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GhaderiShekhiAbadi P, Irani M, Noorisepehr M, Maleki A. Magnetic biosensors for identification of SARS-CoV-2, Influenza, HIV, and Ebola viruses: a review. NANOTECHNOLOGY 2023; 34:272001. [PMID: 36996779 DOI: 10.1088/1361-6528/acc8da] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 03/29/2023] [Indexed: 06/19/2023]
Abstract
Infectious diseases such as novel coronavirus (SARS-CoV-2), Influenza, HIV, Ebola, etc kill many people around the world every year (SARS-CoV-2 in 2019, Ebola in 2013, HIV in 1980, Influenza in 1918). For example, SARS-CoV-2 has plagued higher than 317 000 000 people around the world from December 2019 to January 13, 2022. Some infectious diseases do not yet have not a proper vaccine, drug, therapeutic, and/or detection method, which makes rapid identification and definitive treatments the main challenges. Different device techniques have been used to detect infectious diseases. However, in recent years, magnetic materials have emerged as active sensors/biosensors for detecting viral, bacterial, and plasmids agents. In this review, the recent applications of magnetic materials in biosensors for infectious viruses detection have been discussed. Also, this work addresses the future trends and perspectives of magnetic biosensors.
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Affiliation(s)
| | - Mohammad Irani
- Department of Pharmaceutics, Faculty of Pharmacy, Alborz University of Medical Sciences, Karaj, Iran
| | - Mohammad Noorisepehr
- Environmental Health Engineering Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Ali Maleki
- Catalysts and Organic Synthesis Research Laboratory, Department of Chemistry, Iran University of Science and Technology, Tehran 16846-13114, Iran
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Chen HH, Hsu MH, Lee KH, Yang SY. Development of a 36-Channel Instrument for Assaying Biomarkers of Ultralow Concentrations Utilizing Immunomagnetic Reduction. ACS MEASUREMENT SCIENCE AU 2022; 2:485-492. [PMID: 36785659 PMCID: PMC9885996 DOI: 10.1021/acsmeasuresciau.2c00030] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 07/25/2022] [Accepted: 07/27/2022] [Indexed: 05/08/2023]
Abstract
With the demands of the high-throughput assay of biomarkers of ultralow concentrations in clinics, a 36-channel instrument utilizing immunomagnetic reduction (IMR) has been developed. The instrument involves the use of a high-T c superconducting-quantum-interference-device (SQUID) magnetometer to detect the signals due to the associations between target biomarker molecules and the antibody-functionalized magnetic nanoparticles in the reagent of IMR. In addition to illustrating the design and the measurements of the instrument, the assay characterizations for eight kinds of biomarkers related to neurodegenerative disease are investigated. Furthermore, the assay results among three independent instruments were compared. For an instrument, the channel-to-channel variations in measured concentrations of biomarkers are within a range of 2.09 to 5.62%. The assay accuracy was found to be from 99 to 103.7%. The p values in measured concentrations for any of the tested biomarkers were higher than 0.05 among the three instruments. The results demonstrate high throughput, high stability, and high consistency for the SQUID-IMR instruments.
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Lin WC, Lu CH, Chiu PY, Yang SY. Plasma Total α-Synuclein and Neurofilament Light Chain: Clinical Validation for Discriminating Parkinson's Disease from Normal Control. Dement Geriatr Cogn Disord 2021; 49:401-409. [PMID: 33242863 DOI: 10.1159/000510325] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 07/15/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND A previously published paper (referred to as the original cohort) showed that using a cutoff value of 116.1 fg/mL for the plasma total α-synuclein concentrations could discriminate Parkinson's disease (PD) patients from normal controls (NCs). In this study, another independent cohort (referred to as the validation cohort) was recruited to validate the agreement between the clinical diagnosis and the use of plasma total α-synuclein to identify PD patients. In addition to total α-synuclein, plasma neurofilament light chain (NfL) in the validation cohort was detected. METHODS Seventy PD patients and 33 NCs were enrolled in the validation cohort. A clinical diagnosis and the immunomagnetic reduction (IMR) assay for plasma total α-synuclein were performed for each participant. Thirty-three of 70 PD patients and 23 of 33 NCs were subjected to the plasma NfL assay via IMR. RESULTS The positive, negative, and overall percentages of agreement between the clinical diagnosis and plasma total α-synuclein diagnosis determined based on 116.1 fg/mL as the cutoff value were found to be 0.943, 0.818, and 0.903, respectively. The PD patients and NCs showed plasma NfL levels of 8.38 ± 4.19 pg/mL and 17.6 ± 7.95 pg/mL (p < 0.001), respectively. The cutoff value of the plasma NfL level used to differentiate PD patients from NCs was 12.8 pg/mL, with sensitivity and specificity values of 0.788 and 0.870, respectively. CONCLUSION The results demonstrate the usefulness of the plasma total α-synuclein concentration to discriminate PD patients from NCs and reveal the elevation of the plasma NfL level in PD patients.
