Toward a Glucose Biosensor Based on Surface-Enhanced Raman Scattering
Abstract
This work presents the first step toward a glucose biosensor using surface-enhanced Raman spectroscopy (SERS). Historically, glucose has been extremely difficult to detect by SERS because it has a small normal Raman cross section and adsorbs weakly or not at all to bare silver surfaces. In this paper, we report the first systematic study of the direct detection of glucose using SERS. Glucose is partitioned into an alkanethiol monolayer adsorbed on a silver film over nanosphere (AgFON) surface and thereby, it is preconcentrated within the 0-4 nm thick zone of electromagnetic field enhancement. The experiments presented herein utilize leave-one-out partial least-squares (LOO-PLS) analysis to demonstrate quantitative glucose detection both over a large (0-250 mM) and clinically relevant (0-25 mM) concentration range. The root-mean-squared error of prediction (RMSEP) of 1.8 mM (33.1 mg/dL) in the clinical study is near that desired for medical applications (1 mM, 18 mg/dL). Future studies will advance toward true in vivo, real time, minimally invasive sensing.
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Surface enhanced Raman spectroscopy dramatically shortens acquisition times and improves sensitivity and limit of detection.
“Recent advances have demonstrated that surface enhanced Raman spectroscopy (SERS) dramatically decreases acquisition times with concomitant improvements in both sensitivity and limit of detection.45–46”
From Biocompatible Materials for Continuous Glucose Monitoring Devices (2013) · cites this paper as [45]
Cites
Single Molecule Detection Using Surface-Enhanced Raman Scattering (SERS)
Kneipp, K. D., Wang, Y., Kneipp, H., Perelman, L. T., Itzkan, I., Dasari, R. R., & Feld, M. S. (1997) · Physical Review Letters · doi:10.1103/physrevlett.78.1667 · Cited by 6,824 · see citing works
Handbook of Vibrational Spectroscopy
(2006) · Wiley eBooks · doi:10.1002/0470027320 · Cited by 2,993 · see citing works
Handbook of vibrational spectroscopy
Chalmers, J. M., & Griffiths, P. R. (2002) · Cited by 1,838 · see citing works
Nanosphere lithography: A materials general fabrication process for periodic particle array surfaces
Hulteen, J. C., & Duyne, R. P. V. (1995) · Journal of Vacuum Science & Technology A Vacuum Surfaces and Films · doi:10.1116/1.579726 · Cited by 1,467 · see citing works
Raman Spectroscopy for Chemical Analysis
McCreery, R. L. (2000) · Wiley eBooks · doi:10.1002/0471721646 · Cited by 1,449 · see citing works
Prospects forin vivoRaman spectroscopy
Hanlon, E. B., Manoharan, R., Koo, T.-W., Shafer‐Peltier, K., Motz, J. T., Fitzmaurice, M., Kramer, J. R., Itzkan, I., Dasari, R. R., & Feld, M. S. (2000) · Physics in Medicine and Biology · doi:10.1088/0031-9155/45/2/201 · Cited by 895 · see citing works
Self-citationSylvia, J. M., Janni, J. A., Klein, J. D., & Spencer, K. M. (2000) · Analytical Chemistry · doi:10.1021/ac0006573 · Cited by 615 · see citing works
Walczak, M. M., Chung, C., Stole, S. M., Widrig, C. A., & Porter, M. D. (1991) · Journal of the American Chemical Society · doi:10.1021/ja00007a004 · Cited by 383 · see citing works
Optical glucose sensing in biological fluids: an overview
McNichols, R. J., & Coté, G. L. (2000) · Journal of Biomedical Optics · doi:10.1117/1.429962 · Cited by 369 · see citing works
Direct Measurement of Single-Molecule Diffusion and Photodecomposition in Free Solution
Xu, X. N., & Yeung, E. S. (1997) · Science · doi:10.1126/science.275.5303.1106 · Cited by 339 · see citing works
Haaland, D. M., & Thomas, E. V. (1988) · Analytical Chemistry · doi:10.1021/ac00162a021 · Cited by 332 · see citing works
Kennedy, B. J., Spaeth, S., Dickey, M., & Carron, K. T. (1999) · The Journal of Physical Chemistry B · doi:10.1021/jp984454i · Cited by 271 · see citing works
