201
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Yang D, Wang H, Luo S, Wang C, Zhang S, Guo S. Paper-Cut Flexible Multifunctional Electronics Using MoS 2 Nanosheet. NANOMATERIALS (BASEL, SWITZERLAND) 2019; 9:E922. [PMID: 31248055 PMCID: PMC6669538 DOI: 10.3390/nano9070922] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Revised: 06/18/2019] [Accepted: 06/21/2019] [Indexed: 11/18/2022]
Abstract
Art and science represent human creativity and rational thinking, respectively. When the two seemingly opposite fields are intertwined, there is always a life-changing spark. In particular, the integration of ancient traditional Chinese art into the latest electronic devices is always been an unexcavated topic. Fabricating two-dimensional material with a tensile strain less than 3% with an ultimate global stretch has been an important problem that plagues the current flexible electronics field. The current research is limited to material in small scale, and it is always necessary to develop and extend large-sized flexible electronic systems. Here, inspired by the traditional Chinese paper-cut structure, we present a highly deformable multifunctional electronic system based on the MoS2 nanosheet. In this work, we first demonstrate how the traditional paper-cut structure can open the view of flexible electronics. In order to obtain a large area of MoS2 with excellent performance, we use a metal-assisted exfoliation method to transfer MoS2, followed by fabricating a field effect transistor to characterize its excellent electrical properties. Two photodetectors and a temperature sensor are produced with good performance. The mechanical simulation proves that the structure has more advantages in stretchability than other typical paper-cut structures. From the experimental and mechanical point of view, it is proved that the device can work stably under high deformation. We finally show that the device has broad application prospects in highly deformed organs, tissues, and joints. These findings set a good example of traditional Chinese culture to guide innovation in the field of electronic devices.
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Affiliation(s)
- Dong Yang
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
- Athioula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA 02129, USA
| | - Hao Wang
- Athioula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA 02129, USA
| | - Shenglin Luo
- Athioula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA 02129, USA
| | - Changning Wang
- Athioula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA 02129, USA
| | - Sheng Zhang
- Micro/Nano Technology Center, Tokai University, 4-1-1 Kitakaname, Hiratsuka-city, Kanagawa 259-1292, Japan.
| | - Shiqi Guo
- School of Engineering and Applied Science, The George Washington University, Washington, DC 20052, USA.
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA.
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202
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Fang L, Cai Z, Ding Z, Chen T, Zhang J, Chen F, Shen J, Chen F, Li R, Zhou X, Xie Z. Skin-Inspired Surface-Microstructured Tough Hydrogel Electrolytes for Stretchable Supercapacitors. ACS APPLIED MATERIALS & INTERFACES 2019; 11:21895-21903. [PMID: 31124644 DOI: 10.1021/acsami.9b03410] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Double-network tough hydrogels have raised increasing interest in stretchable electronic applications as well as electronic skin (e-skin) owing to their excellent mechanical properties and functionalities. While hydrogels have been extensively explored as solid-state electrolytes, stretchable energy storage devices based on tough hydrogel electrolytes are still limited despite their high stretchability and strength. A key challenge remains in the robust electrode/electrolyte interface under large mechanical strains. Inspired by the skin structure that involves the microstructured interface for the tight connection between the dermis and epidermis, we demonstrated that a surface-microstructured tough hydrogel electrolyte composed of agar/polyacrylamide/LiCl (AG/PAAm/LiCl) could be exploited to allow stretchable supercapacitors with enhanced mechanical and electrochemical performance. The prestretched tough hydrogel electrolyte was treated to generate surface microstructures with a roughness of tens of micrometers simply via mechanical rubbing followed by the attachment of activated carbon electrodes on both sides to realize the fabrication of the stretchable supercapacitor. Through investigating the properties of the tough hydrogel electrolyte and the electrochemical performance of the as-fabricated supercapacitors under varied strains, the surface-microstructured hydrogel electrolyte was shown to enable robust adhesion to electrodes, improving electrochemical behavior and capacitance, as well as having better performance retention under repeated stretching cycles, which surpassed the pristine hydrogel with smooth surfaces. Our approach could provide an alternative and general strategy to improve the interfacial properties between the electrode and the hydrogel electrolyte, driving new directions for functional stretchable devices based on tough hydrogels.
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Affiliation(s)
- Lvye Fang
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Zefan Cai
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Zhengqing Ding
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Tianyi Chen
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Jiacheng Zhang
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Fubin Chen
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
| | - Jiayan Shen
- College of Chemistry and Environmental Engineering , Shenzhen University , Shenzhen 518055 , P. R. China
| | - Fan Chen
- College of Chemistry and Environmental Engineering , Shenzhen University , Shenzhen 518055 , P. R. China
| | - Rui Li
- School of Advanced Materials , Peking University Shenzhen Graduate School , Shenzhen 518055 , P. R. China
| | - Xuechang Zhou
- College of Chemistry and Environmental Engineering , Shenzhen University , Shenzhen 518055 , P. R. China
| | - Zhuang Xie
- School of Materials Science and Engineering and Key Laboratory for Polymeric Composite and Functional Materials of Ministry of Education , Sun Yat-sen University , Guangzhou 510275 , P. R. China
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203
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Bandodkar AJ, Jeang WJ, Ghaffari R, Rogers JA. Wearable Sensors for Biochemical Sweat Analysis. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2019; 12:1-22. [PMID: 30786214 DOI: 10.1146/annurev-anchem-061318-114910] [Citation(s) in RCA: 172] [Impact Index Per Article: 28.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Sweat is a largely unexplored biofluid that contains many important biomarkers ranging from electrolytes and metabolites to proteins, cytokines, antigens, and exogenous drugs. The eccrine and apocrine glands produce and excrete sweat through microscale pores on the epidermal surface, offering a noninvasive means for capturing and probing biomarkers that reflect hydration state, fatigue, nutrition, and physiological changes. Recent advances in skin-interfaced wearable sensors capable of real-time in situ sweat collection and analytics provide capabilities for continuous biochemical monitoring in an ambulatory mode of operation. This review presents a broad overview of sweat-based biochemical sensor technologies with an emphasis on enabling materials, designs, and target analytes of interest. The article concludes with a summary of challenges and opportunities for researchers and clinicians in this swiftly growing field.
