Roll-to-Roll Gravure Printed Electrochemical Sensors for Wearable and Medical Devices
Open accessAbstract
As recent developments in noninvasive biosensors spearhead the thrust toward personalized health and fitness monitoring, there is a need for high throughput, cost-effective fabrication of flexible sensing components. Toward this goal, we present roll-to-roll (R2R) gravure printed electrodes that are robust under a range of electrochemical sensing applications. We use inks and electrode morphologies designed for electrochemical and mechanical stability, achieving devices with uniform redox kinetics printed on 150 m flexible substrate rolls. We show that these electrodes can be functionalized into consistently high performing sensors for detecting ions, metabolites, heavy metals, and other small molecules in noninvasively accessed biofluids, including sensors for real-time, in situ perspiration monitoring during exercise. This development of robust and versatile R2R gravure printed electrodes represents a key translational step in enabling large-scale, low-cost fabrication of disposable wearable sensors for personalized health monitoring applications.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
R2R-compatible methods are advantageous over traditional, multistep lithography and etching processes as components can be mass produced on large substrate areas at high speeds using automated systems with minimal human involvement.
“These R2R-compatible methods are advantageous over traditional, multistep lithography and etching processes as components can be mass produced on large substrate areas at high speeds using automated systems with minimal human involvement (41).”
From Regional and correlative sweat analysis using high-throughput microfluidic sensing patches toward decoding sweat (2019) · cites this paper as [41]
The Abstract says R2R printing offers high-speed, large-area fabrication advantages over photolithography, and the R2R Gravure Printing section reports producing 150,000 electrodes on a 150 m web in about 30 minutes. The copy does not establish the comparison with etching or the claim that production requires minimal human involvement. Page numbers are not available in the supplied copy. (LLM, conf=0.85)
Experimental — accuracy not yet measuredThe system presented here demonstrates R2R fabrication of integrated sweat rate sensors and microfluidics, representing a key application-oriented technological advancement that can help decode the rate-dependent modulation of sweat analyte secretion.
“While R2R printing of electrochemical electrodes and microfluidic structures has been previously and independently introduced, the system presented here further demonstrates R2R fabrication of integrated sweat rate sensors and microfluidics, representing a key application-oriented technological advancement that can help decode the rate-dependent modulation of sweat analyte secretion (41, 42).”
From Regional and correlative sweat analysis using high-throughput microfluidic sensing patches toward decoding sweat (2019) · cites this paper as [41]
Bariya et al.'s roll-to-roll gravure printed electrochemical electrodes on flexible PET achieved devices with uniform redox kinetics for detection of pH, K+, Na+, Cu2+, glucose, and caffeine.
“Bariya et al.66 developed roll-to-roll (R2R) gravure printed electrochemical electrodes on 150 m flexible PET substrate rolls for the detection of pH, K+, Na+, Cu2+, glucose, and caffeine (Fig. 2a, b). The team utilized inks and electrode morphologies designed for electrochemical and mechanical stability to achieve devices with uniform redox kinetics.”