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Affiliation(s)
- Wei-Che Lin
- Department of Diagnostic Radiology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Cheng-Hsien Lu
- Department of Diagnostic Neurology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Pai-Yi Chiu
- Department of Neurology, Show Chwan Memorial Hospital and MR-guided Focus Ultrasound Center, Chang Bin Show Chwan Memorial Hospital, Chunghwa, Taiwan
| | - Shieh-Yueh Yang
- MagQu Co., Ltd., New Taipei City, Taiwan, .,MagQu LLC, Surprise, Arizona, USA,
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Zhong J, Rösch EL, Viereck T, Schilling M, Ludwig F. Toward Rapid and Sensitive Detection of SARS-CoV-2 with Functionalized Magnetic Nanoparticles. ACS Sens 2021; 6:976-984. [PMID: 33496572 PMCID: PMC7860137 DOI: 10.1021/acssensors.0c02160] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 01/18/2021] [Indexed: 12/17/2022]
Abstract
The outbreak of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) threatens global medical systems and economies and rules our daily living life. Controlling the outbreak of SARS-CoV-2 has become one of the most important and urgent strategies throughout the whole world. As of October 2020, there have not yet been any medicines or therapies to be effective against SARS-CoV-2. Thus, rapid and sensitive diagnostics is the most important measures to control the outbreak of SARS-CoV-2. Homogeneous biosensing based on magnetic nanoparticles (MNPs) is one of the most promising approaches for rapid and highly sensitive detection of biomolecules. This paper proposes an approach for rapid and sensitive detection of SARS-CoV-2 with functionalized MNPs via the measurement of their magnetic response in an ac magnetic field. For proof of concept, mimic SARS-CoV-2 consisting of spike proteins and polystyrene beads are used for experiments. Experimental results demonstrate that the proposed approach allows the rapid detection of mimic SARS-CoV-2 with a limit of detection of 0.084 nM (5.9 fmole). The proposed approach has great potential for designing a low-cost and point-of-care device for rapid and sensitive diagnostics of SARS-CoV-2.
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Affiliation(s)
- Jing Zhong
- Institute for Electrical Measurement Science and Fundamental Electrical
Engineering and Laboratory for Emerging Nanometrology (LENA), TU
Braunschweig, Hans-Sommer-Str. 66, Braunschweig D-38106,
Germany
| | - Enja Laureen Rösch
- Institute for Electrical Measurement Science and Fundamental Electrical
Engineering and Laboratory for Emerging Nanometrology (LENA), TU
Braunschweig, Hans-Sommer-Str. 66, Braunschweig D-38106,
Germany
| | - Thilo Viereck
- Institute for Electrical Measurement Science and Fundamental Electrical
Engineering and Laboratory for Emerging Nanometrology (LENA), TU
Braunschweig, Hans-Sommer-Str. 66, Braunschweig D-38106,
Germany
| | - Meinhard Schilling
- Institute for Electrical Measurement Science and Fundamental Electrical
Engineering and Laboratory for Emerging Nanometrology (LENA), TU
Braunschweig, Hans-Sommer-Str. 66, Braunschweig D-38106,
Germany
| | - Frank Ludwig
- Institute for Electrical Measurement Science and Fundamental Electrical
Engineering and Laboratory for Emerging Nanometrology (LENA), TU
Braunschweig, Hans-Sommer-Str. 66, Braunschweig D-38106,
Germany
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Application of Nanoscale Materials and Nanotechnology Against Viral Infection: A Special Focus on Coronaviruses. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1352:173-193. [DOI: 10.1007/978-3-030-85109-5_11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Validation of Assaying Carcinoembryonic Antigen in Human Serum by Using Immunomagnetic Reduction. Sci Rep 2018; 8:10002. [PMID: 29968766 PMCID: PMC6030185 DOI: 10.1038/s41598-018-28215-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 06/15/2018] [Indexed: 12/31/2022] Open
Abstract
Immunomagnetic reduction (IMR) is a method to assay biomolecules by utilizing antibody functionalized magnetic nanoparticles. For clinical validation, important analytic performances of assaying carcinoembryonic antigen (CEA) using IMR are characterized. Furthermore, IMR is applied to assay carcinoembryonic antigen (CEA) in human serum for clinical validation. A total of 118 healthy controls and 79 patients with colorectal cancer (CRC) are recruited in this study. For comparison, assays using chemiluminometric immunoassay (CLIA) are also done for quantizing CEA in these serum samples. The results reveal a high correlation in terms of serum CEA concentration detected via IMR and CLIA is found (r = 0.963). However, IMR shows higher clinical sensitivity and specificity than those of CLIA. Moreover, the rate of false positives for smoking subjects is clearly reduced through the use of IMR. All the results demonstrate IMR is a promising alternative assay for serum CEA to diagnose CRC.