Caspers, P. J., Lucassen, G. W., BRUINING, H. A., & Puppels, G. J. (2000) · Journal of Raman Spectroscopy · doi:10.1002/1097-4555(200008/09)31:8/9 · Cited by 266 · see citing works
UV Resonance Raman Spectroscopy for Analytical, Physical, and Biophysical Chemistry
Asher, S. A. (1993) · Analytical Chemistry · doi:10.1021/ac00050a717 · Cited by 200 · see citing works
Grassian, V. H. (2002) · The Journal of Physical Chemistry A · doi:10.1021/jp012139h · Cited by 134 · see citing works
Litorja, M., Haynes, C. L., Haes, A. J., Jensen, T. R., & Duyne, R. P. V. (2001) · The Journal of Physical Chemistry B · doi:10.1021/jp010333y · Cited by 126 · see citing works
Self-citationLoon, J. D. V., Groenen, L. C., Wijmenga, S. S., Verboom, W., & Reinhoudt, D. N. (1991) · Journal of the American Chemical Society · doi:10.1021/ja00007a005 · Cited by 109 · see citing works
Detection and Identification of Aqueous Saccharides by Using Surface-Enhanced Raman Spectroscopy
Mrozek, M. F., & Weaver, M. J. (2002) · Analytical Chemistry · doi:10.1021/ac020115g · Cited by 92 · see citing works
Taranenko, N. I., Alarie, J. P., Stokes, D. L., & Vo‐Dinh, T. (1996) · Journal of Raman Spectroscopy · doi:10.1002/(sici)1097-4555(199605)27:5 · Cited by 90 · see citing works
The Use of Polarized Laser Light Through the Eye for Noninvasive Glucose Monitoring
Cameron, B. D., Gorde, H., Satheesan, B., & Coté, G. L. (1999) · Diabetes Technology & Therapeutics · doi:10.1089/152091599317341 · Cited by 86 · see citing works
Molecular-specific chromatographic detector using modified SERS substrates
Carron, K. T., & Kennedy, B. J. (1995) · Analytical Chemistry · doi:10.1021/ac00114a036 · Cited by 77 · see citing works
Determination of monosaccharides in cider by reversed-phase liquid chromatography
Gomis, D. B., Tamayo, D. M., & Alonso, J. J. M. (2001) · Analytica Chimica Acta · doi:10.1016/s0003-2670(01)00889-3 · Cited by 74 · see citing works
Overview of field-flow fractionation
Myers, M. N. (1997) · Journal of Microcolumn Separations · doi:10.1002/(sici)1520-667x(1997)9:3 · Cited by 62 · see citing works
Feasibility of quantitative determination of doxorubicin with surface‐enhanced Raman spectroscopy
Lorén, A., Eliasson, C., Josefson, M., Murty, K. V. G. K., Käll, M., Abrahamsson, J., & Abrahamsson, K. (2001) · Journal of Raman Spectroscopy · doi:10.1002/jrs.783 · Cited by 46 · see citing works
Freunscht, P., Duyne, R. P. V., & Schneider, S. (1997) · Chemical Physics Letters · doi:10.1016/s0009-2614(97)01202-5 · Cited by 41 · see citing works
Stability and Surface Uniformity of Selected Thiol-Coated SERS Surfaces
Deschaines, T. O., & Carron, K. T. (1997) · Applied Spectroscopy · doi:10.1366/0003702971942042 · Cited by 41 · see citing works
Steffes, P. G. (1999) · Diabetes Technology & Therapeutics · doi:10.1089/152091599317332 · Cited by 33 · see citing works
Surface-enhanced Raman assays (SERA): measurement of bilirubin and salicylate
Sulk, R., Chan, C., Guicheteau, J. A., Gomez, C., Heyns, J. B. B., Corcoran, R. C., & Carron, K. T. (1999) · Journal of Raman Spectroscopy · doi:10.1002/(sici)1097-4555(199909)30:9 · Cited by 32 · see citing works
Murray, C. A., Allara, D. L., Hebard, A. F., & Padden, F. J. (1982) · Surface Science · doi:10.1016/0039-6028(82)90310-7 · Cited by 23 · see citing works
Use of Tetracyanoethylene for Removal of Visual Carotenoid Spectra from Solutions of Pheophytins.
Wilson, J. R., Nutting, M.-D., & Bailey, G. F. (1962) · Analytical Chemistry · doi:10.1021/ac60190a001 · Cited by 21 · see citing works
13C and 15N NMR shieldings of 1,2,4‐diazaphospholes in the solid state and in solution
Claramunt, R. M., López, C., Schmidpeter, A., Willhalm, A., Elguero, J., & Alkorta, I. (2001) · Journal of Spectroscopy · doi:10.1155/2001/475243 · Cited by 13 · see citing works
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1 of the 32 references couldn’t be matched to a known paper.
