Skip to main content

REVIEW article

Front. Bioeng. Biotechnol., 22 November 2021
Sec. Biosensors and Biomolecular Electronics
This article is part of the Research Topic Integrated point-of-care testing (POCT) systems: recent progress and applications View all 15 articles

Progress of Wearable and Flexible Electrochemical Biosensors With the Aid of Conductive Nanomaterials

Tahir RazaTahir Raza1Lijun QuLijun Qu1Waquar Ahmed KhokharWaquar Ahmed Khokhar2Boakye AndrewsBoakye Andrews1Afzal AliAfzal Ali3Mingwei Tian
Mingwei Tian1*
  • 1Research Center for Intelligent and Wearable Technology, College of Textiles and Clothing, State Key Laboratory of Bio-Fibers and Eco-Textiles, Intelligent Wearable Engineering Research Center of Qingdao, Qingdao University, Qingdao, China
  • 2College of Physics, Qingdao University, Qingdao, China
  • 3Ocean University, Qingdao, China

Conductive nanomaterials have recently gained a lot of interest due to their excellent physical, chemical, and electrical properties, as well as their numerous nanoscale morphologies, which enable them to be fabricated into a wide range of modern chemical and biological sensors. This study focuses mainly on current applications based on conductive nanostructured materials. They are the key elements in preparing wearable electrochemical Biosensors, including electrochemical immunosensors and DNA biosensors. Conductive nanomaterials such as carbon (Carbon Nanotubes, Graphene), metals and conductive polymers, which provide a large effective surface area, fast electron transfer rate and high electrical conductivity, are summarized in detail. Conductive polymer nanocomposites in combination with carbon and metal nanoparticles have also been addressed to increase sensor performance. In conclusion, a section on current challenges and opportunities in this growing field is forecasted at the end.

Introduction

Today we live in the new era of the internet of things (IoT), where everything is connected, and smart objects like sensors and actuators can communicate with each others as well as generate and exchange information (Li et al., 2017). Wearable sensors are attached to the human body to assist in the constant measurement of the wearer’s health and fitness to help physicians and nurses observe patients, prevent illness, and monitor the health of babies at home (Byrne et al., 2010; Tao et al., 2011; Liu et al., 2012; Brodt et al., 2013; Wen and Eychmüller, 2016; Jang and Han, 2017; Qu et al., 2018). Their potential role in handling the emerging pandemic The COVID-19 outbreak has recently gotten much attention (Adans-Dester et al., 2020). Various studies relate Covid-19 to physiological parameters such as comforting heartbeat, breathing rate, skin temperature, blood oxygen saturation, and compatibility. wearable sensors are also being supported and could assist in identifying an event-related viral infection/spread early, and therefore, allowing timely interference to stop imminent spread (Seshadri et al., 2020). Wearable sensors and fitness controllers that detect vital signs and physical moments such as heart rate and blood pressure are also commercially available (Fitbit, WHOOP strap or Apple Watch). In addition to textile-based sensors (Farajikhah et al., 2020), transdermal alcohol vapour sensors with patch-like sensors were also introduced in 1992 (Swift et al., 1992). Although wearable sensors for physiological data collection have been widely used in medical and consumer goods. Even though there was a 0.5–2 h delay in detection by using body vapour, which encouraged researchers to switch to other methods of detection such as sweat (Schazmann et al., 2010), saliva, tear (Chu et al., 2011) and interstitial fluid (Rebrin et al., 2010; Schazmann et al., 2010). Wearable chemical (electrochemical and biochemical) sensors can offer extensive molecular data in various sectors, including medical, sports, nutrition, fitness, and defence (Fraser et al., 2011; Yang and Gao, 2019). The development of wearable electrochemical biosensors has accelerated in recent decades (Bandodkar et al., 2015b; Kim et al., 2017). These kinds of wearable electrochemical biosensors can non-invasively measure the dynamic variation of biochemical markers in biological fluids such as sweat, saliva, and interstitial fluid (Alizadeh et al., 2018; Kim et al., 2019). Although the latest developments in wearable electrochemical biosensors are achieved through the significant contributions of many influential researchers worldwide. Among the numerous sensing techniques, electrochemical source offers several benefits, including its simple structure with high sensitivity, fast reaction, and low power consumption (Mamalis et al., 2004; Meyyappan, 2004; Pérez López, 2009; Mpanza, 2016). It is widely acknowledged that conventional sensing electrodes are the basic components and play a dominant role in wearable electrochemical biosensors (Lee et al., 2016; Zhu et al., 2019). Recently, nano-structural materials, such as metal nanoparticles, carbon nanomaterials, and conductive polymers, have drawn much interest due to their unique electrical, physical, and chemical properties, as well as their high biocompatibility. Which are being used as sensing electrode materials in wearable electrochemical biosensors as compared to bulk materials (Imani et al., 2016; Lee et al., 2016; Bandodkar et al., 2017; Jeerapan et al., 2020; Li and Wen, 2020). The inherent properties of multidimensional nanomaterials, such as stretchability, provide excellent stability to sensors, which is essential for wearable applications (Feng and Zhu, 2019). Furthermore, the porous structure of nanomaterials provides excellent immobilization for enzymes, thereby effectively increasing the diffusion of both the target and electrolyte, advancing the catalysis for the analyte (Wen and Eychmüller, 2016). These nanomaterial sensing properties improve the performance and design strategies of wearable electrochemical biosensors. Conductive nanomaterials, particularly polymers, stand out as clear frontrunners, with significant advantages in explicit contact surface area, filler content, and operation electron transfer ratio. (Gangopadhyay and De, 2000). Polymers' versatility allows them to be synthesized in different forms, comprising elastomers, gels, and liquid crystal polymers (Dierking, 2010; Li et al., 2019), enlarging the morphology of wearable sensors to patch-like sensors, even micrometres thick, and tattoo-based electrochemical biosensors (Dierking, 2010; Li et al., 2019; Yoon et al., 2019). Electrochemical biosensors, together with immunosensors and DNA biosensors, are rapidly becoming the norm of the day (Kim et al., 2019). Among the numerous transduction systems used, electrochemical immunosensors have sparked the interest of researchers due to benefits such as a good detection limit, ease of automation, low cost, uniformity, and incorporation with miniaturized readouts, and comprehensive compatibility for onsite testing. Their sensing technologies and detection range are frequently improving because of advancements in the distinctive properties of conductive nanomaterials, particularly conductivity and electrochemical activity (Shaikh et al., 2019). Intercalation of interactional fillers into nanomaterials matrices improves the stability of functional electron transfer sites and identification limits, which has an influence on sensing applications. These efficient fillers aid in reducing layer stiffness in nanomaterials, paving the way for ultrathin electrochemical detector technology (Huang and Kaner, 2004; Zhou et al., 2014; Bandodkar et al., 2015a). In this review we have discussed the most recent research on electrode materials based on conductive nanomaterials and mechanized technologies for various types of wearable electrochemical biosensors.

We start with a brief overview of the basic design principle, and components of electrochemical biosensors. Following that, the next section provides a thorough explanation of the analytical applications of conductive nanoparticles in electrochemical biosensing. We discussed essential parameters for developing low-cost, sensitive, and porous sensing platforms with different technologies. Nanomaterials, polymers, and biological receptors create extremely sensitive and selective electrochemical sensing devices for electrode modification. Using other nanomaterials, MXene and composite materials such as conductive polymers in combination with CNT, Graphene, and metals that offer more sensor sensitivity are also addressed. Furthermore, a range of similar applications, such as the manufacture of biosensors, including immunosensor and DNA biosensors, in which conductive nanomaterials play a vital role in sensing performance, have also been investigated. The final section looks into the prospects and challenges of these wearable sensor systems' durability, robustness, and performance.

GRAPHICAL ABSTRACT
www.frontiersin.org

GRAPHICAL ABSTRACT

Basic Design Principle and Component of Electrochemical Biosensor

Electrochemical biosensors work on the principle that an electrical current passes through a sensing electrode produced by an electrochemical reaction (the reaction between the electrode and analyte) that converts the associated information into qualitative or quantitative signals (Curto et al., 2012). In general, the reaction found between the electrodes is the result of electrical and chemical interaction. To obtain valuable information such as the concentration of a single entity in a sample, a molecular chemical receptor and a physicochemical detector component “transducer” are used. The transducer converts the chemical information into the analytical signals of the sample. Which eventually based upon the potentiometry, conductometry, and amperometric/voltammetric measurements. Table 1 summarizes a comparison of these various measurements with advantages and disadvantages. So, when a biological component like antibody, DNA, enzyme and ionophores is used in the recognition/receptor system, the device is referred to as a biosensor. The bioreceptor chosen for the chemical recognition system is analyte dependent and capable of producing analyte concentration in the form of physical or chemical signals with accurate and well-specified sensitivity (Pérez López, 2009) (Figure 1). Otherwise, modifying the working electrode with an ion-specific inert allows the sensor to detect specific electrolytes such as sodium, potassium, and calcium, etc. The changes in the flow of current could be seen depending on the concentration of specific metabolites such as glucose, lactate, urea, and other interstitial fluids. The sensor itself can be fabricated with flexible substrates like PDMS, Ecoflex, and textiles (Windmiller and Wang, 2013; Abellán-Llobregat et al., 2017), stretchable elastomers, tattoo papers, or some other plastic based fabric (Bandodkar et al., 2015a; Gao et al., 2016a; Nyein et al., 2016). Polyethylene terephthalate (PET) and polyimide (PI) are also commonly used substrates. Silk fibroin, cellulose, and sponge have recently gained a lot of attention because of their excellent biocompatibility and biodegradability (Bandodkar et al., 2015c; Bandodkar et al., 2016).

TABLE 1
www.frontiersin.org

TABLE 1. Comparison of different sensing methods.

FIGURE 1
www.frontiersin.org

FIGURE 1. A schematic representation of the basic design principle and key components of an electrochemical biosensor.

Analytical Applications of Conductive Nanomaterials in Electrochemical Biosensors

Carbon Nanomaterials for Wearable Electrochemical Biosensors

Carbon nanomaterials are the main building blocks in nanotechnology, which have attracted much attention because of their large specific surface area, high mechanical strength, inherent structural defects, good electrical conductivity, and excellent chemical and thermal stability (Park et al., 2013). Carbon nanotubes (CNTs), graphene (Grp) and reduced graphene oxide (rGO) are the most commonly used carbon nanomaterials in electrochemical biosensors. It appears to be a fantastic material, with a tensile strength of a hundred times that of steel, more excellent thermal conductivity than diamond, and electrical conductivity equivalent to copper but with the ability to carry a large amoiunt of current. In this section, analytical applications of carbon nanomaterials such as CNT, graphene and reduced graphene oxide have been demonstrated for wearable electrochemical biosensors.

Electrochemical Biosensors Based on “Carbon Nanotube”

Carbon nanotubes (CNTs), as 1-D nanomaterial, have recently gained a lot of attention as a valuable material for developing wearable electrochemical biosensors, particularly amperometry and potentiometric pH sensors, as some of them are listed in Table 2. CNTs are fabricated onto electrochemical transducers in different ways, mostly by coating and printing electrode substrates with CNTs or onto the composite electrodes (Park et al., 2013). Analyzing sweat from the human body during exercise may provide valuable information by monitoring the levels of electrolytes, e.g., (pH, Na+, K+, and Ca+2) and metabolites (glucose, lactate, urea) as well as skin interstitial fluid (Schazmann et al., 2010;Bandodkar and Wang, 2014). Sam Emaminejad et al. have reported a wearable electrochemical biosensor based on CNT for glucose measurement in human sweat (Figure 2A). The fabricated wearable sensor generates current signals proportional to the glucose concentration in a linear range of 0–100 mol/L with a sensitivity of 2.1 nA L m/mol, proving the excellent performances of the proposed glucose sensor, which is fabricated in such a way that CNTs is used as Glucose oxides (GOD’s) immobilization matrix as well as H2O2 sensing components. The concentration of glucose will be determined indirectly by detecting H2O2 (Emaminejad et al., 2017). Wang and his colleagues improved wearable technology combined with electrochemistry, enabling the development of novel new sensing platforms for non-invasive on-body and on-site applications in sports, exercise, and healthcare. His group, for example, proposed a CNT-printed textile-based potentiometric pH sensor capable of sensing electrolytes such as sodium and potassium in human sweat (Parrilla et al., 2019). Stretchable components such as (CNT and Ag/AgCl resistive inks) and pu ecoflex were printed in a serpentine pattern array on a textile substrate and then modified with ion-selective membranes (Figure 2B) (Parrilla et al., 2016). The sensor is capable of withstanding high tensile stress without cracking. Using open circuit potential readings, the sensor was checked. A calibration curve was recorded between the change in EMF and the time and by adjusting the concentration of NaCl and KCl solutions. The electrocatalytic response for the sodium [Na+] selective electrode was 59.4 mV log−1 for a linear range of 10–4 to 10–1 m with a detection limit of 104.9 M and the potassium [K+] selective electrode had an electrocatalytic response of 56.5 mV log−1 over a linear range of 10–4 to 10–1 m with a detection limit of 104.9 M. While various types of electrochemical biosensors with various functionalities, such as multifunctional and wireless, have been established, there is still a big challenge in achieving self-powered electronics and energy harvesting techniques in electrochemical sensing.

TABLE 2
www.frontiersin.org

TABLE 2. Carbon based nanomaterials in electrochemical biosensors.

