2606004163
  • Open Access
  • Review

Gold-Based SERS Platform for Biomedicine: Material Design, Enhancement Mechanisms, and Diagnostic Applications

  • Shishuai Zheng 1,2,†,   
  • Xinda Cai 1,†,   
  • Li Sun 1,*,   
  • Xiaogang Yang 2,*,   
  • Aiguo Wu 1,*,   
  • Jie Lin 1,*

Received: 03 Apr 2026 | Revised: 05 Jun 2026 | Accepted: 05 Jun 2026 | Published: 18 Jun 2026

Abstract

Surface-enhanced Raman scattering (SERS) has emerged as a powerful analytical technique for biomedical detection owing to its ultrahigh sensitivity, molecular fingerprinting capability, excellent photostability, and potential for multiplex analysis. Among various SERS-active materials, gold-based systems have attracted particular attention due to their superior chemical stability, biocompatibility, and versatile surface functionalization. In this review, we systematically summarize the design strategies and enhancement mechanisms of gold-based SERS substrates. Specifically, we discuss electromagnetically dominated systems, as well as emerging platforms involving chemical enhancement and electromagnetic-chemical (EM-CM) synergistic effects, highlighting the evolution from classical plasmonic enhancement toward interface-mediated mechanisms. Furthermore, we provide a comprehensive overview of the biomedical applications of gold-based SERS platforms, with a focus on the detection of major diseases, including cancer, cardiovascular diseases, and neurological disorders. Finally, we critically analyze the key challenges hindering their practical implementation, such as reproducibility, stability in complex biological environments, and clinical translatability, and outline future perspectives for the development of gold-based SERS toward reliable and task-oriented biomedical applications.

References 

  • 1.

    Bumbrah, G.S.; Sharma, R.M. Raman spectroscopy–Basic principle, instrumentation and selected applications for the characterization of drugs of abuse. Egypt. J. Forensic Sci. 2016, 6, 209–215.

  • 2.

    Chandra, A.; Kumar, V.; Garnaik, U.C.; et al. Unveiling the Molecular Secrets: A Comprehensive Review of Raman Spectroscopy in Biological Research. ACS Omega 2024, 9, 50049–50063.

  • 3.

    Yogurtcu, B.; Cebi, N.; Koçer, A.T.; et al. A Review of Non-Destructive Raman Spectroscopy and Chemometric Techniques in the Analysis of Cultural Heritage. Molecules 2024, 29, 5324.

  • 4.

    Fernández-Galiana, Á.; Bibikova, O.; Vilms Pedersen, S.; et al. Fundamentals and Applications of Raman-Based Techniques for the Design and Development of Active Biomedical Materials. Adv. Mater. 2024, 36, 2210807.

  • 5.

    Wachsmann-Hogiu, S.; Weeks, T.; Huser, T. Chemical analysis in vivo and in vitro by Raman spectroscopy—From single cells to humans. Curr. Opin. Biotechnol. 2009, 20, 63–73.

  • 6.

    Albrecht, M.G.; Creighton, J.A. Anomalously intense Raman spectra of pyridine at a silver electrode. J. Am. Chem. Soc. 1977, 99, 5215–5217.

  • 7.

    Pilot, R.; Signorini, R.; Durante, C.; et al. A Review on Surface-Enhanced Raman Scattering. Biosensors 2019, 9, 57.

  • 8.

    Ding, S.-Y.; You, E.-M.; Tian, Z.-Q.; et al. Electromagnetic theories of surface-enhanced Raman spectroscopy. Chem. Soc. Rev. 2017, 46, 4042–4076.

  • 9.

    Moskovits, M. Surface-enhanced spectroscopy. Rev. Mod. Phys. 1985, 57, 783–826.

  • 10.

    Terzapulo, X.; Kassenova, A.; Bukasov, R. Immunoassays: Analytical and Clinical Performance, Challenges, and Perspectives of SERS Detection in Comparison with Fluorescent Spectroscopic Detection. Int. J. Mol. Sci. 2024, 25, 2080.

  • 11.

    Tong, T.-T.; Xue, Y.-D.; Zhang, Y.-Y.; et al. Attenuation of arsenic trioxide-induced endothelial injury: Unveiling the protective role of ginkgolic acid through inhibition of TRPM4 SUMOylation: Evidence from Raman cellular imaging. View 2026, 7, 20250049.

  • 12.

    Tang, Y.; Zheng, X.; Gao, T. Orthogonal Combinatorial Raman Codes Enable Rapid High-Throughput-Out Library Screening of Cell-Targeting Ligands. Research 2023, 6, 0136.

  • 13.

    Bray, F.; Laversanne, M.; Sung, H.; et al. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA A Cancer J. Clin. 2024, 74, 229–263.

  • 14.

    Global, regional, and national burden of disorders affecting the nervous system, 1990-2021: A systematic analysis for the Global Burden of Disease Study 2021. Lancet Neurol 2024, 23, 344–381.

  • 15.

    Lindstrom, M.; DeCleene, N.; Dorsey, H.; et al. Global Burden of Cardiovascular Diseases and Risks Collaboration, 1990-2021. J. Am. Coll. Cardiol. 2022, 80, 2372–2425.

  • 16.

    Zhang, X.-H.; Wang, B.; Zhou, B.; et al. Recent advances in MXene-based flexible pressure sensors for medical monitoring. Rare Met. 2025, 44, 3653–3685.

  • 17.

    Momenbeitollahi, N.; Cloet, T.; Li, H. Pushing the detection limits: Strategies towards highly sensitive optical-based protein detection. Anal. Bioanal. Chem. 2021, 413, 5995–6011.

  • 18.

    Rusling, J.F.; Forster, R.J. Biosensors Designed for Clinical Applications. Biomedicines 2021, 9, 702.

  • 19.

    Boschetti, E.; D'Amato, A.; Candiano, G.; et al. Protein biomarkers for early detection of diseases: The decisive contribution of combinatorial peptide ligand libraries. J. Proteom. 2018, 188, 1–14.

  • 20.

    Zhang, C.; Li, Z.; Liu, J.; et al. Synthetic Gene Circuit-Based Assay with Multilevel Switch Enables Background-Free and Absolute Quantification of Circulating Tumor DNA. Research 2023, 6, 0217.

  • 21.

