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Picogram level electrochemical impedimetric immunosensor for monitoring Mycobacterium tuberculosis based on specific and sensitive ESAT-6 monoclonal antibody. Talanta 2022. [DOI: 10.1016/j.talanta.2022.124052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Tsurusawa N, Chang J, Namba M, Makioka D, Yamura S, Iha K, Kyosei Y, Watabe S, Yoshimura T, Ito E. Modified ELISA for Ultrasensitive Diagnosis. J Clin Med 2021; 10:5197. [PMID: 34768717 PMCID: PMC8585087 DOI: 10.3390/jcm10215197] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 11/03/2021] [Accepted: 11/05/2021] [Indexed: 12/11/2022] Open
Abstract
An enzyme-linked immunosorbent assay (ELISA) can be used for quantitative measurement of proteins, and improving the detection sensitivity to the ultrasensitive level would facilitate the diagnosis of various diseases. In the present review article, we first define the term 'ultrasensitive'. We follow this with a survey and discussion of the current literature regarding modified ELISA methods with ultrasensitive detection and their application for diagnosis. Finally, we introduce our own newly devised system for ultrasensitive ELISA combined with thionicotinamide adenine dinucleotide cycling and its application for the diagnosis of infectious diseases and lifestyle-related diseases. The aim of the present article is to expand the application of ultrasensitive ELISAs in the medical and biological fields.
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Affiliation(s)
- Naoko Tsurusawa
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Jyunhao Chang
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Mayuri Namba
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Daiki Makioka
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Sou Yamura
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Kanako Iha
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Yuta Kyosei
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Satoshi Watabe
- Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan;
| | - Teruki Yoshimura
- School of Pharmaceutical Sciences, Health Sciences University of Hokkaido, 1757 Kanazawa, Ishikari-Tobetsu 061-0293, Hokkaido, Japan;
| | - Etsuro Ito
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
- Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan;
- Graduate Institute of Medicine, School of Medicine, Kaohsiung Medical University, Kaohsiung 80756, Taiwan
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Azmi UZM, Yusof NA, Abdullah J, Mohammad F, Ahmad SAA, Suraiya S, Raston NHA, Faudzi FNM, Khiste SK, Al-Lohedan HA. Aptasensor for the Detection of Mycobacterium tuberculosis in Sputum Utilising CFP10-ESAT6 Protein as a Selective Biomarker. NANOMATERIALS (BASEL, SWITZERLAND) 2021; 11:2446. [PMID: 34578762 PMCID: PMC8470133 DOI: 10.3390/nano11092446] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 09/07/2021] [Accepted: 09/09/2021] [Indexed: 11/17/2022]
Abstract
A portable electrochemical aptamer-antibody based sandwich biosensor has been designed and successfully developed using an aptamer bioreceptor immobilized onto a screen-printed electrode surface for Mycobacterium tuberculosis (M. tuberculosis) detection in clinical sputum samples. In the sensing strategy, a CFP10-ESAT6 binding aptamer was immobilized onto a graphene/polyaniline (GP/PANI)-modified gold working electrode by covalent binding via glutaraldehyde linkage. Upon interaction with the CFP10-ESAT6 antigen target, the aptamer will capture the target where the nano-labelled Fe3O4/Au MNPs conjugated antibody is used to complete the sandwich format and enhance the signal produced from the aptamer-antigen interaction. Using this strategy, the detection of CFP10-ESAT6 antigen was conducted in the concentration range of 5 to 500 ng/mL. From the analysis, the detection limit was found to be 1.5 ng/mL, thereby demonstrating the efficiency of the aptamer as a bioreceptor. The specificity study was carried out using bovine serum albumin (BSA), MPT64, and human serum, and the result demonstrated good specificity that is 7% higher than the antibody-antigen interaction reported in a previous study. The fabricated aptasensor for M. tuberculosis analysis shows good reproducibility with an relative standard deviation (RSD) of 2.5%. Further analysis of M. tuberculosis in sputum samples have shown good correlation with the culture method with 100% specificity and sensitivity, thus making the aptasensor a promising candidate for M. tuberculosis detection considering its high specificity and sensitivity with clinical samples.
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Affiliation(s)
- Umi Zulaikha Mohd Azmi
- Institute of Advanced Technology, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (U.Z.M.A.); (J.A.); (S.A.A.A.); (F.N.M.F.)
| | - Nor Azah Yusof
- Institute of Advanced Technology, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (U.Z.M.A.); (J.A.); (S.A.A.A.); (F.N.M.F.)