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Moulick A, Richtera L, Milosavljevic V, Cernei N, Haddad Y, Zitka O, Kopel P, Heger Z, Adam V. Advanced nanotechnologies in avian influenza: Current status and future trends - A review. Anal Chim Acta 2017; 983:42-53. [PMID: 28811028 PMCID: PMC7094654 DOI: 10.1016/j.aca.2017.06.045] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 06/24/2017] [Accepted: 06/26/2017] [Indexed: 02/04/2023]
Abstract
In the last decade, the control of avian influenza virus has experienced many difficulties, which have caused major global agricultural problems that have also led to public health consequences. Conventional biochemical methods are not sufficient to detect and control agricultural pathogens in the field due to the growing demand for food and subsidiary products; thus, studies aiming to develop potent alternatives to conventional biochemical methods are urgently needed. In this review, emerging detection systems, their applicability to diagnostics, and their therapeutic possibilities in view of nanotechnology are discussed. Nanotechnology-based sensors are used for rapid, sensitive and cost-effective diagnostics of agricultural pathogens. The application of different nanomaterials promotes interactions between these materials and the virus, which enables researchers to construct portable electroanalytical biosensing analyser that should effectively detect the influenza virus. The present review will provide insights into the guidelines for future experiments to develop better techniques to detect and control influenza viruses.
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Affiliation(s)
- Amitava Moulick
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Lukas Richtera
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Vedran Milosavljevic
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Natalia Cernei
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Yazan Haddad
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Ondrej Zitka
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Pavel Kopel
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Zbynek Heger
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic
| | - Vojtech Adam
- Department of Chemistry and Biochemistry, Mendel University in Brno, Zemedelska 1, CZ-613 00 Brno, Czech Republic; Central European Institute of Technology, Brno University of Technology, Technicka 3058/10, CZ-616 00 Brno, Czech Republic.
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Yang SY, Chiu MJ, Chen TF, Horng HE. Detection of Plasma Biomarkers Using Immunomagnetic Reduction: A Promising Method for the Early Diagnosis of Alzheimer's Disease. Neurol Ther 2017; 6:37-56. [PMID: 28733955 PMCID: PMC5520821 DOI: 10.1007/s40120-017-0075-7] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2017] [Indexed: 12/20/2022] Open
Abstract
Alzheimer's disease (AD) is the most common form of dementia. The development of assay technologies able to diagnose early-stage AD is important. Blood tests to detect biomarkers, such as amyloid and total Tau protein, are among the most promising diagnostic methods due to their low cost, low risk, and ease of operation. However, such biomarkers in blood occur at extremely low levels and are difficult to detect precisely. In the early 2000s, a highly sensitive assay technology, immunomagnetic reduction (IMR), was developed. IMR involves the use of antibody-functionalized magnetic nanoparticles dispersed in aqueous solution. The concentrations of detected molecules are converted to reductions in the ac magnetic susceptibility of this reagent due to the association between the magnetic nanoparticles and molecules. To achieve ultra-high sensitivity, a high-Tc superconducting-quantum-interference-device (SQUID) ac magnetosusceptometer was designed and applied to detect the tiny reduction in the ac magnetic susceptibility of the reagent. Currently, a 36-channeled high-Tc SQUID-based ac magnetosusceptometer is available. Using the reagent and this analyzer, extremely low concentrations of amyloid and total Tau protein in human plasma could be detected. Further, the feasibility of identifying subjects in early-stage AD via assaying plasma amyloid and total Tau protein is demonstrated. The results show a diagnostic accuracy for prodromal AD higher than 80% and reveal the possibility of screening for early-stage AD using SQUID-based IMR.
