et al.  A breakthrough in the chemical imaging of single molecule: sub-nm tip-enhanced Raman spectroscopy , 2014 .

[20]  George C. Schatz,et al.  Silver nanoparticle array structures that produce giant enhancements in electromagnetic fields , 2005 .

[21]  Gerhard Ertl,et al.  Surface Enhanced Raman Spectroscopy: Towards Single Molecule Spectroscopy , 2000 .

[22]  Masatoshi Osawa,et al.  Surface-Enhanced Infrared Absorption , 2001 .

[23]  M. Albrecht,et al.  Anomalously intense Raman spectra of pyridine at a silver electrode , 1977 .

[24]  S. Kawata,et al.  Metallized tip amplification of near-field Raman scattering , 2000 .

[25]  A. Kudelski Analytical applications of Raman spectroscopy. , 2008, Talanta.

[26]  G. Schatz,et al.  An accurate electromagnetic theory study of surface enhancement factors for silver, gold, copper, lithium, sodium, aluminum, gallium, indium, zinc, and cadmium , 1987 .

[27]  Christian Amatore,et al.  Bridging the gap between electrochemical and organometallic activation: benzyl chloride reduction at silver cathodes. , 2010, Journal of the American Chemical Society.

[28]  Milton Kerker Selected papers on surface-enhanced raman scattering , 1990 .

[29]  Zhong-Qun Tian,et al.  When the signal is not from the original molecule to be detected: chemical transformation of para-aminothiophenol on Ag during the SERS measurement. , 2010, Journal of the American Chemical Society.

[30]  De‐Yin Wu,et al.  Surface-Enhanced Raman Scattering: From Noble to Transition Metals and from Rough Surfaces to Ordered Nanostructures , 2002 .

[31]  Richard P Van Duyne,et al.  Probing Redox Reactions at the Nanoscale with Electrochemical Tip-Enhanced Raman Spectroscopy. , 2015, Nano letters.

[32]  A. Otto,et al.  Surface enhanced Raman scattering , 1983 .

[33]  Prabhat Verma,et al.  Tip-Enhanced Raman Spectroscopy: Technique and Recent Advances. , 2017, Chemical reviews.

[34]  Koji Masutani,et al.  Raman studies of Japanese art objects by a portable Raman spectrometer using liquid crystal tunable filters , 2012 .

[35]  Guo-Li Shen,et al.  Novel dye-embedded core-shell nanoparticles as surface-enhanced Raman scattering tags for immunoassay , 2006 .

[36]  Zhong Lin Wang,et al.  Shell-isolated nanoparticle-enhanced Raman spectroscopy , 2010, Nature.

[37]  Xiaoyuan Li,et al.  Surface-enhanced hyper-Raman scattering and surface-enhanced Raman scattering studies of electroreduction of phenazine on silver electrode , 2000 .

[38]  P. Nordlander,et al.  Plasmons in strongly coupled metallic nanostructures. , 2011, Chemical reviews.

[39]  J. Popp,et al.  Recent progress in surface-enhanced Raman spectroscopy for biological and biomedical applications: from cells to clinics. , 2017, Chemical Society reviews.

[40]  Logan K. Ausman,et al.  Methods for describing the electromagnetic properties of silver and gold nanoparticles. , 2008, Accounts of chemical research.

[41]  K. S. Krishnan,et al.  A New Type of Secondary Radiation , 1928, Nature.

[42]  William F. Finney,et al.  Subsurface Probing in Diffusely Scattering Media Using Spatially Offset Raman Spectroscopy , 2005, Applied spectroscopy.

[43]  Duncan Graham,et al.  SERRS labelled beads for multiplex detection. , 2006, Faraday discussions.

[44]  De‐Yin Wu,et al.  Nanostructure-based plasmon-enhanced Raman spectroscopy for surface analysis of materials , 2016 .

[45]  R. Zenobi,et al.  Nanoscale chemical analysis by tip-enhanced Raman spectroscopy , 2000 .