Cited by
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Self-Assembled Monolayers of Thiolates on Metals as a Form of Nanotechnology
Love, J. C., Estroff, L. A., Kriebel, J. K., Nuzzo, R. G., & Whitesides, G. M. (2005) · Chemical Reviews · doi:10.1021/cr0300789 · Cited by 8,279 · see citing works
Localized Surface Plasmon Resonance Spectroscopy and Sensing
Willets, K. A., & Duyne, R. P. V. (2006) · Annual Review of Physical Chemistry · doi:10.1146/annurev.physchem.58.032806.104607 · Cited by 6,162 · see citing works
Jain, P. K., Lee, K.-S., El‐Sayed, I. H., & El‐Sayed, M. A. (2006) · The Journal of Physical Chemistry B · doi:10.1021/jp057170o · Cited by 4,609 · see citing works
Surface‐Enhanced Raman Spectroscopy: Concepts and Chemical Applications
Schlücker, S. (2014) · Angewandte Chemie International Edition · doi:10.1002/anie.201205748 · Cited by 2,427 · see citing works
Shape Control of Colloidal Metal Nanocrystals
Tao, A. R., Habas, S., & Yang, P. (2008) · Small · doi:10.1002/smll.200701295 · Cited by 2,408 · see citing works
Ag@AgCl: A Highly Efficient and Stable Photocatalyst Active under Visible Light
Wang, P., Huang, B., Qin, X., Zhang, X., Dai, Y., Wei, J., & Whangbo, M. (2008) · Angewandte Chemie International Edition · doi:10.1002/anie.200802483 · Cited by 1,410 · see citing works
Templated Techniques for the Synthesis and Assembly of Plasmonic Nanostructures
Jones, M. R., Osberg, K. D., Macfarlane, R. J., Langille, M. R., & Mirkin, C. A. (2011) · Chemical Reviews · doi:10.1021/cr1004452 · Cited by 1,159 · see citing works
Core–Shell Nanoparticle-Enhanced Raman Spectroscopy
Li, J., Zhang, Y., Ding, S., Panneerselvam, R., & Tian, Z. (2017) · Chemical Reviews · doi:10.1021/acs.chemrev.6b00596 · Cited by 1,137 · see citing works
Fan, M., Andrade, G. F. S., & Brolo, A. G. (2011) · Analytica Chimica Acta · doi:10.1016/j.aca.2011.03.002 · Cited by 1,048 · see citing works
A Review on Surface-Enhanced Raman Scattering
Pilot, R., Signorini, R., Durante, C., Orian, L., Bhamidipati, M., & Fabris, L. (2019) · Biosensors · doi:10.3390/bios9020057 · Cited by 1,030 · see citing works
SERS Nanoparticles in Medicine: From Label-Free Detection to Spectroscopic Tagging
Lane, L. A., Qian, X., & Nie, S. (2015) · Chemical Reviews · doi:10.1021/acs.chemrev.5b00265 · Cited by 873 · see citing works
Plasmonics: the next chip-scale technology
Zia, R., Schuller, J. A., Chandran, A., & Brongersma, M. L. (2006) · Materials Today · doi:10.1016/s1369-7021(06)71572-3 · Cited by 842 · see citing works
Nanostructured Surfaces and Assemblies as SERS Media
Ko, H., Singamaneni, S., & Tsukruk, V. V. (2008) · Small · doi:10.1002/smll.200800337 · Cited by 785 · see citing works
Noble Metal Nanoparticles for Biosensing Applications
Dória, G., Conde, J., Veigas, B., Giestas, L., Almeida, C., Assunção, M., Rosa, J., & Baptista, P. V. (2012) · Sensors · doi:10.3390/s120201657 · Cited by 713 · see citing works
Kong, K., Kendall, C. A., Stone, N., & Notingher, I. (2015) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2015.03.009 · Cited by 661 · see citing works
McNay, G., Eustace, D., Smith, W. E., Faulds, K., & Graham, D. (2011) · Applied Spectroscopy · doi:10.1366/11-06365 · Cited by 656 · see citing works
Recent progress in SERS biosensing
Bantz, K. C., Meyer, A. F., Wittenberg, N. J., Im, H., Kurtuluş, Ö., Lee, S. H., Lindquist, N. C., Oh, S., & Haynes, C. L. (2011) · Physical Chemistry Chemical Physics · doi:10.1039/c0cp01841d · Cited by 616 · see citing works
Self-citationSmart polymeric gels: Redefining the limits of biomedical devices
Chaterji, S., Kwon, I. K., & Park, K. (2007) · Progress in Polymer Science · doi:10.1016/j.progpolymsci.2007.05.018 · Cited by 615 · see citing works