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Affiliation(s)
| | - Ming-Jang Chiu
- Department of Neurology, National Taiwan University Hospital, College of Medicine, National Taiwan University, Taipei, 110, Taiwan.,Graduate Institute of Brain and Mind Sciences, College of Medicine, National Taiwan University, Taipei, 110, Taiwan.,Department of Psychology, National Taiwan University, Taipei, 110, Taiwan.,Graduate Institute of Biomedical Engineering and Bioinformatics, National Taiwan University, Taipei, 116, Taiwan
| | - Ta-Fu Chen
- Department of Neurology, National Taiwan University Hospital, College of Medicine, National Taiwan University, Taipei, 110, Taiwan
| | - Herng-Er Horng
- Institute of Electro-Optical Science and Technology, National Taiwan Normal University, Taipei, 116, Taiwan
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9
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D’Souza AA, Kumari D, Banerjee R. Nanocomposite biosensors for point-of-care—evaluation of food quality and safety. NANOBIOSENSORS 2017. [PMCID: PMC7149521 DOI: 10.1016/b978-0-12-804301-1.00015-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Nanosensors have wide applications in the food industry. Nanosensors based on quantum dots for heavy metal and organophosphate pesticides detection, and nanocomposites as indicators for shelf life of fish/meat products, have served as important tools for food quality and safety assessment. Luminescent labels consisting of NPs conjugated to aptamers have been popular for rapid detection of infectious and foodborne pathogens. Various detection technologies, including microelectromechanical systems for gas analytes, microarrays for genetically modified foods, and label-free nanosensors using nanowires, microcantilevers, and resonators are being applied extensively in the food industry. An interesting aspect of nanosensors has also been in the development of the electronic nose and electronic tongue for assessing organoleptic qualities, such as, odor and taste of food products. Real-time monitoring of food products for rapid screening, counterfeiting, and tracking has boosted ingenious, intelligent, and innovative packaging of food products. This chapter will give an overview of the contribution of nanotechnology-based biosensors in the food industry, ongoing research, technology advancements, regulatory guidelines, future challenges, and industrial outlook.
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10
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Schrittwieser S, Pelaz B, Parak WJ, Lentijo-Mozo S, Soulantica K, Dieckhoff J, Ludwig F, Guenther A, Tschöpe A, Schotter J. Homogeneous Biosensing Based on Magnetic Particle Labels. SENSORS 2016; 16:s16060828. [PMID: 27275824 PMCID: PMC4934254 DOI: 10.3390/s16060828] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2016] [Revised: 05/30/2016] [Accepted: 06/01/2016] [Indexed: 12/17/2022]
Abstract
The growing availability of biomarker panels for molecular diagnostics is leading to an increasing need for fast and sensitive biosensing technologies that are applicable to point-of-care testing. In that regard, homogeneous measurement principles are especially relevant as they usually do not require extensive sample preparation procedures, thus reducing the total analysis time and maximizing ease-of-use. In this review, we focus on homogeneous biosensors for the in vitro detection of biomarkers. Within this broad range of biosensors, we concentrate on methods that apply magnetic particle labels. The advantage of such methods lies in the added possibility to manipulate the particle labels by applied magnetic fields, which can be exploited, for example, to decrease incubation times or to enhance the signal-to-noise-ratio of the measurement signal by applying frequency-selective detection. In our review, we discriminate the corresponding methods based on the nature of the acquired measurement signal, which can either be based on magnetic or optical detection. The underlying measurement principles of the different techniques are discussed, and biosensing examples for all techniques are reported, thereby demonstrating the broad applicability of homogeneous in vitro biosensing based on magnetic particle label actuation.
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Affiliation(s)
- Stefan Schrittwieser
- Molecular Diagnostics, AIT Austrian Institute of Technology, Vienna1220, Austria.
| | - Beatriz Pelaz
- Fachbereich Physik, Philipps-Universität Marburg, Marburg 35037, Germany.
| | - Wolfgang J Parak
- Fachbereich Physik, Philipps-Universität Marburg, Marburg 35037, Germany.
| | - Sergio Lentijo-Mozo
- Laboratoire de Physique et Chimie des Nano-objets (LPCNO), Université de Toulouse, INSA, UPS, CNRS, Toulouse 31077, France.
| | - Katerina Soulantica
- Laboratoire de Physique et Chimie des Nano-objets (LPCNO), Université de Toulouse, INSA, UPS, CNRS, Toulouse 31077, France.
| | - Jan Dieckhoff
- Institute of Electrical Measurement and Fundamental Electrical Engineering, TU Braunschweig, Braunschweig 38106, Germany.
| | - Frank Ludwig
- Institute of Electrical Measurement and Fundamental Electrical Engineering, TU Braunschweig, Braunschweig 38106, Germany.
| | - Annegret Guenther
- Experimentalphysik, Universität des Saarlandes, Saarbrücken 66123, Germany.
| | - Andreas Tschöpe
- Experimentalphysik, Universität des Saarlandes, Saarbrücken 66123, Germany.
| | - Joerg Schotter
- Molecular Diagnostics, AIT Austrian Institute of Technology, Vienna1220, Austria.
