Nanoparticle-based optical sensor arrays.

As in many other methods that have integrated nanoparticles (NPs), the chemical nose/tongue strategy has also progressed greatly since the entrance of NPs into this field. The fascinating tunable physicochemical properties of NPs have made them powerful candidates for array-based sensing platforms and have enabled the development of real-time, sensitive and portable systems that are able to target complex mixtures of analytes. In particular, the unique optical properties of NPs have a key role in providing promising array-based sensing approaches. This review will describe the main aspects and processes of most common NP-based optical sensor arrays. The fundamental steps in the design of a sensor array together with details of each step would be provided. The review begins with the principles of optical sensor arrays and presents the concept of cross-reactivity as the main criterion in the selection of sensing elements. Changes in the absorption and emission properties of the assembled sensing elements are categorized into two main classes of optical signals (colorimetric and fluorometric). Popular chemometric methods used for analyzing the data acquired by a sensor array have also been briefly introduced. On the basis of the objective and the desired application, different types of plasmonic and fluorescent NP that possess unique opto-physical properties have been presented as available choices in the design of sensing elements. The vast number of applications of NP-based optical sensor arrays published throughout the literature have then been reviewed according to their mechanism of interaction and the type of optical signal. Finally, the remaining challenges and future directions in this topic have been highlighted.

[1]  Yuexiang Lu,et al.  Aptamer-based plasmonic sensor array for discrimination of proteins and cells with the naked eye. , 2013, Analytical chemistry.

[2]  F. Raymo,et al.  Luminescent chemosensors based on semiconductor quantum dots. , 2007, Physical chemistry chemical physics : PCCP.

[3]  Ramón Martínez-Máñez,et al.  A novel colorimetric sensor array for monitoring fresh pork sausages spoilage , 2014 .

[4]  Bowei Liu,et al.  A cataluminescence-based vapor-sensitive sensor array for discriminating flammable liquid vapors. , 2014, Talanta.

[5]  Adil Denizli,et al.  Colorimetric sensor array based on gold nanoparticles and amino acids for identification of toxic metal ions in water. , 2014, ACS applied materials & interfaces.

[6]  Weifen Niu,et al.  A chemiluminescence sensor array based on nanomaterials for discrimination of teas. , 2013, Luminescence : the journal of biological and chemical luminescence.

[7]  R. Pereiro,et al.  The use of luminescent quantum dots for optical sensing , 2006 .

[8]  Subinoy Rana,et al.  Array-based sensing of metastatic cells and tissues using nanoparticle-fluorescent protein conjugates. , 2012, ACS nano.

[9]  Morteza Mahmoudi,et al.  A colorimetric sensor array for detection and discrimination of biothiols based on aggregation of gold nanoparticles. , 2015, Analytica chimica acta.

[10]  Eric V Anslyn,et al.  Sensing A Paradigm Shift in the Field of Molecular Recognition: From Selective to Differential Receptors. , 2001, Angewandte Chemie.

[11]  Jiayi Zeng,et al.  A single cataluminescence sensor based on spectral array and its use in the identification of vinegars. , 2015, Analytica chimica acta.

[12]  Vincent M Rotello,et al.  Array-based sensing using nanoparticles: an alternative approach for cancer diagnostics. , 2014, Nanomedicine.

[13]  H. Yeh,et al.  The Royal Society of nanoclusters as DNA probes , 2013 .

[14]  Stephan Link,et al.  Optical characterization of single plasmonic nanoparticles. , 2015, Chemical Society reviews.

[15]  Handong Sun,et al.  Multicolor hybrid upconversion nanoparticles and their improved performance as luminescence temperature sensors due to energy transfer. , 2013, Small.

[16]  O. Wolfbeis,et al.  Luminescent sensing of oxygen using a quenchable probe and upconverting nanoparticles. , 2011, Angewandte Chemie.

[17]  H. Cui,et al.  Chemiluminescent and fluorescent dual-signal graphene quantum dots and their application in pesticide sensing arrays , 2017 .

[18]  Jiao Chen,et al.  Upconversion Nanomaterials: Synthesis, Mechanism, and Applications in Sensing , 2012, Sensors.

[19]  Shannon E. Stitzel,et al.  Cross-reactive chemical sensor arrays. , 2000, Chemical reviews.

[20]  Sichun Zhang,et al.  Multidimensional colorimetric sensor array for discrimination of proteins. , 2016, Biosensors & bioelectronics.

[21]  Zhiqiang Gao,et al.  Carbon quantum dots and their applications. , 2015, Chemical Society reviews.

[22]  Xiliang Luo,et al.  A multicoloured Au NCs based cross-reactive sensor array for discrimination of multiple proteins. , 2017, Journal of materials chemistry. B.

