Evolution of breath analysis based on humidity and gas sensors: Potential and challenges

Abstract Breath analysis is an attractive strategy that holds tremendous potential to achieve non-implantable physical health management enabled by flexible humidity sensors for breathing behaviors (e.g., continuity, frequency) related to disease monitoring and chemiresistive gas sensors related early disease diagnosis. Compared to other techniques for breath component detection, non-invasive breathing diagnostics based on chemical sensors can offer several advantages like miniaturization, low power consumption, simple structure and cost-saving, which is helpful to enhance the portability of practical tests. Although extensive research has been carried out over the past two decades to improve sensing performances of breath gas sensors, many problems need to be further addressed when it comes to clinical disease diagnosis. Developing integrated gas sensor arrays have become one of the efficient solutions to improve detection accuracy. To get rid of external power supply, various novel sensors combining with self-powered technology are designed to exhibit a desirable development prospect in breath analysis. Thus, this review aims to summarize the latest research advances on wearable humidity-enabled breathing behaviors monitoring and typical biomarker gases-based disease screening, and also provides the prospects of future development from individual sensors to integrated devices and self-powered health monitoring systems.

[1]  D. Chang,et al.  Charge transport in graphene oxide , 2017 .

[2]  Yadong Jiang,et al.  An integrated flexible self-powered wearable respiration sensor , 2019, Nano Energy.

[3]  Yadong Jiang,et al.  Ultrasensitive flexible self-powered ammonia sensor based on triboelectric nanogenerator at room temperature , 2018, Nano Energy.

[4]  Haonan Si,et al.  Flexible and Highly Sensitive Strain Sensors Fabricated by Pencil Drawn for Wearable Monitor , 2015 .

[5]  B. Bouchikhi,et al.  Non-invasive prediction of lung cancer histological types through exhaled breath analysis by UV-irradiated electronic nose and GC/QTOF/MS , 2020 .

[6]  W. Miekisch,et al.  Diagnostic potential of breath analysis--focus on volatile organic compounds. , 2004, Clinica chimica acta; international journal of clinical chemistry.

[7]  Dongzhi Zhang,et al.  Room-temperature high-performance acetone gas sensor based on hydrothermal synthesized SnO2-reduced graphene oxide hybrid composite , 2015 .

[8]  Jong‐Heun Lee,et al.  Toward breath analysis on a chip for disease diagnosis using semiconductor-based chemiresistors: recent progress and future perspectives. , 2017, Lab on a chip.

[9]  A. Manzoli,et al.  Tracing paper substrate used for development of interdigitated graphite electrode and its application as humidity sensor , 2013 .

[10]  Yu Pang,et al.  Wearable humidity sensor based on porous graphene network for respiration monitoring. , 2018, Biosensors & bioelectronics.

[11]  Raymond A Martino,et al.  Detecting cancer by breath volatile organic compound analysis: a review of array-based sensors , 2014, Journal of breath research.

[12]  Il-Doo Kim,et al.  Mesoporous WO3 Nanofibers with Protein-Templated Nanoscale Catalysts for Detection of Trace Biomarkers in Exhaled Breath. , 2016, ACS nano.

[13]  Zhen Zhen,et al.  Formation of Uniform Water Microdroplets on Wrinkled Graphene for Ultrafast Humidity Sensing. , 2018, Small.

[14]  Lili Xing,et al.  Synthesis of CdS nanorod arrays and their applications in flexible piezo-driven active H2S sensors , 2014, Nanotechnology.

[15]  Radu Ionescu,et al.  Impact of hemodialysis on exhaled volatile organic compounds in end-stage renal disease: a pilot study. , 2014, Nanomedicine.

[16]  Pelagia-Irene Gouma,et al.  Ferroelectric WO3 Nanoparticles for Acetone Selective Detection , 2008 .

[17]  G. Lu,et al.  Graphene quantum dot-functionalized three-dimensional ordered mesoporous ZnO for acetone detection toward diagnosis of diabetes. , 2019, Nanoscale.

[18]  P. Dutta,et al.  Nitric oxide sensors using combination of p- and n-type semiconducting oxides and its application for detecting NO in human breath , 2013 .

[19]  G. Zou,et al.  Self‐Powered Wearable Electronics Based on Moisture Enabled Electricity Generation , 2018, Advanced materials.

[20]  Y. Masuda,et al.  Selective nonanal molecular recognition with SnO 2 nanosheets for lung cancer sensor , 2019, International Journal of Applied Ceramic Technology.

[21]  H. Meng,et al.  Organic Gas Sensor with an Improved Lifetime for Detecting Breath Ammonia in Hemodialysis Patients. , 2017, ACS sensors.