Dieringer, J. A., McFarland, A. D., Shah, N. C., Stuart, D. A., Whitney, A. V., Yonzon, C. R., Young, M. A., Zhang, X., & Duyne, R. P. V. (2005) · Faraday Discussions · doi:10.1039/b513431p · Cited by 598 · see citing works
Penn, S. G., He, L., & Natan, M. J. (2003) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2003.08.013 · Cited by 510 · see citing works
The ‘chemical’ (electronic) contribution to surface‐enhanced Raman scattering
Otto, A. (2005) · Journal of Raman Spectroscopy · doi:10.1002/jrs.1355 · Cited by 501 · see citing works
Engineering metallic nanostructures for plasmonics and nanophotonics
Lindquist, N. C., Nagpal, P., McPeak, K. M., Norris, D. J., & Oh, S. (2012) · Reports on Progress in Physics · doi:10.1088/0034-4885/75/3/036501 · Cited by 491 · see citing works
Theoretical Studies of Plasmonics using Electronic Structure Methods
Morton, S. M., Silverstein, D. W., & Jensen, L. (2011) · Chemical Reviews · doi:10.1021/cr100265f · Cited by 474 · see citing works
TRANSPORT MECHANISMS FOR ORGANIC FORMS OF CARBON AND NITROGEN BETWEEN SOURCE AND SINK
Lalonde, S., Wipf, D., & Frommer, W. B. (2004) · Annual Review of Plant Biology · doi:10.1146/annurev.arplant.55.031903.141758 · Cited by 463 · see citing works
Zhou, Y. M., Wang, S., Zhang, K., & Jiang, X. (2008) · Angewandte Chemie International Edition · doi:10.1002/anie.200802317 · Cited by 451 · see citing works
Tip-Enhanced Raman Spectroscopy: Technique and Recent Advances
Verma, P. (2017) · Chemical Reviews · doi:10.1021/acs.chemrev.6b00821 · Cited by 451 · see citing works
Xie, W. L., Walkenfort, B., & Schlücker, S. (2012) · Journal of the American Chemical Society · doi:10.1021/ja309074a · Cited by 447 · see citing works
Álvarez‐Puebla, R. A., Agarwal, A., Manna, P., Khanal, B. P., Aldeanueva‐Potel, P., Carbó‐Argibay, E., Pérez, N. P., Vigderman, L., Zubarev, E. R., Kotov, N. A., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1016530108 · Cited by 444 · see citing works
Surface-enhanced Raman spectroscopy for in vivo biosensing
Laing, S., Jamieson, L. E., Faulds, K., & Graham, D. (2017) · Nature Reviews Chemistry · doi:10.1038/s41570-017-0060 · Cited by 441 · see citing works
Nanoparticles and their applications in cell and molecular biology
Wang, E. C., & Wang, A. Z. (2013) · Integrative Biology · doi:10.1039/c3ib40165k · Cited by 418 · see citing works
Surface-enhanced Raman spectroscopy: a half-century historical perspective
Yi, J., You, E., Hu, R., Wu, D., Liu, G., Yang, Z., Zhang, H., Gu, Y., Wang, Y.-H., Wang, X., et al. (2024) · Chemical Society Reviews · doi:10.1039/d4cs00883a · Cited by 402 · see citing works
Self-citationA repertoire of biomedical applications of noble metal nanoparticles
Azharuddin, M., Zhu, G. H., Das, D., Özgür, E., Uzun, L., Turner, A. P. F., & Patra, H. K. (2019) · Chemical Communications · doi:10.1039/c9cc01741k · Cited by 397 · see citing works
Towards advanced chemical and biological nanosensors—An overview
Yonzon, C. R., Stuart, D. A., Zhang, X., McFarland, A. D., Haynes, C. L., & Duyne, R. P. V. (2005) · Talanta · doi:10.1016/j.talanta.2005.06.039 · Cited by 379 · see citing works
Self-citationSurface Enhanced Raman Scattering Effects of Silver Colloids with Different Shapes
Zhang, J., Li, X., Sun, X., & Li, Y. (2005) · The Journal of Physical Chemistry B · doi:10.1021/jp050471d · Cited by 377 · see citing works
Haynes, C. L., Yonzon, C. R., Zhang, X., & Duyne, R. P. V. (2005) · Journal of Raman Spectroscopy · doi:10.1002/jrs.1376 · Cited by 352 · see citing works
Self-citationBiocompatible Materials for Continuous Glucose Monitoring Devices
Nichols, S. P., Koh, A., Storm, W. L., Shin, J. H., & Schoenfisch, M. H. (2013) · Chemical Reviews · doi:10.1021/cr300387j · Cited by 347 · see citing works
Unique Gold Nanoparticle Aggregates as a Highly Active Surface-Enhanced Raman Scattering Substrate