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Jaafar Abdullah
- Institute of Advanced Technology, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (U.Z.M.A.); (J.A.); (S.A.A.A.); (F.N.M.F.)
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Faruq Mohammad
- Department of Chemistry, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia;
| | - Shahrul Ainliah Alang Ahmad
- Institute of Advanced Technology, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (U.Z.M.A.); (J.A.); (S.A.A.A.); (F.N.M.F.)
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Siti Suraiya
- School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan 16150, Malaysia;
| | - Nurul Hanun Ahmad Raston
- School of Biosciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, UKM Bangi 43600, Selangor, Malaysia;
| | - Fatin Nabilah Mohd Faudzi
- Institute of Advanced Technology, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (U.Z.M.A.); (J.A.); (S.A.A.A.); (F.N.M.F.)
| | - Sachin K. Khiste
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA;
| | - Hamad A. Al-Lohedan
- Department of Chemistry, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia;
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Dahiya B, K Mehta P. Utility of nanoparticle-based assays in the diagnosis of tuberculosis. Nanomedicine (Lond) 2021; 16:1263-1268. [PMID: 33988032 DOI: 10.2217/nnm-2021-0077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Affiliation(s)
- Bhawna Dahiya
- Centre for Biotechnology, Maharshi Dayanand University, Rohtak, 124001, India
| | - Promod K Mehta
- Centre for Biotechnology, Maharshi Dayanand University, Rohtak, 124001, India
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Mohd Azmi UZ, Yusof NA, Abdullah J, Alang Ahmad SA, Mohd Faudzi FN, Ahmad Raston NH, Suraiya S, Ong PS, Krishnan D, Sahar NK. Portable electrochemical immunosensor for detection of Mycobacterium tuberculosis secreted protein CFP10-ESAT6 in clinical sputum samples. Mikrochim Acta 2021; 188:20. [PMID: 33404779 DOI: 10.1007/s00604-020-04669-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Accepted: 11/24/2020] [Indexed: 01/04/2023]
Abstract
An early detection of Mycobacterium tuberculosis is very important to reduce the number of fatal cases and allow for fast recovery. However, the interpretation of the result from smear microscopy requires skilled personnel due to the propensity of the method to produce false-negative results. In this work, a portable, rapid, and simple sandwich-type immunosensor reader has been developed that is able to detect the presence of M. tuberculosis in sputum samples. By using sandwich-type immunosensor, an anti-CFP10-ESAT6 antibody was immobilized onto the graphene/polyaniline (GP/PANI)-modified gold screen-printed electrode. After incubation with the target CFP10-ESAT6 antigen, the iron/gold magnetic nanoparticles (Fe3O4/Au MNPs) conjugated with anti-CFP10-ESAT6 antibody were used to complete the sandwich format. Differential pulse voltammetry (DPV) technique was used to detect the CFP10-ESAT6 antigen at the potential range of 0.0-1.0 V. The detection time is less than 2 h. Under optimal condition, CFP10-ESAT6 antigen was detected in a linear range from 10 to 500 ng mL-1 with a limit of detection at 1.5 ng mL-1. The method developed from this process was then integrated into a portable reader. The performance of the sensor was investigated and compared with the standard methods (culture and smear microscopy). It provides a good correlation (100% sensitivity and 91.7% specificity) with both methods of detection for M. tuberculosis in sputum samples henceforth, demonstrating the potential of the device as a more practical screening tool.Graphical abstract.
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Affiliation(s)
- Umi Zulaikha Mohd Azmi
- Institute of Advanced Technology, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia.
| | - Nor Azah Yusof
- Institute of Advanced Technology, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia.