[22]  Highly selective and sensitive gas sensors for exhaled breath analysis using CuBr thin film , 2016, 2016 IEEE 11th Annual International Conference on Nano/Micro Engineered and Molecular Systems (NEMS).

[23]  Jin Luo,et al.  Nanoparticle-structured sensing array materials and pattern recognition for VOC detection , 2005 .

[24]  M. Ghaedi,et al.  Sensitive, selective and rapid ammonia-sensing by gold nanoparticle-sensitized V2O5/CuWO4 heterojunctions for exhaled breath analysis , 2020 .

[25]  Eusebiu Ilarian Ionete,et al.  A Room Temperature Gas Sensor Based on Sulfonated SWCNTs for the Detection of NO and NO2 , 2019, Sensors.

[26]  Wei Luo,et al.  Enhanced H2S gas sensing properties of undoped ZnO nanocrystalline films from QDs by low-temperature processing , 2016 .

[27]  Yadong Jiang,et al.  Facile, Flexible, Cost-Saving, and Environment-Friendly Paper-Based Humidity Sensor for Multifunctional Applications. , 2019, ACS applied materials & interfaces.

[28]  S. Akbar,et al.  Synergistic effects in gas sensing semiconducting oxide nano-heterostructures: A review , 2019, Sensors and Actuators B: Chemical.

[29]  Zhong Lin Wang,et al.  Reviving Vibration Energy Harvesting and Self-Powered Sensing by a Triboelectric Nanogenerator , 2017 .

[30]  Yadong Jiang,et al.  A high-performance flexible gas sensor based on self-assembled PANI-CeO2 nanocomposite thin film for trace-level NH3 detection at room temperature , 2017 .

[31]  Qingqing Shen,et al.  Nanogenerators for Self-Powered Gas Sensing , 2017, Nano-Micro Letters.

[32]  H. Haick,et al.  Detection of lung, breast, colorectal, and prostate cancers from exhaled breath using a single array of nanosensors , 2010, British Journal of Cancer.

[33]  Jie Ren,et al.  TaS2 nanosheet-based ultrafast response and flexible humidity sensor for multifunctional applications , 2019, Journal of Materials Chemistry C.

[34]  J. Pleil,et al.  Evolution of clinical and environmental health applications of exhaled breath research: Review of methods and instrumentation for gas-phase, condensate, and aerosols. , 2018, Analytica chimica acta.

[35]  O. Soppera,et al.  A Versatile Method to Enhance the Operational Current of Air-Stable Organic Gas Sensor for Monitoring of Breath Ammonia in Hemodialysis Patients. , 2019, ACS sensors.

[36]  H. Haick,et al.  Nanomaterial-based sensors for detection of disease by volatile organic compounds. , 2013, Nanomedicine.

[37]  Il-Doo Kim,et al.  Innovative Nanosensor for Disease Diagnosis. , 2017, Accounts of chemical research.

[38]  Young Soo Yoon,et al.  Room Temperature Gas Sensing of Two-Dimensional Titanium Carbide (MXene). , 2017, ACS applied materials & interfaces.

[39]  Jihan Kim,et al.  Metallic Ti3C2Tx MXene Gas Sensors with Ultrahigh Signal-to-Noise Ratio. , 2018, ACS nano.

[40]  Tong Zhang,et al.  Proton-Conductive Gas sensor: A New Way to Realize Highly Selective Ammonia Detection for Analysis of Exhaled Human Breath. , 2019, ACS sensors.

[41]  Weiqing Yang,et al.  Self-assembly gridding α-MoO3 nanobelts for highly toxic H2S gas sensors , 2016 .

[42]  Peng Wan,et al.  A novel electronic nose based on porous In2O3 microtubes sensor array for the discrimination of VOCs. , 2015, Biosensors & bioelectronics.

[43]  Do Hong Kim,et al.  Flexible Room-Temperature NH3 Sensor for Ultrasensitive, Selective, and Humidity-Independent Gas Detection. , 2018, ACS applied materials & interfaces.

[44]  A. D. Wilson,et al.  Recent progress in the design and clinical development of electronic-nose technologies , 2016 .

[45]  Young-Seok Shim,et al.  All villi-like metal oxide nanostructures-based chemiresistive electronic nose for an exhaled breath analyzer , 2018 .

[46]  Jin-Woo Han,et al.  A carbon nanotube based ammonia sensor on cellulose paper , 2014 .

[47]  P. Li,et al.  Facile fabrication of high-performance QCM humidity sensor based on layer-by-layer self-assembled polyaniline/graphene oxide nanocomposite film , 2018 .

[48]  Lili Xing,et al.  The conversion of PN-junction influencing the piezoelectric output of a CuO/ZnO nanoarray nanogenerator and its application as a room-temperature self-powered active H2S sensor , 2014, Nanotechnology.