Schwartzberg, A. M., Grant, C. D., Wolcott, A., Talley, C. E., Huser, T. R., Bogomolni, R. A., & Zhang, J. Z. (2004) · The Journal of Physical Chemistry B · doi:10.1021/jp048430p · Cited by 340 · see citing works
Kong, T., Chen, Y., Ye, Y., Zhang, K., Wang, Z., & Wang, X. (2009) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2009.01.002 · Cited by 320 · see citing works
Nanofabricated SERS-active substrates for single-molecule to virus detection in vitro: A review
Luo, S., Sivashanmugan, K., Liao, J., Yao, C.-K., & Peng, H.-C. (2014) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2014.05.013 · Cited by 314 · see citing works
Novel Optical Properties and Emerging Applications of Metal Nanostructures
Schwartzberg, A. M., & Zhang, J. Z. (2008) · The Journal of Physical Chemistry C · doi:10.1021/jp801770w · Cited by 303 · see citing works
Plasmonic nanomaterials for biodiagnostics
Howes, P. D., Rana, S., & Stevens, M. M. (2013) · Chemical Society Reviews · doi:10.1039/c3cs60346f · Cited by 301 · see citing works
Recent Advances in 2D Inorganic Nanomaterials for SERS Sensing
Kannan, P. K., Shankar, P., Blackman, C. S., & Chung, C. (2019) · Advanced Materials · doi:10.1002/adma.201803432 · Cited by 289 · see citing works
Biological applications of localised surface plasmonic phenomenae
Stuart, D. A., Haes, A. J., Yonzon, C. R., Hicks, E. M., & Duyne, R. P. V. (2005) · IEE Proceedings - Nanobiotechnology · doi:10.1049/ip-nbt:20045012 · Cited by 284 · see citing works
Colorimetric Detection of Glucose in Rat Brain Using Gold Nanoparticles
Jiang, Y. Y., Zhao, H., Lin, Y., Zhu, N., Ma, Y., & Mao, L. (2010) · Angewandte Chemie International Edition · doi:10.1002/anie.201001057 · Cited by 276 · see citing works
Nanotechnology in glucose monitoring: Advances and challenges in the last 10 years
Scognamiglio, V. (2013) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2013.02.043 · Cited by 268 · see citing works
Glucose biosensor based on Au nanoparticles–conductive polyaniline nanocomposite
Xian, Y., Hu, Y., Liu, F., Yang, X., Wang, H., & Jin, L. (2005) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2005.09.014 · Cited by 260 · see citing works
Non-Invasive Glucose Measurement Technologies: An Update from 1999 to the Dawn of the New Millennium
Khalil, O. S. (2004) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2004.6.660 · Cited by 256 · see citing works
Wang, A. X., & Kong, X. (2015) · Materials · doi:10.3390/ma8063024 · Cited by 250 · see citing works
A Single ZnO Nanofiber-Based Highly Sensitive Amperometric Glucose Biosensor
Ahmad, M., Pan, C., Luo, Z., & Zhu, J. (2010) · The Journal of Physical Chemistry C · doi:10.1021/jp102505g · Cited by 227 · see citing works
ZnO based advanced functional nanostructures: synthesis, properties and applications
Ahmad, M., & Zhu, J. (2010) · Journal of Materials Chemistry · doi:10.1039/c0jm01645d · Cited by 226 · see citing works
Jeong, J. W., Arnob, M. M. P., Baek, K. M., Lee, S. Y., Shih, W., & Jung, Y. S. (2016) · Advanced Materials · doi:10.1002/adma.201602603 · Cited by 221 · see citing works
Huang, J., Zhao, Y., Zhang, X., He, L., Wong, T., Chui, Y., Zhang, W., & Lee, S. (2013) · Nano Letters · doi:10.1021/nl401920u · Cited by 218 · see citing works
Ren, B. W., Lin, X., Yang, Z., Liu, G., Aroca, R. F., Mao, B., & Tian, Z. (2003) · Journal of the American Chemical Society · doi:10.1021/ja035541d · Cited by 216 · see citing works
Interaction of Amino Acids with Gold and Silver Clusters
Pakiari, A. H., & Jamshidi, Z. (2007) · The Journal of Physical Chemistry A · doi:10.1021/jp070306t · Cited by 208 · see citing works
Hybrid nanostructures for SERS: materials development and chemical detection
Fateixa, S., Nogueira, H. I. S., & Trindade, T. (2015) · Physical Chemistry Chemical Physics · doi:10.1039/c5cp01032b · Cited by 195 · see citing works