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia.
| | - Jaafar Abdullah
- Institute of Advanced Technology, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
| | - Shahrul Ainliah Alang Ahmad
- Institute of Advanced Technology, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
- Department of Chemistry, Faculty of Science, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
| | | | - Nurul Hanun Ahmad Raston
- School of Biosciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Siti Suraiya
- School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Poh Shing Ong
- NanoMalaysia Berhad, a CLG under the Ministry of Energy, Science, Technology, Environment and Climate Change (MESTECC), 50450, Kuala Lumpur, Malaysia
| | - Devandran Krishnan
- NanoMalaysia Berhad, a CLG under the Ministry of Energy, Science, Technology, Environment and Climate Change (MESTECC), 50450, Kuala Lumpur, Malaysia
| | - Nur Khairunnisa Sahar
- School of Medicine, Trinity Biomedical Sciences Institute, Trinity College, Dublin 2, Ireland
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Jarockyte G, Karabanovas V, Rotomskis R, Mobasheri A. Multiplexed Nanobiosensors: Current Trends in Early Diagnostics. SENSORS (BASEL, SWITZERLAND) 2020; 20:E6890. [PMID: 33276535 PMCID: PMC7729484 DOI: 10.3390/s20236890] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 11/28/2020] [Accepted: 11/30/2020] [Indexed: 02/07/2023]
Abstract
The ever-growing demand for fast, cheap, and reliable diagnostic tools for personalised medicine is encouraging scientists to improve existing technology platforms and to create new methods for the detection and quantification of biomarkers of clinical significance. Simultaneous detection of multiple analytes allows more accurate assessment of changes in biomarker expression and offers the possibility of disease diagnosis at the earliest stages. The concept of multiplexing, where multiple analytes can be detected in a single sample, can be tackled using several types of nanomaterial-based biosensors. Quantum dots are widely used photoluminescent nanoparticles and represent one of the most frequent choices for different multiplex systems. However, nanoparticles that incorporate gold, silver, and rare earth metals with their unique optical properties are an emerging perspective in the multiplexing field. In this review, we summarise progress in various nanoparticle applications for multiplexed biomarkers.
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Affiliation(s)
- Greta Jarockyte
- Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Santariskiu 5, LT-08406 Vilnius, Lithuania; (G.J.); (A.M.)
- Biomedical Physics Laboratory, National Cancer Institute, Baublio 3b, LT-08406 Vilnius, Lithuania;
| | - Vitalijus Karabanovas
- Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Santariskiu 5, LT-08406 Vilnius, Lithuania; (G.J.); (A.M.)
- Biomedical Physics Laboratory, National Cancer Institute, Baublio 3b, LT-08406 Vilnius, Lithuania;
| | - Ricardas Rotomskis
- Biomedical Physics Laboratory, National Cancer Institute, Baublio 3b, LT-08406 Vilnius, Lithuania;
| | - Ali Mobasheri
- Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Santariskiu 5, LT-08406 Vilnius, Lithuania; (G.J.); (A.M.)
- Research Unit of Medical Imaging, Physics and Technology, Faculty of Medicine, University of Oulu, FI-90014 Oulu, Finland
- Departments of Orthopedics, Rheumatology and Clinical Immunology, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
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Clinical Applications of Visual Plasmonic Colorimetric Sensing. SENSORS 2020; 20:s20216214. [PMID: 33143365 PMCID: PMC7663786 DOI: 10.3390/s20216214] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 10/26/2020] [Accepted: 10/29/2020] [Indexed: 02/06/2023]
Abstract
Colorimetric analysis has become of great importance in recent years to improve the operationalization of plasmonic-based biosensors. The unique properties of nanomaterials have enabled the development of a variety of plasmonics applications on the basis of the colorimetric sensing provided by metal nanoparticles. In particular, the extinction of localized surface plasmon resonance (LSPR) in the visible range has permitted the exploitation of LSPR colorimetric-based biosensors as powerful tools for clinical diagnostics and drug monitoring. This review summarizes recent progress in the biochemical monitoring of clinical biomarkers by ultrasensitive plasmonic colorimetric strategies according to the distance- or the morphology/size-dependent sensing modes. The potential of colorimetric nanosensors as point of care devices from the perspective of naked-eye detection is comprehensively discussed for a broad range of analytes including pharmaceuticals, proteins, carbohydrates, nucleic acids, bacteria, and viruses such as Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). The practical suitability of plasmonic-based colorimetric assays for the rapid visual readout in biological samples, considering current challenges and future perspectives, is also reviewed.