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Affiliation(s)
- Amay J Bandodkar
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, USA;
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, USA
| | - William J Jeang
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, USA;
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, USA
| | - Roozbeh Ghaffari
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, USA
- Epicore Biosystems, Inc., Evanston, Illinois 60208, USA
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - John A Rogers
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, USA;
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, USA
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, USA
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Feinberg School of Medicine, Northwestern University, Evanston, Illinois 60208, USA
- Departments of Electrical Engineering and Computer Science, Neurological Surgery, Chemistry, and Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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204
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Mayer M, Baeumner AJ. A Megatrend Challenging Analytical Chemistry: Biosensor and Chemosensor Concepts Ready for the Internet of Things. Chem Rev 2019; 119:7996-8027. [DOI: 10.1021/acs.chemrev.8b00719] [Citation(s) in RCA: 146] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Michael Mayer
- Institute of Analytical Chemistry, Chemo- and Biosensors, University of Regensburg, 93040 Regensburg, Germany
| | - Antje J. Baeumner
- Institute of Analytical Chemistry, Chemo- and Biosensors, University of Regensburg, 93040 Regensburg, Germany
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205
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Bae CW, Toi PT, Kim BY, Lee WI, Lee HB, Hanif A, Lee EH, Lee NE. Fully Stretchable Capillary Microfluidics-Integrated Nanoporous Gold Electrochemical Sensor for Wearable Continuous Glucose Monitoring. ACS APPLIED MATERIALS & INTERFACES 2019; 11:14567-14575. [PMID: 30942999 DOI: 10.1021/acsami.9b00848] [Citation(s) in RCA: 102] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Biosensor systems for wearable continuous monitoring are desired to be developed into conformal patch platforms. However, developing such patches is very challenging owing to the difficulty of imparting materials and components with both high stretchability and high performance. Herein, we report a fully stretchable microfluidics-integrated glucose sensor patch comprised of an omnidirectionally stretchable nanoporous gold (NPG) electrochemical biosensor and a stretchable passive microfluidic device. A highly electrocatalytic NPG electrode was formed on a stress-absorbing 3D micropatterned polydimethylsiloxane (PDMS) substrate to confer mechanical stretchability, high sensitivity, and durability in non-enzymatic glucose detection. A thin, stretchable, and tough microfluidic device was made by embedding stretchable cotton fabric as a capillary into a thin polyurethane nanofiber-reinforced PDMS channel, enabling collection and passive, accurate delivery of sweat from skin to the electrode surface, with excellent replacement capability. The integrated glucose sensor patch demonstrated excellent ability to continuously and accurately monitor the sweat glucose level.
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206
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Zhang Y, Guo H, Kim SB, Wu Y, Ostojich D, Park SH, Wang X, Weng Z, Li R, Bandodkar AJ, Sekine Y, Choi J, Xu S, Quaggin S, Ghaffari R, Rogers JA. Passive sweat collection and colorimetric analysis of biomarkers relevant to kidney disorders using a soft microfluidic system. LAB ON A CHIP 2019; 19:1545-1555. [PMID: 30912557 PMCID: PMC6830512 DOI: 10.1039/c9lc00103d] [Citation(s) in RCA: 126] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
The rich range of biomarkers in sweat and the ability to collect sweat in a non-invasive manner create interest in the use of this biofluid for assessments of health and physiological status, with potential applications that range from sports and fitness to clinical medicine. This paper introduces two important advances in recently reported classes of soft, skin-interfaced microfluidic systems for sweat capture and analysis: (1) a simple, broadly applicable means for collection of sweat that bypasses requirements for physical/mental exertion or pharmacological stimulation and (2) a set of enzymatic chemistries and colorimetric readout approaches for determining the concentrations of creatinine and urea in sweat, throughout ranges that are physiologically relevant. The results allow for routine, non-pharmacological capture of sweat for patient populations, such as infants and the elderly, that cannot be expected to sweat through exercise, and they create potential opportunities in the use of sweat for kidney disease screening/monitoring. Studies on human subjects demonstrate these essential capabilities, with quantitative comparisons to standard methods. The results expand the range of options available in microfluidic sampling and sensing of sweat for disease diagnostics and health monitoring.
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Affiliation(s)
- Yi Zhang
- Department of Biomedical, Biological, and Chemical Engineering, University of Missouri, Columbia, MO 65211, USA
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207
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Someya T, Amagai M. Toward a new generation of smart skins. Nat Biotechnol 2019; 37:382-388. [DOI: 10.1038/s41587-019-0079-1] [Citation(s) in RCA: 208] [Impact Index Per Article: 34.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 01/03/2019] [Indexed: 12/19/2022]
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208
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Abstract
Gold, one of the noble metals, has played a significant role in human society throughout history. Gold's excellent electrical, optical and chemical properties make the element indispensable in maintaining a prosperous modern electronics industry. In the emerging field of stretchable electronics (elastronics), the main challenge is how to utilize these excellent material properties under various mechanical deformations. This review covers the recent progress in developing "softening" gold chemistry for various applications in elastronics. We systematically present material synthesis and design principles, applications, and challenges and opportunities ahead.
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Affiliation(s)
- Bowen Zhu
- Department of Chemical Engineering, Monash University, Clayton, Victoria 3800, Australia.
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209
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He X, Xu T, Gu Z, Gao W, Xu LP, Pan T, Zhang X. Flexible and Superwettable Bands as a Platform toward Sweat Sampling and Sensing. Anal Chem 2019; 91:4296-4300. [DOI: 10.1021/acs.analchem.8b05875] [Citation(s) in RCA: 84] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Xuecheng He
- Research Center for Bioengineering and Sensing Technology, Department of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - Tailin Xu
- Research Center for Bioengineering and Sensing Technology, Department of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - Zhen Gu
- Research Center for Bioengineering and Sensing Technology, Department of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - Wei Gao
- Division of Engineering and Applied Science, California Institute of Technology, 1200 East California Boulevard, Pasadena, California 91125, United States
| | - Li-Ping Xu
- Research Center for Bioengineering and Sensing Technology, Department of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - Tingrui Pan
- Department of Biomedical Engineering, University of California, Davis, California 95616, United States
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong 518055, P. R. China
| | - Xueji Zhang
- Research Center for Bioengineering and Sensing Technology, Department of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
- Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science & Technology Beijing, 30 Xueyuan Road, Beijing 100083, P. R. China
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210
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Abstract
Miniaturization of electronic components and advances in flexible and stretchable materials have stimulated the development of wearable health care systems that can reflect and monitor personal health status by health care professionals. New skin-mountable devices that offer seamless contact onto the human skin, even under large deformations by natural motions of the wearer, provide a route for both high-fidelity monitoring and patient-controlled therapy. This article provides an overview of several important aspects of skin-mountable devices and their applications in many medical settings and clinical practices. We comprehensively describe various transdermal sensors and therapeutic systems that are capable of detecting physical, electrophysiological, and electrochemical responses and/or providing electrical and thermal therapies and drug delivery services, and we discuss the current challenges, opportunities, and future perspectives in the field. Finally, we present ways to protect the embedded electronic components of skin-mountable devices from the environment by use of mechanically soft packaging materials.
