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Marvi F, Chen YH, Sawan M. Alzheimer's Disease Diagnosis in the Preclinical Stage: Normal Aging or Dementia. IEEE Rev Biomed Eng 2025; 18:74-92. [PMID: 38478432 DOI: 10.1109/rbme.2024.3376835] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/05/2025]
Abstract
Alzheimer's disease (AD) progressively impairs the memory and thinking skills of patients, resulting in a significant global economic and social burden each year. However, diagnosis of this neurodegenerative disorder can be challenging, particularly in the early stages of developing cognitive decline. Current clinical techniques are expensive, laborious, and invasive, which hinders comprehensive studies on Alzheimer's biomarkers and the development of efficient devices for Point-of-Care testing (POCT) applications. To address these limitations, researchers have been investigating various biosensing techniques. Unfortunately, these methods have not been commercialized due to several drawbacks, such as low efficiency, reproducibility, and the lack of accurate identification of AD markers. In this review, we present diverse promising hallmarks of Alzheimer's disease identified in various biofluids and body behaviors. Additionally, we thoroughly discuss different biosensing mechanisms and the associated challenges in disease diagnosis. In each context, we highlight the potential of realizing new biosensors to study various features of the disease, facilitating its early diagnosis in POCT. This comprehensive study, focusing on recent efforts for different aspects of the disease and representing promising opportunities, aims to conduct the future trend toward developing a new generation of compact multipurpose devices that can address the challenges in the early detection of AD.
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Zhu J, Tong Y, Wang Z, Li Z, Zhang L, Guo X, Tong L, Wang P. Gold Flake-Enabled Miniature Capacitive Picobalances. SMALL METHODS 2024:e2401640. [PMID: 39659074 DOI: 10.1002/smtd.202401640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Indexed: 12/12/2024]
Abstract
Measurement of masses of microscale objects or weak force with ultrahigh sensitivity (down to nanogram/piconewton level) and compact configuration is highly desired for fundamental research and applications in various disciplines. Here, by using freestanding gold flakes with high reflectivity (≈98% at 980 nm) as the sample tray and silica microfibers with extremely low spring constant (≈0.05 mN m-1) as the cantilever beams, miniature capacitive balances are reported with piconewton-level detection limit (picobalances) and reliable radiation force-based calibration. In the design, the gold flake is suspended by two silica microfibers, which also functions as an electrode to form a capacitor with an underneath gold electrode. Benefitting from the high reflectivity of the gold flake, the performance of picobalances can be precisely calibrated by exerting piconewton-level radiation pressure on the gold flake (working as a mirror) with a laser, showing a detection limit as low as 6.9 pN. Finally, using a fiber taper-assisted micromanipulation technique, masses of various types of pollens (with weights ranging from 4.6 to 96.3 ng) are readily measured by a picobalance at single-particle level. The miniature picobalances should find applications in precise measurement of masses of micro or nanoscale objects and various types of weak forces.
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Affiliation(s)
- Jiajie Zhu
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
| | - Yuanbiao Tong
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
| | - Zhenxin Wang
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
| | - Zhiyong Li
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
- Intelligent Optics & Photonics Research Center, Jiaxing Research Institute, Zhejiang University, Jiaxing, 314000, China
| | - Lei Zhang
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
| | - Xin Guo
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
- Intelligent Optics & Photonics Research Center, Jiaxing Research Institute, Zhejiang University, Jiaxing, 314000, China
| | - Limin Tong
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
| | - Pan Wang
- State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
- Intelligent Optics & Photonics Research Center, Jiaxing Research Institute, Zhejiang University, Jiaxing, 314000, China
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3
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Thanapirom K, Al-Akkad W, Pelut A, Sadouki Z, Finkel JB, Nardi-Hiebl S, Vogt W, Vojnar B, Wulf H, Eberhart L, McHugh TD, Rombouts K, Pinzani M, Tsochatzis E, Ndieyira JW. Nanomechanical detection to empower robust monitoring of sepsis and microbial adaptive immune system-mediated proinflammatory disease. Sci Rep 2024; 14:29979. [PMID: 39622899 PMCID: PMC11612153 DOI: 10.1038/s41598-024-80126-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 11/15/2024] [Indexed: 12/06/2024] Open
Abstract
The correlation between circulating microbes and sepsis as well as proinflammatory diseases is increasingly gaining recognition. However, the detection of microbes' cell-free DNA (cfDNA), which exist at concentrations of a billion times lower than blood proteins, poses a significant challenge for early disease detection. Here, we present Nano mechanics combined with highly sensitive readout sequences to address the challenges of ultralow counts of disease biomarkers, thus enabling robust quantitative monitoring of chronic medical conditions at different stages of human disease progression. To showcase the effectiveness of our approach, we employ fragments of cfDNA and human cell secretory proteins as models with predictive capabilities for human diseases. Notably, our method reveals a reliable representation over an impressive three to four orders of magnitude in the detection limit and dynamic range, surpassing commercially available quantitative polymerase chain reaction (qPCR) commonly used in routine clinical practice. This concept underpins a highly sensitive and selective medical device designed for the early detection of circulating microbes in patients undergoing intensive cancer therapy. This will help pinpoint individuals at risk of complications, including damage to the intestinal barrier and development of neutropenic fever/Sirsa/Sepsis. Moreover, this approach introduces new avenues for stratifying antibiotic prophylaxis in proinflammatory diseases.