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Wang WH, Takeuchi R, Jain SH, Jiang YH, Watanuki S, Ohtaki Y, Nakaishi K, Watabe S, Lu PL, Ito E. A novel, rapid (within hours) culture-free diagnostic method for detecting live Mycobacterium tuberculosis with high sensitivity. EBioMedicine 2020; 60:103007. [PMID: 32949995 PMCID: PMC7501073 DOI: 10.1016/j.ebiom.2020.103007] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 08/26/2020] [Accepted: 09/01/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Nucleic acid amplification tests (NAATs) are widely used to diagnose tuberculosis (TB), but cannot discriminate live bacilli from dead bacilli. Live bacilli can be isolated by culture methods, but this is time-consuming. We developed a de novo TB diagnostic method that detects only live bacilli with high sensitivity within hours. METHODS A prospective study was performed in Taiwan from 2017 to 2018. Sputum was collected consecutively from 1102 patients with suspected TB infection. The sputum was pretreated and heated at 46°C for 1 h to induce the secretion of MPT64 protein from live Mycobacterium tuberculosis. MPT64 was detected with our ultrasensitive enzyme-linked immunosorbent assay (ELISA) coupled with thionicotinamide-adenine dinucleotide (thio-NAD) cycling. We compared our data with those obtained using a culture test (MGIT), a smear test (Kinyoun staining), and a NAAT (Xpert). FINDINGS The limit of detection for MPT64 in our culture-free ultrasensitive ELISA was 2.0 × 10-19 moles/assay. When the criterion for a positive response was set as an absorbance value ≥17 mAbs, this value corresponded to ca. 330 CFU/mL in the culture method - almost the same high-detection sensitivity as the culture method. To confirm that MPT64 is secreted from only live bacilli, M. bovis BCG was killed using 8 μg/mL rifampicin and then heated. Following this procedure, our method detected no MPT64. Our rapid ultra-sensitive ELISA-based method required only 5 h to complete. Comparing the results of our method with those of culture tests for 944 specimens revealed a sensitivity of 86.9% (93/107, 95% CI: 79.0-92.7%) and a specificity of 92.0% (770/837, 95% CI: 89.9-93.7%). The performance data were not significantly different (McNemar's test, P = 0.887) from those of the Xpert tests. In addition, at a ≥1+ titer in the smear test, the positive predictive value of our culture-free ultrasensitive ELISA tests was in a good agreement with that of the culture tests. Furthermore, our culture-free ultrasensitive ELISA test had better validity for drug effectiveness examination than Xpert tests because our test detected only live bacilli. INTERPRETATION Our culture-free ultrasensitive ELISA method detects only live TB bacilli with high sensitivity within hours, allowing for rapid diagnosis of TB and monitoring drug efficacy. FUNDING Matching Planner Program from JST (VP29117939087), the A-STEP Program from JST (AS3015096U), Waseda University grants for Specific Research Projects (2017A-015 and 2019C-123), the Precise Measurement Technology Promotion Foundation to E.I.
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Affiliation(s)
- Wen-Hung Wang
- Division of Infectious Disease, Department of Internal Medicine, Kaohsiung Medical University Hospital, 100 TzYou 1st Rd., Kaohsiung 80756, Taiwan
| | - Rikiya Takeuchi
- R&D Department, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan
| | - Shu-Huei Jain
- Division of Infectious Disease, Department of Internal Medicine, Kaohsiung Medical University Hospital, 100 TzYou 1st Rd., Kaohsiung 80756, Taiwan
| | - Yong-Huang Jiang
- R&D Department, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan
| | - Sonoko Watanuki
- R&D Department, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan
| | - Yoshiharu Ohtaki
- R&D Department, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan
| | - Kazunari Nakaishi
- R&D Headquarters, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan; Waseda Research Institute for Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku, Tokyo 169-8555, Japan
| | - Satoshi Watabe
- R&D Headquarters, TAUNS Laboratories, Inc., 761-1 Kamishima, Izunokuni, Shizuoka 410-2325, Japan; Waseda Research Institute for Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku, Tokyo 169-8555, Japan
| | - Po-Liang Lu
- Division of Infectious Disease, Department of Internal Medicine, Kaohsiung Medical University Hospital, 100 TzYou 1st Rd., Kaohsiung 80756, Taiwan; College of Medicine, Kaohsiung Medical University, 100 Shih-Chuan 1st Rd., Kaohsiung 80756, Taiwan.
| | - Etsuro Ito
- Waseda Research Institute for Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku, Tokyo 169-8555, Japan; Graduate Institute of Medicine, Kaohsiung Medical University, 100 Shih-Chuan 1st Rd., Kaohsiung 80756, Taiwan; Department of Biology, Waseda University, 2-2 Wakamatsucho, Shinjuku, Tokyo 162-8480, Japan.