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Affiliation(s)
- Eun Kwang Lee
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA;
| | - Min Ku Kim
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA;
| | - Chi Hwan Lee
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA; .,School of Mechanical Engineering, Purdue University, West Lafayette, Indiana 47907, USA.,Department of Speech, Language, and Hearing Sciences, Purdue University, West Lafayette, Indiana 47907, USA
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211
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Ray T, Choi J, Reeder J, Lee SP, Aranyosi AJ, Ghaffari R, Rogers JA. Soft, skin-interfaced wearable systems for sports science and analytics. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2019. [DOI: 10.1016/j.cobme.2019.01.003] [Citation(s) in RCA: 63] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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212
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Hosokawa Y, Casa DJ, Trtanj JM, Belval LN, Deuster PA, Giltz SM, Grundstein AJ, Hawkins MD, Huggins RA, Jacklitsch B, Jardine JF, Jones H, Kazman JB, Reynolds ME, Stearns RL, Vanos JK, Williams AL, Williams WJ. Activity modification in heat: critical assessment of guidelines across athletic, occupational, and military settings in the USA. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2019; 63:405-427. [PMID: 30710251 PMCID: PMC10041407 DOI: 10.1007/s00484-019-01673-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 01/13/2019] [Accepted: 01/15/2019] [Indexed: 05/04/2023]
Abstract
Exertional heat illness (EHI) risk is a serious concern among athletes, laborers, and warfighters. US Governing organizations have established various activity modification guidelines (AMGs) and other risk mitigation plans to help ensure the health and safety of their workers. The extent of metabolic heat production and heat gain that ensue from their work are the core reasons for EHI in the aforementioned population. Therefore, the major focus of AMGs in all settings is to modulate the work intensity and duration with additional modification in adjustable extrinsic risk factors (e.g., clothing, equipment) and intrinsic risk factors (e.g., heat acclimatization, fitness, hydration status). Future studies should continue to integrate more physiological (e.g., valid body fluid balance, internal body temperature) and biometeorological factors (e.g., cumulative heat stress) to the existing heat risk assessment models to reduce the assumptions and limitations in them. Future interagency collaboration to advance heat mitigation plans among physically active population is desired to maximize the existing resources and data to facilitate advancement in AMGs for environmental heat.
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Affiliation(s)
- Yuri Hosokawa
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA.
- College of Sport and Health Science, Ritsumeikan University, Kusatsu, Shiga, Japan.
| | - Douglas J Casa
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA
| | - Juli M Trtanj
- National Oceanic and Atmospheric Administration, Washington DC, USA
| | - Luke N Belval
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA
| | - Patricia A Deuster
- Consortium for Health and Military Performance, Department of Military and Emergency Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Sarah M Giltz
- National Oceanic and Atmospheric Administration, Washington DC, USA
- Louisiana Sea Grant, Louisiana State University, Baton Rouge, LA, USA
| | | | | | - Robert A Huggins
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA
| | - Brenda Jacklitsch
- National Institute for Occupational Safety and Health, Cincinnati, OH, USA
| | - John F Jardine
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA
| | - Hunter Jones
- National Oceanic and Atmospheric Administration, Washington DC, USA
- University Corporation for Atmospheric Research, Boulder, CO, USA
| | - Josh B Kazman
- Consortium for Health and Military Performance, Department of Military and Emergency Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Mark E Reynolds
- U.S. Army Public Health Center, Aberdeen Proving Ground, Aberdeen, MD, USA
| | - Rebecca L Stearns
- Korey Stringer Institute, University of Connecticut, Storrs, CT, USA
| | - Jennifer K Vanos
- Scripps Institution of Oceanography Department, University of California San Diego, La Jolla, CA, USA
| | - Alan L Williams
- Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - W Jon Williams
- National Institute for Occupational Safety and Health, Cincinnati, OH, USA
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213
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Choi J, Bandodkar AJ, Reeder JT, Ray TR, Turnquist A, Kim SB, Nyberg N, Hourlier-Fargette A, Model JB, Aranyosi AJ, Xu S, Ghaffari R, Rogers JA. Soft, Skin-Integrated Multifunctional Microfluidic Systems for Accurate Colorimetric Analysis of Sweat Biomarkers and Temperature. ACS Sens 2019; 4:379-388. [PMID: 30707572 DOI: 10.1021/acssensors.8b01218] [Citation(s) in RCA: 186] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Real-time measurements of the total loss of sweat, the rate of sweating, the temperature of sweat, and the concentrations of electrolytes and metabolites in sweat can provide important insights into human physiology. Conventional methods use manual collection processes (e.g., absorbent pads) to determine sweat loss and lab-based instrumentation to analyze its chemical composition. Although such schemes can yield accurate data, they cannot be used outside of laboratories or clinics. Recently reported wearable electrochemical devices for sweat sensing bypass these limitations, but they typically involve on-board electronics, electrodes, and/or batteries for measurement, signal processing, and wireless transmission, without direct means for measuring sweat loss or capturing and storing small volumes of sweat. Alternative approaches exploit soft, skin-integrated microfluidic systems for collection and colorimetric chemical techniques for analysis. Here, we present the most advanced platforms of this type, in which optimized chemistries, microfluidic designs, and device layouts enable accurate assessments not only of total loss of sweat and sweat rate but also of quantitatively accurate values of the pH and temperature of sweat, and of the concentrations of chloride, glucose, and lactate across physiologically relevant ranges. Color calibration markings integrated into a graphics overlayer allow precise readout by digital image analysis, applicable in various lighting conditions. Field studies conducted on healthy volunteers demonstrate the full capabilities in measuring sweat loss/rate and analyzing multiple sweat biomarkers and temperature, with performance that quantitatively matches that of conventional lab-based measurement systems.