FIGURE 2
www.frontiersin.org

FIGURE 2. Electrochemical biosensors that can be worn. (A) Image of an independent sweat extraction and sensor platform implanted on the skin, with a small layer of agonist agent hydrogel inserted under the iontophoresis electrodes (Copyright 2017; PNAS). (B) A wearable and stretchy CNT-based sensor printed on several standard textiles, as well as normal potassium and sodium measurement time trace graphs (Copyright 2016; Advanced Healthcare Materials). (C) all-in-one printed electrochemical biosensor and biofuel cell (BFC) arrays (copyright 2015, Nano Letters). (D) The two degrees of stretching allow printed arrays to withstand high strain levels (Copyright 2015; Nano Letters).

Wang and his colleagues developed for the first time an all-in-one printed CNT-based electrochemical biosensor and biofuel cell (BFC) array (Figure 2C). A framework based on CNT functionalized with selective ionophores and enzymes was designed to understand various applications. Such as amperometric enzyme-based glucose sensors, potentiometric ammonium sensors, self-powered biosensors, and enzymatic glucose biofuel cells (BFCs). It can endure up to 500% strains without losing structural stability or sensor performance (Bandodkar et al., 2016). The electrochemical characterization of the system revealed that repeated strains ranging from 0 to 500%, torsional twisting of 180° for 50 cycles, and indenting stress (5 mm depth for 50 repetitions) has no impact on its device properties (Figure 2D). Another CNT-silver nanoink-based BFC with a textile substrate has been used as a self-powered sensor ability to extract perspiration energy and inspect sweat metabolites such as glucose and lactate (Jeerapan et al., 2016). Further, CNTs can be classified into two types: single-wall carbon nanotubes (SWCNTs) and multi-wall carbon nanotubes (MWCNTs) (Willner et al., 1996). Marc Parrilla et al. recently formed MWCNTs-based wearable potentiometric ion sensors (WPISs) to measure pH and ions (Na+, K+, and Cl−) in human sweat during exercise or exercise some other kind of sports. The sensors have Nernstian slopes within the approximate physiological range of each ion analyte, such as (for Na+: 10–100 mM, K+: 10–10 mM, Cl : 10–100 mM, and pH range: 4.5–7.5) (Parrilla et al., 2019).

Electrochemical Biosensors Based on Graphene

Graphene has become a leading material due to its outstanding properties, such as high charge carrier immovability, chemical stability in aqueous conditions, large effective surface area, and the ability to have a porous 3-dimensional structure. Graphene, on the other hand, can effectively increase the toughness and stretchability of electrodes. Because of its superior mechanical properties and high flexibility, making it more appropriate for use in wearable electrochemical biosensors (Shan et al., 2009; Lin et al., 2020; Zhang et al., 2021), as some of them are listed in Table 2. Lee et al. proposed a wearable sweat based glucose sensor using 2-D graphene nanomaterial modified with glucose oxides (Lee et al., 2016). Sweat concentration in glucose was accurately measured to assess the glucose levels (Figure 3A). Due to the high flexibility and good mechanical strength of graphene, the sensitivity of the proposed glucose sensor was maintained well under large stress. In addition, a gold doped graphene and gold mesh render compatible wearable patch with 30% stretchability was also presented for the measurement of metabolite (glucose, lactate) in (10 × 10–6 to 0.7 × 10–3 m) range (Lee et al., 2016). Wang et al. introduce a different sensing electrode made of graphene oxide paper and modified with Cu3(btc)2 nanotubes and stable amino designed to detect glucose in sweat. This sensing electrode was used for a non-enzymatic electrochemical platform. The built wearable sensor has incredible sensitivity because of the large specific surface area caused by the graphene porous structure.

FIGURE 3
www.frontiersin.org

FIGURE 3. (A) An optical image of a graphene-based hybrid electrochemical device mounted on human skin for automatic diabetes monitoring (Copyright 2016; Nature Technology). (B) A screen-printed graphene oxide-based biosensor using graphene oxide transduction film on both nanoporous polyamide and textiles substrates for tracking environmental exposure to influenza a virus (Copyright 2018; Electrochemical Society). (C) Schematic diagram of environmental exposure to influenza a virus (Copyright 2018; Electrochemical Society). (D) A lightweight potentiometric pH sensor, SE-sensitive electrode, and reference electrode are schematically represented on cloth (Copyright 2019; Biosensor). (E) Photographs and schematic representation of the completed sweat-based glucose biosensor mounted on human skin (Copyright 2018; Biosensors and Bioelectronics).

After all, David et al. developed a textile screen-printed graphene oxide-based biosensor. They used conductive silver ink electrode and graphene oxide transduction film on both nanoporous polyamide and textiles for everyday use to track environmental exposure to the influenza A virus (Figure 3B) (Kinnamon et al., 2018). An influenza-specific affinity assay was developed using electrochemical impedance spectroscopy (EIS) to identify the virus in solution on this graphene oxide layer because it is more secure and repeatable on the textile substrate than polyamide. Since the textiles sensor has high detection capabilities, it has a linear dynamic range of 10 ng/ml to 10 g/ml and a maximum 10 ng/ml detection in the biological fluid equivalent (buffer). The sensor demonstrates the ability to be integrated with the internet of things (IoT) devices so that it can wirelessly detect flu detection, helping to build a space-specific heat map of virus contacts (Figure 3C), which could be helpful for medical personnel identification and to stop the virus outbreak before it spreads out.

For additional biological applications (Zamora et al., 2018), P. Salvo et al. also demonstrated a potentiometric pH sensor based on a graphene sensitive layer with 40 mV/pH sensitivity in the pH range of 4–10 (Figure 3D) (Salvo et al., 2018). Within a week, they tested five sensor prototypes in human serum samples. The average deviation of the average response from the reference value collected by the glass electrode was 0.2 pH units. Recently Manjakkal Libu et al. also reported a graphene-based potentiometric pH sensor for wearable health tracking applications on a textile substrate. A thick G-PU film as a sensitive electrode (SE) was printed on cellulose-polyester blend fabric. The sensor shows a sensitivity of 4 mV/pH and a reaction time of 5 s in the pH range of 6–9. After washing in tap water, the sensor’s performance is almost a potential 47 ± 2 mV for a long time (2000 s) (Manjakkal et al., 2019). For wireless monitoring of respiration and bacteria, a graphene printed silk sensor was fabricated and applied to tooth enamel and then functionalized with anti-microbial peptides to actively recognize “Helicobacter pylori” cells in saliva (Mannoor et al., 2012). Notably, in wireless operating mode, the sensor achieved a measurement standard of one bacterium μl−1 for a range of 103–108 CFU ml−1.

Reduced Graphene Oxide Based Electrochemical Biosensor

Reduced graphene oxide is an excellent application material for electrochemical biosensor data processing. By easily incorporating functional groups and easy synthesis to parental chain, it has emerged as a viable alternative to other composites. Compared to other sensors on the market, rGO-based electrochemical biosensors provide high stability at lower temperatures without considering humidity. This element of low graphene oxide is likely to be investigated further in low-temperature sensors.

Xuan et al. developed a reduced graphene oxide (rGO) nanocomposite based electrochemical sensor to monitor body sweat measurement. The sensor was successfully fabricated on a flexible polyimide substrate using a simple and low-cost fabrication method. Gold Platinum nanoparticle alloy was deposited onto the (rGO) modified working electrode (Figure 3E), the sensor worked well in analytical operation (Xuan et al., 2018).

Metal-Based Nanomaterials for Wearable Electrochemical Biosensors

As electrochemical sensing materials, metal and metal-oxide based nanoparticles have attracted a lot of attention because of their small size, outstanding mechanical, electrical, chemical properties and high catalytic efficiency, as well as their versatility in creating new and better sensing systems (Bhide et al., 2019; Shaikh et al., 2019; Li et al., 2020). they can be categorized into noble and non-noble metal-based nanomaterials. Rh, Ir, Pt, Ru, Au, Os, and Ag are good examples of noble metal nanoparticles (Imamura et al., 2020). As it has been described earlier, metal-based nanomaterials have excellent and promising electro-catalytic properties, especially in wearable glucose non-enzymatic sensors. Like platinum Pt, palladium Pd, gold Au, metallic and oxides such as CuO, NiO, which can directly catalyse glucose (Abellán-Llobregat et al., 2017; Toi et al., 2019; Li and Wen, 2020), some metals based electrochemical biosensors are highlighted in Table 3.

TABLE 3
www.frontiersin.org

TABLE 3. Metal based nanomaterials in electrochemical biosensors.

Typically, glucose’s sensing mechanism consists of non-noble metal-based nanomaterials by the redox reaction of the hydroxyl (−OH) group (Archana et al., 2019). However, metal-based nanomaterials can be used as nanowires or nanosheets to achieve maximum sensitivity; that’s why some researchers use metal nanosheets and nanowires to achieve the maximum sensitivity instead of making film electrodes as shown in (Figures 4A,B) (Wen et al., 2014;Oh et al., 2018;Bae et al., 2019). In the last few years, gold has become a common active sensing material because of its excellent biocompatibility, and electrochemical property. Amanda et al. made a thin-film gold electrode-based glucose sensor (Imamura et al., 2020). The stretchable electrodes stretchability is almost 210% of its original length and accurately detect the glucose level without enzymes, which is one of the lowest documented for flexible, enzyme-free sensor (Figure 4C). Nowadays, metallic aerogels, a new category of 3-D metal-based nanomaterials anticipated by researchers, have recently become a new field of concern, offering enormous glucose bio-electrocatalysis and promise in wearable glucose sensors (Wen et al., 2016). Its porous form and gel state are ideal for immobilization of enzymes and maintaining their activity, which is highly beneficial in extending the life span of wearable glucose sensors (Zhang et al., 2012). Wen et al. developed a glucose sensor by assembling three-dimensional gold aerogels nanostructure modified glucose oxides. The sensor can detect glucose qualitatively and quantitatively in 0.1 mol/L phosphate buffer solution (pH 7.4) (Wen et al., 2016). In addition, compared with a single metal system, a reasonably designed multi-metal nanomaterial can make extensive use of the properties of two or more metal elements. thus enhancing the efficiency of the wearable glucose sensor, which will also become the metal sensor’s production path. Wang et al. and his colleagues recently created elastomer-bonded gold nanowire coating technology. Using the same technology, they create lactate-sensing working electrodes, reference electrodes, and counter electrodes for lactate monitoring in human sweat (Figure 4D).

FIGURE 4
www.frontiersin.org

FIGURE 4. (A) Gold nanoporous based non-enzymatic wearable biochemical sensor (Copyright 2019; American Chemical Society). (B) Gold nanosheet-based non-enzymatic wearable biochemical sensor (Copyright 2018; American Chemical Society). (C) Unshrunk gold electrode on polyolefin (PO) and shrunk electrode on elastomer substrate (Copyright 2020; Advance Material and Technology). (D) Overview of the wearable multi-electrode device for sweat-based healthcare surveillance (Copyright 2020; Sensors and Actuators): (I) testation of health care applications; (II) flexible electrochemical multi-sensing system; II) flexible multi-electrode sensing platform; (IV) bending test; (V) example of interfacing with read-out electronics. (E) Lactate tracking electrochemical biosensor based on gold nanofibers. (Copyright 2021; Journal of Materials Chemistry). (F) Ultrasensitive potentiometric biosensors based on Quasi-two-dimensional metal oxide semiconductors (Copyright 2018; Springer Nature).

In artificial sweat, the sensor has a high sensitivity of 14.6 μA/mM.cm2. This sensor’s sensitivity is maintained even when subjected to high tensile strains of up to 100% without the use of any external structural layout (Wang et al., 2020). Their group has also suggested a gold fibre-based wearable electrochemical biosensor for sweat PH tracking. The manufactured fibre-based pH sensor shows superior sensitivity (60 mV/pH), high selectivity against cationic interference, and high stretchability (up to 100% strain). One benefit of fibre-based sensors is their ability to be incorporated in textiles, which can be integrate into daily garments to detect “unrecognizable” personal health (Wang et al., 2020). Recently, Francesca et al. designed a wearable multifunctional sweat sensing system based on platinum. The device is highly flexible and comprises four electrodes for continuous measurement of analytes such as Li+, Pb+2, K+ and Na+ in different health applications and sports activities (Figure 4E). The sensors show linear responses in artificial sweat. Because of the good biocompatibility, flexibility and accurate sample handling this wearable framework is a significant step forward in the advancement of non-invasive tracking technologies for health, opening the way for better understanding of physiological parameters and clinical needs of individuals (Criscuolo et al., 2021). Metals containing oxides, such as indium oxide and lead oxide, are more sensitive and can be used to make sensing electrodes for wearable electrochemical biosensors. Huajun et al. suggested a pH sensor based on quasi-two-dimensional metal oxide semiconductors for detecting glucose and ph in sweat. The sensor is made of In2O3 thin films and has a detection limit of 0.0005 for pH and high accuracy in detecting glucose content (Figure 4F) (Chen et al., 2017).