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Hoque Tania M, Kaiser MS, Abu-Hassan K, Hossain MA. Pathological test type and chemical detection using deep neural networks: a case study using ELISA and LFA assays. JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT 2020. [DOI: 10.1108/jeim-01-2020-0038] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Purpose
The gradual increase in geriatric issues and global imbalance of the ratio between patients and healthcare professionals have created a demand for intelligent systems with the least error-prone diagnosis results to be used by less medically trained persons and save clinical time. This paper aims at investigating the development of image-based colourimetric analysis. The purpose of recognising such tests is to support wider users to begin a colourimetric test to be used at homecare settings, telepathology and so on.
Design/methodology/approach
The concept of an automatic colourimetric assay detection is delivered by utilising two cases. Training deep learning (DL) models on thousands of images of these tests using transfer learning, this paper (1) classifies the type of the assay and (2) classifies the colourimetric results.
Findings
This paper demonstrated that the assay type can be recognised using DL techniques with 100% accuracy within a fraction of a second. Some of the advantages of the pre-trained model over the calibration-based approach are robustness, readiness and suitability to deploy for similar applications within a shorter period of time.
Originality/value
To the best of the authors’ knowledge, this is the first attempt to provide colourimetric assay type classification (CATC) using DL. Humans are capable to learn thousands of visual classifications in their life. Object recognition may be a trivial task for humans, due to photometric and geometric variabilities along with the high degree of intra-class variabilities, it can be a challenging task for machines. However, transforming visual knowledge into machines, as proposed, can support non-experts to better manage their health and reduce some of the burdens on experts.
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Oliveira Dos Santos Maciel M, Soares MF, Costa SF, Bragato JP, Rebech GT, de Freitas JH, Alves GB, de Oliveira TCB, Bresciani KDS, de Lima VMF. Plasmonic rK28 ELISA improves the diagnosis of canine Leishmania infection. Parasite Immunol 2019; 42:e12684. [PMID: 31729767 DOI: 10.1111/pim.12684] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 11/07/2019] [Accepted: 11/12/2019] [Indexed: 01/21/2023]
Abstract
In this study, we evaluated the performance of a new enzyme-linked immunosorbent assay (ELISA) variant known as indirect "plasmonic ELISA" (pELISA) for the detection of Leishmania spp. infection. Serum samples from 170 dogs from an area where canine leishmaniosis (CanL) is endemic and from 26 healthy dogs from a nonendemic area were tested by indirect pELISA, and the results were compared to those of an indirect ELISA (both with recombinant antigen rK28) and those of an immunochromatographic test (dual-path platform, TR-DPP®) using real-time PCR on blood samples or conjunctival swabs as the gold standard. The pELISA, indirect rK28 ELISA and the TR-DPP® immunochromatographic test presented sensitivities of 94.7%, 89.5% and 79.0% and specificities of 100%, 92.7% and 91.5%, respectively. The analysis of the results revealed that the specificity of the indirect pELISA was greater than that of the method recommended by the Ministry of Health in Brazil and may increase the feasibility of diagnosis in resource-constrained countries because it does not require sophisticated instruments to read. Thus, this method can be used as an additional tool for the detection of Leishmania spp. infection in these areas.
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Affiliation(s)
| | | | - Sidnei Ferro Costa
- School of Veterinary Medicine, São Paulo State University (UNESP), Araçatuba, Brazil
| | | | | | | | | | | | - Katia Denise Saraiva Bresciani
- Department of Support, Production and Animal Health, School of Veterinary Medicine, São Paulo State University (UNESP), Araçatuba, Brazil
| | - Valéria Marçal Felix de Lima
- Department of Clinics, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University (UNESP), Araçatuba, Brazil
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Maciel MODS, Soares MF, Costa SF, Bragato JP, de Freitas JH, Venturin GL, Melo LM, Rebech GT, Reed S, Lima VMFD. Development of plasmonic ELISA for the detection of anti-Leishmania sp. IgG antibodies. J Immunol Methods 2019; 474:112664. [PMID: 31521674 DOI: 10.1016/j.jim.2019.112664] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Revised: 07/31/2019] [Accepted: 09/11/2019] [Indexed: 11/27/2022]
Abstract
Recently, a novel Enzyme-Linked Immunosorbent Assay (ELISA) strategy has emerged, known as "plasmonic ELISA" (pELISA), which enables the detection of disease biomarkers at low concentrations with the naked eye. For the first time, this research has developed a signal-generation mechanism for the detection of anti-Leishmania sp. IgG antibodies with the naked eye using pELISA. The immunoassay incorporates an indirect ELISA with successive growth of gold nanoparticles to obtain blue or red-colored solutions in the presence or absence of anti-Leishmania sp. IgG antibodies in canine serum, respectively. The technique we developed was successfully tested in canine serum positive and negative for canine leishmaniasis (CanL), and was shown to be an effective method that could be used as an additional tool for CanL diagnosis. It will be particularly useful in resource-constrained countries, because it does not require sophisticated instruments to read the results, increasing the practicality of CanL detection in these areas.
