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Enhanced Nitrogen Dioxide Detection Using Resistive Graphene-Based Electronic Sensors Modified with Polymers of Intrinsic Microporosity
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c03291
Danielle M. Goodwin, Mariolino Carta, Muhammad Munem Ali, Daniel Gillard, Owen J. Guy
In this study, we report on the fabrication and evaluation of gas sensing performance for 3 × 3 graphene pixel array sensors coated with polymers of intrinsic microporosity (PIM-1 and PIM-EA-TB) and Matrimid, a commercial polyimide, for the detection of nitrogen dioxide (NO2). The polymer films, with thicknesses of only 9–11 nm, significantly enhanced the gas sensing performance, demonstrating responses as high as −25.7% compared to a bare graphene response of −10.8%. The gas sensing performance was evaluated in real-time by exposing the sensors to NO2 concentrations from 1 to 50 ppm, along with selectivity tests using ammonia (NH3), nitric oxide (NO), methane (CH4), and carbon dioxide (CO2). In addition to their high sensitivity, the sensors exhibited reduced response times by 56 s. They also demonstrated high selectivity for NO2, with minimal cross-sensitivity to other gases. Furthermore, the polymer membranes exhibited rapid recovery times (114–153 s) and limits of detection in the low parts per billion range, with PIM-EA-TB achieving a detection limit of 0.7 ppb. These features highlight their potential as promising candidates for real-time environmental monitoring of toxic gases, showcasing the potential use of PIMs to enhance the sensitivity and selectivity of graphene-based gas sensors and providing a foundation for further development of cost-effective and reliable NO2 detection systems.
{"title":"Enhanced Nitrogen Dioxide Detection Using Resistive Graphene-Based Electronic Sensors Modified with Polymers of Intrinsic Microporosity","authors":"Danielle M. Goodwin, Mariolino Carta, Muhammad Munem Ali, Daniel Gillard, Owen J. Guy","doi":"10.1021/acssensors.4c03291","DOIUrl":"https://doi.org/10.1021/acssensors.4c03291","url":null,"abstract":"In this study, we report on the fabrication and evaluation of gas sensing performance for 3 × 3 graphene pixel array sensors coated with polymers of intrinsic microporosity (PIM-1 and PIM-EA-TB) and Matrimid, a commercial polyimide, for the detection of nitrogen dioxide (NO<sub>2</sub>). The polymer films, with thicknesses of only 9–11 nm, significantly enhanced the gas sensing performance, demonstrating responses as high as −25.7% compared to a bare graphene response of −10.8%. The gas sensing performance was evaluated in real-time by exposing the sensors to NO<sub>2</sub> concentrations from 1 to 50 ppm, along with selectivity tests using ammonia (NH<sub>3</sub>), nitric oxide (NO), methane (CH<sub>4</sub>), and carbon dioxide (CO<sub>2</sub>). In addition to their high sensitivity, the sensors exhibited reduced response times by 56 s. They also demonstrated high selectivity for NO<sub>2</sub>, with minimal cross-sensitivity to other gases. Furthermore, the polymer membranes exhibited rapid recovery times (114–153 s) and limits of detection in the low parts per billion range, with PIM-EA-TB achieving a detection limit of 0.7 ppb. These features highlight their potential as promising candidates for real-time environmental monitoring of toxic gases, showcasing the potential use of PIMs to enhance the sensitivity and selectivity of graphene-based gas sensors and providing a foundation for further development of cost-effective and reliable NO<sub>2</sub> detection systems.","PeriodicalId":24,"journal":{"name":"ACS Sensors","volume":"12 1","pages":""},"PeriodicalIF":8.9,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143435653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using Machine Learning and Optical Microscopy Image Analysis of Immunosensors Made on Plasmonic Substrates: Application to Detect the SARS-CoV-2 Virus
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c03451
Pedro R. A. Oiticica, Monara K. S. C. Angelim, Juliana C. Soares, Andrey C. Soares, José L. Proença-Módena, Odemir M. Bruno, Osvaldo N. Oliveira, Jr.