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Affiliation(s)
- Jungil Choi
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
| | - Amay J. Bandodkar
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
| | - Jonathan T. Reeder
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
| | - Tyler R. Ray
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
| | - Amelia Turnquist
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Sung Bong Kim
- Department of Materials Science and Engineering, and Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana−Champaign, Urbana, Illinois 61801, United States
| | - Nathaniel Nyberg
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Aurélie Hourlier-Fargette
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
| | - Jeffrey B. Model
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
- Epicore Biosystems, Inc., Cambridge, Massachusetts, 02139, United States
| | - Alexander J. Aranyosi
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
- Epicore Biosystems, Inc., Cambridge, Massachusetts, 02139, United States
| | - Shuai Xu
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois 60611, United States
| | - Roozbeh Ghaffari
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
- Epicore Biosystems, Inc., Cambridge, Massachusetts, 02139, United States
- Department of Chemistry and Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - John A. Rogers
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, Illinois 60208, United States
- Department of Materials Science and Engineering, and Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana−Champaign, Urbana, Illinois 61801, United States
- Epicore Biosystems, Inc., Cambridge, Massachusetts, 02139, United States
- Department of Chemistry and Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
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214
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215
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Ray TR, Choi J, Bandodkar AJ, Krishnan S, Gutruf P, Tian L, Ghaffari R, Rogers JA. Bio-Integrated Wearable Systems: A Comprehensive Review. Chem Rev 2019; 119:5461-5533. [PMID: 30689360 DOI: 10.1021/acs.chemrev.8b00573] [Citation(s) in RCA: 475] [Impact Index Per Article: 79.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Bio-integrated wearable systems can measure a broad range of biophysical, biochemical, and environmental signals to provide critical insights into overall health status and to quantify human performance. Recent advances in material science, chemical analysis techniques, device designs, and assembly methods form the foundations for a uniquely differentiated type of wearable technology, characterized by noninvasive, intimate integration with the soft, curved, time-dynamic surfaces of the body. This review summarizes the latest advances in this emerging field of "bio-integrated" technologies in a comprehensive manner that connects fundamental developments in chemistry, material science, and engineering with sensing technologies that have the potential for widespread deployment and societal benefit in human health care. An introduction to the chemistries and materials for the active components of these systems contextualizes essential design considerations for sensors and associated platforms that appear in following sections. The subsequent content highlights the most advanced biosensors, classified according to their ability to capture biophysical, biochemical, and environmental information. Additional sections feature schemes for electrically powering these sensors and strategies for achieving fully integrated, wireless systems. The review concludes with an overview of key remaining challenges and a summary of opportunities where advances in materials chemistry will be critically important for continued progress.
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Affiliation(s)
- Tyler R Ray
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
| | - Jungil Choi
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
| | - Amay J Bandodkar
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
| | - Siddharth Krishnan
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
| | - Philipp Gutruf
- Department of Biomedical Engineering University of Arizona Tucson , Arizona 85721 , United States
| | - Limei Tian
- Department of Biomedical Engineering , Texas A&M University , College Station , Texas 77843 , United States
| | - Roozbeh Ghaffari
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
| | - John A Rogers
- Northwestern University , 2145 Sheridan Road , Evanston , Illinois 60208 , United States
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Li G, Mo X, Law WC, Chan KC. Wearable Fluid Capture Devices for Electrochemical Sensing of Sweat. ACS APPLIED MATERIALS & INTERFACES 2019; 11:238-243. [PMID: 30516364 DOI: 10.1021/acsami.8b17419] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Wearable sensing technologies are vital for realizing personalized health monitoring. Noninvasive human sweat sampling is essential for monitoring an individual's physical state using rich physiological data. However, existing wearable sensing technologies lack the controlled capture of body sweat and in performing on-device measurement without inflammatory contact. Herein, we report the development of a wearable sweat-capture device using patterned graphene arrays with controlled superwettability and electrical conductivity for simultaneously capturing and electrochemically measuring sweat droplets. The sweat droplets exhibited strong attachment on the superhydrophilic graphene patterns, even during moderate exercising. The captured sweat droplets present strong electrochemical signals using graphene films as the working electrode and metal pins as the counter electrode arrays assembled on 3D printed holders, at the detection limit of 6 μM for H2O2 sensing. This research enables full-body spatiotemporal mapping of sweat, which is beneficial for a broad range of personalized monitoring applications, such as drug abuse detection, athletics performance optimization, and physiological wellness tracking.
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Affiliation(s)
- Guijun Li
- Advanced Manufacturing Technology Research Centre, Department of Industrial and Systems Engineering , Hong Kong Polytechnic University , Hung Hom , Hong Kong
| | - Xiaoyong Mo
- Advanced Manufacturing Technology Research Centre, Department of Industrial and Systems Engineering , Hong Kong Polytechnic University , Hung Hom , Hong Kong
| | - Wing-Cheung Law
- Advanced Manufacturing Technology Research Centre, Department of Industrial and Systems Engineering , Hong Kong Polytechnic University , Hung Hom , Hong Kong
| | - Kang Cheung Chan
- Advanced Manufacturing Technology Research Centre, Department of Industrial and Systems Engineering , Hong Kong Polytechnic University , Hung Hom , Hong Kong
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217
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Xia SA, Leng A, Lin Y, Wu L, Tian Y, Hou X, Zheng C. Integration of Flow Injection Capillary Liquid Electrode Discharge Optical Emission Spectrometry and Microplasma-Induced Vapor Generation: A System for Detection of Ultratrace Hg and Cd in a Single Drop of Human Whole Blood. Anal Chem 2019; 91:2701-2709. [DOI: 10.1021/acs.analchem.8b04222] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Shu-an Xia
- Key Laboratory of Green Chemistry & Technology of MOE, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
| | - Anqin Leng
- Sichuan Center for Disease Control and Prevention, Chengdu, Sichuan 610041, China
| | - Yao Lin
- Key Laboratory of Green Chemistry & Technology of MOE, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
| | - Li Wu
- Analytical & Testing Center, Sichuan University, Chengdu, Sichuan 610064, China
| | - Yunfei Tian
- Analytical & Testing Center, Sichuan University, Chengdu, Sichuan 610064, China
| | - Xiandeng Hou
- Key Laboratory of Green Chemistry & Technology of MOE, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
- Analytical & Testing Center, Sichuan University, Chengdu, Sichuan 610064, China
| | - Chengbin Zheng
- Key Laboratory of Green Chemistry & Technology of MOE, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
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218
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Kai H, Kato Y, Toyosato R, Nishizawa M. Fluid-permeable enzymatic lactate sensors for micro-volume specimen. Analyst 2019; 143:5545-5551. [PMID: 30302486 DOI: 10.1039/c8an00979a] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Sensing of lactate in perspiration provides a way to monitor health and control exercise. The volume of perspiration is miniscule, and the efficient collection of perspiration is desired for its effective sensing. We developed mesh-type enzymatic electrodes fabricated on textile meshes and integrated the meshes into an enzymatic biofuel cell. We tested them as self-powered lactate sensors for a small volume of lactate solution. A fluid-permeable enzymatic anode was fabricated based on an insulating textile mesh that was coated with carbon nanotubes (CNTs) and lactate oxidase. The anode was further coated with polyurethane to increase the linear range by limiting the diffusion of lactate while maintaining the advantages of the original textile mesh, such as flexibility, stretchability, and permeability. Permeability of the mesh-type lactate-oxidizing anode allowed a vertically stacked structure of the anode and a previously developed air-breathing cathode. This resulted in a small overall device size (1 cm2). The mesh-type sensor was tested using a small flow rate of lactate solution, and a moderate linearity of amperometric response for a wide concentration range (5 to ≥20 mM) was confirmed. The fluid-permeable anode and enzymatic biofuel cell show the potential of the sensor for continuous monitoring of lactate in perspiration on skin.