Ma, J., Yin, B., Wu, X., & Ye, B. (2016) · Analytical Chemistry · doi:10.1021/acs.analchem.6b04259 · Cited by 190 · see citing works
Tear glucose analysis for the noninvasive detection and monitoring of diabetes mellitus
Baca, J. T., Finegold, D. N., & Asher, S. A. (2007) · The Ocular Surface · doi:10.1016/s1542-0124(12)70094-0 · Cited by 187 · see citing works
Bimetallic silver–gold nanowires: fabrication and use in surface-enhanced Raman scattering
Murph, S. E. H., & Murphy, C. J. (2006) · Journal of Materials Chemistry · doi:10.1039/b607116c · Cited by 186 · see citing works
Non-resonance SERS effects of silver colloids with different shapes
Tiwari, V. S., Oleg, T., Darbha, G. K., Hardy, W., Singh, J. P., & Ray, P. C. (2007) · Chemical Physics Letters · doi:10.1016/j.cplett.2007.07.106 · Cited by 185 · see citing works
Surface enhanced Raman scattering artificial nose for high dimensionality fingerprinting
Kim, N., Thomas, M. R., Bergholt, M. S., Pence, I. J., Seong, H., Charchar, P., Todorova, N., Nagelkerke, A., Belessiotis‐Richards, A., Payne, D. J., et al. (2020) · Nature Communications · doi:10.1038/s41467-019-13615-2 · Cited by 185 · see citing works
Matsubara, K., & Tatsuma, T. (2007) · Advanced Materials · doi:10.1002/adma.200602823 · Cited by 184 · see citing works
Stuart, D. A., Yonzon, C. R., Zhang, X., Lyandres, O., Shah, N. C., Glucksberg, M. R., Walsh, J. T., & Duyne, R. P. V. (2005) · Analytical Chemistry · doi:10.1021/ac0501238 · Cited by 182 · see citing works
Self-citationYuen, J. M., Shah, N. C., Walsh, J. T., Glucksberg, M. R., & Duyne, R. P. V. (2010) · Analytical Chemistry · doi:10.1021/ac101951j · Cited by 182 · see citing works
Self-citationZhou, C., Xu, L. H., Song, J. J., Xing, R., Xu, S., Liu, D., & Song, H. (2014) · Scientific Reports · doi:10.1038/srep07382 · Cited by 181 · see citing works
SERS-Active Nanoparticles for Sensitive and Selective Detection of Cadmium Ion (Cd2+)
Yin, J., Wu, T., Song, J., Zhang, Q., Liu, S., Xu, R. Q., & Duan, H. (2011) · Chemistry of Materials · doi:10.1021/cm201791r · Cited by 176 · see citing works
Kong, K. V., Lam, Z., Lau, W. K. O., Leong, W. K., & Olivo, M. (2013) · Journal of the American Chemical Society · doi:10.1021/ja409230g · Cited by 173 · see citing works
Dingari, N. C., Horowitz, G. L., Kang, J. W., Dasari, R. R., & Barman, I. (2012) · PLoS ONE · doi:10.1371/journal.pone.0032406 · Cited by 170 · see citing works
Whitney, A. V., Duyne, R. P. V., & Casadio, F. (2006) · Journal of Raman Spectroscopy · doi:10.1002/jrs.1576 · Cited by 169 · see citing works
Environmental applications of plasmon assisted Raman scattering
Álvarez‐Puebla, R. A., & Liz‐Marzán, L. M. (2010) · Energy & Environmental Science · doi:10.1039/c002437f · Cited by 165 · see citing works
SERS enhancement of gold nanospheres of defined size
Joseph, V., Matschulat, A., Polte, J., Rolf, S., Emmerling, F., & Kneipp, J. (2011) · Journal of Raman Spectroscopy · doi:10.1002/jrs.2939 · Cited by 165 · see citing works
Glucose detection through surface-enhanced Raman spectroscopy: A review
Sun, X. (2021) · Analytica Chimica Acta · doi:10.1016/j.aca.2021.339226 · Cited by 162 · see citing works
Hu, F., Chen, Z., Zhang, L., Shen, Y., Wei, L., & Min, W. (2015) · Angewandte Chemie International Edition · doi:10.1002/anie.201502543 · Cited by 161 · see citing works
Medical applications of surface-enhanced Raman scattering
Xie, W. L., & Schlücker, S. (2013) · Physical Chemistry Chemical Physics · doi:10.1039/c3cp43858a · Cited by 160 · see citing works
Zhang, Q., Large, N., & Wang, H. (2014) · ACS Applied Materials & Interfaces · doi:10.1021/am505245z · Cited by 154 · see citing works
Surface enhanced Raman scattering (SERS)—a quantitative analytical tool?