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Affiliation(s)
| | - Matheus Fujimura Soares
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Sidnei Ferro Costa
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Jaqueline Poleto Bragato
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Jéssica Henrique de Freitas
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Gabriela Lovizutto Venturin
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Larissa Martins Melo
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Gabriela Torres Rebech
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil
| | - Steve Reed
- Infectious Disease Research Institute, Seattle, WA, USA
| | - Valéria Marçal Felix de Lima
- Department of Clinic, Surgery and Animal Reproduction, School of Veterinary Medicine, São Paulo State University, Araçatuba, SP, Brazil.
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12
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Li J, Hu K, Zhang Z, Teng X, Zhang X. Click DNA cycling in combination with gold nanoparticles loaded with quadruplex DNA motifs enable sensitive electrochemical quantitation of the tuberculosis-associated biomarker CFP-10 in sputum. Mikrochim Acta 2019; 186:662. [PMID: 31473812 DOI: 10.1007/s00604-019-3780-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Accepted: 08/21/2019] [Indexed: 11/25/2022]
Abstract
An electrochemical aptamer-based assay is described for the determination of CFP-10 which is an early secretary biomarker of Mycobacterium tuberculosis. CFP-10 is specifically captured by its aptamer and then induces a DNA cross-linking click reaction, the release of CFP-10, and an amplification cycle of repeated CFP-10 release. This mechanism (with dual amplification via DNA click and target release cycle) causes more and more CFP-10 Apt strands on the electrode surface to expose their 5' overhang and to hybridize with the DNA complexes linked to the gold nanoparticles (AuNPs). Consequently, large amounts of AuNPs, each loaded with a number of quadruplex DNA motifs, can be bound on the electrode surface and remarkably enhance the signal. Under optimal conditions, the method has a detection limit as low as 10 pg.mL-1 of CFP-10. The method was successfully applied to the diagnosis of M. tuberculosis in sputum. Graphical abstract Schematic representation of an electrochemical CFP-10 (10-kDa culture filtrate protein) assay using click DNA cycling in combination with gold nanoparticles loaded with quadruplex DNA motifs. Click chemistry reaction between Dibenzocyclooctyne (DBCO)-DNA and azido-DNA can liberate the CFP-10 antigen for the next cycle, which can be viewed as the first amplification step. G-quadruplex-based DNAzyme is formed due to the guanine-rich sequences of DNA S1, which can be viewed as the second amplification step.
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Affiliation(s)
- Jinlong Li
- Department of Laboratory Medicine, the Second Hospital of Nanjing, Nanjing University of Chinese Medicine, Nanjing, 210003, People's Republic of China.
| | - Kai Hu
- Department of ophthalmology, the Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, 210004, People's Republic of China
| | - Zhaoli Zhang
- Department of Laboratory Medicine, the Second Hospital of Nanjing, Nanjing University of Chinese Medicine, Nanjing, 210003, People's Republic of China
| | - Xiaoyan Teng
- Department of Laboratory Medicine, the Second Hospital of Nanjing, Nanjing University of Chinese Medicine, Nanjing, 210003, People's Republic of China
| | - Xia Zhang
- Department of Tuberculosis, the Second Hospital of Nanjing, Nanjing University of Chinese Medicine, Nanjing, 210003, People's Republic of China.
- Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, 211166, People's Republic of China.