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Multiplexed detection of influenza A virus subtype H5 and H9 via quantum dot-based immunoassay. Biosens Bioelectron 2015; 77:464-70. [PMID: 26454828 PMCID: PMC7126372 DOI: 10.1016/j.bios.2015.10.002] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Revised: 09/16/2015] [Accepted: 10/01/2015] [Indexed: 12/11/2022]
Abstract
A quantum dot-based lateral flow immunoassay system (QD-LFIAS) was developed to simultaneously detect both influenza A virus subtypes H5 and H9. Water-soluble carboxyl-functionalized quantum dots (QDs) were used as fluorescent tags. The QDs were conjugated to specific influenza A virus subtype H5 and H9 antibodies via an amide bond. When influenza A virus subtype H5 or H9 was added to the QD-LFIAS, the QD-labeled antibodies specifically bound to the H5 or H9 subtype viruses and were then captured by the coating antibodies at test line 1 or 2 to form a sandwich complex. This complex produced a bright fluorescent band in response to 365 nm ultraviolet excitation. The intensity of fluorescence can be detected using an inexpensive, low-maintenance instrument, and the virus concentration directly correlates with the fluorescence intensity. The detection limit of the QD-LFIAS for influenza A virus subtype H5 was 0.016 HAU, and the detection limit of the QD-LFIAS for influenza A virus subtype H9 was 0.25 HAU. The specificity and reproducibility were good. The simple analysis step and objective results that can be obtained within 15 min indicate that this QD-LFIAS is a highly efficient test that can be used to monitor and prevent both Influenza A virus subtypes H5 and H9.
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12
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A review on emerging diagnostic assay for viral detection: the case of avian influenza virus. Mol Biol Rep 2014; 42:187-99. [PMID: 25245956 DOI: 10.1007/s11033-014-3758-5] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Accepted: 09/17/2014] [Indexed: 10/24/2022]
Abstract
Biotechnology-based detection systems and sensors are in use for a wide range of applications in biomedicine, including the diagnostics of viral pathogens. In this review, emerging detection systems and their applicability for diagnostics of viruses, exemplified by the case of avian influenza virus, are discussed. In particular, nano-diagnostic assays presently under development or available as prototype and their potentials for sensitive and rapid virus detection are highlighted.
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Shlyapnikov YM, Shlyapnikova EA, Morozov VN. Carboxymethyl cellulose film as a substrate for microarray fabrication. Anal Chem 2014; 86:2082-9. [PMID: 24446727 DOI: 10.1021/ac403604j] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Magnetic beads (MB) are widely used for quick and highly sensitive signal detection in microarray-based assays. However, this technique imposes stringent requirements for smoothness and adhesive properties of the surface, which most common substrates do not satisfy. We report here a new type of substrate for microarrays with a low adhesion to MB-thermally cross-linked carboxymethyl cellulose (CMC) film. This substrate can be readily fabricated on a conventional glass slide. A highly cross-linked CMC film (∼1 cross-link per monomer unit) possesses a surface smooth on a nanometer scale and a low adhesion to protein-coated MB, which partly originates from electrostatic repulsion of MB from negatively charged CMC surface. The efficiency of the CMC substrate is demonstrated hereby in fabrication of microarrays for the detection of three bacterial toxins: cholera toxin, staphylococcal enterotoxin A, and toxic shock syndrome toxin. The assay employing a primary antibodies arrayed on a CMC surface and detection of the bound bacterial toxins with a biotinylated secondary antibodies and streptavidin-coated MB resulted in a limits of detection as low as 0.1 ng/mL. The CMC-based microarrays demonstrated very high storage stability; their activity did not change after one year storage at room temperature.
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Affiliation(s)
- Yuri M Shlyapnikov
- Institute of Theoretical and Experimental Biophysics, Russian Academy of Sciences , Pushchino, Moscow Region, Russia 142290
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Chiu MJ, Yang SY, Horng HE, Yang CC, Chen TF, Chieh JJ, Chen HH, Chen TC, Ho CS, Chang SF, Liu HC, Hong CY, Yang HC. Combined plasma biomarkers for diagnosing mild cognition impairment and Alzheimer's disease. ACS Chem Neurosci 2013; 4:1530-6. [PMID: 24090201 DOI: 10.1021/cn400129p] [Citation(s) in RCA: 102] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
A highly sensitive immunoassay, the immunomagnetic reduction, is used to measure several biomarkers for plasma that is related to Alzheimer's disease (AD). These biomarkers include Aβ-40, Aβ-42, and tau proteins. The samples are composed of four groups: healthy controls (n=66), mild cognitive impairment (MCI, n=22), very mild dementia (n=23), and mild-to-serve dementia, all due to AD (n=22). It is found that the concentrations of both Aβ-42 and tau protein for the healthy controls are significantly lower than those of all of the other groups. The sensitivity and the specificity of plasma Aβ-42 and tau protein in differentiating MCI from AD are all around 0.9 (0.88-0.97). However, neither plasma Aβ-42 nor tau-protein concentration is an adequate parameter to distinguish MCI from AD. A parameter is proposed, which is the product of plasma Aβ-42 and tau-protein levels, to differentiate MCI from AD. The sensitivity and specificity are found to be 0.80 and 0.82, respectively. It is concluded that the use of combined plasma biomarkers not only allows the differentiation of the healthy controls and patients with AD in both the prodromal phase and the dementia phase, but it also allows AD in the prodromal phase to be distinguished from that in the dementia phase.