Conductive Polymer Nanomaterials Based Electrochemical Biosensors

Polymer-based novel sensing capabilities represent a significant advancement in electrochemical sensing. Since the electrochemical sensors are integrated into textile structures through weaving, knitting, and embroidery, or need to be directly embedded into garments and coupled at the human skin’s surface to detect the target analyte (Allison et al., 2017). It is highly desirable that the sensors should be reliable and flexible enough to reduce motion-induced signal interference. While carbon and metal-based nanomaterials are highly sensitive but they are not flexible enough as the conductive polymer-based nanomaterials. It is well recognized that CPs have advantages such as chemical diversity, low density, durability, corrosion resistance, easy-to-handle shape, terminology and adaptable conductivity. Moreover, the outstanding properties of flexible conductive polymer nanomaterials are as follows: 1) they aided in increasing the selectivity and stability of electrochemical biosensors' sensing properties. 2) They usually have a 3-D structure. They can be manufacture in various sizes, including nanometre size and high conductivity, such as 120–130 S cm−1 at room temperature, which offers a more precise surface area. 3) The modification of conductive polymers at the sensing electrodes is relatively very easy and simple because it has no special requirements for the evenness of electrodes (Matsumura et al., 2018) (Gerard et al., 2002;Gerard and Malhotra, 2005;Zeng et al., 2014). Researchers discovered and produced conductive polymer nanomaterials such as (PEDOT- PSS) (Abouraddy et al., 2007;Zhao et al., 2018), polypyrrole (ppy) (Gregory et al., 1989;Tzou and Gregory, 1992)), polythiophene (PTh) and polyaniline (PANI) (Huang and Kaner, 2004;Teli et al., 2014), to fabricate the sensing electrodes. Usually, conductive polymers are deposite at working electrodes as a compact film. Some conductive polymer nanomaterial-based wearable electrochemical biosensors are summarized in Table 4. Xuesong et al. developed PANI nanoparticle-based sensitive pH sensor. The sensor was fabricated by coaxial electrospinning of PANI nanoparticles and polyurethane (PU) into the core-shell fibres (Figure 5A). A Screen-printing method was used to create a sensing electrode assembly on a polyethylene terephthalate (PET) substrate, which consisting of gold as a counter electrode, (Ag/AgCl) reference electrode, and (PANI-PU) working electrode. Here, PU provides mechanical stability to the sensor. The feasibility of detecting sweat pH on the skin was demonstrated by attaching the chip to the arm and electrochemical workstation was used to measure the reaction. The sensor operated linearly in the pH range of 2–7 with a sensitivity of 60 mV/pH and can detect pH changes of less than 0.2 (Hou et al., 2020). Salzitsa et al. developed a fully wearable and flexible patch with completely integrated sensing system for on body human sweat testing (Figure 5B).

TABLE 4
www.frontiersin.org

TABLE 4. Conductive polymer nanomaterials in electrochemical biosensors.

FIGURE 5
www.frontiersin.org

FIGURE 5. (A) Fiber coaxial electrospinning with graph monitor, pH determination in buffer, and sweat (Copyright 2020; Polymers & Biopolymers). (B) A schematic representation of the microfluidic chip fabrication steps is seen, as well as a photograph of the platform attached to the body and an image from scanning electron microscopy (SEM) (Copyright 2017; Biosensors and Bioelectronics). (C) Screen-printed stretchable device with custom stretch-resistant (Copyright 2015; Wiley). (D) Laser writing using a CO2 laser. (Copyright 2018; Biosensors and Bioelectronics). (E) A wearable glucose sensor based on poly (3, 4-ethylene dioxythiophene)-poly (styrene sulfonate) (Copyright 2020; Elsevier). (F) PH sensor with two terminals wearable sensor and magnification of cloth knotwork Current vs time reaction to pH changes (Copyright 2017; Biosensors and Bioelectronics). (G) Conductive Polymers based textile chemical sensor for Sweat analysis (Copyright 2020; Scientific Reports).

The sensing device is designed so that a steady stream of sweat can flow through an array of compact microneedles with a diameter of 50 μm. The sensors are embedded in a microfluidic channel, which can simultaneously track metabolites (lactate) and electrolytes, for example, pH and sodium ions. The promise of the multi-sensing platform for monitoring the metabolite and electrolyte (sodium, lactate, and cortisol) from saliva is demonstrated in detail. For that, a potentiometric sodium ion sensor made of poly (3, 4-ethylenedioxythiophene) (PEDOT) and an amperometry lactate sensor were proposed. This sensing device can transmit data wirelessly for easy processing and storage, with the potential for real-time data analytics (Anastasova et al., 2017). As it has been seen, various groups have achieved device dimensional stability through lithographic or coating processes that are either costly or complicated on a large scale. So, for the first time, AJ Bandodkar et al. filled this technological gap by using the screen-printing method to create a low-cost and highly stretchable (PEDOT: PSS) based wearable electrochemical biosensor (Figure 5C). The stretchable device exhibits 2-D serpentine interconnects with 180° turns between electrode areas and touchpads (Bandodkar et al., 2015c). This electrochemical device has high sensitivity, can undergo high tensile stress, and meets the stretchability criteria of many applications; it was a good sign for potential and next-generation wearable systems. Tomas Guinevere et al. also developed a screen printed Potentiometric pH sensor based on conductive polymer (PANI) to measure the pH level of wounds in the body (Guinovart et al., 2014). The device works by carefully incorporating a pH sensor into bandages (pH range 5.5–8). These new pH-sensitive bandages opened a new possibility for the realization of telemedicine. In 2018, Xu et al. introduced a new and innovative technique to develop a highly sensitive PEDOT-based electrochemical biosensor for the detection of dopamine (DA) (Figure 5D) (Xu et al., 2018). The sensor was fabricated using a PEDOT-modified laser scribed graphene (LSG) method, which shows higher sensitivity and selectivity for detecting dopamine in a complex mixture. These PEDOT-LSG electrodes have a lot of potential for infield or point-of-care biosensing and some other incorporated bioelectronics products. Recently, Zehad et al. used the same technique to develop a PEDOT-PSS modified 3-D stable porous, porous, laser-induced graphene (LIG) to detect glucose and pH in human sweat (Zahed et al., 2020). Where, PEDOT-PSS is used to increase the tensile stability and uniform conductivity of the electrode. The fabricated electrochemical biosensors display a good current response to glucose in a wide linear range of 10 mmol/L to 9.2 mmol/L, with high sensitivity of 247.3 mA L mmol cm−2 and a low detection limit of 3 mmol/L. As a new kind of multifunctional sensor, this versatile substrate was further improved with Pt/Pd nanoparticles for glucose detection (Figure 5E). Recently Mariani et al. proposed a PEDOT: PSS film based electrochemical potentiometric sensor through a new and different approach. A pH-dependent modification of the current flowing through the PEDOT: PSS film was obtained through the random electrochemical gating caused by the potentiometric transducer (PEDOT: BTB), PEDOT: Bromothymol Blue [27]. The feasibility of this technique was demonstrated by creating a screen-printed pH sensor on a bio-ceramic fabric (Figure 5F). Compared to the rigid analogous fabricated on a glass substrate, this textile pH sensor demonstrated a standardized sensitivity of (7.5) x10−3 pH−1 in the range of 2–7, with no penalty of sensing efficiency. By using the same content PEDOT:PSS and PEDOT:BTB (Mariani et al., 2020). The same technique was used to develop a thread-based pH sensor, as shown in (Figure 5G). In conjunction with another thread-based sensor for multi-sensing network and chloride ion (Cl) detection, the textile sensor could detect pH selectively during continuous recordings (Possanzini et al., 2020).

Other Sensing Nanomaterials

In accordance with the sensing nanomaterials described above, various novel nanomaterials with good electrical conductivity, large specific surface area, and good biocompatibility are developing in the field of wearable electrochemical biosensors. For example, Polymer nanomaterials flexibility, conductivity, durability and long-term stability would be enhanced further after compound with Carbon and metal-based nanomaterials (Zhou and Shi, 2016; Jia et al., 2019) as some of them have been listed in Table 5.

TABLE 5
www.frontiersin.org

TABLE 5. Other conducting nanomaterials in electrochemical biosensors.

Conductive Polymer Combines With Metallic Nanomaterials

Conductive polymer compound with metallic nanomaterials shows enhanced selectivity and stability for measuring metabolites like glucose and lactate. Xu et al. developed a non-enzymatic glucose sensor by using gold nanoparticles, polyaniline arrays, and a carbon cloth electrode (Xu et al., 2017). PANI was first grown vertically on a flexible carbon cloth (CC) electrode surface to form PANI arrays with a 200 nm height and a 100 nm diameter (Figure 6A). And the integrated electrode (AuNPs/PANI/CC) can electrochemically catalyze the oxidation of glucose. The linear range of the flexible non-enzymatic glucose sensor is 10.26 μM to 10.0 mM, with a sensitivity of 150 μA cm−2 mM −1 with a detection limit of 3.08 μM (S/N = 3) (Xu et al., 2017).

FIGURE 6
www.frontiersin.org

FIGURE 6. (A) AuNPs/PANI/CC based non-enzymatic glucose sensor (Copyright 2017; Sensors and Actuators). (B) PANi-coated conductive cotton yarns' pH sensitivity, the error bars show the standard deviation of measurement on n = 3 replication fibers (Copyright 2019; Sensors and Actuators). (C) An open circuit PH study potentiometric response of PANi-PEDOT-MWCNT-cotton electrodes. (Copyright 2019; Sensors and Actuators). (D) Schematic illustration of rGO/PU-Au nanocomposite fiber used in manufacturing sweat-based wearable electrochemical glucose (Copyright 2019; American Chemical Society).

Conductive Polymer Combines With Carbon Nanomaterials

Conductive polymer nanocomposites combine with carbon nano-species such as carbon nanotubes, graphene, and carbon nanofibers have been evolved. These carbon compounds enhance the structural configuration of conductive polymer chains and allow charge carrier passage, which as a result, increases the conductivity. CNT with conductive polymer shows improved sensing properties in electrochemical biosensors with high stability and good selectivity (Rahimi et al., 2017;Zhou et al., 2017). The most Common CNT-based polymer nanocomposite are PEDOT-CNT-CPE, PEDOT-MWCNT, PPy-MWCNT-ITO (Shrivastava et al., 2016). Xu et al. fabricated a nitrobenzene electrochemical biosensor based on a carbon paste electrode, modified with a PEDOT-CNT nanocomposite. This electrode was used to analyze hydroquinone, dopamine, and nitrobenzene (Xu G. et al., 2014). Similarly, K. Sing et al. developed a multi-walled carbon nanotube (MWCNT), polypyrrole (PPY)- p-toluene sulfonic acid (PTS) based electrochemical biosensor for cholesterol detection. At 9s, the sensor demonstrates high sensitivity and rapid response (Singh et al., 2012). Recently, Smith et al. created a wearable pH sensor cotton yarn by dipping and drying it in PEDOT: PSS and multi-walled carbon nanotubes (MWCNT), followed by PANI deposition. The graph shows the standard deviation on three different replicant fibres (Figure 6B). This resulted in electrodes with substantial biocompatibility and antibacterial properties, Which could be used in the future to create wearable solid-state pH sensors (along with quasi-reference electrodes) and for real-time wound and skin pH measurement over a broad pH range (2.0–12.0) and achieve a rapid, selective, and Nernstian response (−61 2 mV pH−1) (Figure 6C) (Smith et al., 2019).

Polymers combined with graphene (nanocomposites) demonstrate great potential in wearable electrochemical biosensors. This composite modified electrode has combined graphene’s excellent conductivity and the advantages of polymer nanomaterials, which can increase the durability, biocompatibility and sensitivity of sensors (Xu G. et al., 2014; Hou et al., 2017; Toi et al., 2019). A highly sensitive fiber optic pH sensor based on reduced graphene oxide-polyaniline (rGO-Pani) nanocomposite is fabricated and characterized using the SPR technique. The in-situ approach was used to successfully synthesize the rGO-Pani nanocomposite. The sensor’s output is outstanding at low and high pH levels, with a maximum sensitivity of 75.09 nm/pH at pH 11.35 (Semwal and Gupta, 2019).

Phan et al. demonstrated a nonenzymatic wearable patch for on body glucose sensing based on polyurethane (PU) and reduced graphene (rGO) composite fiber, which was further modified with oxygen-containing functional groups. The wearable glucose sensor is highly sensitive (140 mA L mmol−1cm−2), with a low detection limit of 500 nmolL−1. Furthermore, due to the high rGO-PU fabric stretchability, the proposed wearable glucose sensor could be stretched up to 30% and had a high mechanical resilience under repeated cycles of deformation (Figure 6D) (Toi et al., 2019).

MXene Based Electrochemical Biosensors

In addition to the above-mentioned sensing nanomaterials, a new class of 2-D material known as MXene has recently arisen as an inorganic compound, consisting of nitrides, transition metal carbides, or carbonitrides (Ti3C2Tx) (Guo et al., 2019). It has a thickness of several atomic layers, excellent conductivity, a wide surface area, and excellent biocompatibility, which endows a great prospect in the field of electrochemical biosensors (Yoon et al., 2020). (Tan et al., 2017; Nayak et al., 2018; Wu et al., 2018; He et al., 2020).