[49]  Xueyan Wang,et al.  Reduced graphene oxide (rGO) decorated TiO2 microspheres for selective room-temperature gas sensors , 2016 .

[50]  Lili Wang,et al.  High-selective sensitive NH3 gas sensor: A density functional theory study , 2018 .

[51]  S. Navale,et al.  Hybrid polyaniline-WO3 flexible sensor: A room temperature competence towards NH3 gas , 2019, Sensors and Actuators B: Chemical.

[52]  G. Whitesides,et al.  Paper-Based Electrical Respiration Sensor. , 2016, Angewandte Chemie.

[53]  E. Domashevskaya,et al.  APPLICATION OF SEMICONDUCTOR GAS SENSORS FOR MEDICAL DIAGNOSTICS , 1999 .

[54]  N. Kim,et al.  Catalyst-decorated hollow WO3 nanotubes using layer-by-layer self-assembly on polymeric nanofiber templates and their application in exhaled breath sensor , 2016 .

[55]  H. Haick,et al.  Non-contact breath sampling for sensor-based breath analysis , 2019, Journal of breath research.

[56]  Shinya Kano,et al.  Fast-Response and Flexible Nanocrystal-Based Humidity Sensor for Monitoring Human Respiration and Water Evaporation on Skin. , 2017, ACS sensors.

[57]  Yongxiang Li,et al.  Ultrafast response and high selectivity toward acetone vapor using hierarchical structured TiO2 nanosheets. , 2020, ACS applied materials & interfaces.

[58]  Claire M. Lochner,et al.  Monitoring of Vital Signs with Flexible and Wearable Medical Devices , 2016, Advanced materials.

[59]  Dongzhi Zhang,et al.  Facile Fabrication of Polyaniline Nanocapsule Modified Zinc Oxide Hexagonal Microdiscs for H2S Gas Sensing Applications , 2019, Industrial & Engineering Chemistry Research.

[60]  A. Watanabe,et al.  Recent Advances in Graphene-Based Humidity Sensors , 2019, Nanomaterials.

[61]  H. Byun,et al.  Analysis of diabetic patient's breath with conducting polymer sensor array , 2005 .

[62]  Jianfeng Zang,et al.  Wrinkled nitrile rubber films for stretchable and ultra-sensitive respiration sensors , 2017 .

[63]  Chun Li,et al.  Transparent, flexible, and stretchable WS2 based humidity sensors for electronic skin. , 2017, Nanoscale.

[64]  Jae Hyeon Park,et al.  A flexible, ultra-sensitive chemical sensor with 3D biomimetic templating for diabetes-related acetone detection. , 2017, Journal of materials chemistry. B.

[65]  Sotiris E. Pratsinis,et al.  Selective sensing of NH3 by Si-doped α-MoO3 for breath analysis , 2016 .

[66]  G. Lu,et al.  Design and preparation of the WO3 hollow spheres@ PANI conducting films for room temperature flexible NH3 sensing device , 2019, Sensors and Actuators B: Chemical.

[67]  B. de Lacy Costello,et al.  A review of the volatiles from the healthy human body , 2014, Journal of breath research.

[68]  Yadong Jiang,et al.  Novel high-performance self-powered humidity detection enabled by triboelectric effect , 2017 .

[69]  R. Capuano,et al.  Solid-state gas sensors for breath analysis: a review. , 2014, Analytica chimica acta.

[70]  Liping Wang,et al.  A high performance sensor based on PANI/ZnTi-LDHs nanocomposite for trace NH3 detection , 2019, Organic Electronics.

[71]  G. Shao,et al.  Hierarchical Fe2O3@WO3 nanostructures with ultrahigh specific surface areas: microwave-assisted synthesis and enhanced H2S-sensing performance , 2015 .

[72]  Dongzhi Zhang,et al.  Facile Fabrication of MoS2-Modified SnO2 Hybrid Nanocomposite for Ultrasensitive Humidity Sensing. , 2016, ACS applied materials & interfaces.

[73]  Xinyu Xue,et al.  Ga-doped ZnO nanowire nanogenerator as self-powered/active humidity sensor with high sensitivity and fast response , 2015 .

[74]  C. Samanta,et al.  ZnO/Si nanowires heterojunction array-based nitric oxide (NO) gas sensor with noise-limited detectivity approaching 10 ppb , 2019, Nanotechnology.

[75]  Yan Zhang,et al.  Outputting Olfactory Bionic Electric Impulse by PANI/PTFE/PANI Sandwich Nanostructures and their Application as Flexible, Smelling Electronic Skin , 2016 .

[76]  L. Feenstra,et al.  A review of the current literature on aetiology and measurement methods of halitosis. , 2007, Journal of dentistry.