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Affiliation(s)
- Kessarin Thanapirom
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Walid Al-Akkad
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Aylin Pelut
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Zahra Sadouki
- UCL Centre for Clinical Microbiology, Division of Infection and Immunity, University College London, Gower Street, WC1E 6BT, London, United Kingdom
| | - Jemima B Finkel
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Stefan Nardi-Hiebl
- Department of Anaesthesia and Intensive Care, University Hospital of the Philipps-University of Marburg Baldingerstrasse, 35043, Marburg, Germany
| | - Wieland Vogt
- Medical Innovations and Management, Steinbeis University, Ernst-August-Strasse 15, 12489, Berlin, Germany
| | - Benjamin Vojnar
- Department of Anaesthesia and Intensive Care, University Hospital of the Philipps-University of Marburg Baldingerstrasse, 35043, Marburg, Germany
| | - Hinnerk Wulf
- Department of Anaesthesia and Intensive Care, University Hospital of the Philipps-University of Marburg Baldingerstrasse, 35043, Marburg, Germany
| | - Leopold Eberhart
- Department of Anaesthesia and Intensive Care, University Hospital of the Philipps-University of Marburg Baldingerstrasse, 35043, Marburg, Germany
| | - Timothy D McHugh
- UCL Centre for Clinical Microbiology, Division of Infection and Immunity, University College London, Gower Street, WC1E 6BT, London, United Kingdom
| | - Krista Rombouts
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Massimo Pinzani
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Emmanouil Tsochatzis
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom
| | - Joseph W Ndieyira
- Division of Medicine, University College London, Gower Street, London, WC1E 6BT, United Kingdom.
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4
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Marvi F, Jafari K, Shahabadi M, Tabarzad M, Ghorbani-Bidkorpeh F, Azad T. Ultrasensitive detection of vital biomolecules based on a multi-purpose BioMEMS for Point of care testing: digoxin measurement as a case study. Sci Rep 2024; 14:1633. [PMID: 38238435 PMCID: PMC10796958 DOI: 10.1038/s41598-024-51864-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Accepted: 01/10/2024] [Indexed: 01/22/2024] Open
Abstract
Rapid and label-free detection of very low concentrations of biomarkers in disease diagnosis or therapeutic drug monitoring is essential to prevent disease progression in Point of Care Testing. For this purpose, we propose a multi-purpose optical Bio-Micro-Electro-Mechanical-System (BioMEMS) sensing platform which can precisely measure very small changes of biomolecules concentrations in plasma-like buffer samples. This is realized by the development of an interferometric detection method on highly sensitive MEMS transducers (cantilevers). This approach facilitates the precise analysis of the obtained results to determine the analyte type and its concentrations. Furthermore, the proposed multi-purpose platform can be used for a wide range of biological assessments in various concentration levels by the use of an appropriate bioreceptor and the control of its coating density on the cantilever surface. In this study, the present system is prepared for the identification of digoxin medication in its therapeutic window for therapeutic drug monitoring as a case study. The experimental results represent the repeatability and stability of the proposed device as well as its capability to detect the analytes in less than eight minutes for all samples. In addition, according to the experiments carried out for very low concentrations of digoxin in plasma-like buffer, the detection limit of LOD = 300 fM and the maximum sensitivity of S = 5.5 × 1012 AU/M are achieved for the implemented biosensor. The present ultrasensitive multi-purpose BioMEMS sensor can be a fully-integrated, cost-effective device to precisely analyze various biomarker concentrations for various biomedical applications.