The hydrophilic nature of MXene can selectively absorb biomolecules. For instance, Lei et al. proposed a portable multifunctional sweat-based biosensor with 2D MXene for the long-term and subtle identification of biomarkers (such as pH, glucose and lactate) in sweat (Figure 7A). Using artificial sweat, average pH level and electrochemical sensitivity values for lactate 11.4 μA mm−1 cm−2 and glucose 35.3 μA mm−1 cm−2 were recorded in three different graphs (Lei et al., 2019). Zheng created sensitive dopamine (DA) sensor using a separate nanomaterial (MXenes/DNA/Pd/Pt), with MXene nanoparticles serving as a conductive matrix for Pd/Pt nanoparticles. The hydrophobic aromatic group adsorbed on the surface of MXenes induces the in-situ growth of PdNPs and Pd/Pt nanoparticles (Figure 7B). The sensor shows excellent linearity in the DA concentration range of 0.2–1,000 μM, as well as high selectivity against ascorbic acid, glucose and uric acid (Zheng et al., 2018). MXenes nanosheets also have the ability to strip heavy metals as well as to detect heavy metal ions (e.g., Cu, Li, Na, K atoms) (Guo et al., 2015; Shahzad et al., 2017). Aside from small molecules, metal ions and MXenes combine to have a similar doping effect. Zhu et al. studied the electrochemical reaction of MXene to recognise the coexistence of Cu2+, Pb2+, Hg2+, and Cd2+ and suggested a new platform for the detection of high sensitivity metal ions. (Zhu et al., 2017).

FIGURE 7
www.frontiersin.org

FIGURE 7. (A) a wearable MXene based electrochemical biosensor. i) the oxygen-rich enzyme electrode is depicted schematically. ii) On the skin, sweat-monitoring wearable patch. iii) Comparison of lactate levels at various points during exercise using three separate lactate sensors. iv) Comparison of pH levels at various points in the exercise using three different pH sensors. v) Glucose levels before and after meals were compared using three different glucose and pH sensors. (Copyright 2019; John Wiley and Sons). (B) The Ti3C2/DNA/Pd/Pt nanocomposite fabrication process. (Copyright 2018; Journal of Electroanalytical Chemistry).

Nanomaterial Applications in Electrochemical Immunosensors and DNA Biosensors

Electrochemical Immunosensors

Electrochemical immunosensors have been extensively used in medical diagnostic and therapeutic applications, doping or impurities, and the food industry to track biological components and biological molecules of environmental origin and influence. where antibodies are probes that form ion complexes with the same antigen pairs with specific targets. Nanomaterials are the best candidates for developing electrochemical immunosensors with good sensitivity and signal transduction capability. A significant number of electrochemical label-free immune strategies have recently been developed and used to identify multiple target biomarkers associated with many kinds of diseases (Tuteja et al., 2018), including viruses (Kaushik et al., 2018), cardiac markers, and other proteins (Dutta and Lillehoj, 2018; Haji-Hashemi et al., 2019). Focused on this label-free method, a non-faradaic impedimetric portable/wearable cortisol sensor was designed using semiconductive MoS2 nanosheets and vertically aligned metal electrodes to calculate cortisol concentration in artificial sweat samples (Kinnamon et al., 2017). As a new immunosensing platform, Stretchable and disposable electrochemical biosensors are eager to identify biomarkers from body fluids such as saliva, interstitial fluids, sweat, or wound fluids, as well as various biomechanical organisms (Kim et al., 2011; Cao et al., 2014; Gao et al., 2016c; Liu et al., 2016; Liu et al., 2017). However, the realization of such stretchable electrochemical biosensors has been narrowed by the challenges of obtaining electrochemical electrodes with high sensitivity, stretchability, and stability during deformation. With that in mind, Bo-Yeong et al. proposed a simple, durable and stretchable disposable point of care electrochemical immunosensor based on metallic nanomaterials. A three-dimensional, micro-patterned stretchable substrate was used to form thermally evaporated gold as working and counter electrodes (Figure 8A). The sensor shows high sensitivity and stability when stretching up to 30%. The sensor can detect low concentrations of target molecules, down to 100 fM of TNF- α protein, an inflammation biomarker. After all, it was still challenging to develop a soft, skin-interfaced biosensor patch entirely operative lab-on-patch technology, with particular significance for non-invasive detection and differentiation of biomarkers from body fluids (Heikenfeld et al., 2018, 80; Zhao et al., 2019; Lee et al., 2020). It will also be more user-friendly than lab-based immunoassays or in-hospital (POCT) point-of-care testing, which involves numerous in vitro sample processing steps and user expertise in sample analysis (Daniels and Pourmand, 2007). Many current immunoassay procedures use labelling to produce a detection signal, in which an antibody, fluorescent markers, or redox pair is added to the detection probe. These methods are time-consuming, need several steps, and cause discomfort to the wearer (Joung et al., 2019). To meet these challenges, Lee et al. developed a stretchable, wearable lab-on-a-patch (LOP) device made up of a label-free impedimetric biosensor and a stretchable microfluidic system for on-body measurement of the hormone, biomarker, and cortisol. A three-dimensional nanostructured gold was used as a sensing electrode to achieve the high sensitivity required to measure the pM-levels of cortisol in sweat (Figure 8B). Using an antibody as a probe biomolecule, this biosensor measured sweating cortisol accurately during exercise, ranging from 1 pg/ml to 1 μg/ml, under a 30% strain (Lee et al., 2020). This LOP platform may be enhanced to track other biomarkers in sweat such as cytokines, neuropeptides, therapeutic drugs in sweat and a broader range of biomarkers in other biofluids such as interstitial fluids or wound exudate. Further, we see a great roll of nanomaterials in molecular imprinted polymer-based sensors (MIP’s). Huang et al. recently proposed a flexible electrochemical urea sensor (Figure 8C). In their first work, they developed the MIP by imprinting urea with electropolymerized (PEDOT) on a network of carbon nanotubes and gold nanotubes (AuNTs) (Liu et al., 2018). The developed flexible sensor demonstrated a strong linear response to physiologically significant urea levels while showing negligible cross reactivity. Their second work fabricated an ECL sensor by coating a specific MIP layer on highly luminescent nanospheres immobilized AuNTs networks (Parlak et al., 2018). The sensor can detect lactate and urea from sweat accurately with high stability. Parlak and his colleagues created a wearable organic electrochemical system focused on a molecularly selective nanoporous membrane for non-invasive cortisol sensing (Figure 8D) (Parlak et al., 2018). The cortisol biorecognition is based on a MIP membrane with a laser-patterned microcapillary channel array for sample acquisition and organic electrochemical transistors (OECTs) based on PEDOT:PSS. The wearable sensor’s stability and stretchability are offered by the styrene-ethylene-butylene-styrene (SEBS) elastomer substrate. Lately, laser-burned graphene (LBG) has been developed as an excellent electrode matrix for wearable electrochemical sensing applications because of its one-shot fabrication and excellent electrochemical performance (Ugur et al., 2014;Hamblin, 2016). Jong et al. recently proposed a Ti3C2Tx (MXene/LBG) based wearable electrochemical impedimetric immunosensor with a 3-D electrode network for noninvasive cortisol biomarker identification in human sweat at the point of treatment (POC). Laser-induced graphene (LBG) is the basic material used in electrode construction since it is stable and has strong electrical properties. Ti3C2Tx MXene, which has excellent electrochemical properties and outstanding enzyme loading capabilities, was deposited on the electrode (Figure 8E). The cortisol sensor had a very low concentration limit of 3.88 pM and excellent selectivity. This MXene LBG-based flexible noninvasive patch can be used to identify other biomarkers or pathogens. The developed path can be coupled with a wearable electrochemical front-end for impedance signal monitoring and wireless data transmission for smartphone-based biomarkers or pathogen diagnosis properties (San Nah et al., 2021).

FIGURE 8
www.frontiersin.org

FIGURE 8. Schematic diagrams of electrochemical immunosensors. (A) 3-D micro-patterned elastomeric substrate-based Stretchable electrochemical immunosensor. (Copyright 2019; Sensors and Actuators). (B) LOP with microfluidic and electrochemical sensing components for wearable POCT, as well as a schematic diagram of the LOP platform for wearable biomarker detection, fabricated on a mogul-patterned substrate with 3-D nanostructured Au as a working electrode (Copyright 2020; Biosensors and Bioelectronics). (C) the development of a flexible sensor for the electrochemical detection of urea (Copyright 2018; American Chemical Society). (D) A patch-type wearable cortisol sensor based on carbon nanotubes and a lightweight SEBS elastomer substrate with a PEDOT:PSS semiconductor layer and an MSM. (Copyright 2018; Science Progresses.). (E) a Ti3C2Tx MXene-loaded laser-induced graphene cortisol immunosensor (Copyright 2021; Sensors and Actuators).

DNA Biosensors

Conductive nanomaterials and nanocomposites have lately gained popularity as potential materials for DNA biosensors. Electrochemical biosensors for DNA detection are being developed and used in many human applications such as food, healthcare, environment, etc. (Ramanavičius et al., 2006; Booth et al., 2011). A DNA biosensor is designed by immobilizing a DNA probe on an electrode surface and then using hybridization to label the target DNA sequence. This hybridization, known as transduction in the technological era, can be observed optically and electrochemically. A DNA biosensor for detecting the H5N1 gene sequence of the influenza virus was created using a DNA aptamer immobilized hybrid nanomaterial-modified (MWCNT/PPy) electrode. The modified electrode nanoparticles provide a porous structure with a wide effective surface area. The latest (PANI-AuNPs) nanocomposite based DNA biosensor detected micro RNA-16 using a streptavidin-AP conjugate to biotinylated recognition sites via transduction with a 0.1 nM detection limit (Saberi et al., 2013). Very recently, for the first time, Jiang and his team proposed a cloth-based DNA biosensor by using nanocomposite (CdTe-MWCNTs) to get a stronger electrochemical signal. Under ideal conditions, target DNA samples (75-bp DNA fragments produced by PCR amplification) were determined in a range of 20 fM to 5 nM, with a detection limit of 8.74 fM and relative standard deviations of 2.04 and 4.75 percent for intra- and inter-assays at 50 pM TD, respectively (Jiang et al., 2020).

Present Challenges and Future Prospects

Wearable electrochemical biosensors are essential for continuous health and fitness tracking and some other sports applications. The conductive nanomaterials, which are the key components, determine the performance and practical use of such sensors considerably. However, in recent years, emerging conductive nanomaterials have been studied and used to develop wearable electrochemical biosensors due to characteristics like large specific surface area, high porosity, high sensitivity, and selectivity. In this study, different kinds of conductive nanomaterials for sensing electrodes of wearable electrochemical biosensors are summarized.

Present Challenges

Over all, carbon-based nanomaterials (CNTs, graphene, etc.) have been widely used in the fabrication of sensing electrodes for wearable electrochemical biosensors because of their advantages of good electrical conductivity, high biocompatibility, and low cost. However, for metabolite (glucose) detection, glucose oxides (GOD) normally need to be modified on the working electrode as the carbon-based nanomaterials can not catalyze glucose directly. Consequently, the decrease in the life span of the wearable electrochemical biosensor for detecting glucose caused by enzyme inactivation is the main issue limiting its broad applications and commercialization. Metal-based nanomaterials, particularly noble-based metals, having great and promising electrocatalytic properties, particularly in wearable glucose non-enzymatic sensors. They can detect glucose directly without GOD, demonstrating good stability. But the main issue is cost, which is high. Cu nanowires have been studied as a potentially promising material because of their low cost and high conductivity. Still, the weak stability against oxidation and chemical corrosion, as well as the final decrease in conductivity over time, may limit its practical applications for wearable electrochemical biosensors. The use of conductive polymer nanoparticles in wearable electrochemical biosensors aims to improve sensor flexibility in order to ensure optimal sensor performance after mounting on the human body. The output properties of wearable electrochemical biosensors will not vary because of diverse human body motions. As a result, the catalytic property was not as good as that of metal-based nanomaterials.

Future Prospects

Wearable electrochemical biosensors can be manufactured from a variety of nanomaterials depending on the needs of real-time applications. Nowadays, more conductive nanomaterials will be developed and used to generate new sensing electrodes for wearable electrochemical biosensors. The new development trends of sensing nanomaterials in the future will be as follows.’

Firstly, sensing nanomaterials with porous structures, high electrical conductivity, and catalytic activity will be often used in both enzymatic and non-enzymatic sensors to enhance the sensor sensitivity. Second, sensing nanomaterials should have superior mechanical properties in order to improve the sensor’s durability and flexibility throughout everyday activities. Third, because there are different interferences (such as glucose, lactate, Na+, K+) in body fluids, nanomaterials with specific identification of analytes like glucose or lactate may attract more attention to increase the selection of sensors. Finally, to produce low-cost, high-performance, and reliable wearable electrochemical biosensors and biosensors, more knowledge of nanomaterial characteristics, as well as advancements in manufacturing and processing procedures, is required. For example, replacing Ag with Cu or carbon-based components and using low-cost CNT synthesis and processing methods. Only preliminary studies on the biocompatibility of nanomaterials for wearable applications have been conducted. More methodical reports on nanomaterials' long-term biocompatibility are urgently needed to support the practical applications of nanomaterials. Graphene has been used to create a variety of wearable electrochemical biosensors, especially for healthcare applications. To ensure high efficiency, additional efforts should be made to improve large-scale advancement with reasonable uniformity and defect-free deposition onto different substrates with high-pitched consistency and yield. However, nanotechnology applications are beginning to emerge, and more research is needed to obtain novel results and uses.

Author Contributions

The authors confirm contribution to the paper as follows: paper writing, data collection, and figures analysis: TR Author; proof reading of final manuscript: LQ Author; study conception and assisted in making figures: WK Author, BA Author; analysis and interpretation of results: AA Author; supervise the entire work: MT Author. All authors reviewed the results and approved the final version of the manuscript.