[23]  Hua He,et al.  A review on syntheses, properties, characterization and bioanalytical applications of fluorescent carbon dots , 2016, Microchimica Acta.

[24]  Yi He,et al.  Silver nanoparticle-based chemiluminescent sensor array for pesticide discrimination. , 2015, Journal of agricultural and food chemistry.

[25]  William J Peveler,et al.  Selectivity and Specificity: Pros and Cons in Sensing. , 2016, ACS sensors.

[26]  Pezhman Sasanpour,et al.  Colorimetric Fingerprints of Gold Nanorods for Discriminating Catecholamine Neurotransmitters in Urine Samples , 2017, Scientific Reports.

[27]  Qun Huo,et al.  Gold nanoparticle-enabled biological and chemical detection and analysis. , 2012, Chemical Society reviews.

[28]  Yuhui Wang,et al.  Applying Carbon Dots-Metal Ions Ensembles as a Multichannel Fluorescent Sensor Array: Detection and Discrimination of Phosphate Anions. , 2017, Analytical chemistry.

[29]  Alf Mews,et al.  Synthesis and characterization of highly luminescent CdSe-core CdS/Zn0.5Cd0.5S/ZnS multishell nanocrystals. , 2005, Journal of the American Chemical Society.

[30]  William J Peveler,et al.  Multichannel Detection and Differentiation of Explosives with a Quantum Dot Array. , 2016, ACS nano.

[31]  Wei Chen,et al.  Sub-nanometre sized metal clusters: from synthetic challenges to the unique property discoveries. , 2012, Chemical Society reviews.

[32]  A. Ajji,et al.  Modulation of population density and size of silver nanoparticles embedded in bacterial cellulose via ammonia exposure: visual detection of volatile compounds in a piece of plasmonic nanopaper. , 2016, Nanoscale.

[33]  J. Koenderink Q… , 2014, Les noms officiels des communes de Wallonie, de Bruxelles-Capitale et de la communaute germanophone.

[34]  Sichun Zhang,et al.  Recognition of organic compounds in aqueous solutions by chemiluminescence on an array of catalytic nanoparticles. , 2009, The Analyst.

[35]  K. Suslick,et al.  Identification of Nanoparticles with a Colorimetric Sensor Array , 2016 .

[36]  Maria K. LaGasse,et al.  Solvatochromic sensor array for the identification of common organic solvents. , 2015, The Analyst.

[37]  Morteza Mahmoudi,et al.  Themed Issue: Chemical and Biological Detection Chemical Society Reviews Optical Sensor Arrays for Chemical Sensing: the Optoelectronic Nose , 2022 .

[38]  Zou Xiaobo,et al.  Discrimination of honeys using colorimetric sensor arrays, sensory analysis and gas chromatography techniques. , 2016, Food chemistry.

[39]  R. Martínez‐Máñez,et al.  Discrimination of nerve gases mimics and other organophosphorous derivatives in gas phase using a colorimetric probe array. , 2012, Chemical communications.

[40]  Xuwei Chen,et al.  Dual-signal model array sensor based on GQDs/AuNPs system for sensitive protein discrimination. , 2017, Analytica chimica acta.

[41]  T. Baheri,et al.  Chemical nose for discrimination of opioids based on unmodified gold nanoparticles , 2017 .

[42]  Chad A Mirkin,et al.  Spherical nucleic acids. , 2012, Journal of the American Chemical Society.

[43]  Lijun Xie,et al.  Harmful Gas Recognition Exploiting a CTL Sensor Array , 2013, Sensors.

[44]  Guolin Zhang,et al.  Differentiation and determination of metal ions using fluorescent sensor array based on carbon nanodots , 2017 .

[45]  W. Marsden I and J , 2012 .

[46]  Xiaogang Liu,et al.  Improving colorimetric assays through protein enzyme-assisted gold nanoparticle amplification. , 2012, Accounts of chemical research.

[47]  Sichun Zhang,et al.  Ratiometric fluorescence sensor arrays based on quantum dots for detection of proteins. , 2016, The Analyst.

[48]  Maria K. LaGasse,et al.  An optoelectronic nose for identification of explosives† †Electronic supplementary information (ESI) available: Sampling details, handheld reader details, additional array response data, PCA component score plots, 1H-NMR of DMDNB and PETN. See DOI: 10.1039/c5sc02632f , 2015, Chemical science.

[49]  Eric C. Nallon,et al.  Quantum Dot and Polymer Composite Cross-Reactive Array for Chemical Vapor Detection. , 2015, Analytical chemistry.

[50]  Gregory A. Bakken,et al.  Computational methods for the analysis of chemical sensor array data from volatile analytes. , 2000, Chemical reviews.

[51]  S. Dou,et al.  Ultra-small fluorescent inorganic nanoparticles for bioimaging. , 2014, Journal of materials chemistry. B.