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Affiliation(s)
- Hiroyuki Kai
- Department of Finemechanics, Tohoku University, 6-6-1 Aramaki Aoba, Aoba-ku, Sendai 980-8579, Japan.
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219
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Reeder JT, Choi J, Xue Y, Gutruf P, Hanson J, Liu M, Ray T, Bandodkar AJ, Avila R, Xia W, Krishnan S, Xu S, Barnes K, Pahnke M, Ghaffari R, Huang Y, Rogers JA. Waterproof, electronics-enabled, epidermal microfluidic devices for sweat collection, biomarker analysis, and thermography in aquatic settings. SCIENCE ADVANCES 2019; 5:eaau6356. [PMID: 30746456 PMCID: PMC6357724 DOI: 10.1126/sciadv.aau6356] [Citation(s) in RCA: 153] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Accepted: 12/10/2018] [Indexed: 05/18/2023]
Abstract
Noninvasive, in situ biochemical monitoring of physiological status, via the use of sweat, could enable new forms of health care diagnostics and personalized hydration strategies. Recent advances in sweat collection and sensing technologies offer powerful capabilities, but they are not effective for use in extreme situations such as aquatic or arid environments, because of unique challenges in eliminating interference/contamination from surrounding water, maintaining robust adhesion in the presence of viscous drag forces and/or vigorous motion, and preventing evaporation of collected sweat. This paper introduces materials and designs for waterproof, epidermal, microfluidic and electronic systems that adhere to the skin to enable capture, storage, and analysis of sweat, even while fully underwater. Field trials demonstrate the ability of these devices to collect quantitative in situ measurements of local sweat chloride concentration, local sweat loss (and sweat rate), and skin temperature during vigorous physical activity in controlled, indoor conditions and in open-ocean swimming.
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Affiliation(s)
- Jonathan T. Reeder
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
| | - Jungil Choi
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
| | - Yeguang Xue
- Department of Civil and Environmental Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Philipp Gutruf
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
| | - Justin Hanson
- Department of Biological Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611 USA
| | - Mark Liu
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Tyler Ray
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
| | - Amay J. Bandodkar
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
| | - Raudel Avila
- Department of Civil and Environmental Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Wei Xia
- Department of Civil and Environmental Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, China
| | - Siddharth Krishnan
- Department of Materials Science and Engineering and Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Shuai Xu
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago IL 60611 USA
| | - Kelly Barnes
- Gatorade Sports Science Institute, 617 W. Main St., Barrington, IL 60010, USA
| | - Matthew Pahnke
- Gatorade Sports Science Institute, 617 W. Main St., Barrington, IL 60010, USA
| | - Roozbeh Ghaffari
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
| | - Yonggang Huang
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Civil and Environmental Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
| | - John A. Rogers
- Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Northwestern University, Evanston, IL 60208, USA
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Departments of Chemistry, and Electrical Engineering and Computer Science, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Departments of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
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220
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Yang J, Hong T, Deng J, Wang Y, Lei F, Zhang J, Yu B, Wu Z, Zhang X, Guo CF. Stretchable, transparent and imperceptible supercapacitors based on Au@MnO2 nanomesh electrodes. Chem Commun (Camb) 2019; 55:13737-13740. [DOI: 10.1039/c9cc06263g] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A wearable supercapacitor achieved high transparency of 82.1% and an excellent areal capacitance of 0.53 mF cm−2, together with high stretchability (160% strain).