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Affiliation(s)
- Ming-Jang Chiu
- Department
of Neurology, National Taiwan University
Hospital, College of Medicine, National Taiwan University, Taipei 100, Taiwan
- Graduate
Institute of Brain and Mind Sciences, College
of Medicine, National Taiwan University, Taipei 100, Taiwan
- Department
of Psychology, National Taiwan University, Taipei 100, Taiwan
- Graduate
Institute of Biomedical Engineering and Bioinformatics, National Taiwan University, Taipei 116, Taiwan
| | - Shieh-Yueh Yang
- Institute
of Electro-optical Science and Technology, National Taiwan Normal University, Taipei 116, Taiwan
- MagQu Co., Ltd., Xindian District, New Taipei
City 231, Taiwan
| | - Herng-Er Horng
- Institute
of Electro-optical Science and Technology, National Taiwan Normal University, Taipei 116, Taiwan
| | - Che-Chuan Yang
- MagQu Co., Ltd., Xindian District, New Taipei
City 231, Taiwan
| | - Ta-Fu Chen
- Department
of Neurology, National Taiwan University
Hospital, College of Medicine, National Taiwan University, Taipei 100, Taiwan
| | - Jen-Je Chieh
- Institute
of Electro-optical Science and Technology, National Taiwan Normal University, Taipei 116, Taiwan
| | - Hsin-Hsien Chen
- Institute
of Electro-optical Science and Technology, National Taiwan Normal University, Taipei 116, Taiwan
| | - Ting-Chi Chen
- MagQu Co., Ltd., Xindian District, New Taipei
City 231, Taiwan
| | - Chia-Shin Ho
- MagQu Co., Ltd., Xindian District, New Taipei
City 231, Taiwan
| | - Shuo-Fen Chang
- MagQu Co., Ltd., Xindian District, New Taipei
City 231, Taiwan
| | - Hao Chun Liu
- Institute
of Electro-optical Science and Technology, National Taiwan Normal University, Taipei 116, Taiwan
| | - Chin-Yih Hong
- Graduate
Institute of Bio-medical Engineering, National Chung Hsing University, Taichung 402, Taiwan
| | - Hong-Chang Yang
- Department
of Electro-optical Engineering, Kun Shan University, Yongkang District, Tainan City 710, Taiwan
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15
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Yang SY, Yang CC, Horng HE, Shih BY, Chieh JJ, Hong CY, Yang HC. Experimental study on low-detection limit for immunomagnetic reduction assays by manipulating reagent entities. IEEE Trans Nanobioscience 2013; 12:65-8. [PMID: 23392387 DOI: 10.1109/tnb.2013.2240009] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The low limit of detection (LLD) plays an important role in biomolecular assays, especially for early-stage assays. Biomolecular detections usually involve the use of two main elements: a reagent and an analyzer, which both greatly contribute to the LLD. In this work, the relationships among the LLD and reagent-related factors are investigated. The to-be-detected biomolecule is c-reactive protein (CRP) as an example. The assay method is immunomagnetic reduction (IMR). The components of reagent are Fe(3)O(4) magnetic nanoparticles bio-functionalized with antibodies against CRP, dispersed in pH-7.4 phosphate buffered saline solution. Several key factors of the reagent, such as particle concentration, volume ratio of reagent to sample, and particle size, are manipulated to optimize the LLD of detecting CRP.
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Affiliation(s)
- S Y Yang
- MagQu Co., Ltd., Sindian Dis., New Taipei City 231, Taiwan.
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16
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Chang CH, Lai ZX, Lin HL, Yang CC, Chen HH, Yang SY, Horng HE, Hong CY, Yang HC, Lin HC. Use of immunomagnetic reduction for C-reactive protein assay in clinical samples. Int J Nanomedicine 2012; 7:4335-40. [PMID: 22915855 PMCID: PMC3419507 DOI: 10.2147/ijn.s31030] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2012] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Magnetic nanoparticles biofunctionalized with antibodies are able to recognize and bind to the corresponding antigens. In this work, anti-C-reactive protein (CRP) antibody was covalently conjugated onto the surface of magnetic nanoparticles to label CRP specifically in serum. METHODS The level of serum CRP was detected by immunomagnetic reduction (IMR) assay, which identifies the changes in the magnetic signal representing the level of interaction between antibody-conjugated magnetic nanoparticles and CRP proteins. To investigate the feasibility of IMR for clinical application, pure CRP solutions and 40 human serum samples were tested for IMR detection of CRP to characterize sensitivity, specificity, and interference. RESULTS In comparison with the immunoturbidimetry assay, the results of the IMR assay indicated higher sensitivity and had a high correlation with those of the current immunoturbidimetry assay. CONCLUSION We have developed a novel and promising way to assay CRP in human serum using immunomagnetic reduction in clinical diagnosis.