[46]  M. Faraday X. The Bakerian Lecture. —Experimental relations of gold (and other metals) to light , 1857, Philosophical Transactions of the Royal Society of London.

[47]  Hiroaki Misawa,et al.  Single molecule dynamics at a mechanically controllable break junction in solution at room temperature. , 2013, Journal of the American Chemical Society.

[48]  Meng Zhang,et al.  Extending the shell-isolated nanoparticle-enhanced Raman spectroscopy approach to interfacial ionic liquids at single crystal electrode surfaces. , 2014, Chemical communications.

[49]  M. Kerker Electromagnetic model for surface-enhanced Raman scattering (SERS) on metal colloids , 1984 .

[50]  George C Schatz,et al.  Ultrafast and nonlinear surface-enhanced Raman spectroscopy. , 2016, Chemical Society reviews.

[51]  Volker Deckert,et al.  Tip-enhanced Raman spectroscopy of single RNA strands: towards a novel direct-sequencing method. , 2008, Angewandte Chemie.

[52]  Lingyan Meng,et al.  Probing the electronic and catalytic properties of a bimetallic surface with 3 nm resolution. , 2017, Nature nanotechnology.

[53]  Zach DeVito,et al.  Opt , 2017 .

[54]  Sheng-Chao Huang,et al.  Electrochemical Tip-Enhanced Raman Spectroscopy. , 2015, Journal of the American Chemical Society.

[55]  Javier Reguera,et al.  Anisotropic metal nanoparticles for surface enhanced Raman scattering. , 2017, Chemical Society reviews.

[56]  Zhong-Qun Tian,et al.  Surface-enhanced Raman spectroscopy: advancements and applications , 2005 .

[57]  Dmitri V. Voronine,et al.  Nature of surface-enhanced coherent Raman scattering , 2014 .

[58]  Jian-Feng Li,et al.  Shell‐Isolated Nanoparticle‐Enhanced Raman Spectroscopy at Single‐Crystal Electrode Surfaces , 2016 .

[59]  Duncan Graham,et al.  Chemical and bioanalytical applications of surface enhanced Raman scattering spectroscopy. , 2008, Chemical Society reviews.

[60]  Cheng Zong,et al.  Transient Electrochemical Surface-Enhanced Raman Spectroscopy: A Millisecond Time-Resolved Study of an Electrochemical Redox Process. , 2015, Journal of the American Chemical Society.

[61]  Martin Moskovits,et al.  Surface roughness and the enhanced intensity of Raman scattering by molecules adsorbed on metals , 1978 .

[62]  Wei Shen,et al.  Reliable Quantitative SERS Analysis Facilitated by Core-Shell Nanoparticles with Embedded Internal Standards. , 2015, Angewandte Chemie.

[63]  Xin Xu,et al.  Revealing the molecular structure of single-molecule junctions in different conductance states by fishing-mode tip-enhanced Raman spectroscopy , 2011, Nature communications.

[64]  R. Dasari,et al.  Single Molecule Detection Using Surface-Enhanced Raman Scattering (SERS) , 1997 .

[65]  S. Schlücker Surface-enhanced Raman spectroscopy: concepts and chemical applications. , 2014, Angewandte Chemie.

[66]  M. Bawendi,et al.  A colloidal quantum dot spectrometer , 2015, Nature.

[67]  Andrew G. Glen,et al.  APPL , 2001 .

[68]  M. Moskovits Surface-enhanced spectroscopy , 1985 .

[69]  Xin Xu,et al.  Structures of Water Molecules Adsorbed on a Gold Electrode under Negative Potentials , 2010 .

[70]  Jian-Feng Li,et al.  Shell-isolated nanoparticle-enhanced Raman spectroscopy study of the adsorption behaviour of DNA bases on Au(111) electrode surfaces. , 2016, The Analyst.

[71]  Ryan A. Hackler,et al.  Expanding applications of SERS through versatile nanomaterials engineering. , 2017, Chemical Society reviews.