    Li, L.-L.; Zhao, Y.; Pan, L.-J.; et al. A direct electrochemical biosensor for rapid glucose detection based on nitrogen-doped carbon nanocages. Rare Met. 2024, 43, 2184–2192.

  • 22.

    Li, C.-z.; Hu, T.Y. Nanotechnology Powered CRISPR-Cas Systems for Point of Care Diagnosis and Therapeutic. Research 2022, 2022, 2.

  • 23.

    Zhong, S.-J.; Chen, K.-Y.; Wang, S.-L.; et al. Metal-based nanowires in electrical biosensing. Rare Met. 2024, 43, 6233–6254.

  • 24.

    Ding, Y.; Chen, J.; Wu, Q.; et al. Artificial intelligence-assisted point-of-care testing system for ultrafast and quantitative detection of drug-resistant bacteria. SmartMat 2024, 5, e1214.

  • 25.

    Li, G.; Fan, X.; Tang, X.; et al. Challenges and Prospects of Personalized Healthcare Based on Surface-Enhanced Raman Spectroscopy. Research 2024, 7, 0572. https://doi.org/10.34133/research.0572.

  • 26.

    Moore, T.J.; Moody, A.S.; Payne, T.D.; et al. In Vitro and In Vivo SERS Biosensing for Disease Diagnosis. Research 2018, 8, 46.

  • 27.

    Elsheikh, S.; Coles, N.P.; Achadu, O.J.; et al. Advancing Brain Research through Surface-Enhanced Raman Spectroscopy (SERS): Current Applications and Future Prospects. Biosensors 2024, 14, 33.

  • 28.

    Pollap, A.; Świt, P. Recent Advances in Sandwich SERS Immunosensors for Cancer Detection. Int. J. Mol. Sci. 2022, 23, 4740.

  • 29.

    Liu, A.; Gao, C.; Xue, J.; et al. Toward reproducible SERS biosensing: Analysing instability origins and mitigation approaches from sample preparation to detection. J. Mater. Chem. B 2026, 14, 3071–3092.

  • 30.

    Tas, Z.; Ciftci, F.; Icoz, K.; et al. Emerging biomedical applications of surface-enhanced Raman spectroscopy integrated with artificial intelligence and microfluidic technologies. Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 2025, 339, 126285.

  • 31.

    Ding, S.-Y.; Yi, J.; Li, J.-F.; et al. Nanostructure-based plasmon-enhanced Raman spectroscopy for surface analysis of materials. Nat. Rev. Mater. 2016, 1, 16021. https://doi.org/10.1038/natrevmats.2016.21.

  • 32.

    Zhao, Z.-H.; Ma, S.-X.; Pan, Y.-F.; et al. Flexible and multifunctional humidity sensor based on Au@ZIF-67 nanoparticles for non-contact healthcare monitoring. Rare Met. 2025, 44, 2564–2576.

  • 33.

    Stone, J.; Jackson, S.; Wright, D. Biological applications of gold nanorods. Wiley Interdiscip. Rev. Nanomed. Nanobiotechnol. 2011, 3, 100–109.

  • 34.

    Mayer, K.M.; Hafner, J.H. Localized surface plasmon resonance sensors. Chem. Rev. 2011, 111, 3828–3857.

  • 35.

    Kelly, K.L.; Coronado, E.; Zhao, L.L.; et al. The Optical Properties of Metal Nanoparticles:  The Influence of Size, Shape, and Dielectric Environment. J. Phys. Chem. B 2003, 107, 668–677.

  • 36.

    Jiang, X.; Qu, D.-Y.; Zhang, J.-N.; et al. Confronting pressure and humidity limitations in gold nanoparticle sensors array for enhancing electronic nose technology in real-world applications. Rare Met. 2025, 44, 8789–8801.

  • 37.

    Tiwari, P.M.; Vig, K.; Dennis, V.A.; et al. Functionalized Gold Nanoparticles and Their Biomedical Applications. Nanomaterials 2011, 1, 31–63.

  • 38.

    Zhang, J.; Mou, L.; Jiang, X. Surface chemistry of gold nanoparticles for health-related applications. Chem. Sci. 2020, 11, 923–936.

  • 39.

    Amina, S.J.; Guo, B. A Review on the Synthesis and Functionalization of Gold Nanoparticles as a Drug Delivery Vehicle. Int. J. Nanomed. 2020, 15, 9823–9857.

  • 40.

    Wan, H.; Ye, T.; Bi, Y.; et al. Nanobody–chlorin e6 conjugate for Nectin-4-mediated tumor targeting and enhanced photodynamic therapy. View 2025, 20250185. https://doi.org/10.1002/VIW.20250185.

  • 41.

    Alex, S.; Tiwari, A. Functionalized Gold Nanoparticles: Synthesis, Properties and Applications—A Review. J. Nanosci. Nanotechnol. 2015, 15, 1869–1894.

  • 42.

    Li, M.; Wei, J.; Song, Y.; et al. Gold nanocrystals: Optical properties, fine-tuning of the shape, and biomedical applications. RSC Adv. 2022, 12, 23057–23073.

  • 43.

    Hang, Y.; Wang, A.; Wu, N. Plasmonic silver and gold nanoparticles: Shape- and structure-modulated plasmonic functionality for point-of-caring sensing, bio-imaging and medical therapy. Chem. Soc. Rev. 2024, 53, 2932–2971.

  • 44.

    López-Lorente, Á.I. Recent developments on gold nanostructures for surface enhanced Raman spectroscopy: Particle shape, substrates and analytical applications. A review. Anal. Chim. Acta 2021, 1168, 338474.

  • 45.

    Huang, X.; Neretina, S.; El-Sayed, M.A. Gold nanorods: From synthesis and properties to biological and biomedical applications. Adv. Mater. 2009, 21, 4880–4910.

  • 46.

    Chen, C.; Zheng, L.; Guo, F.; et al. Programmable Self-Assembly of Gold Nanoarrows via Regioselective Adsorption. Research 2021, 2021, 10.

  • 47.

    Das, G.M.; Managò, S.; Mangini, M.; et al. Biosensing Using SERS Active Gold Nanostructures. Nanomater. (Basel) 2021, 11, 2679.

  • 48.

    Fan, M.; Andrade, G.F.S.; Brolo, A.G. A review on the fabrication of substrates for surface enhanced Raman spectroscopy and their applications in analytical chemistry. Anal. Chim. Acta 2011, 693, 7–25.

  • 49.