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Affiliation(s)
- Chien-Hsi Chang
- Department of Laboratory Medicine, Taipei Medical University Hospital, Taipei, Taiwan
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17
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Yang SY, Wu JL, Tso CH, Ngou FH, Chou HY, Nan FH, Horng HE, Lu MW. A novel quantitative immunomagnetic reduction assay for Nervous necrosis virus. J Vet Diagn Invest 2012; 24:911-7. [DOI: 10.1177/1040638712455796] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Rapid, sensitive, and automatic detection platforms are among the major approaches of controlling viral diseases in aquaculture. An efficient detection platform permits the monitoring of pathogen spread and helps to enhance the economic benefits of commercial aquaculture. Nervous necrosis virus (NNV), the cause of viral encephalopathy and retinopathy, is among the most devastating aquaculture viruses that infect marine fish species worldwide. In the present study, a highly sensitive magnetoreduction assay was developed for detecting target biomolecules with a primary focus on NNV antigens. A standard curve of the different NNV concentrations that were isolated from infected Malabar grouper ( Epinephelus malabaricus) was established before experiments were conducted. The test solution was prepared by homogeneous dispersion of magnetic nanoparticles coated with rabbit anti-NNV antibody. The magnetic nanoparticles in the solution were oscillated by magnetic interaction with multiple externally applied, alternating current magnetic fields. The assay’s limit of detection was approximately 2 × 101 TCID50/ml for NNV. Moreover, the immunomagnetic reduction readings for other aquatic viruses (i.e., 1 × 107 TCID50/ml for Infectious pancreatic necrosis virus and 1 × 106.5 TCID50/ml for grouper iridovirus) were below the background noise in the NNV solution, demonstrating the specificity of the new detection platform.
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Affiliation(s)
- Shieh Yueh Yang
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Jen Leih Wu
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Chun Hsi Tso
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Fang Huar Ngou
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Hsin Yiu Chou
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Fan Hua Nan
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Herng Er Horng
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
| | - Ming Wei Lu
- Institute of Electro-optical Science and Technology, National Taiwan Normal University, Taipei, Taiwan (Yang, Horng)
- MagQu Co. Ltd., Xindian Dist., New Taipei City, Taiwan (Yang)
- Laboratory of Marine Molecular Biology and Biotechnology, Institute of Cellular & Organismic Biology, Academia Sinica, Taipei, Taiwan (Wu)
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan (Tso, Chou, Ngou, Nan, Lu)
- Center of Excellence for Marine Bioenvironment and Biotechnology, National Taiwan Ocean University, Keelung, Taiwan (Chou, Lu)
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18
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Yang S, Ho C, Lee C, Shih B, Horng H, Hong CY, Yang H, Chung Y, Chen J, Lin T. Immunomagnetic reduction assay on chloramphenicol extracted from shrimp. Food Chem 2012. [DOI: 10.1016/j.foodchem.2011.09.064] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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19
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Tallury P, Malhotra A, Byrne LM, Santra S. Nanobioimaging and sensing of infectious diseases. Adv Drug Deliv Rev 2010; 62:424-37. [PMID: 19931579 PMCID: PMC7103339 DOI: 10.1016/j.addr.2009.11.014] [Citation(s) in RCA: 190] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2009] [Accepted: 09/14/2009] [Indexed: 11/28/2022]
Abstract
New methods to identify trace amount of infectious pathogens rapidly, accurately and with high sensitivity are in constant demand to prevent epidemics and loss of lives. Early detection of these pathogens to prevent, treat and contain the spread of infections is crucial. Therefore, there is a need and urgency for sensitive, specific, accurate, easy-to-use diagnostic tests. Versatile biofunctionalized engineered nanomaterials are proving to be promising in meeting these needs in diagnosing the pathogens in food, blood and clinical samples. The unique optical and magnetic properties of the nanoscale materials have been put to use for the diagnostics. In this review, we focus on the developments of the fluorescent nanoparticles, metallic nanostructures and superparamagnetic nanoparticles for bioimaging and detection of infectious microorganisms. The various nanodiagnostic assays developed to image, detect and capture infectious virus and bacteria in solutions, food or biological samples in vitro and in vivo are presented and their relevance to developing countries is discussed.
