Gemini SERS for Cross-Category Biomarker Detection and Early Warning of Sudden Cardiac Death in Acute Coronary Syndrome

Simultaneous detection of metabolites and proteins─two chemically and functionally distinct classes of biomolecules─in complex biofluids remains a significant analytical hurdle, yet is critical for early and accurate disease diagnosis. These difficulties arise from intrinsic disparities in molecular abundance, physicochemical properties, and detection mechanisms. Such analytical limitations span a wide range of disease contexts and are exemplified by acute coronary syndrome-induced sudden cardiac death (ACS-SCD), where intertwined metabolic and proteomic dysregulation obscures early diagnostic cues and necessitates robust, multiplexed detection strategies. Here, we present a dual-signal surface-enhanced Raman scattering (SERS) platform─termed Gemini─for ultrasensitive, cross-category quantification of pyruvate (a metabolite) and lactate dehydrogenase B (LDHB, a protein) in plasma-derived exosomes. The system integrates antibody-functionalized gold nanoparticles for LDHB recognition with a boronate-based SERS nanotag responsive to hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) generated from a pyruvate oxidase (PO<i>x</i>)-mediated cascade. This strategy yields two spectrally distinct Raman signals within a single assay, enabling ratiometric and interference-free detection. Gemini achieves detection limits of 2.415 μM for pyruvate and 0.032 ng/mL for LDHB. When combined with a support vector machine (SVM) classifier, the platform accurately distinguishes ACS-SCD patients from healthy controls with 85% accuracy (90% sensitivity, 80% specificity), showing diagnostic performance comparable to conventional methods (AUC = 0.82 vs 0.79). This study demonstrates a multiplexed SERS framework for integrated metabolic-proteomic diagnostics and provides a clinically scalable strategy for early cardiovascular risk assessment. Moreover, the Gemini platform offers a broadly applicable paradigm for precision diagnostics across diverse pathophysiological conditions.

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Publication Details

Journal
ACS Nano
Published
2025-10-24
DOI
https://doi.org/10.1021/acsnano.5c10740
Citations
4
Primary Topic
Photoacoustic and Ultrasonic Imaging
Type
article
Field-Weighted Citation Impact
2.70
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article

Gemini SERS for Cross-Category Biomarker Detection and Early Warning of Sudden Cardiac Death in Acute Coronary Syndrome

Feng Wang, Tianyu Qiu, Yue Cao, Zhuming Guo et al.
4 citations
ACS Nano
Photoacoustic and Ultrasonic Imaging
2.70
article

Gemini SERS for Cross-Category Biomarker Detection and Early Warning of Sudden Cardiac Death in Acute Coronary Syndrome

Feng Wang, Tianyu Qiu, Yue Cao, Zhuming Guo, Long Chen, Feng Chen, Hua Wan, Lei Jiang
article en
4 citations

Abstract

Simultaneous detection of metabolites and proteins─two chemically and functionally distinct classes of biomolecules─in complex biofluids remains a significant analytical hurdle, yet is critical for early and accurate disease diagnosis. These difficulties arise from intrinsic disparities in molecular abundance, physicochemical properties, and detection mechanisms. Such analytical limitations span a wide range of disease contexts and are exemplified by acute coronary syndrome-induced sudden cardiac death (ACS-SCD), where intertwined metabolic and proteomic dysregulation obscures early diagnostic cues and necessitates robust, multiplexed detection strategies. Here, we present a dual-signal surface-enhanced Raman scattering (SERS) platform─termed Gemini─for ultrasensitive, cross-category quantification of pyruvate (a metabolite) and lactate dehydrogenase B (LDHB, a protein) in plasma-derived exosomes. The system integrates antibody-functionalized gold nanoparticles for LDHB recognition with a boronate-based SERS nanotag responsive to hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) generated from a pyruvate oxidase (PO<i>x</i>)-mediated cascade. This strategy yields two spectrally distinct Raman signals within a single assay, enabling ratiometric and interference-free detection. Gemini achieves detection limits of 2.415 μM for pyruvate and 0.032 ng/mL for LDHB. When combined with a support vector machine (SVM) classifier, the platform accurately distinguishes ACS-SCD patients from healthy controls with 85% accuracy (90% sensitivity, 80% specificity), showing diagnostic performance comparable to conventional methods (AUC = 0.82 vs 0.79). This study demonstrates a multiplexed SERS framework for integrated metabolic-proteomic diagnostics and provides a clinically scalable strategy for early cardiovascular risk assessment. Moreover, the Gemini platform offers a broadly applicable paradigm for precision diagnostics across diverse pathophysiological conditions.

ACS NanoVol. 19(43)
Second Military Medical University (CN), Changhai Hospital (CN), Nanjing Medical University (CN)
Openalex Percentile: Top 9%
Photoacoustic and Ultrasonic Imaging
2.70
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