[77]  Chang Ming Li,et al.  Silk fabric-based wearable thermoelectric generator for energy harvesting from the human body , 2016 .

[78]  P. Mazzone,et al.  Detection of lung cancer by sensor array analyses of exhaled breath. , 2005, American journal of respiratory and critical care medicine.

[79]  Aniket Kumar,et al.  Reduced graphene oxide-CuFe2O4 nanocomposite: A highly sensitive room temperature NH3 gas sensor , 2018, Sensors and Actuators B: Chemical.

[80]  M. Meyyappan Carbon Nanotube-Based Chemical Sensors. , 2016, Small.

[81]  Ying Dong,et al.  A Room Temperature VOCs Gas Sensor Based on a Layer by Layer Multi-Walled Carbon Nanotubes/Poly-ethylene Glycol Composite , 2018, Sensors.

[82]  J. Goyette,et al.  Proteomics as a Method for Early Detection of Cancer: A Review of Proteomics, Exhaled Breath Condensate, and Lung Cancer Screening , 2007, Journal of General Internal Medicine.

[83]  Yan Qiao,et al.  Fully Printed Ultraflexible Supercapacitor Supported by a Single-Textile Substrate. , 2016, ACS applied materials & interfaces.

[84]  Sotiris E Pratsinis,et al.  Sniffing Entrapped Humans with Sensor Arrays , 2018, Analytical chemistry.

[85]  G. Lu,et al.  A rapid-response room-temperature planar type gas sensor based on DPA-Ph-DBPzDCN for the sensitive detection of NH3 , 2019, Journal of Materials Chemistry A.

[86]  Dong-ha Kim,et al.  Nanoscale PtO2 Catalysts-Loaded SnO2 Multichannel Nanofibers toward Highly Sensitive Acetone Sensor. , 2018, ACS applied materials & interfaces.

[87]  Qingqing Shen,et al.  Self‐Powered Vehicle Emission Testing System Based on Coupling of Triboelectric and Chemoresistive Effects , 2018 .

[88]  P. Gouma,et al.  3-sensor array for hand held breath diagnostic tool , 2013 .

[89]  Luca Mainardi,et al.  A Metal Oxide Gas Sensors Array for Lung Cancer Diagnosis Through Exhaled Breath Analysis , 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[90]  Dongzhi Zhang,et al.  Metal-organic frameworks-derived zinc oxide nanopolyhedra/S, N: graphene quantum dots/polyaniline ternary nanohybrid for high-performance acetone sensing , 2019, Sensors and Actuators B: Chemical.

[91]  Xin Li,et al.  Carbon Nanocoil-Based Fast-Response and Flexible Humidity Sensor for Multifunctional Applications. , 2019, ACS applied materials & interfaces.

[92]  Luca Mainardi,et al.  A review of exhaled breath: a key role in lung cancer diagnosis , 2019, Journal of breath research.

[93]  Il-Doo Kim,et al.  Thin‐Wall Assembled SnO2 Fibers Functionalized by Catalytic Pt Nanoparticles and their Superior Exhaled‐Breath‐Sensing Properties for the Diagnosis of Diabetes , 2013 .

[94]  P. Srinivasan,et al.  UV-activated ZnO/CdO n-n isotype heterostructure as breath sensor , 2020 .

[95]  Zhenli Qiu,et al.  Cu2+-Doped SnO2 Nanograin/Polypyrrole Nanospheres with Synergic Enhanced Properties for Ultrasensitive Room-Temperature H2S Gas Sensing. , 2017, Analytical chemistry.

[96]  Jin-Woo Han,et al.  Carbon Nanotube Based Humidity Sensor on Cellulose Paper , 2012 .

[97]  P. Španěl,et al.  Quantitative analysis of ammonia on the breath of patients in end-stage renal failure. , 1997, Kidney international.

[98]  Kai Sun,et al.  Room-Temperature High-Performance H2S Sensor Based on Porous CuO Nanosheets Prepared by Hydrothermal Method. , 2016, ACS applied materials & interfaces.

[99]  Robert E. Davis,et al.  Humidity: A review and primer on atmospheric moisture and human health. , 2016, Environmental research.

[100]  Hengyu Guo,et al.  Blow-driven triboelectric nanogenerator as an active alcohol breath analyzer , 2015 .

[101]  G. Zou,et al.  Self-Powered, Rapid-Response, and Highly Flexible Humidity Sensors Based on Moisture-Dependent Voltage Generation. , 2019, ACS applied materials & interfaces.

[102]  G. Lorite,et al.  WS2 and MoS2 thin film gas sensors with high response to NH3 in air at low temperature , 2019, Nanotechnology.