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Affiliation(s)
- Junlong Yang
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
- School of Physics and TEDA Institute of Applied Physics
| | - Tianzeng Hong
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
| | - Jue Deng
- Department of Mechanical Engineering
- Massachusetts Institute of Technology
- Cambridge
- USA
| | - Yan Wang
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
| | - Fan Lei
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
| | - Jianming Zhang
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
- Academy for Advanced Interdisciplinary Studies
| | - Bo Yu
- Ningbo Fengcheng Advanced Energy Materials Research Institute
- Ningbo
- China
| | - Zhigang Wu
- State Key Laboratory of Digital Manufacturing Equipment and Technology
- Huazhong University of Science and Technology
- Wuhan
- China
| | - Xinzheng Zhang
- School of Physics and TEDA Institute of Applied Physics
- Nankai University
- Tianjin 300071
- China
| | - Chuan Fei Guo
- Department of Materials Science and Engineering & Centers for Mechanical Engineering Research and Education at MIT and SUSTech
- Southern University of Science and Technology
- Shenzhen
- China
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221
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Bandodkar AJ, Gutruf P, Choi J, Lee K, Sekine Y, Reeder JT, Jeang WJ, Aranyosi AJ, Lee SP, Model JB, Ghaffari R, Su CJ, Leshock JP, Ray T, Verrillo A, Thomas K, Krishnamurthi V, Han S, Kim J, Krishnan S, Hang T, Rogers JA. Battery-free, skin-interfaced microfluidic/electronic systems for simultaneous electrochemical, colorimetric, and volumetric analysis of sweat. SCIENCE ADVANCES 2019; 5:eaav3294. [PMID: 30746477 PMCID: PMC6357758 DOI: 10.1126/sciadv.aav3294] [Citation(s) in RCA: 328] [Impact Index Per Article: 54.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Accepted: 12/06/2018] [Indexed: 05/13/2023]
Abstract
Wearable sweat sensors rely either on electronics for electrochemical detection or on colorimetry for visual readout. Non-ideal form factors represent disadvantages of the former, while semiquantitative operation and narrow scope of measurable biomarkers characterize the latter. Here, we introduce a battery-free, wireless electronic sensing platform inspired by biofuel cells that integrates chronometric microfluidic platforms with embedded colorimetric assays. The resulting sensors combine advantages of electronic and microfluidic functionality in a platform that is significantly lighter, cheaper, and smaller than alternatives. A demonstration device simultaneously monitors sweat rate/loss, pH, lactate, glucose, and chloride. Systematic studies of the electronics, microfluidics, and integration schemes establish the key design considerations and performance attributes. Two-day human trials that compare concentrations of glucose and lactate in sweat and blood suggest a potential basis for noninvasive, semi-quantitative tracking of physiological status.
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Affiliation(s)
- Amay J. Bandodkar
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Philipp Gutruf
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ 85721, USA
| | - Jungil Choi
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - KunHyuck Lee
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Yurina Sekine
- Materials Sciences Research Center, Japan Atomic Energy Agency Tokai, Ibaraki 319-1195, Japan
| | - Jonathan T. Reeder
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - William J. Jeang
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Alexander J. Aranyosi
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
| | - Stephen P. Lee
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
| | - Jeffrey B. Model
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
| | - Roozbeh Ghaffari
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
- Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Chun-Ju Su
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
| | - John P. Leshock
- Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Tyler Ray
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Anthony Verrillo
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Kyle Thomas
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Vaishnavi Krishnamurthi
- Functional Material and Microsystems Research Group and Micro Nano Research Facility, RMIT University, Melbourne, Victoria 3000, Australia
| | - Seungyong Han
- Department of Mechanical Engineering, Ajou University, San 5, Woncheon-Dong, Yeongtong-Gu, Suwon 16499, Republic of Korea
| | - Jeonghyun Kim
- Department of Electronics Convergence Engineering, Kwangwoon University, Seoul 01897, Republic of Korea
| | - Siddharth Krishnan
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Tao Hang
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, P. R. China
| | - John A. Rogers
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL 60208, USA
- Center for Bio-Integrated Electronics, Simpson Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL 60208, USA
- Epicore Biosystems Inc., Cambridge, MA 02139, USA
- Department of Electronics Convergence Engineering, Kwangwoon University, Seoul 01897, Republic of Korea
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Feinberg School of Medicine, Northwestern University, Evanston, IL 60208, USA
- Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL 60208, USA
- Department of Neurological Surgery, Northwestern University, Evanston, IL 60208, USA
- Department of Chemistry, Northwestern University, Evanston, IL 60208, USA
- Department of Mechanical Engineering, Northwestern University, Evanston, IL 60208, USA
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223
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Christodouleas DC, Kaur B, Chorti P. From Point-of-Care Testing to eHealth Diagnostic Devices (eDiagnostics). ACS CENTRAL SCIENCE 2018; 4:1600-1616. [PMID: 30648144 PMCID: PMC6311959 DOI: 10.1021/acscentsci.8b00625] [Citation(s) in RCA: 104] [Impact Index Per Article: 14.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Indexed: 05/09/2023]
Abstract
Point-of-care devices were originally designed to allow medical testing at or near the point of care by health-care professionals. Some point-of-care devices allow medical self-testing at home but cannot fully cover the growing diagnostic needs of eHealth systems that are under development in many countries. A number of easy-to-use, network-connected diagnostic devices for self-testing are needed to allow remote monitoring of patients' health. This Outlook highlights the essential characteristics of diagnostic devices for eHealth settings and indicates point-of-care technologies that may lead to the development of new devices. It also describes the most representative examples of simple-to-use, point-of-care devices that have been used for analysis of untreated biological samples.
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Affiliation(s)
| | - Balwinder Kaur
- Department of Chemistry, University
of Massachusetts Lowell, Lowell, Massachusetts 01854, United States
| | - Parthena Chorti
- Department of Chemistry, University
of Massachusetts Lowell, Lowell, Massachusetts 01854, United States
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224
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Ma Z, Li S, Wang H, Cheng W, Li Y, Pan L, Shi Y. Advanced electronic skin devices for healthcare applications. J Mater Chem B 2018; 7:173-197. [PMID: 32254546 DOI: 10.1039/c8tb02862a] [Citation(s) in RCA: 82] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Electronic skin, a kind of flexible electronic device and system inspired by human skin, has emerged as a promising candidate for wearable personal healthcare applications. Wearable electronic devices with skin-like properties will provide platforms for continuous and real-time monitoring of human physiological signals such as tissue pressure, body motion, temperature, metabolites, electrolyte balance, and disease-related biomarkers. Transdermal drug delivery devices can also be integrated into electronic skin to enhance its non-invasive, real-time dynamic therapy functions. This review summarizes the recent progress in electronic skin devices for applications in human health monitoring and therapy systems as well as several potential mass production technologies such as inkjet printing and 3D printing. The opportunities and challenges in broadening the applications of electronic skin devices in practical healthcare are also discussed.
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Affiliation(s)
- Zhong Ma
- Collaborative Innovation Center of Advanced Microstructures, Jiangsu Provincial Key Laboratory of Photonic and Electronic Materials, School of Electronic Science and Engineering, Nanjing University, 210093 Nanjing, China.