Funding

This work was supported by the National Natural Science Foundation of China (51672141), the Natural Science Foundation of Shandong Province of China (ZR2018QEM004), the Shandong Province Key Research and Development Plan (2019JZZY010335, 2019JZZY010340, and 2019GGXI02022), the Anhui Province Special Science and Technology Project (201903a05020028), the Shandong Provincial Universities Youth Innovation Technology Plan Innovation Team (2020KJA013), and the State Key Laboratory of Bio-Fibers and Eco-Textiles (Qingdao University, No. ZKT02).

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

Abellán-Llobregat, A., Jeerapan, I., Bandodkar, A., Vidal, L., Canals, A., Wang, J., et al. (2017). A Stretchable and Screen-Printed Electrochemical Sensor for Glucose Determination in Human Perspiration. Biosens. Bioelectron. 91, 885–891. doi:10.1016/j.bios.2017.01.058

PubMed Abstract | CrossRef Full Text | Google Scholar

Abouraddy, A. F., Bayindir, M., Benoit, G., Hart, S. D., Kuriki, K., Orf, N., et al. (2007). Towards Multimaterial Multifunctional Fibres that See, Hear, Sense and Communicate. Nat. Mater 6, 336–347. doi:10.1038/nmat1889

PubMed Abstract | CrossRef Full Text | Google Scholar

Adans-Dester, C. P., Bamberg, S., Bertacchi, F. P., Caulfield, B., Chappie, K., Demarchi, D., et al. (2020). Can mHealth Technology Help Mitigate the Effects of the COVID-19 Pandemic? IEEE Open J. Eng. Med. Biol. 1, 243–248. doi:10.1109/ojemb.2020.3015141

CrossRef Full Text | Google Scholar

Alizadeh, A., Burns, A., Lenigk, R., Gettings, R., Ashe, J., Porter, A., et al. (2018). A Wearable Patch for Continuous Monitoring of Sweat Electrolytes during Exertion. Lab. Chip 18, 2632–2641. doi:10.1039/c8lc00510a

PubMed Abstract | CrossRef Full Text | Google Scholar

Allison, L., Hoxie, S., and Andrew, T. L. (2017). Towards Seamlessly-Integrated Textile Electronics: Methods to Coat Fabrics and Fibers with Conducting Polymers for Electronic Applications. Chem. Commun. 53, 7182–7193. doi:10.1039/c7cc02592k

CrossRef Full Text | Google Scholar

Anastasova, S., Crewther, B., Bembnowicz, P., Curto, V., Ip, H. M., Rosa, B., et al. (2017). A Wearable Multisensing Patch for Continuous Sweat Monitoring. Biosens. Bioelectron. 93, 139–145. doi:10.1016/j.bios.2016.09.038

PubMed Abstract | CrossRef Full Text | Google Scholar

Archana, V., Xia, Y., Fang, R., and Gnana Kumar, G. (2019). Hierarchical CuO/NiO-Carbon Nanocomposite Derived from Metal Organic Framework on Cello Tape for the Flexible and High Performance Nonenzymatic Electrochemical Glucose Sensors. ACS Sustainable Chem. Eng. 7, 6707–6719. doi:10.1021/acssuschemeng.8b05980

CrossRef Full Text | Google Scholar

Bae, C. W., Toi, P. T., Kim, B. Y., Lee, W. I., Lee, H. B., Hanif, A., et al. (2019). Fully Stretchable Capillary Microfluidics-Integrated Nanoporous Gold Electrochemical Sensor for Wearable Continuous Glucose Monitoring. ACS Appl. Mater. Inter. 11, 14567–14575. doi:10.1021/acsami.9b00848

PubMed Abstract | CrossRef Full Text | Google Scholar

Bandodkar, A. J., Jeerapan, I., You, J.-M., Nuñez-Flores, R., and Wang, J. (2016). Highly Stretchable Fully-Printed CNT-Based Electrochemical Sensors and Biofuel Cells: Combining Intrinsic and Design-Induced Stretchability. Nano Lett. 16, 721–727. doi:10.1021/acs.nanolett.5b04549

PubMed Abstract | CrossRef Full Text | Google Scholar

Bandodkar, A. J., Jia, W., and Wang, J. (2015a). Tattoo-Based Wearable Electrochemical Devices: A Review. Electroanalysis 27, 562–572. doi:10.1002/elan.201400537

CrossRef Full Text | Google Scholar

Bandodkar, A. J., Jia, W., Yardımcı, C., Wang, X., Ramirez, J., and Wang, J. (2015b). Tattoo-based Noninvasive Glucose Monitoring: a Proof-Of-Concept Study. Anal. Chem. 87, 394–398. doi:10.1021/ac504300n

CrossRef Full Text | Google Scholar

Bandodkar, A. J., Nuñez‐Flores, R., Jia, W., and Wang, J. (2015c). All‐Printed Stretchable Electrochemical Devices. Adv. Mater. 27, 3060–3065. doi:10.1002/adma.201500768

PubMed Abstract | CrossRef Full Text | Google Scholar

Bandodkar, A. J., and Wang, J. (2014). Non-invasive Wearable Electrochemical Sensors: a Review. Trends Biotechnology 32, 363–371. doi:10.1016/j.tibtech.2014.04.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Bandodkar, A. J., You, J.-M., Kim, N.-H., Gu, Y., Kumar, R., Mohan, A. M. V., et al. (2017). Soft, Stretchable, High Power Density Electronic Skin-Based Biofuel Cells for Scavenging Energy from Human Sweat. Energy Environ. Sci. 10, 1581–1589. doi:10.1039/c7ee00865a

CrossRef Full Text | Google Scholar

Bhide, A., Cheeran, S., Muthukumar, S., and Prasad, S. (2019). Enzymatic Low Volume Passive Sweat Based Assays for Multi-Biomarker Detection. Biosensors 9, 13. doi:10.3390/bios9010013

PubMed Abstract | CrossRef Full Text | Google Scholar

Booth, M. A., Harbison, S., and Travas-Sejdic, J. (2011). Development of an Electrochemical Polypyrrole-Based DNA Sensor and Subsequent Studies on the Effects of Probe and Target Length on Performance. Biosens. Bioelectron. 28, 362–367. doi:10.1016/j.bios.2011.07.051

PubMed Abstract | CrossRef Full Text | Google Scholar

Borgmann, S., Schulte, A., Neugebauer, S., and Schuhmann, W. (2011). Amperometric Biosensors. Adv. Electrochem. Sci. Eng. 2.

Google Scholar

Brodt, M., Wycisk, R., and Pintauro, P. N. (2013). Nanofiber Electrodes with Low Platinum Loading for High Power Hydrogen/air PEM Fuel Cells. J. Electrochem. Soc. 160, F744–F749. doi:10.1149/2.008308jes

CrossRef Full Text | Google Scholar

Byrne, R., Benito-Lopez, F., and Diamond, D. (2010). Materials Science and the Sensor Revolution. Mater. Today 13, 16–23. doi:10.1016/s1369-7021(10)70124-3

CrossRef Full Text | Google Scholar

Cao, H., Yu, F., Zhao, Y., Scianmarello, N., Lee, J., Dai, W., et al. (2014). Stretchable Electrochemical Impedance Sensors for Intravascular Detection of Lipid-Rich Lesions in New Zealand White Rabbits. Biosens. Bioelectron. 54, 610–616. doi:10.1016/j.bios.2013.11.059

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, A., and Shah, B. (2013). Electrochemical Sensing and Biosensing Based on Square Wave Voltammetry. Anal. Methods 5, 2158–2173. doi:10.1039/c3ay40155c

CrossRef Full Text | Google Scholar

Chen, H., Rim, Y. S., Wang, I. C., Li, C., Zhu, B., Sun, M., et al. (2017). Quasi-two-dimensional Metal Oxide Semiconductors Based Ultrasensitive Potentiometric Biosensors. ACS nano 11, 4710–4718. doi:10.1021/acsnano.7b00628

PubMed Abstract | CrossRef Full Text | Google Scholar

Chu, M., Shirai, T., Takahashi, D., Arakawa, T., Kudo, H., Sano, K., et al. (2011). Biomedical Soft Contact-Lens Sensor for In Situ Ocular Biomonitoring of Tear Contents. Biomed. Microdevices 13, 603–611. doi:10.1007/s10544-011-9530-x

PubMed Abstract | CrossRef Full Text | Google Scholar

Criscuolo, F., Ny Hanitra, I., Aiassa, S., Taurino, I., Oliva, N., Carrara, S., et al. (2021). Wearable Multifunctional Sweat-Sensing System for Efficient Healthcare Monitoring. Sensors Actuators B: Chem. 328, 129017. doi:10.1016/j.snb.2020.129017

CrossRef Full Text | Google Scholar

Curto, V. F., Fay, C., Coyle, S., Byrne, R., O’Toole, C., Barry, C., et al. (2012). Real-time Sweat pH Monitoring Based on a Wearable Chemical Barcode Micro-fluidic Platform Incorporating Ionic Liquids. Sensors Actuators B: Chem. 171-172, 1327–1334. doi:10.1016/j.snb.2012.06.048

CrossRef Full Text | Google Scholar

Daniels, J. S., and Pourmand, N. (2007). Label-Free Impedance Biosensors: Opportunities and Challenges. Electroanalysis 19, 1239–1257. doi:10.1002/elan.200603855

PubMed Abstract | CrossRef Full Text | Google Scholar

Dheilly, A., Linossier, I., Darchen, A., Hadjiev, D., Corbel, C., and Alonso, V. (2008). Monitoring of Microbial Adhesion and Biofilm Growth Using Electrochemical Impedancemetry. Appl. Microbiol. Biotechnol. 79, 157–164. doi:10.1007/s00253-008-1404-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Dierking, I. (2010). Recent Developments in Polymer Stabilised Liquid Crystals. Polym. Chem. 1, 1153–1159. doi:10.1039/c0py00087f

CrossRef Full Text | Google Scholar

Dutta, G., and Lillehoj, P. B. (2018). Wash-free, Label-free Immunoassay for Rapid Electrochemical Detection of PfHRP2 in Whole Blood Samples. Sci. Rep. 8, 1–8. doi:10.1038/s41598-018-35471-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Emaminejad, S., Gao, W., Wu, E., Davies, Z. A., Yin Yin Nyein, H., Challa, S., et al. (2017). Autonomous Sweat Extraction and Analysis Applied to Cystic Fibrosis and Glucose Monitoring Using a Fully Integrated Wearable Platform. Proc. Natl. Acad. Sci. USA 114, 4625–4630. doi:10.1073/pnas.1701740114

PubMed Abstract | CrossRef Full Text | Google Scholar

Farajikhah, S., Choi, J., Esrafilzadeh, D., Underwood, J., Innis, P. C., Paull, B., et al. (2020). 3D Textile Structures with Integrated Electroactive Electrodes for Wearable Electrochemical Sensors. J. Textile Inst. 111, 1587–1595. doi:10.1080/00405000.2020.1720968

CrossRef Full Text | Google Scholar

Feng, Y., and Zhu, J. (2019). Copper Nanomaterials and Assemblies for Soft Electronics. Sci. China Mater. 62, 1679–1708. doi:10.1007/s40843-019-9468-5

CrossRef Full Text | Google Scholar

Fraser, K. J., Curto, V. F., Coyle, S., Schazmann, B., Byrne, R., Benito-Lopez, F., et al. (2011). “Wearable Electrochemical Sensors for Monitoring Performance Athletes,” in Organic Semiconductors in Sensors and Bioelectronics IV (Bellingham, WA: International Society for Optics and Photonics), 81180C.