In this article, we introduce a diagnostic platform comprising an optical microscopy image analysis system coupled with machine learning. Its efficacy is demonstrated in detecting SARS-CoV-2 virus particles at concentrations as low as 1 PFU (plaque-forming unit) per milliliter by processing images from an immunosensor on a plasmonic substrate. This high performance was achieved by classifying images with the support vector machine (SVM) algorithm and the MobileNetV3_small convolutional neural network (CNN) model, which attained an accuracy of 91.6% and a specificity denoted by an F1 score of 96.9% for the negative class. Notably, this approach enabled the detection of SARS-CoV-2 concentrations 1000 times lower than the limit of detection achieved with localized surface plasmon resonance (LSPR) sensing using the same immunosensors. It is also significant that a binary classification between control and positive classes using the MobileNetV3_small model and the random forest algorithm achieved an accuracy of 96.5% for SARS-CoV-2 concentrations down to 1 PFU/mL. At such low concentrations, straightforward screening of newly infected patients may be feasible. In supporting experiments, we verified that texture was the main contributor to the distinguishability of images taken at different SARS-CoV-2 concentrations, indicating that the combination of ML and image analysis may be applied to any biosensor whose detection mechanism is based on adsorption.
{"title":"Using Machine Learning and Optical Microscopy Image Analysis of Immunosensors Made on Plasmonic Substrates: Application to Detect the SARS-CoV-2 Virus","authors":"Pedro R. A. Oiticica, Monara K. S. C. Angelim, Juliana C. Soares, Andrey C. Soares, José L. Proença-Módena, Odemir M. Bruno, Osvaldo N. Oliveira, Jr.","doi":"10.1021/acssensors.4c03451","DOIUrl":"https://doi.org/10.1021/acssensors.4c03451","url":null,"abstract":"In this article, we introduce a diagnostic platform comprising an optical microscopy image analysis system coupled with machine learning. Its efficacy is demonstrated in detecting SARS-CoV-2 virus particles at concentrations as low as 1 PFU (plaque-forming unit) per milliliter by processing images from an immunosensor on a plasmonic substrate. This high performance was achieved by classifying images with the support vector machine (SVM) algorithm and the MobileNetV3_small convolutional neural network (CNN) model, which attained an accuracy of 91.6% and a specificity denoted by an F1 score of 96.9% for the negative class. Notably, this approach enabled the detection of SARS-CoV-2 concentrations 1000 times lower than the limit of detection achieved with localized surface plasmon resonance (LSPR) sensing using the same immunosensors. It is also significant that a binary classification between control and positive classes using the MobileNetV3_small model and the random forest algorithm achieved an accuracy of 96.5% for SARS-CoV-2 concentrations down to 1 PFU/mL. At such low concentrations, straightforward screening of newly infected patients may be feasible. In supporting experiments, we verified that texture was the main contributor to the distinguishability of images taken at different SARS-CoV-2 concentrations, indicating that the combination of ML and image analysis may be applied to any biosensor whose detection mechanism is based on adsorption.","PeriodicalId":24,"journal":{"name":"ACS Sensors","volume":"13 1","pages":""},"PeriodicalIF":8.9,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143427112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetically Encoded Single-Wavelength Sensor with High Specificity for Imaging ATP in Living Cells
IF 8.2 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c0338910.1021/acssensors.4c03389
Lu Xiao, Xuexi Wang, Dujuan Liu, Chuang Yan, Xian-En Zhang* and Minghai Chen*, 

Adenosine 5′-triphosphate (ATP) plays an essential role in regulating many metabolic activities. Therefore, developing tools to directly measure ATP in real time will help us understand its underlying functions. Here, we report an optimized genetically encoded ATP sensor (OAS1.0) with a high specificity for ATP detection. OAS1.0 can be genetically targeted to specific cell types and subcellular compartments to monitor ATP production and consumption. We also used OAS1.0 to visualize metabolic-activity-dependent changes in ATP in normal and tumor cell lines and ATP consumption during the virus–host interaction process. OAS1.0 also worked well with a Ca2+ sensor to concurrently monitor ATP and Ca2+ dynamics in living cells. Thus, OAS1.0 represents a promising tool for ATP imaging under both physiological and pathophysiological conditions.

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引用次数: 0
Surface Functionalization of Citrate-Stabilized Gold Nanoparticles with Various Disease-Specific Nonthiolated Aptamers: RSM-Based Optimization for Multifactorial Disease Biomarker Detection
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c02722
Farbod Ebrahimi, Anjali Kumari, Saqer Al Abdullah, Juan L. Vivero-Escoto, Kristen Dellinger
This study focuses on the surface functionalization of citrate-stabilized gold nanoparticles (AuNPs) with disease-specific aptamers to enhance the detection of multifactorial disease (MD) biomarkers. MDs, characterized by complex pathophysiology involving multiple genetic and environmental factors, present significant diagnostic challenges. Aptamers, which are short, single-stranded oligonucleotides with high specificity and affinity for target molecules, have emerged as promising tools for biomarker detection. By utilizing response surface methodology (RSM) and face-centered central composite design (FCCCD), this research systematically optimized the bioconjugation process of AuNPs with different aptamer sequences, focusing on parameters such as AuNP size and aptamer concentration. The developed protocol in this study demonstrated that aptamer-functionalized AuNPs can be optimized for high yield, bioconjugation efficiency, stability, and surface coverage, making them suitable for diagnostic applications, particularly in surface-enhanced Raman spectroscopy (SERS). The findings provide a foundation for the development of customizable nanoprobes that can be adapted for the detection of various biomarkers associated with MDs, potentially improving early diagnosis and therapeutic outcomes.