From Wearable sensors for monitoring the physiological and biochemical profile of the athlete (2019) · cites this paper as [66]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis
Gao, W., Emaminejad, S., Nyein, H. Y. Y., Challa, S., Chen, K., Peck, A., Fahad, H. M., Ota, H., Shiraki, H., Kiriya, D., et al. (2016) · Nature · doi:10.1038/nature16521 · Cited by 5,087 · see citing works
Self-citationBariya, M., Nyein, H. Y. Y., & Javey, A. (2018) · Nature Electronics · doi:10.1038/s41928-018-0043-y · Cited by 1,486 · see citing works
Self-citationApplication of Nanoparticles in Electrochemical Sensors and Biosensors
Luo, X., Morrin, A., Killard, A. J., & Smyth, M. R. (2006) · Electroanalysis · doi:10.1002/elan.200503415 · Cited by 1,319 · see citing works
Non-invasive wearable electrochemical sensors: a review
Bandodkar, A. J., & Wang, J. (2014) · Trends in Biotechnology · doi:10.1016/j.tibtech.2014.04.005 · Cited by 1,247 · see citing works
Conductive Nanomaterials for Printed Electronics
Kamyshny, A. L., & Magdassi, S. (2014) · Small · doi:10.1002/smll.201303000 · Cited by 915 · see citing works
Electrochemical Tattoo Biosensors for Real-Time Noninvasive Lactate Monitoring in Human Perspiration
Jia, W., Bandodkar, A. J., Valdés-Ramírez, G., Windmiller, J. R., Yang, Z., Ramírez, J., Chan, G., & Wang, J. (2013) · Analytical Chemistry · doi:10.1021/ac401573r · Cited by 862 · see citing works
Emaminejad, S., Gao, W., Wu, E., Davies, Z. A., Yin Yin Nyein, H., Challa, S., Ryan, S. P., Fahad, H. M., Chen, K., Shahpar, Z., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1701740114 · Cited by 839 · see citing works
Self-citationWearable Chemical Sensors: Present Challenges and Future Prospects
Bandodkar, A. J., Jeerapan, I., & Wang, J. (2016) · ACS Sensors · doi:10.1021/acssensors.6b00250 · Cited by 778 · see citing works
Tattoo-Based Noninvasive Glucose Monitoring: A Proof-of-Concept Study
Bandodkar, A. J., Jia, W., Yardımcı, C., Wang, X., Ramirez, J., & Wang, J. (2015) · Analytical Chemistry · doi:10.1021/ac504300n · Cited by 700 · see citing works
Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics
Kim, J., Imani, S., de Araujo, W. R., Warchall, J., Valdés-Ramírez, G., Paixão, T. R. L. C., Mercier, P. P., & Wang, J. (2015) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2015.07.039 · Cited by 678 · see citing works
Nyein, H. Y. Y., Gao, W., Shahpar, Z., Emaminejad, S., Challa, S., Chen, K., Fahad, H. M., Tai, L.-C., Ota, H., Davis, R. W., et al. (2016) · ACS Nano · doi:10.1021/acsnano.6b04005 · Cited by 669 · see citing works
Self-citationChemical sensors based on nanostructured materials
Huang, X., & Choi, Y. (2006) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2006.06.022 · Cited by 664 · see citing works
Noninvasive Alcohol Monitoring Using a Wearable Tattoo-Based Iontophoretic-Biosensing System
Kim, J., Jeerapan, I., Imani, S., Cho, T. N., Bandodkar, A., Cinti, S., Mercier, P. P., & Wang, J. (2016) · ACS Sensors · doi:10.1021/acssensors.6b00356 · Cited by 599 · see citing works
Rational design of all-solid-state ion-selective electrodes and reference electrodes
Hu, J., Stein, A., & Bühlmann, P. (2015) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2015.11.004 · Cited by 590 · see citing works
Carbon Nanotube Purification: Preparation and Characterization of Carbon Nanotube Paste Electrodes
Valentini, F., Amine, A., Orlanducci, S., et al. (2003) · Analytical Chemistry · doi:10.1021/ac0300237 · Cited by 540 · see citing works