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225
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Yang C, Zhang H, Liu Y, Yu Z, Wei X, Hu Y. Kirigami-Inspired Deformable 3D Structures Conformable to Curved Biological Surface. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2018; 5:1801070. [PMID: 30581706 PMCID: PMC6299731 DOI: 10.1002/advs.201801070] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2018] [Revised: 09/14/2018] [Indexed: 05/17/2023]
Abstract
By introducing stretchability and/or deformability to planar electronics, devices can conformably attach to 3D curved surfaces with minimal invasiveness, which is of great interest for next-generation wearables in clinical and biological applications. Here, a feasible route is demonstrated to generate deformable 3D structures as a robust platform to construct electronic systems by utilizing silver nanowires/parylene hybrid films in a way analogous to the art of kirigami. The hybrid films exhibit outstanding electrical conductivity along with decent optical transparency, flexibility, and long-term stability. These merits enable these films to work as electrodes for electrocardiogram recording with comparable accuracy to a commercial counterpart, and to fabricate a 7-GHz monopole antenna with good omni-directionality and a peak gain of 1.35 dBi. More importantly, a general scheme for constructing 3D deformable electronic systems is presented, including unique patterning procedures and rational cut designs inspired by kirigami. As an example, deformable transparent humidity sensors are fabricated to work on elbows and finger joints for sweating monitoring. The strategy demonstrated here for 3D deformable system construction is versatile and holds great promise for future advanced health monitoring at diverse and complex epidermal surfaces.
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Affiliation(s)
- Chao Yang
- Key Laboratory for the Physics and Chemistry of Nanodevices and Department of ElectronicsPeking UniversityBeijing100871P. R. China
| | - Heng Zhang
- Key Laboratory for the Physics and Chemistry of Nanodevices and Department of ElectronicsPeking UniversityBeijing100871P. R. China
| | - Youdi Liu
- Key Laboratory for the Physics and Chemistry of Nanodevices and Department of ElectronicsPeking UniversityBeijing100871P. R. China
| | - Zhongliang Yu
- State Key Laboratory for Turbulence and Complex SystemDepartment of Mechanics and Engineering ScienceCollege of EngineeringPeking UniversityBeijing100871China
| | - Xiaoding Wei
- State Key Laboratory for Turbulence and Complex SystemDepartment of Mechanics and Engineering ScienceCollege of EngineeringPeking UniversityBeijing100871China
- Beijing Innovation Center for Engineering Science and Advanced TechnologyPeking UniversityBeijing100871China
| | - Youfan Hu
- Key Laboratory for the Physics and Chemistry of Nanodevices and Department of ElectronicsPeking UniversityBeijing100871P. R. China
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226
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Kamata K, Fujiwara K, Kinoshita T, Kano M. Missing RRI Interpolation Algorithm based on Locally Weighted Partial Least Squares for Precise Heart Rate Variability Analysis. SENSORS 2018; 18:s18113870. [PMID: 30423835 PMCID: PMC6263608 DOI: 10.3390/s18113870] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2018] [Revised: 11/07/2018] [Accepted: 11/09/2018] [Indexed: 11/29/2022]
Abstract
The R-R interval (RRI) fluctuation in electrocardiogram (ECG) is called heart rate variability (HRV), which reflects activities of the autonomic nervous system (ANS) and has been used for various health monitoring services. Accurate R wave detection is crucial for success in HRV-based health monitoring services; however, ECG artifacts often cause missing R waves and deteriorate the accuracy of HRV analysis. The present work proposes a new missing RRI interpolation technique based on Just-In-Time (JIT) modeling. In the JIT modeling framework, a local regression model is built by weighing samples stored in the database according to the distance from a query and output is estimated only when an estimate is requested. The proposed method builds a local model and estimates missing RRI only when an RRI detection error is detected. Locally weighted partial least squares (LWPLS) is adopted for local model construction. The proposed method is referred to as LWPLS-based RRI interpolation (LWPLS-RI). The performance of the proposed LWPLS-RI was evaluated through its application to RRI data with artificial missing RRIs. We used the MIT-BIH Normal Sinus Rhythm Database for nominal RRI dataset construction. Missing RRIs were artificially introduced and they were interpolated by the proposed LWPLS-RI. In addition, MEAN that replaces the missing RRI by a mean of the past RRI data was compared as a conventional method. The result showed that the proposed LWPLS-RI improved root mean squared error (RMSE) of RRI by about 70% in comparison with MEAN. In addition, the proposed method realized precise HRV analysis. The proposed method will contribute to the realization of precise HRV-based health monitoring services.
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Affiliation(s)
- Keisuke Kamata
- The Department of Systems Science, Kyoto University, Kyoto 615-8085, Japan; (K.K.); (T.K.); (M.K.)
| | - Koichi Fujiwara
- The Department of Systems Science, Kyoto University, Kyoto 615-8085, Japan; (K.K.); (T.K.); (M.K.)
- The Department of Material Process Engineering, Nagoya University, Nagoya 464-8601, Japan
- Correspondence: or
| | - Takafumi Kinoshita
- The Department of Systems Science, Kyoto University, Kyoto 615-8085, Japan; (K.K.); (T.K.); (M.K.)
| | - Manabu Kano
- The Department of Systems Science, Kyoto University, Kyoto 615-8085, Japan; (K.K.); (T.K.); (M.K.)
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227
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Kim SB, Lee K, Raj MS, Lee B, Reeder JT, Koo J, Hourlier-Fargette A, Bandodkar AJ, Won SM, Sekine Y, Choi J, Zhang Y, Yoon J, Kim BH, Yun Y, Lee S, Shin J, Kim J, Ghaffari R, Rogers JA. Soft, Skin-Interfaced Microfluidic Systems with Wireless, Battery-Free Electronics for Digital, Real-Time Tracking of Sweat Loss and Electrolyte Composition. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1802876. [PMID: 30300469 DOI: 10.1002/smll.201802876] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Revised: 09/12/2018] [Indexed: 05/14/2023]
Abstract
Sweat excretion is a dynamic physiological process that varies with body position, activity level, environmental factors, and health status. Conventional means for measuring the properties of sweat yield accurate results but their requirements for sampling and analytics do not allow for use in the field. Emerging wearable devices offer significant advantages over existing approaches, but each has significant drawbacks associated with bulk and weight, inability to quantify volumetric sweat rate and loss, robustness, and/or inadequate accuracy in biochemical analysis. This paper presents a thin, miniaturized, skin-interfaced microfluidic technology that includes a reusable, battery-free electronics module for measuring sweat conductivity and rate in real-time using wireless power from and data communication to electronic devices with capabilities in near field communications (NFC), including most smartphones. The platform exploits ultrathin electrodes integrated within a collection of microchannels as interfaces to circuits that leverage NFC protocols. The resulting capabilities are complementary to those of previously reported colorimetric strategies. Systematic studies of these combined microfluidic/electronic systems, accurate correlations of measurements performed with them to those of laboratory standard instrumentation, and field tests on human subjects exercising and at rest establish the key operational features and their utility in sweat analytics.