{"title":"Surface Functionalization of Citrate-Stabilized Gold Nanoparticles with Various Disease-Specific Nonthiolated Aptamers: RSM-Based Optimization for Multifactorial Disease Biomarker Detection","authors":"Farbod Ebrahimi, Anjali Kumari, Saqer Al Abdullah, Juan L. Vivero-Escoto, Kristen Dellinger","doi":"10.1021/acssensors.4c02722","DOIUrl":"https://doi.org/10.1021/acssensors.4c02722","url":null,"abstract":"This study focuses on the surface functionalization of citrate-stabilized gold nanoparticles (AuNPs) with disease-specific aptamers to enhance the detection of multifactorial disease (MD) biomarkers. MDs, characterized by complex pathophysiology involving multiple genetic and environmental factors, present significant diagnostic challenges. Aptamers, which are short, single-stranded oligonucleotides with high specificity and affinity for target molecules, have emerged as promising tools for biomarker detection. By utilizing response surface methodology (RSM) and face-centered central composite design (FCCCD), this research systematically optimized the bioconjugation process of AuNPs with different aptamer sequences, focusing on parameters such as AuNP size and aptamer concentration. The developed protocol in this study demonstrated that aptamer-functionalized AuNPs can be optimized for high yield, bioconjugation efficiency, stability, and surface coverage, making them suitable for diagnostic applications, particularly in surface-enhanced Raman spectroscopy (SERS). The findings provide a foundation for the development of customizable nanoprobes that can be adapted for the detection of various biomarkers associated with MDs, potentially improving early diagnosis and therapeutic outcomes.","PeriodicalId":24,"journal":{"name":"ACS Sensors","volume":"12 1","pages":""},"PeriodicalIF":8.9,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143427110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced Nitrogen Dioxide Detection Using Resistive Graphene-Based Electronic Sensors Modified with Polymers of Intrinsic Microporosity
IF 8.2 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c0329110.1021/acssensors.4c03291
Danielle M. Goodwin*, Mariolino Carta, Muhammad Munem Ali, Daniel Gillard and Owen J. Guy*, 

In this study, we report on the fabrication and evaluation of gas sensing performance for 3 × 3 graphene pixel array sensors coated with polymers of intrinsic microporosity (PIM-1 and PIM-EA-TB) and Matrimid, a commercial polyimide, for the detection of nitrogen dioxide (NO2). The polymer films, with thicknesses of only 9–11 nm, significantly enhanced the gas sensing performance, demonstrating responses as high as −25.7% compared to a bare graphene response of −10.8%. The gas sensing performance was evaluated in real-time by exposing the sensors to NO2 concentrations from 1 to 50 ppm, along with selectivity tests using ammonia (NH3), nitric oxide (NO), methane (CH4), and carbon dioxide (CO2). In addition to their high sensitivity, the sensors exhibited reduced response times by 56 s. They also demonstrated high selectivity for NO2, with minimal cross-sensitivity to other gases. Furthermore, the polymer membranes exhibited rapid recovery times (114–153 s) and limits of detection in the low parts per billion range, with PIM-EA-TB achieving a detection limit of 0.7 ppb. These features highlight their potential as promising candidates for real-time environmental monitoring of toxic gases, showcasing the potential use of PIMs to enhance the sensitivity and selectivity of graphene-based gas sensors and providing a foundation for further development of cost-effective and reliable NO2 detection systems.