CrossRef Full Text | Google Scholar

Gangopadhyay, R., and De, A. (2000). Conducting Polymer Nanocomposites: a Brief Overview. Chem. Mater. 12, 608–622. doi:10.1021/cm990537f

CrossRef Full Text | Google Scholar

Gao, W., Emaminejad, S., Nyein, H. Y. Y., Challa, S., Chen, K., Peck, A., et al. (2016a). Fully Integrated Wearable Sensor Arrays for Multiplexed In Situ Perspiration Analysis. Nature 529, 509–514. doi:10.1038/nature16521

PubMed Abstract | CrossRef Full Text | Google Scholar

Gao, W., Nyein, H. Y., Shahpar, Z., Tai, L.-C., Wu, E., Bariya, M., et al. (2016c). “Wearable Sweat Biosensors”. 2016 IEEE International Electron Devices Meeting (IEDM). IEEE, 661–664. doi:10.1109/iedm.2016.7838363

CrossRef Full Text | Google Scholar

Gao, W., Nyein, H. Y. Y., Shahpar, Z., Fahad, H. M., Chen, K., Emaminejad, S., et al. (2016b). Wearable Microsensor Array for Multiplexed Heavy Metal Monitoring of Body Fluids. ACS Sens. 1, 866–874. doi:10.1021/acssensors.6b00287

CrossRef Full Text | Google Scholar

Gerard, M., Chaubey, A., and Malhotra, B. (2002). Application of Conducting Polymers to Biosensors. Biosens. Bioelectron. 17, 345–359. doi:10.1016/s0956-5663(01)00312-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Gerard, M., and Malhotra, B. D. (2005). Application of Polyaniline as Enzyme Based Biosensor. Curr. Appl. Phys. 5, 174–177. doi:10.1016/j.cap.2004.06.016

CrossRef Full Text | Google Scholar

Gonzalo-Ruiz, J., Mas, R., De Haro, C., Cabruja, E., Camero, R., Alonso-Lomillo, M. A., et al. (2009). Early Determination of Cystic Fibrosis by Electrochemical Chloride Quantification in Sweat. Biosens. Bioelectron. 24, 1788–1791. doi:10.1016/j.bios.2008.07.051

PubMed Abstract | CrossRef Full Text | Google Scholar

Gregory, R. V., Kimbrell, W. C., and Kuhn, H. H. (1989). Conductive Textiles. Synth. Met. 28, 823–835. doi:10.1016/0379-6779(89)90610-3

CrossRef Full Text | Google Scholar

Guinovart, T., Parrilla, M., Crespo, G. A., Rius, F. X., and Andrade, F. J. (2013). Potentiometric Sensors Using Cotton Yarns, Carbon Nanotubes and Polymeric Membranes. Analyst 138, 5208–5215. doi:10.1039/c3an00710c

PubMed Abstract | CrossRef Full Text | Google Scholar

Guinovart, T., Valdés-Ramírez, G., Windmiller, J. R., Andrade, F. J., and Wang, J. (2014). Bandage-Based Wearable Potentiometric Sensor for Monitoring Wound pH. Electroanalysis 26, 1345–1353. doi:10.1002/elan.201300558

CrossRef Full Text | Google Scholar

Guo, J., Peng, Q., Fu, H., Zou, G., and Zhang, Q. (2015). Heavy-metal Adsorption Behavior of Two-Dimensional Alkalization-Intercalated MXene by First-Principles Calculations. J. Phys. Chem. C 119, 20923–20930. doi:10.1021/acs.jpcc.5b05426

CrossRef Full Text | Google Scholar

Guo, Y., Zhong, M., Fang, Z., Wan, P., and Yu, G. (2019). A Wearable Transient Pressure Sensor Made with MXene Nanosheets for Sensitive Broad-Range Human-Machine Interfacing. Nano Lett. 19, 1143–1150. doi:10.1021/acs.nanolett.8b04514

PubMed Abstract | CrossRef Full Text | Google Scholar

Haji-Hashemi, H., Safarnejad, M. R., Norouzi, P., Ebrahimi, M., Shahmirzaie, M., and Ganjali, M. R. (2019). Simple and Effective Label Free Electrochemical Immunosensor for Fig Mosaic Virus Detection. Anal. Biochem. 566, 102–106. doi:10.1016/j.ab.2018.11.017

PubMed Abstract | CrossRef Full Text | Google Scholar

Hamblin, M. R. (2016). Shining Light on the Head: Photobiomodulation for Brain Disorders. BBA Clin. 6, 113–124. doi:10.1016/j.bbacli.2016.09.002

PubMed Abstract | CrossRef Full Text | Google Scholar

Hatamie, A., Khan, A., Golabi, M., Turner, A. P. F., Beni, V., Mak, W. C., et al. (2015). Zinc Oxide Nanostructure-Modified Textile and its Application to Biosensing, Photocatalysis, and as Antibacterial Material. Langmuir 31, 10913–10921. doi:10.1021/acs.langmuir.5b02341

PubMed Abstract | CrossRef Full Text | Google Scholar

He, S., Zhu, Q., Soomro, R. A., and Xu, B. (2020). MXene Derivatives for Energy Storage Applications. Sustainable Energ. Fuels 4, 4988–5004. doi:10.1039/d0se00927j

CrossRef Full Text | Google Scholar

Heikenfeld, J., Jajack, A., Rogers, J., Gutruf, P., Tian, L., Pan, T., et al. (2018). Wearable Sensors: Modalities, Challenges, and Prospects. Lab. Chip 18, 217–248. doi:10.1039/c7lc00914c

PubMed Abstract | CrossRef Full Text | Google Scholar

Hou, X., Zhou, Y., Liu, Y., Wang, L., and Wang, J. (2020). Coaxial Electrospun Flexible PANI//PU Fibers as Highly Sensitive pH Wearable Sensor. J. Mater. Sci. 55, 16033–16047. doi:10.1007/s10853-020-05110-7

CrossRef Full Text | Google Scholar

Hou, Y., Duan, L., Gui, Z., and Hu, Y. (2017). An Infiltration Method to Synthesize Thermoplastic Polyurethane Composites Based on Size-Controlled Graphene Foams. Composites A: Appl. Sci. Manufacturing 97, 67–75. doi:10.1016/j.compositesa.2017.02.023

CrossRef Full Text | Google Scholar

Huang, J., and Kaner, R. B. (2004). Nanofiber Formation in the Chemical Polymerization of Aniline: a Mechanistic Study. Angew. Chem. 116, 5941–5945. doi:10.1002/ange.200460616

CrossRef Full Text | Google Scholar

Imamura, A., Zakashansky, J., Cho, K., Lin, L., Carrilho, E., and Khine, M. (2020). Stretchable Sensors for Nanomolar Glucose Detection. Adv. Mater. Technol. 5, 1900843. doi:10.1002/admt.201900843

CrossRef Full Text | Google Scholar

Imani, S., Bandodkar, A. J., Mohan, A. M., Kumar, R., Yu, S., Wang, J., et al. (2016). A Wearable Chemical-Electrophysiological Hybrid Biosensing System for Real-Time Health and Fitness Monitoring. Nat. Commun. 7, 11650–11657. doi:10.1038/ncomms11650

PubMed Abstract | CrossRef Full Text | Google Scholar

Jang, J., and Han, J. I. (2017). High Performance Cylindrical Capacitor as a Relative Humidity Sensor for Wearable Computing Devices. J. Electrochem. Soc. 164, B136–B141. doi:10.1149/2.1121704jes

CrossRef Full Text | Google Scholar

Jeerapan, I., Sempionatto, J. R., Pavinatto, A., You, J.-M., and Wang, J. (2016). Stretchable Biofuel Cells as Wearable Textile-Based Self-Powered Sensors. J. Mater. Chem. A. 4, 18342–18353. doi:10.1039/c6ta08358g

PubMed Abstract | CrossRef Full Text | Google Scholar

Jeerapan, I., Sonsa-Ard, T., and Nacapricha, D. (2020). Applying Nanomaterials to Modern Biomedical Electrochemical Detection of Metabolites, Electrolytes, and Pathogens. Chemosensors 8, 71. doi:10.3390/chemosensors8030071

CrossRef Full Text | Google Scholar

Jia, X., Ge, Y., Shao, L., Wang, C., and Wallace, G. G. (2019). Tunable Conducting Polymers: toward Sustainable and Versatile Batteries. ACS Sustainable Chem. Eng. 7, 14321–14340. doi:10.1021/acssuschemeng.9b02315

CrossRef Full Text | Google Scholar

Jiang, J., Wu, H., Su, Y., Liang, Y., Shu, B., and Zhang, C. (2020). Electrochemical Cloth-Based DNA Sensors (ECDSs): A New Class of Electrochemical Gene Sensors. Anal. Chem. 92, 7708–7716. doi:10.1021/acs.analchem.0c00669

PubMed Abstract | CrossRef Full Text | Google Scholar

Joung, H.-A., Ballard, Z. S., Ma, A., Tseng, D. K., Teshome, H., Burakowski, S., et al. (2019). Paper-based Multiplexed Vertical Flow Assay for point-of-care Testing. Lab. Chip 19, 1027–1034. doi:10.1039/c9lc00011a

PubMed Abstract | CrossRef Full Text | Google Scholar

Kaushik, A., Yndart, A., Kumar, S., Jayant, R. D., Vashist, A., Brown, A. N., et al. (2018). A Sensitive Electrochemical Immunosensor for Label-free Detection of Zika-Virus Protein. Sci. Rep. 8, 9700–9705. doi:10.1038/s41598-018-28035-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Kim, D.-H., Lu, N., Ma, R., Kim, Y.-S., Kim, R.-H., Wang, S., et al. (2011). Epidermal Electronics. Science 333, 838–843. doi:10.1126/science.1206157

PubMed Abstract | CrossRef Full Text | Google Scholar

Kim, J., Kim, M., Lee, M. S., Kim, K., Ji, S., Kim, Y. T., et al. (2017). Wearable Smart Sensor Systems Integrated on Soft Contact Lenses for Wireless Ocular Diagnostics. Nat. Commun. 8, 14997–14998. doi:10.1038/ncomms14997

PubMed Abstract | CrossRef Full Text | Google Scholar

Kim, J., Campbell, A. S., de Ávila, B. E.-F., and Wang, J. (2019). Wearable Biosensors for Healthcare Monitoring. Nat. Biotechnol. 37, 389–406. doi:10.1038/s41587-019-0045-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Kinnamon, D., Ghanta, R., Lin, K. C., Muthukumar, S., and Prasad, S. (2017). Portable Biosensor for Monitoring Cortisol in Low-Volume Perspired Human Sweat. Sci. Rep. 7, 13312–13313. doi:10.1038/s41598-017-13684-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Kinnamon, D. S., Krishnan, S., Brosler, S., Sun, E., and Prasad, S. (2018). Screen Printed Graphene Oxide Textile Biosensor for Applications in Inexpensive and Wearable point-of-exposure Detection of Influenza for At-Risk Populations. J. Electrochem. Soc. 165, B3084–B3090. doi:10.1149/2.0131808jes

CrossRef Full Text | Google Scholar

Lee, H.-B., Meeseepong, M., Trung, T. Q., Kim, B.-Y., and Lee, N.-E. (2020). A Wearable Lab-On-A-Patch Platform with Stretchable Nanostructured Biosensor for Non-invasive Immunodetection of Biomarker in Sweat. Biosens. Bioelectron. 156, 112133. doi:10.1016/j.bios.2020.112133

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, H., Choi, T. K., Lee, Y. B., Cho, H. R., Ghaffari, R., Wang, L., et al. (2016). A Graphene-Based Electrochemical Device with Thermoresponsive Microneedles for Diabetes Monitoring and Therapy. Nat. Nanotech 11, 566–572. doi:10.1038/nnano.2016.38

CrossRef Full Text | Google Scholar

Lei, Y., Zhao, W., Zhang, Y., Jiang, Q., He, J. H., Baeumner, A. J., et al. (2019). A MXene‐Based Wearable Biosensor System for High‐Performance In Vitro Perspiration Analysis. Small 15, 1901190. doi:10.1002/smll.201901190

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, G., and Wen, D. (2020). Wearable Biochemical Sensors for Human Health Monitoring: Sensing Materials and Manufacturing Technologies. J. Mater. Chem. B 8, 3423–3436. doi:10.1039/c9tb02474c

CrossRef Full Text | Google Scholar

Li, M., Yuan, P., Chen, Q.-Q., Lin, L.-H., Radjenovic, P. M., He, Y.-L., et al. (2020). Shell-Isolated Nanoparticle-Enhanced Luminescence of Metallic Nanoclusters. Anal. Chem. 92, 7146–7153. doi:10.1021/acs.analchem.0c00600

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, Y., Li, Y., Su, M., Li, W., Li, Y., Li, H., et al. (2017). Electronic Textile by Dyeing Method for Multiresolution Physical Kineses Monitoring. Adv. Electron. Mater. 3, 1700253. doi:10.1002/aelm.201700253

CrossRef Full Text | Google Scholar

Li, Y., Young, D. J., and Loh, X. J. (2019). Fluorescent Gels: a Review of Synthesis, Properties, Applications and Challenges. Mater. Chem. Front. 3, 1489–1502. doi:10.1039/c9qm00127a

CrossRef Full Text | Google Scholar

Lin, J., Zhu, Z., Cheung, C. F., Yan, F., and Li, G. (2020). Digital Manufacturing of Functional Materials for Wearable Electronics. J. Mater. Chem. C 8, 10587–10603. doi:10.1039/d0tc01112f

CrossRef Full Text | Google Scholar

Liu, Y.-L., Jin, Z.-H., Liu, Y.-H., Hu, X.-B., Qin, Y., Xu, J.-Q., et al. (2016). Stretchable Electrochemical Sensor for Real-Time Monitoring of Cells and Tissues. Angew. Chem. Int. Ed. 55, 4537–4541. doi:10.1002/anie.201601276

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, Y.-L., Liu, R., Qin, Y., Qiu, Q.-F., Chen, Z., Cheng, S.-B., et al. (2018). Flexible Electrochemical Urea Sensor Based on Surface Molecularly Imprinted Nanotubes for Detection of Human Sweat. Anal. Chem. 90, 13081–13087. doi:10.1021/acs.analchem.8b04223

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, Y.-L., Qin, Y., Jin, Z.-H., Hu, X.-B., Chen, M.-M., Liu, R., et al. (2017). A Stretchable Electrochemical Sensor for Inducing and Monitoring Cell Mechanotransduction in Real Time. Angew. Chem. Int. Ed. 56, 9454–9458. doi:10.1002/anie.201705215

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, Y., Gorgutsa, S., Santato, C., and Skorobogatiy, M. (2012). Flexible, Solid Electrolyte-Based Lithium Battery Composed of LiFePO4Cathode and Li4Ti5O12Anode for Applications in Smart Textiles. J. Electrochem. Soc. 159, A349–A356. doi:10.1149/2.020204jes

CrossRef Full Text | Google Scholar

Lu, Y., Jiang, K., Chen, D., and Shen, G. (2019). Wearable Sweat Monitoring System with Integrated Micro-supercapacitors. Nano Energy 58, 624–632. doi:10.1016/j.nanoen.2019.01.084

CrossRef Full Text | Google Scholar

Mamalis, A. G., Vogtländer, L. O. G., and Markopoulos, A. (2004). Nanotechnology and Nanostructured Materials: Trends in Carbon Nanotubes. Precision Eng. 28, 16–30. doi:10.1016/j.precisioneng.2002.11.002

CrossRef Full Text | Google Scholar

Manjakkal, L., Dang, W., Yogeswaran, N., and Dahiya, R. (2019). Textile-based Potentiometric Electrochemical pH Sensor for Wearable Applications. Biosensors 9, 14. doi:10.3390/bios9010014

PubMed Abstract | CrossRef Full Text | Google Scholar

Mannoor, M. S., Tao, H., Clayton, J. D., Sengupta, A., Kaplan, D. L., Naik, R. R., et al. (2012). Graphene-based Wireless Bacteria Detection on Tooth Enamel. Nat. Commun. 3, 763. doi:10.1038/ncomms1767

PubMed Abstract | CrossRef Full Text | Google Scholar

Mariani, F., Gualandi, I., Tonelli, D., Decataldo, F., Possanzini, L., Fraboni, B., et al. (2020). Design of an Electrochemically Gated Organic Semiconductor for pH Sensing. Electrochemistry Commun. 116, 106763. doi:10.1016/j.elecom.2020.106763

CrossRef Full Text | Google Scholar

Meyyappan, M. (2004). Carbon Nanotubes: Science and Applications. Boca Raton, FL: CRC Press.