[52]  Sichun Zhang,et al.  Protein sensing and cell discrimination using a sensor array based on nanomaterial-assisted chemiluminescence. , 2011, Analytical chemistry.

[53]  Wei Feng,et al.  Near‐Infrared Upconversion Chemodosimeter for In Vivo Detection of Cu2+ in Wilson Disease , 2016, Advanced materials.

[54]  Jin Ouyang,et al.  Plasma-assisted cataluminescence sensor array for gaseous hydrocarbons discrimination. , 2012, Analytical chemistry.

[55]  Yuexiang Lu,et al.  Multidimensional sensor for pattern recognition of proteins based on DNA-gold nanoparticles conjugates. , 2015, Analytical chemistry.

[56]  Dayong Jin,et al.  Controlling upconversion nanocrystals for emerging applications. , 2015, Nature nanotechnology.

[57]  Sichun Zhang,et al.  Colorimetric sensor array with unmodified noble metal nanoparticles for naked-eye detection of proteins and bacteria. , 2015, The Analyst.

[58]  Manuela F. Frasco,et al.  Semiconductor Quantum Dots in Chemical Sensors and Biosensors , 2009, Sensors.

[59]  M. Mahmoudi,et al.  Determination of nanoparticles using UV-Vis spectra. , 2015, Nanoscale.

[60]  Nafiseh Fahimi-Kashani,et al.  Gold-Nanoparticle-Based Colorimetric Sensor Array for Discrimination of Organophosphate Pesticides. , 2016, Analytical chemistry.

[61]  Wei Huang,et al.  Excited State Modulation for Organic Afterglow: Materials and Applications , 2016, Advanced materials.

[62]  David E. Booth,et al.  Chemometrics: Data Analysis for the Laboratory and Chemical Plant , 2004, Technometrics.

[63]  Jun‐Jie Zhu,et al.  Quantum dots for fluorescent biosensing and bio-imaging applications. , 2013, The Analyst.

[64]  Youfu Wang,et al.  Carbon quantum dots: synthesis, properties and applications , 2014 .

[65]  Changqin Ding,et al.  Functional surface engineering of C-dots for fluorescent biosensing and in vivo bioimaging. , 2014, Accounts of chemical research.

[66]  Saijin Xiao,et al.  Preparation and application of fluorescent carbon dots , 2015 .

[67]  Aaas News,et al.  Book Reviews , 1893, Buffalo Medical and Surgical Journal.

[68]  C. Zheng,et al.  A portable embedded drug precursor gas detection and identification device based on cataluminescence-based sensor array , 2014 .

[69]  T. Nyokong,et al.  Deposition of CdS, CdS/ZnSe and CdS/ZnSe/ZnS shells around CdSeTe alloyed core quantum dots: effects on optical properties. , 2016, Luminescence : the journal of biological and chemical luminescence.

[70]  Vincent M Rotello,et al.  Gold nanoparticle-fluorophore complexes: sensitive and discerning "noses" for biosystems sensing. , 2010, Angewandte Chemie.

[71]  D. Willbold,et al.  Detection of Amyloid-β Aggregates in Body Fluids: A Suitable Method for Early Diagnosis of Alzheimers Disease? , 2009 .

[72]  Paul Geladi,et al.  Principal Component Analysis , 1987, Comprehensive Chemometrics.

[73]  Sabine Szunerits,et al.  Sensing using localised surface plasmon resonance sensors. , 2012, Chemical communications.

[74]  Xiaogang Qu,et al.  Metal nanoclusters: novel probes for diagnostic and therapeutic applications. , 2015, Chemical Society reviews.

[75]  Maryam Shahrajabian,et al.  Design a New Strategy Based on Nanoparticle-Enhanced Chemiluminescence Sensor Array for Biothiols Discrimination , 2016, Scientific Reports.

[76]  Pavel Bucek,et al.  A practical approach to optical cross-reactive sensor arrays. , 2010, Chemical Society reviews.

[77]  Kenneth S Suslick,et al.  Colorimetric sensor arrays for volatile organic compounds. , 2006, Analytical chemistry.

[78]  Chen Zhou,et al.  Different sized luminescent gold nanoparticles. , 2012, Nanoscale.

[79]  Eric V. Anslyn,et al.  Array sensing using optical methods for detection of chemical and biological hazards. , 2013, Chemical Society reviews.

[80]  Xin Wang,et al.  Discrimination and identification of flavors with catalytic nanomaterial-based optical chemosensor array. , 2009, Analytical chemistry.

[81]  J. Hafner,et al.  Localized surface plasmon resonance sensors. , 2011, Chemical reviews.

[82]  Xiao He,et al.  Dynamically tunable chemiluminescence of luminol-functionalized silver nanoparticles and its application to protein sensing arrays. , 2014, Analytical chemistry.