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13
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Abstract
PURPOSE OF REVIEW The current review highlights recent advances in tuberculosis (TB) diagnostics that are relevant for clinicians engaged in the care of HIV-positive adults. RECENT FINDINGS The first section focuses on newly available tools, highlighting recent progress. The second section focuses on new diagnostic approaches that are not yet widely available or implemented, but have considerable potential to improve the management of TB/HIV coinfected persons. The final section speculates about future directions that may be fruitful. SUMMARY Advances in Mycobacterium tuberculosis nucleic acid amplification-based genotypic tests stand to improve case detection and drug susceptibility testing in the near term. Identification of human gene expression signatures that are associated with TB and/or TB risk, and the identification of novel M. tuberculosis targets coupled with exploitation of advances in biosensor technology may transform TB diagnosis in the future.
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Affiliation(s)
- Susan E Dorman
- Division of Infectious Diseases, Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, USA
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14
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Shiraishi M, Watanabe K, Kubodera S. Picoliter Cuvette inside an Optical Fiber to Track Gold Nanoparticle Aggregation for Measurement of Biomolecules. SENSORS (BASEL, SWITZERLAND) 2019; 19:s19132859. [PMID: 31252623 PMCID: PMC6651878 DOI: 10.3390/s19132859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 06/26/2019] [Accepted: 06/26/2019] [Indexed: 06/09/2023]
Abstract
This study demonstrated a measurement approach for biomolecules at the picoliter scale, using a newly developed picoliter cuvette inside an optical fiber constructed via near-ultraviolet femtosecond laser drilling. The sensing capacity was estimated to be within 0.4-1.2 pL due to an optical path length of 3-5 microns, as measured by scanning electron microscopy (SEM). The picoliter cuvette exhibited a change in the optical extinction spectrum after addition of biomolecules such as L-cysteine, in conjunction with a gold nanoparticle (GNP) dispersion solution, following a simple measurement configuration involving a small white light source and a compact spectrometer. A linear attenuation of the spectral dip near a wavelength of 520 nm was observed as the L-cysteine concentration was increased at 4 wt% of the GNP mass concentration. The measurement resolution of the concentration using the picoliter cuvette was evaluated at 0.125 mM. The experimental results showed the difference in aggregation processes caused by a different concentration of GNPs. Moreover, they revealed the ability of the picoliter cuvette to verify whether the concentration of GNPs in the liquid sample correspondingly determines homogeneous or inhomogeneous GNP aggregation, as supported by SEM observation and numerical calculations based on Mie theory.
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Affiliation(s)
- Masahiko Shiraishi
- Department of Information Systems Science, Faculty of Science and Engineering, Soka University, 1-236, Tangi-machi, Hachioji, Tokyo 192-8577, Japan.
| | - Kazuhiro Watanabe
- Department of Science and Engineering for Sustainable Innovation, Faculty of Science and Engineering, Soka University, 1-236, Tangi-machi, Hachioji, Tokyo 192-8577, Japan
| | - Shoichi Kubodera
- Department of Science and Engineering for Sustainable Innovation, Faculty of Science and Engineering, Soka University, 1-236, Tangi-machi, Hachioji, Tokyo 192-8577, Japan
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15
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Assadsangabi A, Evans CA, Corfe BM, Lobo A. Application of Proteomics to Inflammatory Bowel Disease Research: Current Status and Future Perspectives. Gastroenterol Res Pract 2019; 2019:1426954. [PMID: 30774653 PMCID: PMC6350533 DOI: 10.1155/2019/1426954] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Accepted: 10/08/2018] [Indexed: 12/11/2022] Open
Abstract
Inflammatory bowel disease (IBD) is a chronic relapsing/remitting inflammatory illness of the gastrointestinal tract of unknown aetiology. Despite recent advances in decoding the pathophysiology of IBD, many questions regarding disease pathogenesis remain. Genome-wide association studies (GWAS) and knockout mouse models have significantly advanced our understanding of genetic susceptibility loci and inflammatory pathways involved in IBD pathogenesis. Despite their important contribution to a better delineation of the disease process in IBD, these genetic findings have had little clinical impact to date. This is because the presence of a given gene mutation does not automatically correspond to changes in its expression or final metabolic or structural effect(s). Furthermore, the existence of these gene susceptibility loci in the normal population suggests other driving prerequisites for the disease manifestation. Proteins can be considered the main functional units as almost all intracellular physiological functions as well as intercellular interactions are dependent on them. Proteomics provides methods for the large-scale study of the proteins encoded by the genome of an organism or a cell, to directly investigate the proteins and pathways involved. Understanding the proteome composition and alterations yields insights into IBD pathogenesis as well as identifying potential biomarkers of disease activity, mucosal healing, and cancer progression. This review describes the state of the art in the field with respect to the study of IBD and the potential for translation from biomarker discovery to clinical application.