[103]  A. A. Ramanathan,et al.  Defect Functionalization of MoS2 nanostructures as toxic gas sensors: A review , 2018 .

[104]  Yang Li,et al.  High performance gas sensors based on in-situ fabricated ZnO/polyaniline nanocomposite: The effect of morphology on the sensing properties , 2018, Sensors and Actuators B: Chemical.

[105]  Haoxuan He,et al.  A flexible self-powered T-ZnO/PVDF/fabric electronic-skin with multi-functions of tactile-perception, atmosphere-detection and self-clean , 2017 .

[106]  D. Hegemann,et al.  Atomic layer deposition of titanium dioxide on multi-walled carbon nanotubes for ammonia gas sensing , 2019, Surface and Coatings Technology.

[107]  Wei Zhang,et al.  Assessment of ovarian cancer conditions from exhaled breath , 2015, International journal of cancer.

[108]  I. Park,et al.  Gas Sensor by Direct Growth and Functionalization of Metal-Oxide/Metal-Sulfide Core-Shell Nanowires on Flexible Substrates. , 2019, ACS applied materials & interfaces.

[109]  N. Hoa,et al.  VOC gas sensor based on hollow cubic assembled nanocrystal Zn2SnO4 for breath analysis , 2020 .

[110]  Carles Cané,et al.  Site-Specific Growth and in Situ Integration of Different Nanowire Material Networks on a Single Chip: Toward a Nanowire-Based Electronic Nose for Gas Detection. , 2018, ACS sensors.

[111]  Hossam Haick,et al.  Nanoscale Sensor Technologies for Disease Detection via Volatolomics. , 2015, Small.

[112]  Chulki Kim,et al.  Chemiresistive Electronic Nose toward Detection of Biomarkers in Exhaled Breath. , 2016, ACS applied materials & interfaces.

[113]  Y. Fu,et al.  Ultrafast Response/Recovery and High Selectivity of the H2S Gas Sensor Based on α-Fe2O3 Nano-Ellipsoids from One-Step Hydrothermal Synthesis. , 2019, ACS applied materials & interfaces.

[114]  Md Razuan Hossain,et al.  High Sensitive Breath Sensor Based on Nanostructured K2W7O22 for Detection of Type 1 Diabetes , 2018, IEEE Sensors Journal.

[115]  Yasha Karimi,et al.  Single Exhale Biomarker Breathalyzer , 2019, Sensors.

[116]  Dongzhi Zhang,et al.  Ultrasensitive H2S gas detection at room temperature based on copper oxide/molybdenum disulfide nanocomposite with synergistic effect , 2019, Sensors and Actuators B: Chemical.

[117]  Dong-ha Kim,et al.  Chitosan-templated Pt nanocatalyst loaded mesoporous SnO2 nanofibers: a superior chemiresistor toward acetone molecules. , 2018, Nanoscale.

[118]  Milutin Stanacevic,et al.  Selective Chemosensing and Diagnostic Breathanalyzer , 2014 .

[119]  Seon-Jin Choi,et al.  Metal-Organic Framework Templated Catalysts: Dual Sensitization of PdO-ZnO Composite on Hollow SnO2 Nanotubes for Selective Acetone Sensors. , 2017, ACS applied materials & interfaces.

[120]  Feng Zhou,et al.  Self-powered ammonia nanosensor based on the integration of the gas sensor and triboelectric nanogenerator , 2018, Nano Energy.

[121]  Yadong Jiang,et al.  Self-powered room temperature NO2 detection driven by triboelectric nanogenerator under UV illumination , 2018 .

[122]  T. Alizadeh,et al.  Managing of gas sensing characteristic of a reduced graphene oxide based gas sensor by the change in synthesis condition: A new approach for electronic nose design , 2016 .

[123]  Tao Zhang,et al.  Repurposed Leather with Sensing Capabilities for Multifunctional Electronic Skin , 2018, Advanced science.

[124]  Srinivasulu Kanaparthi,et al.  Pencil‐drawn Paper‐based Non‐invasive and Wearable Capacitive Respiration Sensor , 2017 .

[125]  Zhiyuan Zhu,et al.  Multifunctional Conductive Copper Tape-Based Triboelectric Nanogenerator and as a Self-Powered Humidity Sensor , 2019, IEEE Transactions on Electron Devices.

[126]  H. Haick,et al.  Detecting simulated patterns of lung cancer biomarkers by random network of single-walled carbon nanotubes coated with nonpolymeric organic materials. , 2008, Nano letters.

[127]  Ching-Ting Lee,et al.  High-performance room temperature NH3 gas sensors based on polyaniline-reduced graphene oxide nanocomposite sensitive membrane , 2019, Journal of Alloys and Compounds.