Pa, D. S., Rc, D., Perera, G. A., & SHEA, E. (1953) · PubMed · Cited by 472 · see citing works
Adhesive RFID Sensor Patch for Monitoring of Sweat Electrolytes
Rose, D. P., Ratterman, M. E., Griffin, D. K., Hou, L., Kelley-Loughnane, N., Naik, R. R., Hagen, J. A., Papautsky, I., & Heikenfeld, J. C. (2015) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2014.2369991 · Cited by 416 · see citing works
Fully Printed, High Performance Carbon Nanotube Thin-Film Transistors on Flexible Substrates
Lau, P. H., Takei, K., Wang, C., Ju, Y., Kim, J., Yu, Z., Takahashi, T., Cho, G., & Javey, A. (2013) · Nano Letters · doi:10.1021/nl401934a · Cited by 411 · see citing works
Self-citationWearable Microsensor Array for Multiplexed Heavy Metal Monitoring of Body Fluids
Gao, W. F., Nyein, H. Y. Y., Shahpar, Z., Fahad, H. M., Chen, K., Emaminejad, S., Gao, Y., Tai, L., Ota, H., Wu, E. G., et al. (2016) · ACS Sensors · doi:10.1021/acssensors.6b00287 · Cited by 393 · see citing works
Self-citationChoi, J., Kang, D., Han, S., Kim, S. B., & Rogers, J. A. (2017) · Advanced Healthcare Materials · doi:10.1002/adhm.201601355 · Cited by 317 · see citing works
Methylxanthine Drug Monitoring with Wearable Sweat Sensors
Tai, L., Gao, W., Chao, M., Bariya, M., Ngo, Q. P., Shahpar, Z., Nyein, H. Y. Y., Park, H., Sun, J., Jung, Y., et al. (2018) · Advanced Materials · doi:10.1002/adma.201707442 · Cited by 310 · see citing works
Self-citationWring, S. A., & Hart, J. P. (1992) · The Analyst · doi:10.1039/an9921701215 · Cited by 308 · see citing works
Non‐invasive Analyte Access and Sensing through Eccrine Sweat: Challenges and Outlook circa 2016
Heikenfeld, J. (2016) · Electroanalysis · doi:10.1002/elan.201600018 · Cited by 294 · see citing works
Large‐Area Compliant Tactile Sensors Using Printed Carbon Nanotube Active‐Matrix Backplanes
Yeom, C., Chen, K., Kiriya, D., Yu, Z., Cho, G., & Javey, A. (2015) · Advanced Materials · doi:10.1002/adma.201404850 · Cited by 236 · see citing works
Self-citationRecent Advances in Voltammetry
Batchelor‐McAuley, C., Kätelhön, E., Barnes, E. O., et al. (2015) · ChemistryOpen · doi:10.1002/open.201500042 · Cited by 232 · see citing works
Grau, G., Cen, J., Kang, H., et al. (2016) · Flexible and Printed Electronics · doi:10.1088/2058-8585/1/2/023002 · Cited by 226 · see citing works
Jeong, S., Song, H. C., Lee, W., et al. (2011) · Langmuir · doi:10.1021/la104136w · Cited by 194 · see citing works
Fluid and electrolyte loss and replacement in exercise
Maughan, R. J. (1991) · Journal of Sports Sciences · doi:10.1080/02640419108729870 · Cited by 191 · see citing works
Methods to Improve Electrochemical Reversibility at Carbon Electrodes
Wightman, R. M., Deakin, M. R., Kovach, P. M., et al. (1984) · Journal of The Electrochemical Society · doi:10.1149/1.2115913 · Cited by 183 · see citing works
Sweat electrolyte disturbances associated with childhood pancreatic disease
di Sant'Agnese, P. A., Darling, R. C., Perera, G. A., et al. (1953) · The American Journal of Medicine · doi:10.1016/0002-9343(53)90169-7 · Cited by 148 · see citing works
A fully roll-to-roll gravure-printed carbon nanotube-based active matrix for multi-touch sensors
Lee, W., Koo, H., Sun, J., Noh, J., Kwon, K.-S., Yeom, C., Choi, Y., Chen, K., Javey, A., & Cho, G. (2015) · Scientific Reports · doi:10.1038/srep17707 · Cited by 130 · see citing works