[72]  R. Dasari,et al.  Ultrasensitive chemical analysis by Raman spectroscopy. , 1999, Chemical reviews.

[73]  Andreas Otto,et al.  Raman spectroscopy of pyridine adsorbed on single crystal copper electrodes , 1998 .

[74]  Zhong-Qun Tian,et al.  Enhanced Raman scattering from iron electrodes , 1987 .

[75]  Chao Zhang,et al.  Aluminum Nanocrystals: A Sustainable Substrate for Quantitative SERS-Based DNA Detection. , 2017, Nano letters.

[76]  Volker Deckert,et al.  Catalytic processes monitored at the nanoscale with tip-enhanced Raman spectroscopy. , 2012, Nature nanotechnology.

[77]  Rosanne M. Guijt,et al.  Innentitelbild: Electrokinetic Size and Mobility Traps for On-site Therapeutic Drug Monitoring (Angew. Chem. 25/2015) , 2015 .

[78]  Shuming Nie,et al.  Efficient Raman enhancement and intermittent light emission observed in single gold nanocrystals , 1999 .

[79]  Constantine Mavroyannis Excitation spectrum of neutral molecules adsorbed on dielectric surfaces , 1978 .

[80]  Jian-Feng Li,et al.  Electrochemical surface-enhanced Raman spectroscopy of nanostructures. , 2008, Chemical Society reviews.

[81]  Naihao Chiang,et al.  Ultrahigh Vacuum Tip-Enhanced Raman Spectroscopy with Picosecond Excitation. , 2014, The journal of physical chemistry letters.

[82]  G. Lloyd,et al.  Surface enhanced spatially offset Raman spectroscopic (SESORS) imaging – the next dimension , 2011 .

[83]  Volker Deckert,et al.  Mastering high resolution tip-enhanced Raman spectroscopy: towards a shift of perception. , 2017, Chemical Society reviews.

[84]  Zhong-Qun Tian,et al.  Quantitative SHINERS analysis of temporal changes in the passive layer at a gold electrode surface in a thiosulfate solution. , 2015, Analytical chemistry.

[85]  Sheng-Chao Huang,et al.  Tip-enhanced Raman spectroscopy: tip-related issues , 2015, Analytical and Bioanalytical Chemistry.

[86]  Renato Zenobi,et al.  Nanoscale chemical imaging using tip-enhanced Raman spectroscopy: a critical review. , 2013, Angewandte Chemie.

[87]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[88]  Jeffrey N. Anker,et al.  Biosensing with plasmonic nanosensors. , 2008, Nature materials.

[89]  Bernhard Lendl,et al.  Raman spectroscopy in chemical bioanalysis. , 2004, Current opinion in chemical biology.

[90]  Laurence J. Hardwick,et al.  Shell isolated nanoparticles for enhanced Raman spectroscopy studies in lithium-oxygen cells. , 2017, Faraday discussions.

[91]  Jian-Feng Li,et al.  SERS and DFT study of water on metal cathodes of silver, gold and platinum nanoparticles. , 2010, Physical chemistry chemical physics : PCCP.

[92]  Duncan Graham,et al.  SERS - facts, figures and the future. , 2017, Chemical Society reviews.

[93]  P. Brevet,et al.  Fano profiles induced by near-field coupling in heterogeneous dimers of gold and silver nanoparticles. , 2008, Physical review letters.

[94]  John E. Wessel,et al.  Surface-enhanced optical microscopy , 1985 .

[95]  Jian-Feng Li,et al.  "Smart" Ag Nanostructures for Plasmon-Enhanced Spectroscopies. , 2015, Journal of the American Chemical Society.

[96]  Jian-Feng Li,et al.  In Situ Monitoring of Electrooxidation Processes at Gold Single Crystal Surfaces Using Shell-Isolated Nanoparticle-Enhanced Raman Spectroscopy. , 2015, Journal of the American Chemical Society.

[97]  J. L. Yang,et al.  Chemical mapping of a single molecule by plasmon-enhanced Raman scattering , 2013, Nature.