Sackmann, M., & Materny, A. (2006) · Journal of Raman Spectroscopy · doi:10.1002/jrs.1443 · Cited by 150 · see citing works
Yin, D., Wang, S., He, Y., Liu, J., Zhou, M., Ouyang, J., Liu, B., Chen, H., & Liu, Z. (2015) · Chemical Communications · doi:10.1039/c5cc05174f · Cited by 148 · see citing works
Ju, J., Hsieh, C.-M., Tian, Y., Kang, J., Chia, R. N., Chang, H., Bai, Y., Xu, C., Wang, X., & Liu, Q. (2020) · ACS Sensors · doi:10.1021/acssensors.0c00444 · Cited by 148 · see citing works
Challenges and perspectives in continuous glucose monitoring
van Enter, B. J., & von Hauff, E. (2018) · Chemical Communications · doi:10.1039/c8cc01678j · Cited by 146 · see citing works
Yuan, H., Ji, W., Chu, S., Qian, S., Wang, F., Masson, J., Han, X., & Peng, W. B. (2018) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2018.06.042 · Cited by 146 · see citing works
Porous carbon nanowire array for surface-enhanced Raman spectroscopy
Chen, N., Xiao, T., Luo, Z., Kitahama, Y., Hiramatsu, K., Kishimoto, N., Itoh, T., Cheng, Z., & Goda, K. (2020) · Nature Communications · doi:10.1038/s41467-020-18590-7 · Cited by 146 · see citing works
Au@ZIF-8 Core–Shell Nanoparticles as a SERS Substrate for Volatile Organic Compound Gas Detection
Chen, Q., Hou, R.-N., Zhu, Y.-Z., Wang, X., Zhang, H., Zhang, Y., Zhang, L., Tian, Z., & Li, J. (2021) · Analytical Chemistry · doi:10.1021/acs.analchem.0c05432 · Cited by 146 · see citing works
Controlled assembly of SERS substrates templated by colloidal crystal films
Kuncicky, D. M., Prevo, B. G., & Velev, O. D. (2005) · Journal of Materials Chemistry · doi:10.1039/b512734c · Cited by 145 · see citing works
Surface-Enhanced Raman Scattering-Active Nanostructures and Strategies for Bioassays
Jun, B., Kim, G., Noh, M. S., Kang, H., Kim, Y.-K., Cho, M., Jeong, D. H., & Lee, Y. (2011) · Nanomedicine · doi:10.2217/nnm.11.123 · Cited by 141 · see citing works
Functionalised ZnO-nanorod-based selective electrochemical sensor for intracellular glucose
Asif, M. H., Ali, S. M. U., Nur, O., Willander, M., Brännmark, C., Strålfors, P., Englund, U. H., Elinder, F., & Danielsson, B. R. G. (2010) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2010.02.025 · Cited by 139 · see citing works
Nanomaterial-mediated Biosensors for Monitoring Glucose
Taguchi, M., Ptitsyn, A. A., McLamore, E. S., & Claussen, J. C. (2014) · Journal of Diabetes Science and Technology · doi:10.1177/1932296814522799 · Cited by 139 · see citing works
Huang, Z., Meng, G., Huang, Q., Chen, B., Zhu, C., & Zhang, Z. (2012) · Journal of Raman Spectroscopy · doi:10.1002/jrs.4184 · Cited by 138 · see citing works
Gupta, V. K., Atar, N., Yola, M. L., Eryılmaz, M., Torul, H., Tamer, U., Boyacı, İ. H., & Üstündağ, Z. (2013) · Journal of Colloid and Interface Science · doi:10.1016/j.jcis.2013.06.007 · Cited by 138 · see citing works
Ag@AgCl: A Highly Efficient and Stable Photocatalyst Active under Visible Light
Wang, P., Huang, B., Qin, X., Zhang, X., Dai, Y., Wei, J., & Whangbo, M. (2008) · Angewandte Chemie · doi:10.1002/ange.200802483 · Cited by 138 · see citing works
Raman Spectroscopy-Based Sensitive and Specific Detection of Glycated Hemoglobin
Barman, I., Dingari, N. C., Kang, J. W., Horowitz, G. L., Dasari, R. R., & Feld, M. S. (2012) · Analytical Chemistry · doi:10.1021/ac203266a · Cited by 138 · see citing works
Highly uniform SERS substrates formed by wrinkle-confined drying of gold colloids
Pérez, N. P., Ni, W., Schweikart, A., Álvarez‐Puebla, R. A., Fery, A., & Liz‐Marzán, L. M. (2010) · Chemical Science · doi:10.1039/c0sc00132e · Cited by 137 · see citing works