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Affiliation(s)
- Sung Bong Kim
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - KunHyuck Lee
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Milan S Raj
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
| | - Boram Lee
- Department of Medicine, Konkuk University, Seoul, 05029, South Korea
| | - Jonathan T Reeder
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Jahyun Koo
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Aurélie Hourlier-Fargette
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Amay J Bandodkar
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Sang Min Won
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Yurina Sekine
- Materials Sciences Research Center, Japan Atomic Energy Agency, Tokai, Ibaraki, 319-1195, Japan
| | - Jungil Choi
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Yi Zhang
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
- Department of Medicine, Konkuk University, Seoul, 05029, South Korea
| | - Jangryeol Yoon
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Bong Hoon Kim
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
| | - Yeojeong Yun
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Seojin Lee
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Department of Biomedical, Biological, and Chemical Engineering, University of Missouri, Columbia, MO, 65211, USA
| | - Jiho Shin
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Frederick Seitz Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Jeonghyun Kim
- Department of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Roozbeh Ghaffari
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Electronics Convergence Engineering, Kwangwoon University, Seoul, 01897, Republic of Korea
| | - John A Rogers
- Center for Bio-Integrated Electronics at the Simpson, Querrey Institute for BioNanotechnology, Northwestern University, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, 60208, USA
- Department of Electronics Convergence Engineering, Kwangwoon University, Seoul, 01897, Republic of Korea
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA
- Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, 60208, USA
- Department of Neurological Surgery, Northwestern University, Evanston, IL, 60208, USA
- Simpson Querrey Institute for Nano/Biotechnology, McCormick School of Engineering and Feinberg, School of Medicine, Northwestern University, Evanston, IL, 60208, USA
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228
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Lactate biosensing: The emerging point-of-care and personal health monitoring. Biosens Bioelectron 2018; 117:818-829. [DOI: 10.1016/j.bios.2018.06.054] [Citation(s) in RCA: 71] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Accepted: 06/26/2018] [Indexed: 11/19/2022]
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229
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Ing NL, El-Naggar MY, Hochbaum AI. Going the Distance: Long-Range Conductivity in Protein and Peptide Bioelectronic Materials. J Phys Chem B 2018; 122:10403-10423. [DOI: 10.1021/acs.jpcb.8b07431] [Citation(s) in RCA: 83] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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230
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Sekine Y, Kim SB, Zhang Y, Bandodkar AJ, Xu S, Choi J, Irie M, Ray TR, Kohli P, Kozai N, Sugita T, Wu Y, Lee K, Lee KT, Ghaffari R, Rogers JA. A fluorometric skin-interfaced microfluidic device and smartphone imaging module for in situ quantitative analysis of sweat chemistry. LAB ON A CHIP 2018; 18:2178-2186. [PMID: 29955754 DOI: 10.1039/c8lc00530c] [Citation(s) in RCA: 143] [Impact Index Per Article: 20.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
The rich composition of solutes and metabolites in sweat and its relative ease of collection upon excretion from skin pores make this class of biofluid an attractive candidate for point of care analysis. Wearable technologies that combine electrochemical sensors with conventional or emerging semiconductor device technologies offer valuable capabilities in sweat sensing, but they are limited to assays that support amperometric, potentiometric, and colorimetric analyses. Here, we present a complementary approach that exploits fluorometric sensing modalities integrated into a soft, skin-interfaced microfluidic system which, when paired with a simple smartphone-based imaging module, allows for in situ measurement of important biomarkers in sweat. A network array of microchannels and a collection of microreservoirs pre-filled with fluorescent probes that selectively react with target analytes in sweat (e.g. probes), enable quantitative, rapid analysis. Field studies on human subjects demonstrate the ability to measure the concentrations of chloride, sodium and zinc in sweat, with accuracy that matches that of conventional laboratory techniques. The results highlight the versatility of advanced fluorescent-based imaging modalities in body-worn sweat microfluidics platforms, and they suggest some practical potential for these ideas.
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Affiliation(s)
- Yurina Sekine
- Materials Sciences Research Center, Japan Atomic Energy Agency, Tokai, Ibaraki 319-1195, Japan.
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231
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Kang M, Park E, Cho BH, Lee KS. Recent Patient Health Monitoring Platforms Incorporating Internet of Things-Enabled Smart Devices. Int Neurourol J 2018; 22:S76-82. [PMID: 30068069 PMCID: PMC6077937 DOI: 10.5213/inj.1836144.072] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 07/11/2018] [Indexed: 01/28/2023] Open
Abstract
Synergistic integration of the Internet of Things (IoT), cloud computing, and big data technologies in healthcare have led to the notion of "smart health." Smart health is an emerging concept that refers to the provision of healthcare services for prevention, diagnosis, treatment, and follow-up management at any time or any place by connecting information technologies and healthcare. As a significant breakthrough in smart healthcare development, IoT-enabled smart devices allow medical centers to carry out preventive care, diagnosis, and treatment more competently. This review focuses on recently developed patient health monitoring platforms based on IoT-enabled smart devices that can collect real-time patient data and transfer information for assessment by healthcare providers, including doctors, hospitals, and clinics, or for self-management. We aimed to summarize the available information about recently approved devices and state-of-the-art developments through a comprehensive, systematic literature review. In this review, we also discuss possible future directions for the integration of cloud computing and blockchain, which may offer unprecedented breakthroughs in on-demand medical services. The combination of IoT with real-time, remote patient monitoring empowers patients to assert more control over their care, thereby allowing them to actively monitor their particular health conditions.
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Affiliation(s)
- Minhee Kang
- Smart Healthcare & Device Research Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
- Department of Medical Device Management and Research, SAIHST, Sungkyunkwan University, Seoul, Korea
| | - Eunkyoung Park
- Smart Healthcare & Device Research Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Baek Hwan Cho
- Smart Healthcare & Device Research Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
- Department of Medical Device Management and Research, SAIHST, Sungkyunkwan University, Seoul, Korea
| | - Kyu-Sung Lee
- Smart Healthcare & Device Research Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
- Department of Urology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
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