[98]  Andreas Otto,et al.  Electronic effects in SERS by liquid water , 2005 .

[99]  R. Aroca,et al.  Surface-enhanced fluorescence with shell-isolated nanoparticles (SHINEF). , 2011, Angewandte Chemie.

[100]  Satoshi Kawata,et al.  A 1.7 nm resolution chemical analysis of carbon nanotubes by tip-enhanced Raman imaging in the ambient , 2014, Nature Communications.

[101]  Dhabih V. Chulhai,et al.  The origin of relative intensity fluctuations in single-molecule tip-enhanced Raman spectroscopy. , 2013, Journal of the American Chemical Society.

[102]  Yukihiro Ozaki,et al.  Frontiers of Surface-Enhanced Raman Scattering: Single Nanoparticles and Single Cells , 2014 .

[103]  E. Anderson,et al.  Surface enhanced sum frequency generation of carbon monoxide adsorbed on platinum nanoparticle arrays , 2000 .

[104]  Peter Nordlander,et al.  Coherent anti-Stokes Raman scattering with single-molecule sensitivity using a plasmonic Fano resonance , 2014, Nature Communications.

[105]  Chao Zhang,et al.  Optical Origin of Subnanometer Resolution in Tip-Enhanced Raman Mapping , 2015 .

[106]  G. Schatz Theoretical Studies of Surface Enhanced Raman Scattering , 1984 .

[107]  Volker Deckert,et al.  Tip-enhanced Raman scattering (TERS) of oxidised glutathione on an ultraflat gold nanoplate. , 2009, Physical chemistry chemical physics : PCCP.

[108]  M. Albrecht,et al.  Plasma resonance enhancement of Raman scattering by pyridine adsorbed on silver or gold sol particles of size comparable to the excitation wavelength , 1979 .

[109]  Richard P Van Duyne,et al.  Surface-Enhanced Femtosecond Stimulated Raman Spectroscopy. , 2011, The journal of physical chemistry letters.

[110]  Richard P Van Duyne,et al.  Creating, characterizing, and controlling chemistry with SERS hot spots. , 2013, Physical chemistry chemical physics : PCCP.

[111]  Volker Deckert,et al.  Tip-enhanced Raman scattering--Targeting structure-specific surface characterization for biomedical samples. , 2015, Advanced drug delivery reviews.

[112]  Weihong Tan,et al.  Fabrication of Graphene-isolated-Au-nanocrystal Nanostructures for Multimodal Cell Imaging and Photothermal-enhanced Chemotherapy , 2014, Scientific Reports.

[113]  P. Nordlander,et al.  The Fano resonance in plasmonic nanostructures and metamaterials. , 2010, Nature materials.

[114]  Wei Lu,et al.  Concept of a high-resolution miniature spectrometer using an integrated filter array. , 2007, Optics letters.

[115]  Toshihiro Aoki,et al.  Damage-free vibrational spectroscopy of biological materials in the electron microscope , 2016, Nature Communications.

[116]  Duncan Graham,et al.  Prospects of deep Raman spectroscopy for noninvasive detection of conjugated surface enhanced resonance Raman scattering nanoparticles buried within 25 mm of mammalian tissue. , 2010, Analytical chemistry.

[117]  P. Matousek,et al.  Development of deep subsurface Raman spectroscopy for medical diagnosis and disease monitoring. , 2016, Chemical Society reviews.

[118]  A. Campion,et al.  Surface-enhanced Raman scattering , 1998 .

[119]  R. Isticato,et al.  Nanoscale chemical imaging of Bacillus subtilis spores by combining tip-enhanced Raman scattering and advanced statistical tools. , 2014, ACS nano.

[120]  James M Tour,et al.  Simultaneous measurements of electronic conduction and Raman response in molecular junctions. , 2008, Nano letters.

[121]  Eric C Le Ru,et al.  Single-molecule surface-enhanced Raman spectroscopy. , 2012, Annual review of physical chemistry.

