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Dual intelligent multiplexing sensor for accurate disease management with portable NMR
Victor Gonçalves1, Cátia Vieira Rocha2, Eva Cernadas3
1Advanced (magnetic) Theranostic Nanostructures Lab, Nanomedicine Unit, INL-International Iberian Nanotechnology Laboratory, Av. Mestre José Veiga, Braga, 4715-330, Portugal; Centro Singular de InvestigaciónenTecnoloxíasIntelixentes da Universidade de Santiago de Compostela (CiTIUS), Rúa de Jenaro de La Fuente, 15705, Santiago de Compostela, A Coruña, Spain.
A new dual intelligent relaxometric sensing (DIS) system using time-domain micro-nuclear magnetic resonance (TD-μNMR) offers sensitive detection of infectious diseases. This advanced diagnostic approach identifies both viral and immune response markers simultaneously.
Area of Science:
- Biomedical Engineering
- Nanotechnology
- Infectious Disease Diagnostics
Background:
- Emerging infectious diseases require advanced diagnostic tools for early detection and monitoring.
- Conventional diagnostic methods often lack sensitivity and provide limited clinical information.
- Limitations include reliance on specialized equipment and binary output.
Purpose of the Study:
- To develop a novel diagnostic approach for sensitive and simultaneous detection of multiple analytes in complex biological samples.
- To integrate time-domain micro-nuclear magnetic resonance (TD-μNMR) with a dual intelligent relaxometric sensing (DIS) system.
- To leverage machine learning algorithms for enhanced diagnostic capabilities.
Main Methods:
- Utilized a DIS system combining Fe3O4 and MnO nanoparticles with machine learning.
- Exploited distinct T1 and T2 relaxometric profiles of nanoparticles for analyte detection.
- Employed specific molecular recognition on nanoparticles to induce measurable NMR sensor changes.
Main Results:
- Demonstrated multiplexed detection of SARS-CoV-2 antigens and antibodies.
- Showcased the system's ability to detect both endogenous immune responses and exogenous viral markers.
- Achieved sensitive NMR sensing through nanoparticle-induced relaxometric changes.
Conclusions:
- The novel TD-μNMR-based DIS system offers a promising platform for advanced diagnostics of infectious diseases.
- This approach overcomes limitations of conventional tests by providing sensitive, multiplexed detection.
- The technology holds potential for early detection and comprehensive patient monitoring.