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Affiliation(s)
- Fahimeh Marvi
- CenBRAIN Neurotech Center of Excellence, School of Engineering, Westlake University, Hangzhou, China
| | - Kian Jafari
- Mechanical Engineering Department, Faculty of Engineering, Université de Sherbrooke, 2500 Boul. de l'Université, Sherbrooke, QC, Canada.
- Interdisciplinary Institute for Technological Innovation (3IT), Université de Sherbrooke (UdeS), Quebec, J1K 2R1, Canada.
| | - Mahmoud Shahabadi
- School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran
| | - Maryam Tabarzad
- Protein Technology Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fatemeh Ghorbani-Bidkorpeh
- Department of Pharmaceutics and Pharmaceutical Nanotechnology, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Taha Azad
- Faculty of Medicine and Health Sciences, Department of Microbiology and Infectious Diseases, Université de Sherbrooke, Sherbrooke, QC, J1E 4K8, Canada
- Centre de Recherche du CHUS, Sherbrooke, QC, J1H 5N4, Canada
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Zhao Y, Chakraborty P, Passian A, Thundat T. Ultrasensitive Photothermal Spectroscopy: Harnessing the Seebeck Effect for Attogram-Level Detection. NANO LETTERS 2023; 23:7883-7889. [PMID: 37579260 DOI: 10.1021/acs.nanolett.3c01710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/16/2023]
Abstract
Molecular-level spectroscopy is crucial for sensing and imaging applications, yet detecting and quantifying minuscule quantities of chemicals remain a challenge, especially when they surface adsorb in low numbers. Here, we introduce a photothermal spectroscopic technique that enables the high selectivity sensing of adsorbates with an attogram detection limit. Our approach utilizes the Seebeck effect in a microfabricated nanoscale thermocouple junction, incorporated into the apex of a microcantilever. We observe minimal thermal mass exhibited by the sensor, which maintains exceptional thermal insulation. The temperature variation driving the thermoelectric junction arises from the nonradiative decay of molecular adsorbates' vibrational states on the tip. We demonstrate the detection of photothermal spectra of physisorbed trinitrotoluene (TNT) and dimethyl methylphosphonate (DMMP) molecules, as well as representative polymers, with an estimated mass of 10-18 g.
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Affiliation(s)
- Yaoli Zhao
- Chemical and Biological Engineering, University at Buffalo, Buffalo, New York 14260, United States
| | - Patatri Chakraborty
- Chemical and Biological Engineering, University at Buffalo, Buffalo, New York 14260, United States
| | - Ali Passian
- Quantum Computing and Sensing Group, Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States
| | - Thomas Thundat
- Chemical and Biological Engineering, University at Buffalo, Buffalo, New York 14260, United States
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6
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Zhang H, Yang S, Zeng J, Li X, Chuai R. A Genosensor Based on the Modification of a Microcantilever: A Review. MICROMACHINES 2023; 14:427. [PMID: 36838127 PMCID: PMC9959632 DOI: 10.3390/mi14020427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 12/28/2022] [Accepted: 01/06/2023] [Indexed: 06/18/2023]
Abstract
When the free end of a microcantilever is modified by a genetic probe, this sensor can be used for a wider range of applications, such as for chemical analysis, biological testing, pharmaceutical screening, and environmental monitoring. In this paper, to clarify the preparation and detection process of a microcantilever sensor with genetic probe modification, the core procedures, such as probe immobilization, complementary hybridization, and signal extraction and processing, are combined and compared. Then, to reveal the microcantilever's detection mechanism and analysis, the influencing factors of testing results, the theoretical research, including the deflection principle, the establishment and verification of a detection model, as well as environmental influencing factors are summarized. Next, to demonstrate the application results of the genetic-probe-modified sensors, based on the classification of detection targets, the application status of other substances except nucleic acid, virus, bacteria and cells is not introduced. Finally, by enumerating the application results of a genetic-probe-modified microcantilever combined with a microfluidic chip, the future development direction of this technology is surveyed. It is hoped that this review will contribute to the future design of a genetic-probe-modified microcantilever, with further exploration of the sensitive mechanism, optimization of the design and processing methods, expansion of the application fields, and promotion of practical application.