[128]  Jing Sun,et al.  A stretchable fiber nanogenerator for versatile mechanical energy harvesting and self-powered full-range personal healthcare monitoring , 2017 .

[129]  Ki-Hyun Kim,et al.  A review of breath analysis for diagnosis of human health , 2012 .

[130]  T. Swager,et al.  Single-Walled Carbon Nanotube–Metalloporphyrin Chemiresistive Gas Sensor Arrays for Volatile Organic Compounds , 2015 .

[131]  Aiping Wu,et al.  Self-powered, flexible and remote-controlled breath monitor based on TiO2 nanowire networks , 2019, Nanotechnology.

[132]  Nan Chen,et al.  Moisture‐Activated Torsional Graphene‐Fiber Motor , 2014, Advanced materials.

[133]  P. Li,et al.  Flexible self-powered high-performance ammonia sensor based on Au-decorated MoSe2 nanoflowers driven by single layer MoS2-flake piezoelectric nanogenerator , 2019, Nano Energy.

[134]  Dongzhi Zhang,et al.  Flexible and highly sensitive H2S gas sensor based on in-situ polymerized SnO2/rGO/PANI ternary nanocomposite with application in halitosis diagnosis , 2019, Sensors and Actuators B: Chemical.

[135]  Tong Zhang,et al.  Drawn on Paper: A Reproducible Humidity Sensitive Device by Handwriting. , 2017, ACS applied materials & interfaces.

[136]  Feng Liu,et al.  A flexible humidity sensor based on silk fabrics for human respiration monitoring , 2018 .

[137]  H. Haick,et al.  Diagnosing lung cancer in exhaled breath using gold nanoparticles. , 2009, Nature nanotechnology.

[138]  Duc Chien Nguyen,et al.  ZnO nanoplates surfaced-decorated by WO3 nanorods for NH3 gas sensing application , 2016 .

[139]  G. Lu,et al.  The room temperature gas sensor based on Polyaniline@flower-like WO3 nanocomposites and flexible PET substrate for NH3 detection , 2018 .

[140]  Baoyang Lu,et al.  A universal respiration sensing platform utilizing surface water condensation , 2019, Journal of Materials Chemistry C.

[141]  B. Akata,et al.  Low level NO gas sensing properties of Cu doped ZnO thin films prepared by SILAR method , 2018 .

[142]  Sabar D. Hutagalung,et al.  The sensing mechanism and detection of low concentration acetone using chitosan-based sensors , 2013 .

[143]  B. B. Narakathu,et al.  Titanium Carbide MXene as NH3 Sensor: Realistic First-Principles Study , 2019, The Journal of Physical Chemistry C.

[144]  P. Gouma,et al.  Selective Nanosensor Array Microsystem For Exhaled Breath Analysis , 2011 .

[145]  Dongzhi Zhang,et al.  Metal-organic frameworks-derived hollow zinc oxide/cobalt oxide nanoheterostructure for highly sensitive acetone sensing , 2019, Sensors and Actuators B: Chemical.

[146]  D. Lovley,et al.  Power generation from ambient humidity using protein nanowires , 2020, Nature.

[147]  A. Celzard,et al.  Detection and quantification of lung cancer biomarkers by a micro-analytical device using a single metal oxide-based gas sensor , 2018 .

[148]  Yan Zhang,et al.  Surface free-carrier screening effect on the output of a ZnO nanowire nanogenerator and its potential as a self-powered active gas sensor , 2013, Nanotechnology.

[149]  Sotiris E Pratsinis,et al.  Breath acetone monitoring by portable Si:WO3 gas sensors. , 2012, Analytica chimica acta.

[150]  Alexander Star,et al.  Photoinduced charge transfer and acetone sensitivity of single-walled carbon nanotube-titanium dioxide hybrids. , 2013, Journal of the American Chemical Society.

[151]  Xingbin Yan,et al.  In‐Plane Micro‐Supercapacitors for an Integrated Device on One Piece of Paper , 2017 .

[152]  Noushin Nasiri,et al.  Wearable and Miniaturized Sensor Technologies for Personalized and Preventive Medicine , 2017 .

[153]  S. Akbar,et al.  Conduction mechanisms in one dimensional core-shell nanostructures for gas sensing: A review , 2019, Sensors and Actuators B: Chemical.

[154]  G. Lu,et al.  Room temperature high performance NH3 sensor based on GO-rambutan-like polyaniline hollow nanosphere hybrid assembled to flexible PET substrate , 2018, Sensors and Actuators B: Chemical.

[155]  Bartosz Szulczynski,et al.  Determination of Odour Interactions of Three-Component Gas Mixtures Using an Electronic Nose , 2017, Sensors.