    Awiaz, G.; Lin, J.; Wu, A. Recent advances of Au@Ag core-shell SERS-based biosensors. Exploration 2023, 3, 20220072.

  • 50.

    Liu, R.; Liu, B.; Guan, G.; et al. Multilayered shell SERS nanotags with a highly uniform single-particle Raman readout for ultrasensitive immunoassays. Chem. Commun. 2012, 48, 9421–9423.

  • 51.

    Fu, Q.; Liu, H.L.; Wu, Z.; et al. Rough surface Au@Ag core-shell nanoparticles to fabricating high sensitivity SERS immunochromatographic sensors. J. Nanobiotechnol. 2015, 13, 81.

  • 52.

    Lu, W.; Zhou, F.; He, X.; et al. Smart polymeric hydrogels. SmartMat 2024, 5, e1282.

  • 53.

    Lan, T.; Cui, D.; Liu, T.; et al. Gold NanoStars: Synthesis, Modification and Application. Nano Biomed. Eng. 2023, 15, 330–341. https://doi.org/10.26599/NBE.2023.9290025.

  • 54.

    Reguera, J.; Langer, J.; Jiménez de Aberasturi, D.; et al. Anisotropic metal nanoparticles for surface enhanced Raman scattering. Chem. Soc. Rev. 2017, 46, 3866–3885.

  • 55.

    Li, M.; Cushing, S.K.; Zhang, J.; et al. Shape-dependent surface-enhanced Raman scattering in gold-Raman probe-silica sandwiched nanoparticles for biocompatible applications. Nanotechnology 2012, 23, 115501.

  • 56.

    Quang, A.T.N.; Nguyen, T.A.; Vu, S.V.; et al. Facile tuning of tip sharpness on gold nanostars by the controlled seed-growth method and coating with a silver shell for detection of thiram using surface enhanced Raman spectroscopy (SERS). RSC Adv. 2022, 12, 22815–22825.

  • 57.

    Khosroshahi, M.E.; Patel, Y.; Chabok, R. Non-invasive optical characterization and detection of CA 15-3 breast cancer biomarker in blood serum using monoclonal antibody-conjugated gold nanourchin and surface-enhanced Raman scattering. Lasers Med. Sci. 2022, 38, 24.

  • 58.

    Li, C.; Chen, P.; Wang, Z.; et al. A DNAzyme-gold nanostar probe for SERS-fluorescence dual-mode detection and imaging of calcium ions in living cells. Sens. Actuators B Chem. 2021, 347, 130596.

  • 59.

    Xiang, S.; Lu, L.; Zhong, H.; et al. SERS diagnosis of liver fibrosis in the early stage based on gold nanostar liver targeting tags. Biomater. Sci. 2021, 9, 5035–5044. https://doi.org/10.1039/D1BM00013F.

  • 60.

    Cheng, R.; Tong Li, L.; Huang, M.; et al. Highly sensitive plasmonic biosensor for hepatitis B virus DNA based on the surface etching of the active helical gold nanorods. Chem. Eng. J. 2023, 468, 143627.

  • 61.

    Dey, P.; Baumann, V.; Rodríguez-Fernández, J. Gold Nanorod Assemblies: The Roles of Hot-Spot Positioning and Anisotropy in Plasmon Coupling and SERS. Nanomaterials 2020, 10, 942.

  • 62.

    Sharma, M.; Kaur, C.; Singhmar, P.; et al. DNA origami-templated gold nanorod dimer nanoantennas: Enabling addressable optical hotspots for single cancer biomarker SERS detection. Nanoscale 2024, 16, 15128–15140.

  • 63.

    Su, A.; Liu, Y.; Cao, X.; et al. A universal CRISPR/Cas12a-mediated AuNPs aggregation-based surface-enhanced Raman scattering (CRISPR/Cas-SERS) platform for virus gene detection. Sens. Actuators B Chem. 2022, 369, 132295.

  • 64.

    Wang, Y.; Liu, Y.; Li, Y.; et al. Magnetic Nanomotor-Based Maneuverable SERS Probe. Research 2020, 2020, 13.

  • 65.

    Zhang, S.; Yin, G.; Wang, Z.; et al. Silicon-based Tubular Micromotor with SERS Traceability and Magnetic–Thermal Dual Responsiveness. Nano Biomed. Eng. 2025, 17, 263–276.

  • 66.

    Tadi, S.R.; Shenoy, A.G.; Bharadwaj, A.; et al. Recent advances in the design of SERS substrates and sensing systems for (bio)sensing applications: Systems from single cell to single molecule detection. F1000Research 2024, 13, 670.

  • 67.

    Bathini, S.; Raju, D.; Badilescu, S.; et al. Nano–Bio Interactions of Extracellular Vesicles with Gold Nanoislands for Early Cancer Diagnosis. Research 2018, 2018, 10.

  • 68.

    Zhao, S.; Zhang, Y.; Wen, J.; et al. Nanopores-coupled SERS platforms on superslippery surfaces using Au&Ag alloy pillars for biomolecules enrichment and detection. Rare Met. 2025, 44, 10404–10417.

  • 69.

    Ge, K.; Hu, Y.; Li, G. Recent Progress on Solid Substrates for Surface-Enhanced Raman Spectroscopy Analysis. Biosensors 2022, 12, 941.

  • 70.

    Lin, C.; Li, Y.; Peng, Y.; et al. Recent development of surface-enhanced Raman scattering for biosensing. J Nanobiotechnology 2023, 21, 149.

  • 71.

    Pal, A.; Anu Roshini, R.; Varma, M.M. De-wetted gold nanostructures for SERS-based sensing of static and dynamic targets. Appl. Surf. Sci. 2024, 678, 161096.

  • 72.

    Carreón, R.V.; Rodríguez-Hernández, A.G.; Serrano de la Rosa, L.E.; et al. Mechanically Flexible, Large-Area Fabrication of Three-Dimensional Dendritic Au Films for Reproducible Surface-Enhanced Raman Scattering Detection of Nanoplastics. ACS Sens. 2025, 10, 1747–1755.

  • 73.

    Guo, J.; Mu, Z.-M.; Yu, J.; et al. Hierarchically porous ZIF-67-based Au with enhanced electromagnetic, chemical, and mass-transfer properties for flexible gas–liquid SERS sensing. Rare Met. 2025, 44, 7672–7685.

  • 74.