Xie, L., Zeng, H., Zhu, J., Zhang, Z., Sun, H., Xia, W., & Du, Y. (2022) · Nano Research · doi:10.1007/s12274-021-4017-4 · Cited by 136 · see citing works
Progress Toward an In Vivo Surface-Enhanced Raman Spectroscopy Glucose Sensor
Lyandres, O., Yuen, J. M., Shah, N. C., Duyne, R. P. V., Walsh, J. T., & Glucksberg, M. R. (2008) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2007.0288 · Cited by 135 · see citing works
Self-citationLi, H., Yang, Q., Hou, J., Li, Y., Li, M., & Song, Y. (2018) · Advanced Functional Materials · doi:10.1002/adfm.201800448 · Cited by 134 · see citing works
Hossain, M. K., Kitahama, Y., Huang, G. G., Han, X., & Ozaki, Y. (2009) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-009-2762-4 · Cited by 133 · see citing works
Hu, J., Zheng, P., Jiang, J., Shen, G., Yu, R., & Liu, G. (2008) · Analytical Chemistry · doi:10.1021/ac801431m · Cited by 130 · see citing works
Biosensors, Artificial Intelligence Biosensors, False Results and Novel Future Perspectives
Goumas, G. S., Vlachothanasi, E. N., Fradelos, Ε. C., & Mouliou, D. S. (2025) · Diagnostics · doi:10.3390/diagnostics15081037 · Cited by 130 · see citing works
Bio-imaging, detection and analysis by using nanostructures as SERS substrates
Xie, W. L., Qiu, P., & Mao, C. (2011) · Journal of Materials Chemistry · doi:10.1039/c0jm03301d · Cited by 129 · see citing works
Tong, L., Righini, M., González, M. U., Quidant, R., & Käll, M. (2008) · Lab on a Chip · doi:10.1039/b813204f · Cited by 129 · see citing works
Zhang, M., Fan, X., Zhou, H., Shao, M., Zapien, J. A., Wong, N., & Lee, S. (2010) · The Journal of Physical Chemistry C · doi:10.1021/jp902775t · Cited by 128 · see citing works
Barriet, D., Yam, C. M., Shmakova, O. E., Jamison, A. C., & Lee, T. R. (2007) · Langmuir · doi:10.1021/la7007733 · Cited by 128 · see citing works
- Authors
- Shafer-Peltier, K. E., Haynes, C. L., Glucksberg, M. R., & Van Duyne, R. P.
- Affiliations
- Contribution from the Department of Biomedical Engineering and Department of Chemistry, Northwestern University Evanston, Illinois 60208-3113
- Northwestern University (US)
- Venue
- Journal of the American Chemical Society
- Publisher
- American Chemical Society (ACS)
- Published
- 2002-12-11
- Volume
- 125
- Issue
- 2
- Pages
- 588-593
- ISSN
- 0002-7863 (ISSN-L)
- 1520-5126
- OpenAlex
- W2093913522
- Cited by
- 653
- References
- 32
- Citations by year
- 2026: 6 · 2025: 22 · 2024: 21 · 2023: 15 · 2022: 17 · 2021: 25 · 2020: 24 · 2019: 22 · 2018: 34 · 2017: 27 · 2016: 35 · 2015: 52 · 2014: 57 · 2013: 43 · 2012: 46
- FWCI
- 11.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of the American Chemical Society (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (5r01ey013002-03)
- National Eye Institute (EY13015, R24EY013015, EY13002)
- Topics
- Physical Sciences › Materials Science › Electronic, Optical and Magnetic Materials › Gold and Silver Nanoparticles Synthesis and Applications
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Spectroscopy Techniques in Biomedical and Chemical Research
- Physical Sciences › Engineering › Biomedical Engineering › Plasmonic and Surface Plasmon Research
- Keywords
- glucose biosensor, surface-enhanced Raman scattering, glucose detection, alkanethiol monolayers, electromagnetic field enhancement, partial least squares regression, minimally invasive sensing
- MeSH terms
- Glucose, Silver, Spectrum Analysis, Raman, Biosensing Techniques
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