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引用次数: 0
Novel Nucleus-Oriented Quenched Activity-Based Probes Link Cathepsin Nuclear Localization with Mitosis
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c03217
Karin Reut Shannon, Tommy Weiss-Sadan, Emmanuelle Merquiol, Gourab Dey, Tamar Gilon, Boris Turk, Galia Blum
Cysteine cathepsins are important proteases that are highly upregulated in cancers and other diseases. While their reported location is mostly endolysosomal, some evidence shows their nuclear localization and involvement in the cell cycle. We aim to generate tools to investigate the involvement of cathepsins in the cell cycle progression. To investigate nuclear cathepsin activity, we designed nucleus-directed quenched activity-based probes (qABPs) by attaching cell-penetrating peptides (CPPs). qABPs are active-site-directed compounds that enable direct real-time monitoring of enzyme activity by the covalent linkage between the probe and the enzyme’s active site. Biochemical evaluation of the CPP-qABPs showed potent and selective probes; cell fractionation, multimodal flow cytometry-imaging, and time-lapse movies demonstrated nuclear cathepsin activity in living cells. Interestingly, these probes reveal a spatiotemporal pattern, a surge of nuclear cathepsin just before mitosis, suggesting yet unrevealed roles of cathepsin in cell division. In summary, these nuclear-directed qABPs serve as unique scientific tools to unlock the hidden features of cysteine proteases and to understand their involvement in cell division and cancer.
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引用次数: 0
Genetically Encoded Single-Wavelength Sensor with High Specificity for Imaging ATP in Living Cells
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c03389
Lu Xiao, Xuexi Wang, Dujuan Liu, Chuang Yan, Xian-En Zhang, Minghai Chen
Adenosine 5′-triphosphate (ATP) plays an essential role in regulating many metabolic activities. Therefore, developing tools to directly measure ATP in real time will help us understand its underlying functions. Here, we report an optimized genetically encoded ATP sensor (OAS1.0) with a high specificity for ATP detection. OAS1.0 can be genetically targeted to specific cell types and subcellular compartments to monitor ATP production and consumption. We also used OAS1.0 to visualize metabolic-activity-dependent changes in ATP in normal and tumor cell lines and ATP consumption during the virus–host interaction process. OAS1.0 also worked well with a Ca2+ sensor to concurrently monitor ATP and Ca2+ dynamics in living cells. Thus, OAS1.0 represents a promising tool for ATP imaging under both physiological and pathophysiological conditions.
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引用次数: 0
Novel Nucleus-Oriented Quenched Activity-Based Probes Link Cathepsin Nuclear Localization with Mitosis
IF 8.2 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-17 DOI: 10.1021/acssensors.4c0321710.1021/acssensors.4c03217
Karin Reut Shannon, Tommy Weiss-Sadan, Emmanuelle Merquiol, Gourab Dey, Tamar Gilon, Boris Turk and Galia Blum*, 

Cysteine cathepsins are important proteases that are highly upregulated in cancers and other diseases. While their reported location is mostly endolysosomal, some evidence shows their nuclear localization and involvement in the cell cycle. We aim to generate tools to investigate the involvement of cathepsins in the cell cycle progression. To investigate nuclear cathepsin activity, we designed nucleus-directed quenched activity-based probes (qABPs) by attaching cell-penetrating peptides (CPPs). qABPs are active-site-directed compounds that enable direct real-time monitoring of enzyme activity by the covalent linkage between the probe and the enzyme’s active site. Biochemical evaluation of the CPP-qABPs showed potent and selective probes; cell fractionation, multimodal flow cytometry-imaging, and time-lapse movies demonstrated nuclear cathepsin activity in living cells. Interestingly, these probes reveal a spatiotemporal pattern, a surge of nuclear cathepsin just before mitosis, suggesting yet unrevealed roles of cathepsin in cell division. In summary, these nuclear-directed qABPs serve as unique scientific tools to unlock the hidden features of cysteine proteases and to understand their involvement in cell division and cancer.