Google Scholar

Mitsubayashi, K., Wakabayashi, Y., Murotomi, D., Yamada, T., Kawase, T., Iwagaki, S., et al. (2003). Wearable and Flexible Oxygen Sensor for Transcutaneous Oxygen Monitoring. Sensors Actuators B: Chem. 95, 373–377. doi:10.1016/s0925-4005(03)00441-6

CrossRef Full Text | Google Scholar

Mpanza, T. E. (2016). Determination of Capsaicin Using Carbon Nanotube Based Electrochemical Biosensors (Doctoral dissertation).

Google Scholar

Mpanza, T. E. (2016). Determination of Capsaicin Using Carbon Nanotube Based Electrochemical Biosensors. Durban, SA: Durban University of Technology.

Google Scholar

Nah, J. S., Barman, S. C., Zahed, M. A., Sharifuzzaman, M., Yoon, H., Park, C., et al. (2021). A Wearable Microfluidics-Integrated Impedimetric Immunosensor Based on Ti3C2T MXene Incorporated Laser-Burned Graphene for Noninvasive Sweat Cortisol Detection. Sensors Actuators B: Chem. 329, 129206. doi:10.1016/j.snb.2020.129206

CrossRef Full Text | Google Scholar

Nayak, P., Jiang, Q., Mohanraman, R., Anjum, D., Hedhili, M. N., and Alshareef, H. N. (2018). Inherent Electrochemistry and Charge Transfer Properties of Few-Layered Two-Dimensional Ti3C2TxMXene. Nanoscale 10, 17030–17037. doi:10.1039/c8nr01883a

PubMed Abstract | CrossRef Full Text | Google Scholar

Nyein, H. Y. Y., Gao, W., Shahpar, Z., Emaminejad, S., Challa, S., Chen, K., et al. (2016). A Wearable Electrochemical Platform for Noninvasive Simultaneous Monitoring of Ca2+ and pH. ACS nano 10, 7216–7224. doi:10.1021/acsnano.6b04005

PubMed Abstract | CrossRef Full Text | Google Scholar

Ogasawara, K., Tsuru, T., Mitsubayashi, K., and Karube, I. (1996). Electrical Conductivity of Tear Fluid in Healthy Persons and Keratoconjunctivitis Sicca Patients Measured by a Flexible Conductimetric Sensor. Graefe's Arch. Clin. Exp. Ophthalmol. 234, 542–546. doi:10.1007/bf00448797

CrossRef Full Text | Google Scholar

Oh, S. Y., Hong, S. Y., Jeong, Y. R., Yun, J., Park, H., Jin, S. W., et al. (2018). Skin-attachable, Stretchable Electrochemical Sweat Sensor for Glucose and pH Detection. ACS Appl. Mater. Inter. 10, 13729–13740. doi:10.1021/acsami.8b03342

PubMed Abstract | CrossRef Full Text | Google Scholar

Park, S., Vosguerichian, M., and Bao, Z. (2013). A Review of Fabrication and Applications of Carbon Nanotube Film-Based Flexible Electronics. Nanoscale 5, 1727–1752. doi:10.1039/c3nr33560g

PubMed Abstract | CrossRef Full Text | Google Scholar

Parlak, O., Keene, S. T., Marais, A., Curto, V. F., and Salleo, A. (2018). Molecularly Selective Nanoporous Membrane-Based Wearable Organic Electrochemical Device for Noninvasive Cortisol Sensing. Sci. Adv. 4, eaar2904. doi:10.1126/sciadv.aar2904

PubMed Abstract | CrossRef Full Text | Google Scholar

Parrilla, M., Cánovas, R., Jeerapan, I., Andrade, F. J., and Wang, J. (2016). A Textile-Based Stretchable Multi-Ion Potentiometric Sensor. Adv. Healthc. Mater. 5, 996–1001. doi:10.1002/adhm.201600092

PubMed Abstract | CrossRef Full Text | Google Scholar

Parrilla, M., Ortiz-Gómez, I., Cánovas, R., Salinas-Castillo, A., Cuartero, M., and Crespo, G. A. (2019). Wearable Potentiometric Ion Patch for On-Body Electrolyte Monitoring in Sweat: toward a Validation Strategy to Ensure Physiological Relevance. Anal. Chem. 91, 8644–8651. doi:10.1021/acs.analchem.9b02126

PubMed Abstract | CrossRef Full Text | Google Scholar

Pérez López, B. (2009). Carbon Nanotubes for Electrochemical (Bio) Sensing. Barcelona, Spain: Universitat Autònoma de Barcelona.

Google Scholar

Possanzini, L., Decataldo, F., Mariani, F., Gualandi, I., Tessarolo, M., Scavetta, E., et al. (2020). Textile Sensors Platform for the Selective and Simultaneous Detection of Chloride Ion and pH in Sweat. Sci. Rep. 10, 1–14. doi:10.1038/s41598-020-74337-w

PubMed Abstract | CrossRef Full Text | Google Scholar

Pungor, E. (2016). Oscillometry and Conductometry: International Series of Monographs on Analytical Chemistry. Elsevier.

Google Scholar

Qu, H., Lu, X., and Skorobogatiy, M. (2018). All-solid Flexible Fiber-Shaped Lithium Ion Batteries. J. Electrochem. Soc. 165, A688–A695. doi:10.1149/2.1001803jes

CrossRef Full Text | Google Scholar

Rahimi, R., Ochoa, M., Tamayol, A., Khalili, S., Khademhosseini, A., and Ziaie, B. (2017). Highly Stretchable Potentiometric pH Sensor Fabricated via Laser Carbonization and Machining of Carbon−Polyaniline Composite. ACS Appl. Mater. Inter. 9, 9015–9023. doi:10.1021/acsami.6b16228

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramanavičius, A., Ramanavičienė, A., and Malinauskas, A. (2006). Electrochemical Sensors Based on Conducting Polymer—Polypyrrole. Electrochimica acta 51, 6025–6037.

Google Scholar

Rebrin, K., Sheppard, N. F., and Steil, G. M. (2010). Use of Subcutaneous Interstitial Fluid Glucose to Estimate Blood Glucose: Revisiting Delay and Sensor Offset. Los Angeles, CA: SAGE Publications Sage CA.

Google Scholar

Saberi, R.-S., Shahrokhian, S., and Marrazza, G. (2013). Amplified Electrochemical DNA Sensor Based on Polyaniline Film and Gold Nanoparticles. Electroanalysis 25, 1373–1380. doi:10.1002/elan.201200434

CrossRef Full Text | Google Scholar

Salvo, P., Melai, B., Calisi, N., Paoletti, C., Bellagambi, F., Kirchhain, A., et al. (2018). Graphene-based Devices for Measuring pH. Sensors Actuators B: Chem. 256, 976–991. doi:10.1016/j.snb.2017.10.037

CrossRef Full Text | Google Scholar

Schazmann, B., Morris, D., Slater, C., Beirne, S., Fay, C., Reuveny, R., et al. (2010). A Wearable Electrochemical Sensor for the Real-Time Measurement of Sweat Sodium Concentration. Anal. Methods 2, 342–348. doi:10.1039/b9ay00184k

CrossRef Full Text | Google Scholar

Seesaard, T., Lorwongtragool, P., and Kerdcharoen, T. (2015). Development of Fabric-Based Chemical Gas Sensors for Use as Wearable Electronic Noses. Sensors 15, 1885–1902. doi:10.3390/s150101885

PubMed Abstract | CrossRef Full Text | Google Scholar

Semwal, V., and Gupta, B. D. (2019). Highly Sensitive Surface Plasmon Resonance Based Fiber Optic pH Sensor Utilizing rGO-Pani Nanocomposite Prepared by In Situ Method. Sensors Actuators B: Chem. 283, 632–642. doi:10.1016/j.snb.2018.12.070

CrossRef Full Text | Google Scholar

Seshadri, D. R., Davies, E. V., Harlow, E. R., Hsu, J. J., Knighton, S. C., Walker, T. A., et al. (2020). Wearable Sensors for COVID-19: a Call to Action to Harness Our Digital Infrastructure for Remote Patient Monitoring and Virtual Assessments. Front. Digit. Health 2, 8. doi:10.3389/fdgth.2020.00008

PubMed Abstract | CrossRef Full Text | Google Scholar

Shahzad, A., Rasool, K., Miran, W., Nawaz, M., Jang, J., Mahmoud, K. A., et al. (2017). Two-Dimensional Ti3C2Tx MXene Nanosheets for Efficient Copper Removal from Water. ACS Sustainable Chem. Eng. 5, 11481–11488. doi:10.1021/acssuschemeng.7b02695

PubMed Abstract | CrossRef Full Text | Google Scholar

Shaikh, M. O., Zhu, P.-Y., Wang, C.-C., Du, Y.-C., and Chuang, C.-H. (2019). Electrochemical Immunosensor Utilizing Electrodeposited Au Nanocrystals and Dielectrophoretically Trapped PS/Ag/ab-HSA Nanoprobes for Detection of Microalbuminuria at point of Care. Biosens. Bioelectron. 126, 572–580. doi:10.1016/j.bios.2018.11.035

PubMed Abstract | CrossRef Full Text | Google Scholar

Shan, C., Yang, H., Song, J., Han, D., Ivaska, A., and Niu, L. (2009). Direct Electrochemistry of Glucose Oxidase and Biosensing for Glucose Based on Graphene. Anal. Chem. 81, 2378–2382. doi:10.1021/ac802193c

PubMed Abstract | CrossRef Full Text | Google Scholar

Shrivastava, S., Jadon, N., and Jain, R. (2016). Next-generation Polymer Nanocomposite-Based Electrochemical Sensors and Biosensors: A Review. Trac Trends Anal. Chem. 82, 55–67. doi:10.1016/j.trac.2016.04.005

CrossRef Full Text | Google Scholar

Singh, K., Solanki, P. R., Basu, T., and Malhotra, B. D. (2012). Polypyrrole/multiwalled Carbon Nanotubes-Based Biosensor for Cholesterol Estimation. Polym. Adv. Technol. 23, 1084–1091. doi:10.1002/pat.2020

CrossRef Full Text | Google Scholar

Smith, R. E., Totti, S., Velliou, E., Campagnolo, P., Hingley-Wilson, S. M., Ward, N. I., et al. (2019). Development of a Novel Highly Conductive and Flexible Cotton Yarn for Wearable pH Sensor Technology. Sensors Actuators B: Chem. 287, 338–345. doi:10.1016/j.snb.2019.01.088

CrossRef Full Text | Google Scholar

Swift, R. M., Martin, C. S., Swette, L., Laconti, A., and Kackley, N. (1992). Studies on a Wearable, Electronic, Transdermal Alcohol Sensor. Alcohol. Clin. Exp. Res. 16, 721–725. doi:10.1111/j.1530-0277.1992.tb00668.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Tan, C., Cao, X., Wu, X.-J., He, Q., Yang, J., Zhang, X., et al. (2017). Recent Advances in Ultrathin Two-Dimensional Nanomaterials. Chem. Rev. 117, 6225–6331. doi:10.1021/acs.chemrev.6b00558

PubMed Abstract | CrossRef Full Text | Google Scholar

Tao, X., Koncar, V., and Dufour, C. (2011). Geometry Pattern for the Wire Organic Electrochemical Textile Transistor. J. Electrochem. Soc. 158, H572. doi:10.1149/1.3562962

CrossRef Full Text | Google Scholar

Teli, M., Dash, S., and Desai, P. (2014). Polyaniline Based Conductive Textiles. J. Inst. Eng. India Ser. E 95, 75–79. doi:10.1007/s40034-014-0037-x

CrossRef Full Text | Google Scholar

Toi, P. T., Trung, T. Q., Dang, T. M. L., Bae, C. W., and Lee, N.-E. (2019). Highly Electrocatalytic, Durable, and Stretchable Nanohybrid Fiber for On-Body Sweat Glucose Detection. ACS Appl. Mater. Inter. 11, 10707–10717. doi:10.1021/acsami.8b20583