Self-citationPavinatto, F. J., Paschoal, C. W. A., & Arias, A. C. (2014) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2014.09.039 · Cited by 101 · see citing works
Hyponatremia and Renal Wasting of Sodium in Patients with Malfunction of the Central Nervous System
Goldberg, M., & Handler, J. S. (1960) · New England Journal of Medicine · doi:10.1056/nejm196011242632101 · Cited by 97 · see citing works
Sonner, Z., Wilder, E., Gaillard, T. R., Kasting, G. B., & Heikenfeld, J. C. (2017) · Lab on a Chip · doi:10.1039/c7lc00364a · Cited by 89 · see citing works
Huan, T. N., Ganesh, T., Kim, K. S., et al. (2011) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2011.06.011 · Cited by 86 · see citing works
Printing processes and their potential for RFID printing
Blayo, A., & Pineaux, B. (2005) · doi:10.1145/1107548.1107559 · Cited by 84 · see citing works
Effect of induced metabolic alkalosis on sweat composition in men
Patterson, M. J., Galloway, S. D. R., & Nimmo, M. A. (2002) · Acta Physiologica Scandinavica · doi:10.1046/j.1365-201x.2002.00927.x · Cited by 78 · see citing works
Nanomaterials for 2D and 3D Printing
Magdassi, S. 1., & Kamyshny, A. L. (2017) · Wiley eBooks · doi:10.1002/9783527685790 · Cited by 74 · see citing works
Fully printed flexible and disposable wireless cyclic voltammetry tag
Jung, Y., Park, H., Park, J., Noh, J., Choi, Y., Jung, M., Jung, K., Pyo, M., Chen, K., Javey, A., et al. (2015) · Scientific Reports · doi:10.1038/srep08105 · Cited by 71 · see citing works
Self-citationGravure Printed Electrochemical Biosensor
Reddy, A. S. G., Narakathu, B. B., Atashbar, M. Z., et al. (2011) · Procedia Engineering · doi:10.1016/j.proeng.2011.12.235 · Cited by 50 · see citing works
Printed electrochemical based biosensors on flexible substrates
Reddy, A. S. G., Narakathu, B. B., Atashbar, M. Z., et al. (2010) · Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ... · doi:10.1109/icsens.2010.5690281 · Cited by 46 · see citing works
STUDIES IN EDEMA. II. THE EFFECT OF CONGESTIVE HEART FAILURE ON SALIVA ELECTROLYTE CONCENTRATIONS
White, A. G., Gordon, H., & Leiter, L. (1950) · Journal of Clinical Investigation · doi:10.1172/jci102384 · Cited by 42 · see citing works
Hu, L., Peng, X. F., Huo, K., et al. (2016) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6b10100 · Cited by 25 · see citing works
Effect of printing parameters on gravure patterning with conductive silver ink
Kim, S., & Sung, H. J. (2015) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/25/4/045004 · Cited by 22 · see citing works
A novel gravure printed impedance based flexible electrochemical sensor
Narakathu, B. B., Reddy, S. G. A., Atashbar, M. Z., et al. (2011) · Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ... · doi:10.1109/icsens.2011.6127225 · Cited by 11 · see citing works
Printing Technologies for Nanomaterials
Abbel, R., & Meinders, E. R. (2017) · doi:10.1002/9783527685790.ch1 · Cited by 6 · see citing works
Wang, J. (2006) · doi:10.1002/0471790303.ch4 · Cited by 6 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Flexible Electronics and Devices as Human–Machine Interfaces for Medical Robotics
Heng, W., Solomon, S., & Gao, W. (2022) · Advanced Materials · doi:10.1002/adma.202107902 · Cited by 609 · see citing works
Self-citationMultifunctional Skin‐Inspired Flexible Sensor Systems for Wearable Electronics
Xu, K., Lu, Y., & Takei, K. (2019) · Advanced Materials Technologies · doi:10.1002/admt.201800628 · Cited by 602 · see citing works