[122]  Yukihiro Ozaki,et al.  pH-Response Mechanism of p-Aminobenzenethiol on Ag Nanoparticles Revealed By Two-Dimensional Correlation Surface-Enhanced Raman Scattering Spectroscopy. , 2012, The journal of physical chemistry letters.

[123]  Mohsen Rahmani,et al.  Fano resonance in novel plasmonic nanostructures , 2013 .

[124]  Christian Amatore,et al.  In situ identification of intermediates of benzyl chloride reduction at a silver electrode by SERS coupled with DFT calculations. , 2010, Journal of the American Chemical Society.

[125]  Jian-Feng Li,et al.  In situ dynamic tracking of heterogeneous nanocatalytic processes by shell-isolated nanoparticle-enhanced Raman spectroscopy , 2017, Nature Communications.

[126]  M. Moskovits Surface selection rules , 1982 .

[127]  Jian-Feng Li,et al.  Shell-isolated nanoparticle-enhanced Raman spectroscopy: Nanoparticle synthesis, characterization and applications in electrochemistry , 2013 .

[128]  Zachary D. Schultz,et al.  Tip enhanced Raman scattering: plasmonic enhancements for nanoscale chemical analysis , 2014 .

[129]  M. Natan,et al.  Surface enhanced Raman scattering. , 2006, Faraday discussions.

[130]  Cheng Zong,et al.  Surface Plasmon-Coupled Directional Enhanced Raman Scattering by Means of the Reverse Kretschmann Configuration. , 2015, The journal of physical chemistry letters.

[131]  Jian-Feng Li,et al.  Shell-isolated nanoparticle-enhanced Raman spectroscopy: expanding the versatility of surface-enhanced Raman scattering. , 2011, Annual review of analytical chemistry.

[132]  Marc T. M. Koper,et al.  Intermediate stages of electrochemical oxidation of single-crystalline platinum revealed by in situ Raman spectroscopy , 2016, Nature Communications.

[133]  M. Fleischmann,et al.  Raman spectra of pyridine adsorbed at a silver electrode , 1974 .

[134]  Zhenyu Lin,et al.  Surface Enhanced Electrochemiluminescence of Ru(bpy)32+ , 2015, Scientific Reports.

[135]  George C Schatz,et al.  Electronic structure methods for studying surface-enhanced Raman scattering. , 2008, Chemical Society reviews.

[136]  Peter Fredericks,et al.  Spatially offset Raman spectroscopy (SORS) for the analysis and detection of packaged pharmaceuticals and concealed drugs. , 2011, Forensic science international.

[137]  M. J. Weaver,et al.  Field-dependent electrode-chemisorbate bonding: sensitivity of vibrational stark effect and binding energetics to nature of surface coordination. , 2002, Journal of the American Chemical Society.

[138]  S. Kawata Near-Field Optics and Surface Plasmon Polaritons , 2001 .

[139]  Y. Ozaki,et al.  Surface-Enhanced Raman Spectroscopy , 2005 .

[140]  Jian-Feng Li,et al.  Expanding generality of surface-enhanced Raman spectroscopy with borrowing SERS activity strategy. , 2007, Chemical communications.

[141]  Dana D. Dlott,et al.  Measurement of the Distribution of Site Enhancements in Surface-Enhanced Raman Scattering , 2008, Science.

[142]  W. Smith,et al.  Practical understanding and use of surface enhanced Raman scattering/surface enhanced resonance Raman scattering in chemical and biological analysis. , 2008, Chemical Society reviews.

[143]  M. Moskovits Surface‐enhanced Raman spectroscopy: a brief retrospective , 2005 .

[144]  Jeanne P. Haushalter,et al.  Surface-enhanced Raman spectroscopy of adsorbates on semiconductor electrode surfaces: tris(bipyridine)ruthenium(II) adsorbed on silver-modified n-gallium arsenide(100) , 1983 .