[156]  Hossam Haick,et al.  Self-Healable Sensors Based Nanoparticles for Detecting Physiological Markers via Skin and Breath: Toward Disease Prevention via Wearable Devices. , 2016, Nano letters.

[157]  A. G. Bannov,et al.  Sensing Properties of Multiwalled Carbon Nanotubes Grown in MW Plasma Torch: Electronic and Electrochemical Behavior, Gas Sensing, Field Emission, IR Absorption , 2015, Sensors.

[158]  L. Wang,et al.  Flame Spray Synthesis of WO3 for No Breath Monitors , 2015 .

[159]  Zhiping Xu,et al.  Carbonized Silk Fabric for Ultrastretchable, Highly Sensitive, and Wearable Strain Sensors , 2016, Advanced materials.

[160]  Dongzhi Zhang,et al.  Ultrahigh performance humidity sensor based on layer-by-layer self-assembly of graphene oxide/polyelectrolyte nanocomposite film , 2014 .

[161]  H. Haick,et al.  Dynamic Nanoparticle-Based Flexible Sensors: Diagnosis of Ovarian Carcinoma from Exhaled Breath. , 2015, Nano letters.

[162]  F. Huo,et al.  Wearable Leather-Based Electronics for Respiration Monitoring. , 2019, ACS applied bio materials.

[163]  Xian-fa Zhang,et al.  Highly selective ppb-level H2S sensor for spendable detection of exhaled biomarker and pork freshness at low temperature: Mesoporous SnO2 hierarchical architectures derived from waste scallion root , 2020 .

[164]  Kiran Chikkadi,et al.  E-Nose Sensing of Low-ppb Formaldehyde in Gas Mixtures at High Relative Humidity for Breath Screening of Lung Cancer? , 2016 .

[165]  P. Lugli,et al.  Time stability of carbon nanotube gas sensors , 2019, Measurement.

[166]  Sungwon Lee,et al.  Breathable Nanomesh Humidity Sensor for Real-time Skin Humidity Monitoring. , 2019, ACS applied materials & interfaces.

[167]  L. P. Eksperiandova,et al.  Recent trends of ceramic humidity sensors development: A review , 2016 .

[168]  Il-Doo Kim,et al.  Selective detection of acetone and hydrogen sulfide for the diagnosis of diabetes and halitosis using SnO(2) nanofibers functionalized with reduced graphene oxide nanosheets. , 2014, ACS applied materials & interfaces.

[169]  Kang Wang,et al.  Highly Active Co‐Based Catalyst in Nanofiber Matrix as Advanced Sensing Layer for High Selectivity of Flexible Sensing Device , 2018, Advanced Materials Technologies.

[170]  A. Tangerman,et al.  Extra-oral halitosis: an overview , 2010, Journal of breath research.

[171]  Zhong Lin Wang,et al.  Ultralight Cut-Paper-Based Self-Charging Power Unit for Self-Powered Portable Electronic and Medical Systems. , 2017, ACS nano.

[172]  Sanghyo Kim,et al.  Recent analytical approaches to detect exhaled breath ammonia with special reference to renal patients , 2016, Analytical and Bioanalytical Chemistry.

[173]  Dan Zhao,et al.  Simple Synthesis of Cobalt Carbonate Hydroxide Hydrate and Reduced Graphene Oxide Hybrid Structure for High-Performance Room Temperature NH3 Sensor , 2019, Sensors.

[174]  Yadong Jiang,et al.  An ingenious strategy for improving humidity sensing properties of multi-walled carbon nanotubes via poly-L-lysine modification , 2019, Sensors and Actuators B: Chemical.

[175]  Xinran Wang,et al.  Ultra-Low-Power Smart Electronic Nose System Based on Three-Dimensional Tin Oxide Nanotube Arrays. , 2018, ACS nano.

[176]  Shinya Kano,et al.  All-Painting Process To Produce Respiration Sensor Using Humidity-Sensitive Nanoparticle Film and Graphite Trace , 2018, ACS Sustainable Chemistry & Engineering.

[177]  Lina Zhang,et al.  Flexible and Transparent Cellulose Based Ionic Film as Humidity Sensor. , 2020, ACS applied materials & interfaces.

[178]  Anton Amann,et al.  Breath analysis by nanostructured metal oxides as chemo-resistive gas sensors , 2015 .

[179]  Jianglong Xu,et al.  Enhanced ammonia response of Ti3C2T nanosheets supported by TiO2 nanoparticles at room temperature , 2019, Sensors and Actuators B: Chemical.

[180]  Baishu Liu,et al.  Cuprous Oxide Based Chemiresistive Electronic Nose for Discrimination of Volatile Organic Compounds , 2019, ACS Sensors.

[181]  Ho Won Jang,et al.  Extremely sensitive and selective NO probe based on villi-like WO3 nanostructures for application to exhaled breath analyzers. , 2013, ACS applied materials & interfaces.