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Key Words
- who, world health organization
- elisa, enzyme linked immuno sorbent assay
- pcr, polymerase chain reaction
- nps, nanoparticles
- qdots, quantum dots
- rsv, respiratory syncytial virus
- fitc, fluorescein isothiocyanate
- zn-dpa, zn (ii)-dipicolylamine
- hbv, hepatitis b virus
- hcv, hepatitis c virus
- qdot-b, qdot-barcodes
- hiv, human immunodeficiency virus
- fsnps, fluorescent silica nanoparticles
- fret, förster resonance energy transfer
- fam-se, (5-carboxy-fluorescein succinimidyl ester)
- rox-se, (6-carboxy-x-rhodamine, succinimidyl ester)
- r6g-se, (5-carboxyrhodamine 6g, succinimidyl ester)
- tmr-se, (carboxytetramethylrhodamine, succinimidyl ester)
- osbpy, tris (2, 2′bipyridyl) osmium bis (hexafluorophosphate)
- rubpy, tris(bipyridine) ruthenium (ii) dichloride
- fnp-iifm, fluorescent nanoparticle-based indirect immunofluorescence microscopy
- eu iii, europium
- cadpa, calcium dipicolinate
- lod, limit of detection
- sec1, staphylococcal enterotoxin c1
- ct, cholera toxin
- pa, anthrax protective agent
- ccmv, cow pea chlorotic mottle virus
- mri, magnetic resonance imaging
- spa, protein a
- gd-dota, gadolinium-1,4,7,10-tetraazacyclododecane tetraacetic acid
- icp-ms, inductively coupled plasma mass spectrometry
- spr, surface plasmon resonance
- au np, gold nanoparticle
- hsv-2, herpes simplex virus type 2
- hsv-1, herpes simplex virus type 1
- rls, resonance light scattering
- ss, single stranded
- hrs, hyper-rayleigh scattering
- ds, double stranded
- tem, transmission electron microscopy
- h. pyroli, helicobacter pyroli
- sers, surface enhanced raman scattering
- smcc, succinimidyl-4-(n-maleimidomethyl)cyclohexane-1-carboxylate
- bg, bacillus globigii
- ova, ovalbumin
- cfu, colony forming unit
- atp, adenosine triphosphate
- ir, infra red
- squid, superconducting quantum interference device
- mnp, magnetic nanoparticles
- maldi-ms, matrix-assisted laser desorption/ionization mass spectrometry
- poa, adopted pigeon ovalbumin
- mgnp, magnetic glycol nanoparticles
- spio, superparamagnetic iron oxide
- mrs, magnetic relaxation sensors
- nmr, nuclear magnetic resonance
- fluorescent nanoparticles
- multiplexing
- viral imaging
- bacterial detection
- surface plasmon resonance
- colorimetric assay
- magnetic nanosensors
- immunomagnetic separation
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Affiliation(s)
- Padmavathy Tallury
- NanoScience Technology Center, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
| | - Astha Malhotra
- NanoScience Technology Center, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
| | - Logan M Byrne
- NanoScience Technology Center, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
| | - Swadeshmukul Santra
- NanoScience Technology Center, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
- Department of Chemistry, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
- Biomolecular Science Center, University of Central Florida, 12424 Research Parkway, Suite 400, Orlando, FL 32826, USA
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Kaittanis C, Santra S, Perez JM. Emerging nanotechnology-based strategies for the identification of microbial pathogenesis. Adv Drug Deliv Rev 2010; 62:408-23. [PMID: 19914316 DOI: 10.1016/j.addr.2009.11.013] [Citation(s) in RCA: 149] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2009] [Accepted: 09/14/2009] [Indexed: 01/04/2023]
Abstract
Infectious diseases are still a major healthcare problem. From food intoxication and contaminated water, to hospital-acquired diseases and pandemics, infectious agents cause disease throughout the world. Despite advancements in pathogens' identification, some of the gold-standard diagnostic methods have limitations, including laborious sample preparation, bulky instrumentation and slow data readout. In addition, new field-deployable diagnostic modalities are urgently needed in first responder and point-of-care applications. Apart from compact, these sensors must be sensitive, specific, robust and fast, in order to facilitate detection of the pathogen even in remote rural areas. Considering these characteristics, researchers have utilized innovative approaches by employing the unique properties of nanomaterials in order to achieve detection of infectious agents, even in complex media like blood. From gold nanoparticles and their plasmonic shifts to iron oxide nanoparticles and changes in magnetic properties, detection of pathogens, toxins, antigens and nucleic acids has been achieved with impressive detection thresholds. Additionally, as bacteria become resistant to antibiotics, nanotechnology has achieved the rapid determination of bacterial drug susceptibility and resistance using novel methods, such as amperometry and magnetic relaxation. Overall, these promising results hint to the adoption of nanotechnology-based diagnostics for the diagnosis of infectious diseases in diverse settings throughout the globe, preventing epidemics and safeguarding human and economic wellness.
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21
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Advances in disease diagnosis, vaccine development and other emerging methods to control pathogens in aquaculture. NEW TECHNOLOGIES IN AQUACULTURE 2009. [PMCID: PMC7158578 DOI: 10.1533/9781845696474.2.197] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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