[145]  Yang Sun,et al.  From O2- to HO2- : Reducing By-Products and Overpotential in Li-O2 Batteries by Water Addition. , 2017, Angewandte Chemie.

[146]  Nan Jiang,et al.  Recent Advances in Tip-Enhanced Raman Spectroscopy. , 2014, The journal of physical chemistry letters.

[147]  Jian-Feng Li,et al.  Dielectric shell isolated and graphene shell isolated nanoparticle enhanced Raman spectroscopies and their applications. , 2015, Chemical Society reviews.

[148]  Satoshi Kawata,et al.  Tip-enhanced Raman spectroscopy - from early developments to recent advances. , 2017, Chemical Society reviews.

[149]  M. Moskovits The dependence of the metal—molecule vibrational frequency on the mass of the adsorbate and its relevance to the role of adatoms in surface-enhanced raman scattering , 1983 .

[150]  Steven R. Emory,et al.  Probing Single Molecules and Single Nanoparticles by Surface-Enhanced Raman Scattering , 1997, Science.

[151]  M. J. Weaver,et al.  Extending surface-enhanced Raman spectroscopy to transition-metal surfaces: carbon monoxide adsorption and electrooxidation on platinum- and palladium-coated gold electrodes , 1987 .

[152]  Zhong-Qun Tian,et al.  Adsorption and reaction at electrochemical interfaces as probed by surface-enhanced Raman spectroscopy. , 2004, Annual review of physical chemistry.

[153]  Jian-Feng Li,et al.  Further expanding versatility of surface-enhanced Raman spectroscopy: from non-traditional SERS-active to SERS-inactive substrates and single shell-isolated nanoparticle. , 2017, Faraday discussions.

[154]  R. Aroca,et al.  Surface enhanced vibrational spectroscopy , 2006 .

[155]  Yi Luo,et al.  A density functional theory approach to mushroom-like platinum clusters on palladium-shell over Au core nanoparticles for high electrocatalytic activity. , 2011, Physical chemistry chemical physics : PCCP.

[156]  Yexiang Tong,et al.  Applications of shell-isolated nanoparticles in surface-enhanced Raman spectroscopy and fluorescence , 2015 .

[157]  Martin Moskovits,et al.  Electromagnetic theories of surface-enhanced Raman spectroscopy. , 2017, Chemical Society reviews.

[158]  Hao Li,et al.  Standing gold nanorod arrays as reproducible SERS substrates for measurement of pesticides in apple juice and vegetables. , 2015, Journal of food science.

[159]  Martin J T Milton,et al.  Nanostructures and nanostructured substrates for surface—enhanced Raman scattering (SERS) , 2008 .

[160]  Yong Ding,et al.  Surface analysis using shell-isolated nanoparticle-enhanced Raman spectroscopy , 2012, Nature Protocols.

[161]  Marcel Mayor,et al.  Redox-switching in a viologen-type adlayer: an electrochemical shell-isolated nanoparticle enhanced Raman spectroscopy study on Au(111)-(1×1) single crystal electrodes. , 2011, ACS nano.

[162]  Jian-Feng Li,et al.  Electrochemical shell-isolated nanoparticle-enhanced Raman spectroscopy: correlating structural information and adsorption processes of pyridine at the Au(hkl) single crystal/solution interface. , 2015, Journal of the American Chemical Society.

[163]  Yue Hu,et al.  Few-Layer Graphene-Encapsulated Metal Nanoparticles for Surface-Enhanced Raman Spectroscopy , 2014 .

[164]  R. Frontiera,et al.  SERS: Materials, applications, and the future , 2012 .

[165]  N. Pieczonka,et al.  Single molecule analysis by surfaced-enhanced Raman scattering. , 2008, Chemical Society reviews.

[166]  Jérémy Butet,et al.  Augmenting second harmonic generation using Fano resonances in plasmonic systems. , 2013, Nano letters.

[167]  Yong Ding,et al.  Tailoring Au-core Pd-shell Pt-cluster nanoparticles for enhanced electrocatalytic activity , 2011 .