[83]  R. Stephenson A and V , 1962, The British journal of ophthalmology.

[84]  Kemin Wang,et al.  Exciton energy transfer-based quantum dot fluorescence sensing array: "chemical noses" for discrimination of different nucleobases. , 2015, Analytical chemistry.

[85]  Neil Genzlinger A. and Q , 2006 .

[86]  Eric V Anslyn,et al.  Differential receptor arrays and assays for solution-based molecular recognition. , 2006, Chemical Society reviews.

[87]  Patrycja Ciosek,et al.  Sensor arrays for liquid sensing--electronic tongue systems. , 2007, The Analyst.

[88]  Alberto Credi,et al.  Luminescent sensors based on quantum dot-molecule conjugates. , 2015, Chemical Society reviews.

[89]  C. Frigerio,et al.  Application of quantum dots as analytical tools in automated chemical analysis: a review. , 2012, Analytica chimica acta.

[90]  Bo Li,et al.  A research on detection and identification of volatile organic compounds utilizing cataluminescence-based sensor array , 2013 .

[91]  Alberto Escarpa,et al.  Sensing colorimetric approaches based on gold and silver nanoparticles aggregation: chemical creativity behind the assay. A review. , 2012, Analytica chimica acta.

[92]  Qing-Hua Xu,et al.  Optical sensing of biological, chemical and ionic species through aggregation of plasmonic nanoparticles , 2014 .

[93]  Zhengbo Chen,et al.  Dual channel sensor for detection and discrimination of heavy metal ions based on colorimetric and fluorescence response of the AuNPs-DNA conjugates. , 2016, Biosensors & bioelectronics.

[94]  Liang Feng,et al.  An Optoelectronic Nose for Detection of Toxic Gases , 2009, Nature chemistry.

[95]  Vincent M Rotello,et al.  Array-based sensing of proteins using conjugated polymers. , 2007, Journal of the American Chemical Society.

[96]  Xiaolei Zuo,et al.  DNA-gold nanoparticle conjugates-based nanoplasmonic probe for specific differentiation of cell types. , 2014, Analytical chemistry.

[97]  Kevin Barraclough,et al.  I and i , 2001, BMJ : British Medical Journal.

[98]  Chao Xu,et al.  Fluorescence sensor array based on amino acid derived carbon dots for pattern-based detection of toxic metal ions , 2017 .

[99]  Andrea E. Holmes,et al.  Colorimetric Sensor Arrays for the Detection and Identification of Chemical Weapons and Explosives , 2016, Critical reviews in analytical chemistry.

[100]  J. Homola Surface plasmon resonance sensors for detection of chemical and biological species. , 2008, Chemical reviews.

[101]  Zulfiqur Ali,et al.  Data analysis for electronic nose systems , 2006 .

[102]  K. Suslick,et al.  A colorimetric sensor array for identification of toxic gases below permissible exposure limits. , 2010, Chemical communications.

[103]  Shiguo Sun,et al.  Recent applications of carbon nanomaterials in fluorescence biosensing and bioimaging. , 2015, Chemical communications.

[104]  Richard G. Brereton,et al.  Multivariate Pattern Recognition in Chemometrics: Illustrated by Case Studies , 1992 .

[105]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[106]  Jeffrey N. Anker,et al.  Biosensing with plasmonic nanosensors. , 2008, Nature materials.

[107]  J. Wilcoxon,et al.  Synthesis, structure and properties of metal nanoclusters. , 2006, Chemical Society reviews.

[108]  Na Na,et al.  Excited Oxidized-Carbon Nanodots Induced by Ozone from Low-Temperature Plasma to Initiate Strong Chemiluminescence for Fast Discrimination of Metal Ions. , 2016, Analytical chemistry.

[109]  Marc Vendrell,et al.  Intracellular glutathione detection using MnO(2)-nanosheet-modified upconversion nanoparticles. , 2011, Journal of the American Chemical Society.

[110]  H. Ho,et al.  Nanomaterials enhanced surface plasmon resonance for biological and chemical sensing applications. , 2014, Chemical Society reviews.

[111]  Morteza Mahmoudi,et al.  Identification of catecholamine neurotransmitters using fluorescence sensor array. , 2016, Analytica chimica acta.

[112]  E. Yeung,et al.  Fluorescent gold nanodots based sensor array for proteins discrimination. , 2015, Analytical chemistry.

[113]  Xin Lu,et al.  A visual sensor array for pattern recognition analysis of proteins using novel blue-emitting fluorescent gold nanoclusters. , 2014, Analytical chemistry.

[114]  Robin H. A. Ras,et al.  Fluorescent silver nanoclusters. , 2011, Nanoscale.

[115]  Jin Ouyang,et al.  Venturi-electrosonic spray ionization cataluminescence sensor array for saccharides detection. , 2013, Analytical chemistry.