Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG
The urgency for effective dengue virus treatment is undeniable, yet surveillance and protection strategies remain paramount. These efforts demand detection platforms that not only deliver superior sensitivity and specificity but also practicality for widespread application. In pursuit of this goal,...
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| Online Access: | http://eprints.uthm.edu.my/12717/1/J19644_f5188970168ac3f3b061150727d468fe.pdf http://eprints.uthm.edu.my/12717/ https://doi.org/10.1016/j.microc.2025.112996 |
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| author | Mustapa, M.A Latif, A.A Awang, N.A Muhammad, F.D Amir Hamzah, Amir Syahir |
| author_facet | Mustapa, M.A Latif, A.A Awang, N.A Muhammad, F.D Amir Hamzah, Amir Syahir |
| author_sort | Mustapa, M.A |
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| content_provider | Universiti Tun Hussein Onn Malaysia |
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| continent | Asia |
| country | Malaysia |
| description | The urgency for effective dengue virus treatment is undeniable, yet surveillance and protection strategies remain paramount. These efforts demand detection platforms that not only deliver superior sensitivity and specificity but also practicality for widespread application. In pursuit of this goal, surface-enhanced Raman scattering (SERS) has been identified as the most promising technique for the detection of anti-dengue virus NS1 (anti-DENV NS1) protein mmunoglobulin G (IgG) antibodies. IgG, in particular, has been chosen as the principal target due to the high risk of severe outcomes—such as dengue haemorrhagic fever and dengue shock syndrome—associated with
secondary infections. As such, IgG is a more reliable biomarker than immunoglobulin M (IgM) for identifying individuals at critical risk. Gold nanorods (Au-nanorods), with their extraordinary SERS enhancement capabilities, are central to this approach. However, the difficulty of achieving their parallel alignment due to their cylindrical configuration limits their full potential. To address this, gold nanospheres (Au-nanospheres), with a diameter of 10 nm, were synthesized and then hybridized with Au-nanorods in this work. This hybridization maximizes nanorod arrangement by filling unoccupied spaces, enhancing SERS signal intensity through a closepacked structural configuration. These gold nanoparticles (AuNPs) were then functionalized with DENV NS1
protein, specifically to capture anti-DENV NS1 IgG antibodies. However, the functionalization process introduces significant complexity to the SERS spectra due to the wide variety of amino acids in both the antibody and the DENV NS1 protein, resulting in intricate and overlapping signals. Principal component analysis (PCA) was employed to decode the spectral data to resolve these complexities. This refined detection platform achieves an analytical enhancement factor (AEF) of 8.544 × 104 , enabling the detection of anti-DENV NS1 IgG at concentrations as low as 25 fg/mL. PCA further reveals phenylalanine as the most dominant amino acid, detected at wavenumbers 1359, 907, and 775 cm− 1 , followed by alanine at 1226 and 486 cm− 1
, and aspartic acid at 1164 cm− 1
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| format | Article |
| id | my.uthm.eprints-12717 |
| institution | Universiti Tun Hussein Onn Malaysia |
| language | en |
| publishDate | 2025 |
| publisher | elsevier |
| record_format | eprints |
| spelling | my.uthm.eprints-127172025-06-25T23:57:23Z http://eprints.uthm.edu.my/12717/ Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG Mustapa, M.A Latif, A.A Awang, N.A Muhammad, F.D Amir Hamzah, Amir Syahir RB Pathology The urgency for effective dengue virus treatment is undeniable, yet surveillance and protection strategies remain paramount. These efforts demand detection platforms that not only deliver superior sensitivity and specificity but also practicality for widespread application. In pursuit of this goal, surface-enhanced Raman scattering (SERS) has been identified as the most promising technique for the detection of anti-dengue virus NS1 (anti-DENV NS1) protein mmunoglobulin G (IgG) antibodies. IgG, in particular, has been chosen as the principal target due to the high risk of severe outcomes—such as dengue haemorrhagic fever and dengue shock syndrome—associated with secondary infections. As such, IgG is a more reliable biomarker than immunoglobulin M (IgM) for identifying individuals at critical risk. Gold nanorods (Au-nanorods), with their extraordinary SERS enhancement capabilities, are central to this approach. However, the difficulty of achieving their parallel alignment due to their cylindrical configuration limits their full potential. To address this, gold nanospheres (Au-nanospheres), with a diameter of 10 nm, were synthesized and then hybridized with Au-nanorods in this work. This hybridization maximizes nanorod arrangement by filling unoccupied spaces, enhancing SERS signal intensity through a closepacked structural configuration. These gold nanoparticles (AuNPs) were then functionalized with DENV NS1 protein, specifically to capture anti-DENV NS1 IgG antibodies. However, the functionalization process introduces significant complexity to the SERS spectra due to the wide variety of amino acids in both the antibody and the DENV NS1 protein, resulting in intricate and overlapping signals. Principal component analysis (PCA) was employed to decode the spectral data to resolve these complexities. This refined detection platform achieves an analytical enhancement factor (AEF) of 8.544 × 104 , enabling the detection of anti-DENV NS1 IgG at concentrations as low as 25 fg/mL. PCA further reveals phenylalanine as the most dominant amino acid, detected at wavenumbers 1359, 907, and 775 cm− 1 , followed by alanine at 1226 and 486 cm− 1 , and aspartic acid at 1164 cm− 1 . elsevier 2025 Article PeerReviewed text en http://eprints.uthm.edu.my/12717/1/J19644_f5188970168ac3f3b061150727d468fe.pdf Mustapa, M.A and Latif, A.A and Awang, N.A and Muhammad, F.D and Amir Hamzah, Amir Syahir (2025) Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG. Microchemical Journal, 210. pp. 1-10. https://doi.org/10.1016/j.microc.2025.112996 |
| spellingShingle | RB Pathology Mustapa, M.A Latif, A.A Awang, N.A Muhammad, F.D Amir Hamzah, Amir Syahir Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title | Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title_full | Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title_fullStr | Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title_full_unstemmed | Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title_short | Modulating Surface-Enhanced Raman scattering with Hybrid-Gold Nanostructures: PCA-Driven insights into Ultrasensitive detection of dengue virus NS1 IgG |
| title_sort | modulating surface-enhanced raman scattering with hybrid-gold nanostructures: pca-driven insights into ultrasensitive detection of dengue virus ns1 igg |
| topic | RB Pathology |
| url | http://eprints.uthm.edu.my/12717/1/J19644_f5188970168ac3f3b061150727d468fe.pdf http://eprints.uthm.edu.my/12717/ https://doi.org/10.1016/j.microc.2025.112996 |
| url_provider | http://eprints.uthm.edu.my/ |