Paper-Based Wearable Patches for Real-Time, Quantitative Lactate Monitoring

被引:8
作者
Ruggeri, Elisabetta [1 ]
Matzeu, Giusy [1 ]
Vergine, Andrea [2 ]
De Nicolao, Giuseppe [3 ]
Omenetto, Fiorenzo G. [1 ,4 ,5 ]
机构
[1] Tufts Univ, Dept Biomed Engn, Silklab, Medford, MA 02155 USA
[2] Univ Pavia, Dept Ind & Informat Engn, I-27100 Pavia, Italy
[3] Univ Pavia, Dept Comp Engn & Syst Sci, I-27100 Pavia, Italy
[4] Tufts Univ, Dept Elect & Comp Engn, Medford, MA 02155 USA
[5] Tufts Univ, Dept Phys, Medford, MA 02155 USA
来源
ADVANCED SENSOR RESEARCH | 2024年 / 3卷 / 02期
关键词
colorimetric sensors; lactate; machine learning; silk fibroin; wearable interfaces; SWEAT LACTATE; COLORIMETRIC DETECTION; STABILIZATION; EXERCISE; SENSOR; BIOMARKER; GLUCOSE; ACID;
D O I
10.1002/adsr.202300141
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Wearable sensors are establishing themselves as options for real-time continuous health monitoring in health care and wellness. In particular, the use of flexible interfaces that conform to the skin have attracted considerable interest for the extraction of meaningful pathophysiological information through continuous and painless sampling and analysis of biofluids. In contrast, conventional techniques for biomarkers analysis are difficult to adapt to real-time portable monitoring due to their invasive sampling protocols, biosample preparation and reagent stabilization. Here a shelf-stable, non-invasive, paper-based colorimetric wearable lactate sensor is reported. This sensor exploits the ability of silk to control the concentration, print, and functionally preserve labile transducing biomolecules in the format of a shelf-stable digital patch for optical readout. This novel approach overcomes major challenges associated with the commercialization of colorimetric wearable sensors (e.g., enzyme thermal instability, narrow sensing range, low sensitivity, and qualitative response) by showing a combination of unprecedented stability (i.e., up to 2 years in refrigerated conditions), wide sensing range, and high sensitivity. Additionally, real-time quantitative signal readouts are achieved using machine learning-driven image analysis enabling physiological status evaluation with a simple smartphone camera. A patch with shelf-stable, enzyme containing silk inks acts a s a real time colorimetric sensor for lactate monitoring in real time. Silk fibroin preserves lactate oxidase (LOx) at room temperature allowing for practical use of the patch that can be simply read out with the use of a smartphone. image
引用
收藏
页数:9
相关论文
共 65 条
[1]   A wearable multisensing patch for continuous sweat monitoring [J].
Anastasova, Salzitsa ;
Crewther, Blair ;
Bembnowicz, Pawel ;
Curto, Vincenzo ;
Ip, Henry M. D. ;
Rosa, Bruno ;
Yang, Guang-Zhong .
BIOSENSORS & BIOELECTRONICS, 2017, 93 :139-145
[2]   Battery-free, skin-interfaced microfluidic/electronic systems for simultaneous electrochemical, colorimetric, and volumetric analysis of sweat [J].
Bandodkar, Amay J. ;
Gutruf, Philipp ;
Choi, Jungil ;
Lee, KunHyuck ;
Sekine, Yurina ;
Reeder, Jonathan T. ;
Jeang, William J. ;
Aranyosi, Alexander J. ;
Lee, Stephen P. ;
Model, Jeffrey B. ;
Ghaffari, Roozbeh ;
Su, Chun-Ju ;
Leshock, John P. ;
Ray, Tyler ;
Verrillo, Anthony ;
Thomas, Kyle ;
Krishnamurthi, Vaishnavi ;
Han, Seungyong ;
Kim, Jeonghyun ;
Krishnan, Siddharth ;
Hang, Tao ;
Rogers, John A. .
SCIENCE ADVANCES, 2019, 5 (01)
[3]  
Bradski G, 2000, DR DOBBS J, V25, P120
[4]   The relationship between exercise intensity and the sweat lactate excretion rate [J].
Buono, Michael J. ;
Lee, Nanette V. L. ;
Miller, Paul W. .
JOURNAL OF PHYSIOLOGICAL SCIENCES, 2010, 60 (02) :103-107
[5]   Understanding lactate sensing and signalling [J].
Certo, Michelangelo ;
Llibre, Alba ;
Lee, Wheeseong ;
Mauro, Claudio .
TRENDS IN ENDOCRINOLOGY AND METABOLISM, 2022, 33 (10) :722-735
[6]   Soft, Skin-Integrated Multifunctional Microfluidic Systems for Accurate Colorimetric Analysis of Sweat Biomarkers and Temperature [J].
Choi, Jungil ;
Bandodkar, Amay J. ;
Reeder, Jonathan T. ;
Ray, Tyler R. ;
Turnquist, Amelia ;
Kim, Sung Bong ;
Nyberg, Nathaniel ;
Hourlier-Fargette, Aurelie ;
Model, Jeffrey B. ;
Aranyosi, Alexander J. ;
Xu, Shuai ;
Ghaffari, Roozbeh ;
Rogers, John A. .
ACS SENSORS, 2019, 4 (02) :379-388
[7]  
Clark A., 2015, Pillow (pil fork) documentation
[8]  
CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411
[9]   Wearable Sensor System for Detection of Lactate in Sweat [J].
Currano, Luke J. ;
Sage, F. Connor ;
Hagedon, Matthew ;
Hamilton, Leslie ;
Patrone, Julia ;
Gerasopoulos, Konstantinos .
SCIENTIFIC REPORTS, 2018, 8
[10]   Ultrastable Lactate Biosensor Linearly Responding in Whole Sweat for Noninvasive Monitoring of Hypoxia [J].
Daboss, Elena, V ;
Tikhonov, Dmitrii, V ;
Shcherbacheva, Elizaveta, V ;
Karyakin, Arkady A. .
ANALYTICAL CHEMISTRY, 2022, 94 (25) :9201-9207