    Mo, Y.; Zhang, X.; Zou, K.; et al. Au Ordered Array Substrate for Rapid Detection and Precise Identification of Etomidate in E-Liquid Through Surface-Enhanced Raman Spectroscopy. Nanomaterials 2024, 14, 1958.

  • 75.

    Lu, Y.; Lei, B.; Zhao, Q.; et al. Solid-State Au Nanocone Arrays Substrate for Reliable SERS Profiling of Serum for Disease Diagnosis. ACS Omega 2023, 8, 29836–29846.

  • 76.

    Tan, H.-S.; Wang, T.; Han, J.-M.; et al. Dual-signal SERS biosensor based on spindle-shaped gold array for sensitive and accurate detection of miRNA 21. Sens. Actuators B Chem. 2024, 403, 135157.

  • 77.

    Gao, T.; Yachi, T.; Shi, X.; et al. Ultrasensitive Surface-Enhanced Raman Scattering Platform for Protein Detection via Active Delivery to Nanogaps as a Hotspot. ACS Nano 2024, 18, 21593–21606.

  • 78.

    Gao, S.; Guo, Z.; Liu, Z. Recent Advances in Rational Design and Engineering of Signal-Amplifying Substrates for Surface-Enhanced Raman Scattering-Based Bioassays. Chemosensors 2023, 11, 461.

  • 79.

    Li, J.F.; Huang, Y.F.; Ding, Y.; et al. Shell-isolated nanoparticle-enhanced Raman spectroscopy. Nature 2010, 464, 392–395.

  • 80.

    Chang, J.; Zhang, A.; Huang, Z.; et al. Monodisperse Au@Ag core-shell nanoprobes with ultrasensitive SERS-activity for rapid identification and Raman imaging of living cancer cells. Talanta 2019, 198, 45–54.

  • 81.

    Khlebtsov, N.G.; Lin, L.; Khlebtsov, B.N.; et al. Gap-enhanced Raman tags: Fabrication, optical properties, and theranostic applications. Theranostics 2020, 10, 2067–2094.

  • 82.

    Wang, D.; Zhao, Y.; Zhang, S.; et al. Reporter Molecules Embedded Au@Ag Core-Shell Nanospheres as SERS Nanotags for Cardiac Troponin I Detection. Biosensors 2022, 12, 1108.

  • 83.

    Khlebtsov, B.; Pylaev, T.; Khanadeev, V.; et al. Quantitative and multiplex dot-immunoassay using gap-enhanced Raman tags. RSC Adv. 2017, 7, 40834–40841.

  • 84.

    Huang, Y.; Lin, D.; Li, M.; et al. Ag@Au Core–Shell Porous Nanocages with Outstanding SERS Activity for Highly Sensitive SERS Immunoassay. Sensors 2019, 19, 1554.

  • 85.

    Yang, L.; Gao, M.X.; Zhan, L.; et al. An enzyme-induced Au@Ag core-shell nanoStructure used for an ultrasensitive surface-enhanced Raman scattering immunoassay of cancer biomarkers. Nanoscale 2017, 9, 2640–2645.

  • 86.

    Ning, C.-F.; Wang, L.; Tian, Y.-F.; et al. Multiple and sensitive SERS detection of cancer-related exosomes based on gold–silver bimetallic nanotrepangs. Analyst 2020, 145, 2795–2804.

  • 87.

    Laing, S.; Jamieson, L.E.; Faulds, K.; et al. Surface-enhanced Raman spectroscopy for in vivo biosensing. Nat. Rev. Chem. 2017, 1, 0060. https://doi.org/10.1038/s41570-017-0060.

  • 88.

    Gangwar, R.K.; Pathak, A.K.; Chiavaioli, F.; et al. Optical fiber SERS sensors: Unveiling advances, challenges, and applications in a miniaturized technology. Coord. Chem. Rev. 2024, 510, 215861. https://doi.org/10.1016/j.ccr.2024.215861.

  • 89.

    Bratash, O.; Buhot, A.; Leroy, L.; et al. Optical fiber biosensors toward in vivo detection. Biosens. Bioelectron. 2024, 251, 116088. https://doi.org/10.1016/j.bios.2024.116088.

  • 90.

    Ran, Y.; Strobbia, P.; Cupil-Garcia, V.; et al. Fiber-optrode SERS probes using plasmonic silver-coated gold nanostars. Sens. Actuators B Chem. 2019, 287, 95–101. https://doi.org/10.1016/j.snb.2019.01.167.

  • 91.

    Pisco, M.; Quero, G.; Cutolo, M.A.; et al. Lab-on-fiber technology: Towards engineered SERS optrodes. APL Photonics 2026, 11, 040901. https://doi.org/10.1063/5.0307589.

  • 92.

    Spaziani, S.; Quero, G.; Managò, S.; et al. SERS assisted sandwich immunoassay platforms for ultrasensitive and selective detection of human Thyroglobulin. Biosens. Bioelectron. 2023, 233, 115322. https://doi.org/10.1016/j.bios.2023.115322.

  • 93.

    Gao, D.; Liu, J.; Liu, X.; et al. Emerging frontiers in SERS-integrated optical waveguides: Advancing portable and ultra-sensitive detection for trace liquid analysis. Light Sci. Appl. 2025, 14, 389. https://doi.org/10.1038/s41377-025-01989-6.

  • 94.

    Cong, S.; Liu, X.; Jiang, Y.; et al. Surface Enhanced Raman Scattering Revealed by Interfacial Charge-Transfer Transitions. Innovation 2020, 1, 100051. https://doi.org/10.1016/j.xinn.2020.100051.

  • 95.

    Liang, X.; Li, N.; Zhang, R.; et al. Carbon-based SERS biosensor: From substrate design to sensing and bioapplication. NPG Asia Mater. 2021, 13, 8.

  • 96.

    Meng, X.-Y.; Xie, Y.-J.; Sun, L.; et al. Electromagnetic field-charge transfer synergy boosted SERS in noble metal–semiconductor nanohybrids for environmental and bio-detection. Rare Met. 2025, 44, 9702–9725.

  • 97.

    Song, X.; Xu, L.; Meng, X.; et al. TMO-based SERS: Dual enhancement mechanisms and multi-functional analytical applications. Chin. J. Struct. Chem. 2026, 45, 100797. https://doi.org/10.1016/j.cjsc.2025.100797.

  • 98.