[182]  T. Chen,et al.  The naked-eye NH3 sensor based on fluorinated graphene , 2019, Sensors and Actuators B: Chemical.

[183]  Dongzhi Zhang,et al.  High-performance flexible self-powered tin disulfide nanoflowers/reduced graphene oxide nanohybrid-based humidity sensor driven by triboelectric nanogenerator , 2020 .

[184]  Tae-Jun Ha,et al.  Ultrasensitive Room-Temperature Operable Gas Sensors Using p-Type Na:ZnO Nanoflowers for Diabetes Detection. , 2017, ACS applied materials & interfaces.

[185]  Yuxiang Qin,et al.  Combination of PPy with three-dimensional rGO to construct bioinspired nanocomposite for NH3-sensing enhancement , 2019, Organic Electronics.

[186]  Richard J. Davidson,et al.  Long-term mindfulness training is associated with reliable differences in resting respiration rate , 2016, Scientific Reports.

[187]  Ganesh Kumar Mani,et al.  Nanostructured Cerium-doped ZnO thin film – A breath sensor , 2016 .

[188]  Minoru Sasaki,et al.  A Wearable Capacitive Sensor for Monitoring Human Respiratory Rate , 2013 .

[189]  J. H. Lee,et al.  Ultraselective and ultrasensitive detection of H2S in highly humid atmosphere using CuO-loaded SnO2 hollow spheres for real-time diagnosis of halitosis , 2014 .

[190]  S. Acar,et al.  Influence of Ni doping on the nitric oxide gas sensing properties of Zn1−xNixO thin films synthesized by silar method , 2019, Materials Research Express.

[191]  Milutin Stanacevic,et al.  An Acetone Nanosensor For Non‐invasive Diabetes Detection , 2009 .

[192]  H. Fu,et al.  Facile synthesis of novel 3D nanoflower-like Cu(x)O/multilayer graphene composites for room temperature NO(x) gas sensor application. , 2014, Nanoscale.

[193]  Sung Min Seo,et al.  Self-powered humidity sensor based on graphene oxide composite film intercalated by poly(sodium 4-styrenesulfonate). , 2014, ACS applied materials & interfaces.

[194]  A. Baldycheva,et al.  Multi-layer graphene as a selective detector for future lung cancer biosensing platforms. , 2019, Nanoscale.

[195]  C. Xie,et al.  Two-dimensional WS2-based nanosheets modified by Pt quantum dots for enhanced room-temperature NH3 sensing properties , 2018, Applied Surface Science.

[196]  Hyun Seok Song,et al.  Humidity‐Tolerant Single‐Stranded DNA‐Functionalized Graphene Probe for Medical Applications of Exhaled Breath Analysis , 2017 .

[197]  Qiongfeng Shi,et al.  More than energy harvesting – Combining triboelectric nanogenerator and flexible electronics technology for enabling novel micro-/nano-systems , 2019, Nano Energy.

[198]  Arno Schmidt-Trucksäss,et al.  Breath Sensors for Health Monitoring. , 2019, ACS sensors.

[199]  Dongzhi Zhang,et al.  W18O49/Ti3C2Tx Mxene nanocomposites for highly sensitive acetone gas sensor with low detection limit , 2020 .

[200]  Yadong Jiang,et al.  A facile respiration-driven triboelectric nanogenerator for multifunctional respiratory monitoring , 2019, Nano Energy.

[201]  Dongzhi Zhang,et al.  Quantitative detection of formaldehyde and ammonia gas via metal oxide-modified graphene-based sensor array combining with neural network model , 2017 .

[202]  L. Qu,et al.  Electric power generation via asymmetric moisturizing of graphene oxide for flexible, printable and portable electronics , 2018 .

[203]  Yun Liang,et al.  High Performance Humidity Fluctuation Sensor for Wearable Devices via a Bioinspired Atomic-Precise Tunable Graphene-Polymer Heterogeneous Sensing Junction , 2018, Chemistry of Materials.

[204]  Zhisong Lu,et al.  Highly conductive graphene-coated silk fabricated via a repeated coating-reduction approach , 2015 .

[205]  Xin Guo,et al.  Hierarchical and Hollow Fe2O3 Nanoboxes Derived from Metal-Organic Frameworks with Excellent Sensitivity to H2S. , 2017, ACS applied materials & interfaces.

[206]  Muhammad Akram Karimi,et al.  Paper Skin Multisensory Platform for Simultaneous Environmental Monitoring , 2016 .

[207]  Marc Martínez-Estrada,et al.  Impact of Conductive Yarns on an Embroidery Textile Moisture Sensor † , 2019, Sensors.