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Affiliation(s)
- He Zhang
- Correspondence: ; Tel.: +86-024-2549-6401
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7
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Asano M, Yamaguchi H, Okamoto H. Free-access optomechanical liquid probes using a twin-microbottle resonator. SCIENCE ADVANCES 2022; 8:eabq2502. [PMID: 36322654 PMCID: PMC9629741 DOI: 10.1126/sciadv.abq2502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Cavity optomechanics provides high-performance sensor technology, and the scheme is also applicable to liquid samples for biological and rheological applications. However, previously reported methods using fluidic capillary channels and liquid droplets are based on fixed-by-design structures and therefore do not allow an active free access to the samples. Here, we demonstrate an alternate technique using a probe-based architecture with a twin-microbottle resonator. The probe consists of two microbottle optomechanical resonators, where one bottle (for detection) is immersed in liquid and the other bottle (for readout) is placed in air, which retains excellent detection performance through the high optical Q (~107) of the readout bottle. The scheme allows the detection of thermomechanical motion of the detection bottle as well as optomechanical drive and frequency tracking with a phase-locked loop. This technique could lead to in situ metrology at the target location in arbitrary media and could be extended to ultrasensitive biochips and rheometers.
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8
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Jiang C, Fu Y, Liu G, Shu B, Davis J, Tofaris GK. Multiplexed Profiling of Extracellular Vesicles for Biomarker Development. NANO-MICRO LETTERS 2021; 14:3. [PMID: 34855021 PMCID: PMC8638654 DOI: 10.1007/s40820-021-00753-w] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Accepted: 10/22/2021] [Indexed: 05/09/2023]
Abstract
Extracellular vesicles (EVs) are cell-derived membranous particles that play a crucial role in molecular trafficking, intercellular transport and the egress of unwanted proteins. They have been implicated in many diseases including cancer and neurodegeneration. EVs are detected in all bodily fluids, and their protein and nucleic acid content offers a means of assessing the status of the cells from which they originated. As such, they provide opportunities in biomarker discovery for diagnosis, prognosis or the stratification of diseases as well as an objective monitoring of therapies. The simultaneous assaying of multiple EV-derived markers will be required for an impactful practical application, and multiplexing platforms have evolved with the potential to achieve this. Herein, we provide a comprehensive overview of the currently available multiplexing platforms for EV analysis, with a primary focus on miniaturized and integrated devices that offer potential step changes in analytical power, throughput and consistency.
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Affiliation(s)
- Cheng Jiang
- Nuffield Department of Clinical Neurosciences, New Biochemistry Building, University of Oxford, Oxford, OX1 3QU, UK.
- Department of Chemistry, University of Oxford, Oxford, OX1 3QZ, UK.
- Kavli Institute for Nanoscience Discovery, New Biochemistry Building, University of Oxford, Oxford, UK.
| | - Ying Fu
- Department of Chemistry, University of Oxford, Oxford, OX1 3QZ, UK
| | - Guozhen Liu
- School of Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, 518172, People's Republic of China
| | - Bowen Shu
- Dermatology Hospital, Southern Medical University, Guangzhou, 510091, People's Republic of China
| | - Jason Davis
- Department of Chemistry, University of Oxford, Oxford, OX1 3QZ, UK.
| | - George K Tofaris
- Nuffield Department of Clinical Neurosciences, New Biochemistry Building, University of Oxford, Oxford, OX1 3QU, UK.
- Kavli Institute for Nanoscience Discovery, New Biochemistry Building, University of Oxford, Oxford, UK.
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9
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De Pastina A, Padovani F, Brunetti G, Rotella C, Niosi F, Usov V, Hegner M. Multimodal real-time frequency tracking of cantilever arrays in liquid environment for biodetection: Comprehensive setup and performance analysis. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2021; 92:065001. [PMID: 34243575 DOI: 10.1063/5.0047631] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 05/14/2021] [Indexed: 06/13/2023]
Abstract
We present a nanomechanical platform for real-time quantitative label-free detection of target biomolecules in a liquid environment with mass sensitivity down to few pg. Newly fabricated arrays of up to 18 cantilevers are integrated in a micromachined fluidic chamber, connected to software-controlled fluidic pumps for automated sample injections. We discuss two functionalization approaches to independently sensitize the interface of different cantilevers. A custom piezo-stack actuator and optical readout system enable the measurement of resonance frequencies up to 2 MHz. We implement a new measurement strategy based on a phase-locked loop (PLL), built via in-house developed software. The PLL allows us to track, within the same experiment, the evolution of resonance frequency over time of up to four modes for all the cantilevers in the array. With respect to the previous measurement technique, based on standard frequency sweep, the PLL enhances the estimated detection limit of the device by a factor of 7 (down to 2 pg in 5 min integration time) and the time resolution by more than threefold (below 15 s), being on par with commercial gold-standard techniques. The detection limit and noise of the new setup are investigated via Allan deviation and standard deviation analysis, considering different resonance modes and interface chemistries. As a proof-of-concept, we show the immobilization and label-free in situ detection of live bacterial cells (E. coli), demonstrating qualitative and quantitative agreement in the mechanical response of three different resonance modes.