    Zhang, M.; Liu, A.; Zhang, J.; et al. Chemical Engineering of Heterojunction SERS Substrates: Emerging Tools for Disease Diagnosis and Health Monitoring. SmartMat 2025, 6, e70045. https://doi.org/10.1002/smm2.70045.

  • 99.

    Li, M.-N.; Cao, B.; Wang, Y.-L.; et al. V2CTx MXene-powered handheld SERS biosensor for the viral antigen test. Rare Met. 2025, 44, 6442–6455.

  • 100.

    Song, X.; Liu, X.; Xu, L.; et al. Sub-nanoscale oxygen-defect-rich MoO3−x: A versatile platform for label-free ultrasensitive SERS biodetection. Chin. J. Struct. Chem. 2026, 45, 100848. https://doi.org/10.1016/j.cjsc.2025.100848.

  • 101.

    Guo, L.; Mao, Z.; Jin, S.; et al. A SERS Study of Charge Transfer Process in Au Nanorod-MBA@Cu(2)O Assemblies: Effect of Length to Diameter Ratio of Au Nanorods. Nanomaterials 2021, 11, 867.

  • 102.

    Zhang, M.; Meng, X.; Yu, J.; et al. A novel Fe2O3@CeO2 heterojunction substrate with high surface-enhanced Raman scattering performance. SmartMat 2024, 5, e1301.

  • 103.

    Zhao, S.; Zhao, Y.; Tao, L. Interface engineering in 2D materials for SERS sensing. Front. Mater. 2023, 10, 1272826.

  • 104.

    Wang, Q.; Chang, K.; Yang, Q.; et al. Semiconductor-based surface-enhanced Raman scattering sensing platforms: State of the art, applications and prospects in food safety. Trends Food Sci. Technol. 2024, 147, 104460.

  • 105.

    Lin, J.; Meng, X.; Xie, Y.; et al. Selectivity and stability reshaping high-sensitivity detection boundaries: A technical leap and paradigm shift in semiconductor surface-enhanced Raman scattering. Nano Res. 2026, 19, 94908347. https://doi.org/10.26599/NR.2026.94908347.

  • 106.

    Huang, Z.-H.; Peng, L.-X.; Liu, X.-L.; et al. Advancing sensing frontiers: Elevating performance metrics and extending applications through two-dimensional materials. Rare Met. 2025, 44, 721–756.

  • 107.

    Peng, Y.; Zhang, W.; Xu, M.; et al. Morphology Engineering of SnS2 Nanostructures to Stimulate PICT Resonance for Ultra-Sensitive SERS Sensors. Exploration 2025, 5, 270016.

  • 108.

    Adesoye, S.; Dellinger, K. ZnO and TiO2 nanostructures for surface-enhanced Raman scattering-based bio-sensing: A review. Sens. Bio-Sens. Res. 2022, 37, 100499.

  • 109.

    Yin, Y.; Li, C.; Yan, Y.; et al. MoS2-Based Substrates for Surface-Enhanced Raman Scattering: Fundamentals, Progress and Perspective. Coatings 2022, 12, 360.

  • 110.

    Liu, L.; Yang, H.; Ren, X.; et al. Au–ZnO hybrid nanoparticles exhibiting strong charge-transfer-induced SERS for recyclable SERS-active substrates. Nanoscale 2015, 7, 5147–5151.

  • 111.

    Yang, L.; Ruan, W.; Jiang, X.; et al. Contribution of ZnO to Charge-Transfer Induced Surface-Enhanced Raman Scattering in Au/ZnO/PATP Assembly. J. Phys. Chem. C 2009, 113, 117–120.

  • 112.

    Yu, H.; Sun, H.; Ma, J.; et al. Resonance-Assisted Surface-Enhanced Raman Spectroscopy Amplification on Hierarchical Rose-Shaped MoS2/Au Nanocomposites. Langmuir 2024, 40, 380–388.

  • 113.

    Li, J.; Xu, J.; Liu, Y.; et al. Hydrophobic interaction enables rapid enrichment of volatile metabolites on Au/TiO2 based SERS substrates for ultrasensitive bacteria detection. J. Mater. Chem. B 2023, 11, 3877–3884.

  • 114.

    Wei, Q.; Dong, Q.; Sun, D.-W.; et al. Synthesis of recyclable SERS platform based on MoS2@TiO2@Au heterojunction for photodegradation and identification of fungicides. Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 2023, 285, 121895.

  • 115.

    Qian, W.; Xing, M.; Ye, M.; et al. Reproducible and acid‐responsive Rhodamine B/PEG functioned nanographene oxide‐Au nanocomposites for surface‐enhanced Raman scattering sensing. SmartMat 2024, 5, e1305.

  • 116.

    Banihashemi Jozdani, S.M.; Hashemian, Z.; Ebrahim Damavandi, S.; et al. Emerging Trends in the Biomedical Application of Carbon-based Nanomaterials. Nano Biomed. Eng. 2024, 16, 357–369.

  • 117.

    Hernández-Sánchez, D.; Villabona-Leal, G.; Saucedo-Orozco, I.; et al. Stable graphene oxide-gold nanoparticle platforms for biosensing applications. Phys. Chem. Chem. Phys. 2018, 20, 1685–1692.

  • 118.

    Lee, J.; Kim, J.; Kim, S.; et al. Biosensors based on graphene oxide and its biomedical application. Adv. Drug Deliv. Rev. 2016, 105, 275–287.

  • 119.

    Zhu, X.; Shi, L.; Schmidt, M.S.; et al. Enhanced Light–Matter Interactions in Graphene-Covered Gold Nanovoid Arrays. Nano Lett. 2013, 13, 4690–4696.

  • 120.

    Pan, X.; Li, L.; Lin, H.; et al. A graphene oxide-gold nanostar hybrid based-paper biosensor for label-free SERS detection of serum bilirubin for diagnosis of jaundice. Biosens. Bioelectron. 2019, 145, 111713.

  • 121.

    Leem, J.; Wang, M.C.; Kang, P.; et al. Mechanically Self-Assembled, Three-Dimensional Graphene–Gold Hybrid Nanostructures for Advanced Nanoplasmonic Sensors. Nano Lett. 2015, 15, 7684–7690.

  • 122.

    He, J.; Hou, Y.; Zhang, Z.; et al. Carbon-based Nanozymes: How Structure Affects Performance. Nano Biomed. Eng. 2024, 16, 28–47. https://doi.org/10.26599/NBE.2024.9290053.