Wearable sensors for monitoring the physiological and biochemical profile of the athlete
Seshadri, D. R., Li, R. T., Voos, J. E., Rowbottom, J. R., Alfes, C. M., Zorman, C. A., & Drummond, C. K. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0150-9 · Cited by 537 · see citing works
A wearable patch for continuous analysis of thermoregulatory sweat at rest
Nyein, H. Y. Y., Bariya, M., Tran, B., Ahn, C. H., Brown, B. J., Ji, W., Davis, N., & Javey, A. (2021) · Nature Communications · doi:10.1038/s41467-021-22109-z · Cited by 426 · see citing works
Self-citationNyein, H. Y. Y., Bariya, M., Kivimäki, L., Uusitalo, S., Liaw, T. S., Jansson, E., Ahn, C. H., Hangasky, J. A., Zhao, J., Lin, Y., et al. (2019) · Science Advances · doi:10.1126/sciadv.aaw9906 · Cited by 388 · see citing works
Self-citationBaker, L. B., Model, J. B., Barnes, K. A., Anderson, M. L., Lee, S. P., Lee, K. A., Brown, S. D., Reimel, A. J., Roberts, T. J., Nuccio, R. P., et al. (2020) · Science Advances · doi:10.1126/sciadv.abe3929 · Cited by 243 · see citing works
Peng, B., Zhao, F., Ping, J., & Ying, Y. (2020) · Small · doi:10.1002/smll.202002681 · Cited by 224 · see citing works
Li, G., & Wen, D. (2020) · Journal of Materials Chemistry B · doi:10.1039/c9tb02474c · Cited by 119 · see citing works
Highly Precise Multifunctional Thermal Management-Based Flexible Sensing Sheets
Xu, K., Lu, Y., Yamaguchi, T., Arie, T., Akita, S., & Takei, K. (2019) · ACS Nano · doi:10.1021/acsnano.9b07805 · Cited by 86 · see citing works
- Authors
- Bariya, M., Shahpar, Z., Park, H., Sun, J., Jung, Y., Gao, W., Nyein, H. Y. Y., Liaw, T. S., Tai, L.-C., Ngo, Q. P., Chao, M., Zhao, Y., Hettick, M., Cho, G., & Javey, A.
- Affiliations
- Lawrence Berkeley National Laboratory (US)
- Sunchon National University (KR)
- Corresponding author
- Cho, Gyoujin
- Javey, Ali
- ORCID
- Venue
- ACS Nano
- Publisher
- American Chemical Society (ACS)
- Published
- 2018-06-20
- Volume
- 12
- Issue
- 7
- Pages
- 6978-6987
- ISSN
- 1936-0851 (ISSN-L)
- 1936-086X
- OpenAlex
- W2808848509
- Cited by
- 417
- References
- 47
- Citations by year
- 2026: 42 · 2025: 48 · 2024: 53 · 2023: 57 · 2022: 73 · 2021: 61 · 2020: 51 · 2019: 28 · 2018: 4
- FWCI
- 13.76
- Type
- journal article
- Language
- en
- Open access
- green
- www.osti.gov
- Locations
- ACS Nano (publishedVersion)
- PubMed (publishedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Rare & Special e-Zone (The Hong Kong University of Science and Technology) (submittedVersion)
- Funders
- Division of Engineering Education and Centers
- Ministry of Food and Drug Safety, Republic of Korea (16163KKMFDS001)
- Berkeley Sensor and Actuator Center, University of California, Berkeley
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electrochemical sensors and biosensors
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Nanomaterials and Printing Technologies
- Physical Sciences › Engineering › Biomedical Engineering › Advanced Sensor and Energy Harvesting Materials
- Keywords
- printed electrodes, flexible electronics, wearable sensors, exercise monitoring, disposable sensors, ion detection, metabolite detection, heavy metal detection, biological fluids, personalized health monitoring, redox kinetics, flexible substrates
- MeSH terms
- Wearable Electronic Devices, Electrodes, Printing, Electrochemical Techniques
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review