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Affiliation(s)
- Annalisa De Pastina
- School of Physics, Center for Research on Adaptive Nanostructures and Nanodevices (CRANN), Trinity College Dublin (TCD), D02 Dublin, Ireland
| | - Francesco Padovani
- Institute of Functional Epigenetics, Helmholtz Zentrum München (HMGU), Neuherberg 85764, Germany
| | - Giulio Brunetti
- School of Physics, Center for Research on Adaptive Nanostructures and Nanodevices (CRANN), Trinity College Dublin (TCD), D02 Dublin, Ireland
| | - Chiara Rotella
- School of Physics, Center for Research on Adaptive Nanostructures and Nanodevices (CRANN), Trinity College Dublin (TCD), D02 Dublin, Ireland
| | - Fabio Niosi
- School of Physics, Center for Research on Adaptive Nanostructures and Nanodevices (CRANN), Trinity College Dublin (TCD), D02 Dublin, Ireland
| | - Victor Usov
- School of Physics, Trinity College Dublin (TCD), D02 Dublin, Ireland
| | - Martin Hegner
- School of Physics, Center for Research on Adaptive Nanostructures and Nanodevices (CRANN), Trinity College Dublin (TCD), D02 Dublin, Ireland
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Jing Y, Fan G, Wang R, Zhang Z, Cai X, Wei J, Chen X, Li H, Li Y. Improved Optical Waveguide Microcantilever for Integrated Nanomechanical Sensor. SENSORS 2019; 19:s19194346. [PMID: 31597318 PMCID: PMC6806205 DOI: 10.3390/s19194346] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Revised: 09/25/2019] [Accepted: 10/03/2019] [Indexed: 11/18/2022]
Abstract
This paper reports on an improved optical waveguide microcantilever sensor with high sensitivity. To improve the sensitivity, a buffer was introduced into the connection of the input waveguide and optical waveguide cantilever by extending the input waveguide to reduce the coupling loss of the junction. The buffer-associated optical losses were examined for different cantilever thicknesses. The optimum length of the buffer was found to be 0.97 μm for a cantilever thickness of 300 nm. With this configuration, the optical loss was reduced to about 40%, and the maximum sensitivity was more than twice that of the conventional structure.
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Affiliation(s)
- Yachao Jing
- Key Laboratory of All Optical Network and Advanced Telecommunication Network, Ministry of Education, Institute of Lightwave Technology, Beijing Jiaotong University, Beijing 100044, China; (Y.J.); (R.W.); (Z.Z.)
| | - Guofang Fan
- Key Laboratory of All Optical Network and Advanced Telecommunication Network, Ministry of Education, Institute of Lightwave Technology, Beijing Jiaotong University, Beijing 100044, China; (Y.J.); (R.W.); (Z.Z.)
- Correspondence: (G.F.); (Y.L.)
| | - Rongwei Wang
- Key Laboratory of All Optical Network and Advanced Telecommunication Network, Ministry of Education, Institute of Lightwave Technology, Beijing Jiaotong University, Beijing 100044, China; (Y.J.); (R.W.); (Z.Z.)
| | - Zeping Zhang
- Key Laboratory of All Optical Network and Advanced Telecommunication Network, Ministry of Education, Institute of Lightwave Technology, Beijing Jiaotong University, Beijing 100044, China; (Y.J.); (R.W.); (Z.Z.)
| | - Xiaoyu Cai
- Shanghai Institute of Measurement and Testing Technology, National Center of Measurement and Testing for East China, National Center of Testing Technology, Shanghai 201203, China; (X.C.); (J.W.)
| | - Jiasi Wei
- Shanghai Institute of Measurement and Testing Technology, National Center of Measurement and Testing for East China, National Center of Testing Technology, Shanghai 201203, China; (X.C.); (J.W.)
| | - Xin Chen
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China;
| | - Hongyu Li
- College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao 266590, China;
| | - Yuan Li
- Shanghai Institute of Measurement and Testing Technology, National Center of Measurement and Testing for East China, National Center of Testing Technology, Shanghai 201203, China; (X.C.); (J.W.)
- Correspondence: (G.F.); (Y.L.)
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