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Affiliation(s)
- Arash Assadsangabi
- Gastroenterology Unit, Salford Royal Hospital, Salford, UK
- Molecular Gastroenterology Research Group, Academic Unit of Surgical Oncology, Department of Oncology and Insigneo Institute, University of Sheffield, Sheffield, UK
| | - Caroline A. Evans
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, UK
| | - Bernard M. Corfe
- Molecular Gastroenterology Research Group, Academic Unit of Surgical Oncology, Department of Oncology and Insigneo Institute, University of Sheffield, Sheffield, UK
| | - Alan Lobo
- Gastroenterology Unit, Salford Royal Hospital, Salford, UK
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16
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Sandwich Electrochemical Immunosensor for Early Detection of Tuberculosis Based on Graphene/Polyaniline-Modified Screen-Printed Gold Electrode. SENSORS 2018; 18:s18113926. [PMID: 30441776 PMCID: PMC6263639 DOI: 10.3390/s18113926] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 09/24/2018] [Accepted: 10/12/2018] [Indexed: 12/18/2022]
Abstract
A rapid and sensitive sandwich electrochemical immunosensor was developed based on the fabrication of the graphene/polyaniline (GP/PANI) nanocomposite onto screen-printed gold electrode (SPGE) for detection of tuberculosis biomarker 10-kDa culture filtrate protein (CFP10). The prepared GP/PANI nanocomposite was characterized using Fourier transform infrared spectroscopy (FTIR) and field emission scanning electron microscopy (FESEM). The chemical bonding and morphology of GP/PANI-modified SPGE were studied by Raman spectroscopy and FESEM coupled with energy dispersive X-ray spectroscopy, respectively. From both studies, it clearly showed that GP/PANI was successfully coated onto SPGE through drop cast technique. Cyclic voltammetry was used to study the electrochemical properties of the modified electrode. The effective surface area for GP/PANI-modified SPGE was enhanced about five times compared with bare SPGE. Differential pulse voltammetry was used to detect the CFP10 antigen. The GP/PANI-modified SPGE that was fortified with sandwich type immunosensor exhibited a wide linear range (20⁻100 ng/mL) with a low detection limit of 15 ng/mL. This proposed electrochemical immunosensor is sensitive, low sample volume, rapid and disposable, which is suitable for tuberculosis detection in real samples.
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17
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Lara S, Perez-Potti A. Applications of Nanomaterials for Immunosensing. BIOSENSORS-BASEL 2018; 8:bios8040104. [PMID: 30388865 PMCID: PMC6316038 DOI: 10.3390/bios8040104] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Revised: 10/24/2018] [Accepted: 10/29/2018] [Indexed: 12/28/2022]
Abstract
In biomedical science among several other growing fields, the detection of specific biological agents or biomolecular markers, from biological samples is crucial for early diagnosis and decision-making in terms of appropriate treatment, influencing survival rates. In this regard, immunosensors are based on specific antibody-antigen interactions, forming a stable immune complex. The antigen-specific detection antibodies (i.e., biomolecular recognition element) are generally immobilized on the nanomaterial surfaces and their interaction with the biomolecular markers or antigens produces a physico-chemical response that modulates the signal readout. Lowering the detection limits for particular biomolecules is one of the key parameters when designing immunosensors. Thus, their design by combining the specificity and versatility of antibodies with the intrinsic properties of nanomaterials offers a plethora of opportunities for clinical diagnosis. In this review, we show a comprehensive set of recent developments in the field of nanoimmunosensors and how they are progressing the detection and validation for a wide range of different biomarkers in multiple diseases and what are some drawbacks and considerations of the uses of such devices and their expansion.
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Affiliation(s)
- Sandra Lara
- Centre for BioNano Interactions, School of Chemistry, University College Dublin, D04 V1W8 Dublin, Ireland.
| | - André Perez-Potti
- Centre for BioNano Interactions, School of Chemistry, University College Dublin, D04 V1W8 Dublin, Ireland.
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