PubMed Abstract | CrossRef Full Text | Google Scholar

Tuteja, S. K., Ormsby, C., and Neethirajan, S. (2018). Noninvasive Label-free Detection of Cortisol and Lactate Using Graphene Embedded Screen-Printed Electrode. Nanomicro Lett. 10, 41–10. doi:10.1007/s40820-018-0193-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Tzou, K., and Gregory, R. V. (1992). Kinetic Study of the Chemical Polymerization of Aniline in Aqueous Solutions. Synth. met. 47, 267–277. doi:10.1016/0379-6779(92)90367-r

CrossRef Full Text | Google Scholar

Ugur, M., Schulz, O., Menon, M. B., Krueger, A., and Pabst, O. (2014). Resident CD4+ T Cells Accumulate in Lymphoid Organs after Prolonged Antigen Exposure. Nat. Commun. 5, 1–10. doi:10.1038/ncomms5821

CrossRef Full Text | Google Scholar

Wang, L., Wang, L., Zhang, Y., Pan, J., Li, S., Sun, X., et al. (2018). Weaving Sensing Fibers into Electrochemical Fabric for Real-Time Health Monitoring. Adv. Funct. Mater. 28, 1804456. doi:10.1002/adfm.201804456

CrossRef Full Text | Google Scholar

Wang, R., Zhai, Q., Zhao, Y., An, T., Gong, S., Guo, Z., et al. (2020). Stretchable Gold Fiber-Based Wearable Electrochemical Sensor toward pH Monitoring. J. Mater. Chem. B 8, 3655–3660. doi:10.1039/c9tb02477h

CrossRef Full Text | Google Scholar

Wen, D., and Eychmüller, A. (2016). Enzymatic Biofuel Cells on Porous Nanostructures. Small 12, 4649–4661. doi:10.1002/smll.201600906

PubMed Abstract | CrossRef Full Text | Google Scholar

Wen, D., Herrmann, A.-K., Borchardt, L., Simon, F., Liu, W., Kaskel, S., et al. (2014). Controlling the Growth of Palladium Aerogels with High-Performance toward Bioelectrocatalytic Oxidation of Glucose. J. Am. Chem. Soc. 136, 2727–2730. doi:10.1021/ja412062e

CrossRef Full Text | Google Scholar

Wen, D., Liu, W., Haubold, D., Zhu, C., Oschatz, M., Holzschuh, M., et al. (2016). Gold Aerogels: Three-Dimensional Assembly of Nanoparticles and Their Use as Electrocatalytic Interfaces. ACS nano 10, 2559–2567. doi:10.1021/acsnano.5b07505

PubMed Abstract | CrossRef Full Text | Google Scholar

Willner, I., Heleg-Shabtai, V., Blonder, R., Katz, E., Tao, G., Bückmann, A. F., et al. (1996). Electrical Wiring of Glucose Oxidase by Reconstitution of FAD-Modified Monolayers Assembled onto Au-Electrodes. J. Am. Chem. Soc. 118, 10321–10322. doi:10.1021/ja9608611

CrossRef Full Text | Google Scholar

Windmiller, J. R., Bandodkar, A. J., Parkhomovsky, S., and Wang, J. (2012). Stamp Transfer Electrodes for Electrochemical Sensing on Non-planar and Oversized Surfaces. Analyst 137, 1570–1575. doi:10.1039/c2an35041f

PubMed Abstract | CrossRef Full Text | Google Scholar

Windmiller, J. R., and Wang, J. (2013). Wearable Electrochemical Sensors and Biosensors: a Review. Electroanalysis 25, 29–46. doi:10.1002/elan.201200349

CrossRef Full Text | Google Scholar

Wu, L., Lu, X., Dhanjai, Z.-S., Wu, Z.-S., Dong, Y., Wang, X., et al. (2018). 2D Transition Metal Carbide MXene as a Robust Biosensing Platform for Enzyme Immobilization and Ultrasensitive Detection of Phenol. Biosens. Bioelectron. 107, 69–75. doi:10.1016/j.bios.2018.02.021

PubMed Abstract | CrossRef Full Text | Google Scholar

Xu, G., Cheng, C., Liu, Z., Yuan, W., Wu, X., Lu, Y., et al. (2019). Battery‐Free and Wireless Epidermal Electrochemical System with All‐Printed Stretchable Electrode Array for Multiplexed In Situ Sweat Analysis. Adv. Mater. Technol. 4, 1800658. doi:10.1002/admt.201800658

CrossRef Full Text | Google Scholar

Xu, G., Jarjes, Z. A., Desprez, V., Kilmartin, P. A., and Travas-Sejdic, J. (2018). Sensitive, Selective, Disposable Electrochemical Dopamine Sensor Based on PEDOT-Modified Laser Scribed Graphene. Biosens. Bioelectron. 107, 184–191. doi:10.1016/j.bios.2018.02.031

PubMed Abstract | CrossRef Full Text | Google Scholar

Xu, G., Li, B., Wang, X., and Luo, X. (2014a). Electrochemical Sensor for Nitrobenzene Based on Carbon Paste Electrode Modified with a Poly(3,4-Ethylenedioxythiophene) and Carbon Nanotube Nanocomposite. Microchim Acta 181, 463–469. doi:10.1007/s00604-013-1136-y

CrossRef Full Text | Google Scholar

Xu, M., Song, Y., Ye, Y., Gong, C., Shen, Y., Wang, L., et al. (2017). A Novel Flexible Electrochemical Glucose Sensor Based on Gold Nanoparticles/polyaniline Arrays/carbon Cloth Electrode. Sensors Actuators B: Chem. 252, 1187–1193. doi:10.1016/j.snb.2017.07.147

CrossRef Full Text | Google Scholar

Xu, Q., Gu, S.-X., Jin, L., Zhou, Y.-E., Yang, Z., Wang, W., et al. (2014b). Graphene/polyaniline/gold Nanoparticles Nanocomposite for the Direct Electron Transfer of Glucose Oxidase and Glucose Biosensing. Sensors Actuators B: Chem. 190, 562–569. doi:10.1016/j.snb.2013.09.049

CrossRef Full Text | Google Scholar

Xuan, X., Yoon, H. S., and Park, J. Y. (2018). A Wearable Electrochemical Glucose Sensor Based on Simple and Low-Cost Fabrication Supported Micro-patterned Reduced Graphene Oxide Nanocomposite Electrode on Flexible Substrate. Biosens. Bioelectron. 109, 75–82. doi:10.1016/j.bios.2018.02.054

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, Y.-L., Chuang, M.-C., Lou, S.-L., and Wang, J. (2010). Thick-film Textile-Based Amperometric Sensors and Biosensors. Analyst 135, 1230–1234. doi:10.1039/b926339j

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, Y., and Gao, W. (2019). Wearable and Flexible Electronics for Continuous Molecular Monitoring. Chem. Soc. Rev. 48, 1465–1491. doi:10.1039/c7cs00730b

PubMed Abstract | CrossRef Full Text | Google Scholar

Yoon, J. H., Kim, S.-M., Eom, Y., Koo, J. M., Cho, H.-W., Lee, T. J., et al. (2019). Extremely Fast Self-Healable Bio-Based Supramolecular Polymer for Wearable Real-Time Sweat-Monitoring Sensor. ACS Appl. Mater. Inter. 11, 46165–46175. doi:10.1021/acsami.9b16829

PubMed Abstract | CrossRef Full Text | Google Scholar

Yoon, J., Shin, M., Lim, J., Lee, J.-Y., and Choi, J.-W. (2020). Recent Advances in MXene Nanocomposite-Based Biosensors. Biosensors 10, 185. doi:10.3390/bios10110185

PubMed Abstract | CrossRef Full Text | Google Scholar

Zahed, M. A., Barman, S. C., Das, P. S., Sharifuzzaman, M., Yoon, H. S., Yoon, S. H., et al. (2020). Highly Flexible and Conductive Poly (3, 4-ethylene Dioxythiophene)-Poly (Styrene Sulfonate) Anchored 3-dimensional Porous Graphene Network-Based Electrochemical Biosensor for Glucose and pH Detection in Human Perspiration. Biosens. Bioelectron. 160, 112220. doi:10.1016/j.bios.2020.112220

PubMed Abstract | CrossRef Full Text | Google Scholar

Zamora, M. L., Domínguez, J. M., Trujillo, R. M., Goy, C. B., Sánchez, M. A., and Madrid, R. E. (2018). Potentiometric Textile-Based pH Sensor. Sensors Actuators B: Chem. 260, 601–608. doi:10.1016/j.snb.2018.01.002

CrossRef Full Text | Google Scholar

Zdrachek, E., and Bakker, E. (2020). Potentiometric Sensing. Anal. Chem. 93, 72–102. doi:10.1021/acs.analchem.0c04249

PubMed Abstract | CrossRef Full Text | Google Scholar

Zeng, W., Shu, L., Li, Q., Chen, S., Wang, F., and Tao, X.-M. (2014). Fiber-Based Wearable Electronics: A Review of Materials, Fabrication, Devices, and Applications. Adv. Mater. 26, 5310–5336. doi:10.1002/adma.201400633

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, C., Ning, J., Wang, B., Guo, H., Feng, X., Shen, X., et al. (2021). Hybridized 1T/2H-MoS2/graphene Fishnet Tube for High-Performance On-Chip Integrated Micro-systems Comprising Supercapacitors and Gas Sensors. Nano Res. 14, 114–121. doi:10.1007/s12274-020-3052-x

CrossRef Full Text | Google Scholar

Zhang, L., Zhou, M., Wen, D., Bai, L., Lou, B., and Dong, S. (2012). Small-size Biofuel Cell on Paper. Biosens. Bioelectron. 35, 155–159. doi:10.1016/j.bios.2012.02.035

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhao, J., Guo, H., Li, J., Bandodkar, A. J., and Rogers, J. A. (2019). Body-interfaced Chemical Sensors for Noninvasive Monitoring and Analysis of Biofluids. Trends Chem. 1, 559–571. doi:10.1016/j.trechm.2019.07.001

CrossRef Full Text | Google Scholar

Zhao, X., Ding, J., Bai, W., Wang, Y., Yan, Y., Cheng, Y., et al. (2018). PEDOT:PSS/AuNPs/CA Modified Screen-Printed Carbon Based Disposable Electrochemical Sensor for Sensitive and Selective Determination of Carmine. J. Electroanalytical Chem. 824, 14–21. doi:10.1016/j.jelechem.2018.07.030

CrossRef Full Text | Google Scholar

Zheng, J., Wang, B., Ding, A., Weng, B., and Chen, J. (2018). Synthesis of MXene/DNA/Pd/Pt Nanocomposite for Sensitive Detection of Dopamine. J. Electroanalytical Chem. 816, 189–194. doi:10.1016/j.jelechem.2018.03.056

CrossRef Full Text | Google Scholar

Zhou, G., Byun, J.-H., Oh, Y., Jung, B.-M., Cha, H.-J., Seong, D.-G., et al. (2017). Highly Sensitive Wearable Textile-Based Humidity Sensor Made of High-Strength, Single-Walled Carbon Nanotube/Poly(vinyl Alcohol) Filaments. ACS Appl. Mater. Inter. 9, 4788–4797. doi:10.1021/acsami.6b12448

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhou, G., Li, F., and Cheng, H.-M. (2014). Progress in Flexible Lithium Batteries and Future Prospects. Energ. Environ. Sci. 7, 1307–1338. doi:10.1039/c3ee43182g

CrossRef Full Text | Google Scholar

Zhou, Q., and Shi, G. (2016). Conducting Polymer-Based Catalysts. J. Am. Chem. Soc. 138, 2868–2876. doi:10.1021/jacs.5b12474

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhu, X., Liu, B., Hou, H., Huang, Z., Zeinu, K. M., Huang, L., et al. (2017). Alkaline Intercalation of Ti3C2 MXene for Simultaneous Electrochemical Detection of Cd(II), Pb(II), Cu(II) and Hg(II). Electrochimica Acta 248, 46–57. doi:10.1016/j.electacta.2017.07.084

CrossRef Full Text | Google Scholar

Zhu, X., Yuan, S., Ju, Y., Yang, J., Zhao, C., and Liu, H. (2019). Water Splitting-Assisted Electrocatalytic Oxidation of Glucose with a Metal-Organic Framework for Wearable Nonenzymatic Perspiration Sensing. Anal. Chem. 91, 10764–10771. doi:10.1021/acs.analchem.9b02328

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: electrochemical biosensor, conductive nanomaterials, non-invasive detection, flexibility, immunosensors, DNA biosensors

Citation: Raza T, Qu L, Khokhar WA, Andrews B, Ali A and Tian M (2021) Progress of Wearable and Flexible Electrochemical Biosensors With the Aid of Conductive Nanomaterials. Front. Bioeng. Biotechnol. 9:761020. doi: 10.3389/fbioe.2021.761020

Received: 19 August 2021; Accepted: 11 October 2021;
Published: 22 November 2021.

Edited by:

Tailin Xu, Shenzhen University, China

Reviewed by:

Zhen Gu, University of Science and Technology Beijing, China
Ang Lu, Wuhan University, China

Copyright © 2021 Raza, Qu, Khokhar, Andrews, Ali and Tian. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Mingwei Tian, bXd0aWFuQHFkdS5lZHUuY24=

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.