  • 123.

    Qian, H.; Zhu, M.; Wu, Z.; et al. Quantum sized gold nanoclusters with atomic precision. Acc. Chem. Res. 2012, 45, 1470–1479.

  • 124.

    Aikens, C.M. Electronic and Geometric Structure, Optical Properties, and Excited State Behavior in Atomically Precise Thiolate-Stabilized Noble Metal Nanoclusters. Acc. Chem. Res. 2018, 51, 3065–3073.

  • 125.

    Shang, L.; Nienhaus, G.U. Gold nanoclusters as novel optical probes for in vitro and in vivo fluorescence imaging. Biophys. Rev. 2012, 4, 313–322.

  • 126.

    Risse, T.; Shaikhutdinov, S.; Nilius, N.; et al. Gold supported on thin oxide films: From single atoms to nanoparticles. Acc. Chem. Res. 2008, 41, 949–956.

  • 127.

    Sun, L.; Zhao, S.; Zheng, S.; et al. Recent advances of metal cluster-based SERS probes for biomedical applications. Nanoscale 2025, 17, 13998–14015. https://doi.org/10.1039/d5nr01131k.

  • 128.

    Wang, Y.; Meng, X.; Shi, W.; et al. Single-Atom Cu Anchored on a UiO-66 Surface-Enhanced Raman Scattering Sensor for Trace and Rapid Detection of Volatile Organic Compounds. Research 2025, 8, 0841.

  • 129.

    Hu, M.-E.; Wang, Z.; Gao, X.-C.; et al. Tantalum-doped tungsten carbide nanostructures with efficient charge transfer for superior SERS performance. Rare Met. 2025, 44, 8802–8812.

  • 130.

    You, T.; Liang, X.; Gao, Y.; et al. A computational study on surface-enhanced Raman spectroscopy of para-substituted Benzenethiol derivatives adsorbed on gold nanoclusters. Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 2016, 152, 278–287.

  • 131.

    Boto, R.A.; Esteban, R.; Candelas, B.; et al. Theoretical Procedure for Precise Evaluation of Chemical Enhancement in Molecular Surface-Enhanced Raman Scattering. J. Phys. Chem. C 2024, 128, 18293–18304.

  • 132.

    Yu, J.; Chen, C.; Zhang, Q.; et al. Au Atoms Anchored on Amorphous C(3)N(4) for Single-Site Raman Enhancement. J Am Chem Soc 2022, 144, 21908–21915.

  • 133.

    Wen, C.; Wang, L.; Liu, L.; et al. Surface-Enhanced Raman Probes Based on Gold Nanomaterials for in vivo Diagnosis and Imaging. Chem. Asian J. 2022, 17, e202200014.

  • 134.

    Cialla-May, D.; Bonifacio, A.; Bocklitz, T.; et al. Biomedical SERS - the current state and future trends. Chem. Soc. Rev. 2024, 53, 8957–8979.

  • 135.

    Lyu, N.; Hassanzadeh-Barforoushi, A.; Rey Gomez, L.M.; et al. SERS biosensors for liquid biopsy towards cancer diagnosis by detection of various circulating biomarkers: Current progress and perspectives. Nano Converg 2024, 11, 22.

  • 136.

    Sun, Y.; Shi, L.; Mi, L.; et al. Recent progress of SERS optical nanosensors for miRNA analysis. J. Mater. Chem. B 2020, 8, 5178–5183. https://doi.org/10.1039/D0TB00280A.

  • 137.

    Wu, W.; Ali, A.; Sun, L.; et al. Nanobodies: A Promising Toolkit for Diagnostic Applications. SmartMat 2026, 7, e70088. https://doi.org/10.1002/smm2.70088.

  • 138.

    Tavakkoli Yaraki, M.; Tukova, A.; Wang, Y. Emerging SERS biosensors for the analysis of cells and extracellular vesicles. Nanoscale 2022, 14, 15242–15268. https://doi.org/10.1039/D2NR03005E.

  • 139.

    Dell’Olio, F. Multiplexed Liquid Biopsy and Tumor Imaging Using Surface-Enhanced Raman Scattering. Biosensors 2021, 11, 449.

  • 140.

    Tan, E.X.; Zhong, Q.Z.; Ting Chen, J.R.; et al. Surface-Enhanced Raman Scattering-Based Multimodal Techniques: Advances and Perspectives. ACS Nano 2024, 18, 32315–32334. https://doi.org/10.1021/acsnano.4c12996.

  • 141.

    Mensah, G.A.; Fuster, V.; Murray, C.J.L.; et al. Global Burden of Cardiovascular Diseases and Risks, 1990–2022. J. Am. Coll. Cardiol. 2023, 82, 2350–2473.

  • 142.

    Chang, X.; Wang, H.; Chen, X. Tumor Diagnosis and Treatment Based on Stimuli-Responsive Aggregation of Gold Nanoparticles. Exploration 2025, 5, 270006.

  • 143.

    Miao, X.; Xu, L.; Sun, L.; et al. Highly Sensitive Detection and Molecular Subtyping of Breast Cancer Cells Using Machine Learning-assisted SERS Technology. Nano Biomed. Eng. 2025, 17, 129–142. https://doi.org/10.26599/nbe.2025.9290113.

  • 144.

    Li, N.; Bian, F.; Wei, X.; et al. Pollen-Inspired Photonic Barcodes with Prickly Surface for Multiplex Exosome Capturing and Screening. Research 2022, 2022, 9.

  • 145.

    Guo, W.; Cai, Y.; Liu, X.; et al. Single-Exosome Profiling Identifies ITGB3+ and ITGAM+ Exosome Subpopulations as Promising Early Diagnostic Biomarkers and Therapeutic Targets for Colorectal Cancer. Research 2023, 6, 0041.

  • 146.

    Hanjani, N.A.; Esmaelizad, N.; Zanganeh, S.; et al. Emerging role of exosomes as biomarkers in cancer treatment and diagnosis. Crit. Rev. Oncol. /Hematol. 2022, 169, 103565.

  • 147.

    Metcalf, G.A.D. MicroRNAs: Circulating biomarkers for the early detection of imperceptible cancers via biosensor and machine-learning advances. Oncogene 2024, 43, 2135–2142.

  • 148.