{"title":"Novel Nucleus-Oriented Quenched Activity-Based Probes Link Cathepsin Nuclear Localization with Mitosis","authors":"Karin Reut Shannon,&nbsp;Tommy Weiss-Sadan,&nbsp;Emmanuelle Merquiol,&nbsp;Gourab Dey,&nbsp;Tamar Gilon,&nbsp;Boris Turk and Galia Blum*,&nbsp;","doi":"10.1021/acssensors.4c0321710.1021/acssensors.4c03217","DOIUrl":"https://doi.org/10.1021/acssensors.4c03217https://doi.org/10.1021/acssensors.4c03217","url":null,"abstract":"<p >Cysteine cathepsins are important proteases that are highly upregulated in cancers and other diseases. While their reported location is mostly endolysosomal, some evidence shows their nuclear localization and involvement in the cell cycle. We aim to generate tools to investigate the involvement of cathepsins in the cell cycle progression. To investigate nuclear cathepsin activity, we designed nucleus-directed quenched activity-based probes (qABPs) by attaching cell-penetrating peptides (CPPs). qABPs are active-site-directed compounds that enable direct real-time monitoring of enzyme activity by the covalent linkage between the probe and the enzyme’s active site. Biochemical evaluation of the CPP-qABPs showed potent and selective probes; cell fractionation, multimodal flow cytometry-imaging, and time-lapse movies demonstrated nuclear cathepsin activity in living cells. Interestingly, these probes reveal a spatiotemporal pattern, a surge of nuclear cathepsin just before mitosis, suggesting yet unrevealed roles of cathepsin in cell division. In summary, these nuclear-directed qABPs serve as unique scientific tools to unlock the hidden features of cysteine proteases and to understand their involvement in cell division and cancer.</p>","PeriodicalId":24,"journal":{"name":"ACS Sensors","volume":"10 2","pages":"1321–1333 1321–1333"},"PeriodicalIF":8.2,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acssensors.4c03217","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143507805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Near-Infrared Long-Lived Luminescent Nanoparticle-Based Time-Gated Imaging for Background-Free Detection of Avian Influenza Virus
IF 8.9 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-15 DOI: 10.1021/acssensors.4c03202
Jiwoo Han, Suyeon Kim, Dongkyu Kang, Sun-Hak Lee, Andrew Y. Cho, Heesu Lee, Jung-Hoon Kwon, Yong Shin, Young-Pil Kim, Joonseok Lee
Near-infrared (NIR)-to-NIR upconversion nanoparticles (UCNPs) are promising materials for biomedical imaging and sensing applications. However, UCNPs with long lifetimes continue to face the limitation that they are usually accompanied by weak luminescence intensity, resulting in difficulties in achieving high-resolution and sensitive time-gated imaging. To overcome this limitation, we have developed NIR long-lifetime luminescent nanoparticles (NLL NPs) with strong 800 nm emission by adding a photosensitizing shell and with a prolonged lifetime by lowering the activator concentration. NLL NP-based time-gated imaging overcomes the inherent limitations of steady-state imaging by providing higher signal-to-noise ratios and more robust signal intensities. When integrated into a lateral flow immunoassay (LFA) for the detection of avian influenza viruses, NLL NP-based time-gated imaging demonstrates a 32-fold lower limit of detection compared to conventional optimal 800 nm emitting nanoparticles. Furthermore, the high accuracy of the NLL NP-based LFA is confirmed through clinical validations using 65 samples, achieving a sensitivity and specificity of 100% and an area under the curve of 1.000. These results demonstrate the potential of NLL NP-based time-gated imaging as a powerful tool for the highly sensitive and accurate detection of avian influenza viruses in complex clinical samples.
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引用次数: 0
Near-Infrared Long-Lived Luminescent Nanoparticle-Based Time-Gated Imaging for Background-Free Detection of Avian Influenza Virus
IF 8.2 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-02-15 DOI: 10.1021/acssensors.4c0320210.1021/acssensors.4c03202
Jiwoo Han, Suyeon Kim, Dongkyu Kang, Sun-Hak Lee, Andrew Y. Cho, Heesu Lee, Jung-Hoon Kwon, Yong Shin*, Young-Pil Kim* and Joonseok Lee*, 

Near-infrared (NIR)-to-NIR upconversion nanoparticles (UCNPs) are promising materials for biomedical imaging and sensing applications. However, UCNPs with long lifetimes continue to face the limitation that they are usually accompanied by weak luminescence intensity, resulting in difficulties in achieving high-resolution and sensitive time-gated imaging. To overcome this limitation, we have developed NIR long-lifetime luminescent nanoparticles (NLL NPs) with strong 800 nm emission by adding a photosensitizing shell and with a prolonged lifetime by lowering the activator concentration. NLL NP-based time-gated imaging overcomes the inherent limitations of steady-state imaging by providing higher signal-to-noise ratios and more robust signal intensities. When integrated into a lateral flow immunoassay (LFA) for the detection of avian influenza viruses, NLL NP-based time-gated imaging demonstrates a 32-fold lower limit of detection compared to conventional optimal 800 nm emitting nanoparticles. Furthermore, the high accuracy of the NLL NP-based LFA is confirmed through clinical validations using 65 samples, achieving a sensitivity and specificity of 100% and an area under the curve of 1.000. These results demonstrate the potential of NLL NP-based time-gated imaging as a powerful tool for the highly sensitive and accurate detection of avian influenza viruses in complex clinical samples.

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引用次数: 0
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ACS Sensors
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