    Guo, Y.; Zhang, R.; You, H.; et al. Effective enrichment of trace exosomes for the label-free SERS detection via low-cost thermophoretic profiling. Biosens. Bioelectron. 2024, 253, 116164.

  • 149.

    Kang, T.; Zhu, J.; Luo, X.; et al. Controlled Self-Assembly of a Close-Packed Gold Octahedra Array for SERS Sensing Exosomal MicroRNAs. Anal. Chem. 2021, 93, 2519–2526.

  • 150.

    Si, Y.; Xu, L.; Deng, T.; et al. Catalytic Hairpin Self-Assembly-Based SERS Sensor Array for the Simultaneous Measurement of Multiple Cancer-Associated miRNAs. ACS Sens. 2020, 5, 4009–4016.

  • 151.

    Li, J.Q.; Neng-Wang, H.; Canning, A.J.; et al. Surface-Enhanced Raman Spectroscopy-Based Detection of Micro-RNA Biomarkers for Biomedical Diagnosis Using a Comparative Study of Interpretable Machine Learning Algorithms. Appl. Spectrosc. 2024, 78, 84–98.

  • 152.

    Xu, L.; Xie, Y.; Lin, J.; et al. Advancements in SERS-based biological detection and its application and perspectives in pancreatic cancer. View 2024, 5, 20230070. https://doi.org/10.1002/VIW.20230070.

  • 153.

    Zhu, S.; Zhu, Z.; Ni, C.; et al. Liquid Biopsy Instrument for Ultra-Fast and Label-Free Detection of Circulating Tumor Cells. Research 2024, 7, 0431.

  • 154.

    Linkner, T.R.; Nagy, Z.B.; Kalmár, A.; et al. Circulating tumor cells: Indicators of cancer progression, plasticity and utility for therapies. Pathol. Oncol. Res. 2025, 31, 1612181.

  • 155.

    Allen, T.A. The Role of Circulating Tumor Cells as a Liquid Biopsy for Cancer: Advances, Biology, Technical Challenges, and Clinical Relevance. Cancers 2024, 16, 1377.

  • 156.

    Sha, M.Y.; Xu, H.; Natan, M.J.; et al. Surface-Enhanced Raman Scattering Tags for Rapid and Homogeneous Detection of Circulating Tumor Cells in the Presence of Human Whole Blood. J. Am. Chem. Soc. 2008, 130, 17214–17215.

  • 157.

    Miao, X.; Zhang, Z.; Cai, X.; et al. Ratiometric SERS platform of dual bioprobes for stable detection of circulating tumor cells. Nano Biomed. Eng. 2026, 18, 100019. https://doi.org/10.1016/j.nbe.2025.100019.

  • 158.

    Bhana, S.; Wang, Y.; Huang, X. Nanotechnology for enrichment and detection of circulating tumor cells. Nanomedicine 2015, 10, 1973–1990.

  • 159.

    Xue, T.; Wang, S.; Ou, G.; et al. Detection of circulating tumor cells based on improved SERS-active magnetic nanoparticles. Anal. Methods 2019, 11, 2918–2928.

  • 160.

    Tang, R.; Hu, R.; Jiang, X.; et al. LHRH-targeting surface-enhanced Raman scattering tags for the rapid detection of circulating tumor cells. Sens. Actuators B Chem. 2019, 284, 468–474.

  • 161.

    Wu, X.; Xia, Y.; Huang, Y.; et al. Improved SERS-Active Nanoparticles with Various Shapes for CTC Detection without Enrichment Process with Supersensitivity and High Specificity. ACS Appl. Mater. Interfaces 2016, 8, 19928–19938.

  • 162.

    Wang, J.; Zhang, R.; Ji, X.; et al. SERS and fluorescence detection of circulating tumor cells (CTCs) with specific capture-release mode based on multifunctional gold nanomaterials and dual-selective recognition. Anal. Chim. Acta 2021, 1141, 206–213.

  • 163.

    Wang, Y.; Kang, S.; Khan, A.; et al. Quantitative molecular phenotyping with topically applied SERS nanoparticles for intraoperative guidance of breast cancer lumpectomy. Sci. Rep. 2016, 6, 21242.

  • 164.

    Wang, Y.W.; Doerksen, J.D.; Kang, S.; et al. Multiplexed Molecular Imaging of Fresh Tissue Surfaces Enabled by Convection-Enhanced Topical Staining with SERS-Coded Nanoparticles. Small 2016, 12, 5612–5621.

  • 165.

    Czaja, A.; Jiang, A.J.; Blanco, M.Z.; et al. A Raman topography imaging method toward assisting surgical tumor resection. Npj Imaging 2024, 2, 2.

  • 166.

    Chang, J.; Guo, B.; Gao, Y.; et al. Characteristic Features of Deep Brain Lymphatic Vessels and Their Regulation by Chronic Stress. Research 2023, 6, 0120.

  • 167.

    Zhao, Y.; Xiong, C.; Wang, B.; et al. The Discovery of Phages in the Substantia Nigra and Its Implication for Parkinson’s Disease. Research 2025, 8, 0657.

  • 168.

    Ni, R.; Rominger, A. Noninvasive imaging of amyloid-beta and tau in rodent and nonhuman primate models. View 2026, 7, 20250071.

  • 169.

    Blennow, K.; Zetterberg, H. Fluid biomarker-based molecular phenotyping of Alzheimer's disease patients in research and clinical settings. Prog. Mol. Biol. Transl. Sci. 2019, 168, 3–23.

  • 170.

    Pais, M.V.; Forlenza, O.V.; Diniz, B.S. Plasma Biomarkers of Alzheimer's Disease: A Review of Available Assays, Recent Developments, and Implications for Clinical Practice. J. Alzheimer's Dis. Rep. 2023, 7, 355–380.

  • 171.

    Pradeepkiran, J.A.; Baig, J.; Islam, M.A.; et al. Amyloid-β and Phosphorylated Tau are the Key Biomarkers and Predictors of Alzheimer's Disease. Aging Dis. 2024, 16, 658–682.

  • 172.

    Agnello, L.; Gambino, C.M.; Ciaccio, A.M.; et al. Molecular Biomarkers of Neurodegenerative Disorders: A Practical Guide to Their Appropriate Use and Interpretation in Clinical Practice. Int. J. Mol. Sci. 2024, 25, 4323.

  • 173.

    Ibanez, L.; Liu, M.; Beric, A.; et al. Benchmarking of a multi-biomarker low-volume panel for Alzheimer's Disease and related dementia research. medRxiv 2024, 21, e14413.

  • 174.

    Shim, J.-E.; Kim, Y.J.; Hahm, E.; et al. Ultrasensitive SERS nanoprobe-based multiplexed digital sensing platform for the simultaneous quantification of Alzheimer's disease biomarkers. Biosens. Bioelectron. 2025, 274, 117216.

  • 175.

    Muhammad, M.; Liu, C.; Yang, G.; et al. Early-stage Alzheimer’s disease profiling in blood achieved by multiplexing aptamer-SERS biosensors. Biosens. Bioelectron. 2025, 268, 116907.

  • 176.

    Cehlar, O.; Njemoga, S.; Horvath, M.; et al. Structures of Oligomeric States of Tau Protein, Amyloid-β, α-Synuclein and Prion Protein Implicated in Alzheimer's Disease, Parkinson's Disease and Prionopathies. Int. J. Mol. Sci. 2024, 25, 13049.

  • 177.

    Elbassal, E.A.; Morris, C.; Kent, T.W.; et al. Gold Nanoparticles as a Probe for Amyloid-β Oligomer and Amyloid Formation. J. Phys. Chem. C 2017, 121, 20007–20015.

  • 178.

    Wang, L.; Chen, H.; Ma, S.; et al. Ultra-sensitive SERS detection of Aβ 1–42 for Alzheimer's disease using graphene oxide/gold nanohybrids. Vib. Spectrosc. 2023, 129, 103614.

  • 179.

    Ho, W.K.H.; Zhang, Q.; Zhorabe, F.; et al. A buoyant plasmonic microbubble-based SERS sensing platform for amyloid-beta protein detection in Alzheimer's disease. J. Mater. Chem. B 2025, 13, 8883–8896.

  • 180.

    Liu, M.; Li, M.; He, J.; et al. Chiral Amino Acid Profiling in Serum Reveals Potential Biomarkers for Alzheimer's Disease. J. Alzheimer's Dis. 2023, 94, 291–301.

  • 181.

    Liu, Y.; Wu, Z.; Armstrong, D.W.; et al. Detection and analysis of chiral molecules as disease biomarkers. Nat. Rev. Chem. 2023, 7, 355–373.

  • 182.

    Hao, C.; Meng, D.; Shi, W.; et al. Chiral Gold Nanostructure Monolayers as SERS Substrates for Ultrasensitive Detection of Enantiomer Biomarkers of Alzheimer's Disease. Angew. Chem. Int. Ed. 2025, 64, e202502115.

  • 183.

    Ouyang, Y.-C.; Yeom, B.-J.; Zhao, Y.; et al. Progress and prospects of chiral nanomaterials for biosensing platforms. Rare Met. 2024, 43, 2469–2497.

  • 184.

    Liu, H.; Ou, D.; Zhao, H.; et al. Immunological landscape of radiation-induced cardiac injury. View 2025, 6, 20250012.

  • 185.

    Deng, X.; Wang, J.; Yu, S.; et al. Advances in the treatment of atherosclerosis with ligand-modified nanocarriers. Exploration 2024, 4, 20230090.

  • 186.

    Lu, C.; Li, C.; Gu, N.; et al. Emerging Elastic Micro-Nano Materials for Diagnosis and Treatment of Thrombosis. Research 2025, 8, 0614.

  • 187.

    Davronova, G.; Siradjitdinova, N.; Munira, K.; et al. Optical nanobiosensing of cardiovascular disease. Clin. Chim. Acta 2026, 582, 120800.

  • 188.

    Yoo, B.S. Clinical Significance of B-type Natriuretic Peptide in Heart Failure. J. Lifestyle Med. 2014, 4, 34–38.

  • 189.

    Wang, X.Y.; Zhang, F.; Zhang, C.; et al. The Biomarkers for Acute Myocardial Infarction and Heart Failure. Biomed. Res. Int. 2020, 2020, 2018035.

  • 190.

    Xiang, Q.; Wang, H.; Liu, S.; et al. Highly sensitive and reproducible SERS substrate based on ordered multi-tipped Au nanostar arrays for the detection of myocardial infarction biomarker cardiac troponin I. Analyst 2025, 150, 2239–2250.

  • 191.

    Lin, C.; Li, L.; Feng, J.; et al. Aptamer-modified magnetic SERS substrate for label-based determination of cardiac troponin I. Microchim. Acta 2021, 189, 22.

  • 192.

    Lim, W.Y.; Goh, C.H.; Thevarajah, T.M.; et al. Using SERS-based microfluidic paper-based device (μPAD) for calibration-free quantitative measurement of AMI cardiac biomarkers. Biosens Bioelectron 2020, 147, 111792.

  • 193.

    Cai, P.; Xu, T.; Wei, H.; et al. Compact All-Fiber SERS Probe Sensor Based on the MMF-NCF Structure with Self-Assembled Gold Nanoparticles. Sensors 2025, 25, 5221.

  • 194.

    Dong, P.; Xiong, S.; Gong, Y.; et al. SERS-based pump-free microfluidic chip sensor for immunoassays of the myocardial injury marker CK-MB. Sens. Actuators B Chem. 2026, 451, 139397.

  • 195.

    Campu, A.; Muresan, I.; Potara, M.; et al. Portable microfluidic plasmonic chip for fast real-time cardiac troponin I biomarker thermoplasmonic detection. J. Mater. Chem. B 2024, 12, 962–972.

  • 196.

    Dugandžić, V.; Drikermann, D.; Ryabchykov, O.; et al. Surface enhanced Raman spectroscopy-detection of the uptake of mannose-modified nanoparticles by macrophages in vitro: A model for detection of vulnerable atherosclerotic plaques. J. Biophotonics 2018, 11, e201800013.

  • 197.

    Noonan, J.; Asiala, S.M.; Grassia, G.; et al. In vivo multiplex molecular imaging of vascular inflammation using surface-enhanced Raman spectroscopy. Theranostics 2018, 8, 6195–6209.

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Zheng, S.; Cai, X.; Sun, L.; Yang, X.; Wu, A.; Lin, J. Gold-Based SERS Platform for Biomedicine: Material Design, Enhancement Mechanisms, and Diagnostic Applications. Nano-electrochemistry & Nano-photochemistry 2026, 2 (2), 13. https://doi.org/10.53941/nenp.2026.100013.
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