Discrimination of complex mixtures by a colorimetric sensor array: coffee aromas.

The analysis of complex mixtures presents a difficult challenge even for modern analytical techniques, and the ability to discriminate among closely similar such mixtures often remains problematic. Coffee provides a readily available archetype of such highly multicomponent systems. The use of a low-cost, sensitive colorimetric sensor array for the detection and identification of coffee aromas is reported. The color changes of the sensor array were used as a digital representation of the array response and analyzed with standard statistical methods, including principal component analysis (PCA) and hierarchical clustering analysis (HCA). PCA revealed that the sensor array has exceptionally high dimensionality with 18 dimensions required to define 90% of the total variance. In quintuplicate runs of 10 commercial coffees and controls, no confusions or errors in classification by HCA were observed in 55 trials. In addition, the effects of temperature and time in the roasting of green coffee beans were readily observed and distinguishable with a resolution better than 10 degrees C and 5 min, respectively. Colorimetric sensor arrays demonstrate excellent potential for complex systems analysis in real-world applications and provide a novel method for discrimination among closely similar complex mixtures.

[1]  G. Shi,et al.  A water-soluble cationic oligopyrene derivative : Spectroscopic studies and sensing applications , 2009 .

[2]  J. S. Ribeiro,et al.  Prediction of sensory properties of Brazilian Arabica roasted coffees by headspace solid phase microextraction-gas chromatography and partial least squares. , 2009, Analytica chimica acta.

[3]  C. Yeretzian,et al.  When machine tastes coffee: instrumental approach to predict the sensory profile of espresso coffee. , 2008, Analytical chemistry.

[4]  Manuel A. Palacios,et al.  Supramolecular chemistry approach to the design of a high-resolution sensor array for multianion detection in water. , 2007, Journal of the American Chemical Society.

[5]  Tetsuo Aishima,et al.  AROMA DISCRIMINATION BY PATTERN RECOGNITION ANALYSIS OF RESPONSES FROM SEMICONDUCTOR GAS SENSOR ARRAY , 1991 .

[6]  H Maarse,et al.  Volatile compounds in food : qualitative and quantitative data , 1990 .

[7]  J W Gardner and P N Bartlett,et al.  Electronic Noses: Principles and Applications , 1999 .

[8]  Kay Severin,et al.  A chemosensor array for the colorimetric identification of 20 natural amino acids. , 2005, Journal of the American Chemical Society.

[9]  Otto S. Wolfbeis,et al.  Materials for fluorescence-based optical chemical sensors , 2005 .

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

[11]  Byron E. Collins,et al.  Combining Molecular Recognition, Optical Detection, and Chemometric Analysis , 2007 .

[12]  Ingemar Lundström,et al.  Data preprocessing enhances the classification of different brands of Espresso coffee with an electronic nose , 2000 .

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

[14]  Leandro S. Oliveira,et al.  A preliminary evaluation of the effect of processing temperature on coffee roasting degree assessment , 2009 .

[15]  Patrycja Ciosek,et al.  The analysis of sensor array data with various pattern recognition techniques , 2006 .

[16]  Kenneth S Suslick,et al.  An Optoelectronic Nose: “Seeing” Smells by Means of Colorimetric Sensor Arrays , 2004, MRS bulletin.

[17]  Morten Meilgaard,et al.  Sensory Evaluation Techniques , 2020 .

[18]  Sankaran Thayumanavan,et al.  Fluorescence patterns from supramolecular polymer assembly and disassembly for sensing metallo- and nonmetalloproteins. , 2009, Journal of the American Chemical Society.

[19]  J. Grate Acoustic wave microsensor arrays for vapor sensing. , 2000, Chemical reviews.

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

[21]  A. Hierlemann,et al.  Higher-order Chemical Sensing , 2007 .

[22]  W. Grosch,et al.  Potent odorants of raw Arabica coffee. Their changes during roasting. , 2000, Journal of agricultural and food chemistry.

[23]  W. Grosch,et al.  Flavour of coffee. A review. , 1998, Die Nahrung.

[24]  R. Clarke,et al.  Coffee: Recent Developments , 2001 .

[25]  N. Lewis Comparisons between mammalian and artificial olfaction based on arrays of carbon black-polymer composite vapor detectors. , 2004, Accounts of chemical research.

[26]  Yi-Zeng Liang,et al.  Fingerprint developing of coffee flavor by gas chromatography-mass spectrometry and combined chemometrics methods. , 2007, Analytica chimica acta.

[27]  J. Szpunar,et al.  Hyphenated techniques in speciation analysis , 2003 .

[28]  L. Mondello,et al.  Comprehensive two-dimensional gas chromatography in combination with rapid scanning quadrupole mass spectrometry in perfume analysis. , 2005, Journal of chromatography. A.

[29]  Ernesto Illy,et al.  The complexity of coffee. , 2002, Scientific American.

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

[31]  Zulfiqur Ali,et al.  Chemical Sensors for Electronic Nose Systems , 2005 .

[32]  U. Brinkman Hyphenation: Hype and Fascination , 1999 .

[33]  Matteo Pardo,et al.  Coffee analysis with an electronic nose , 2002, IEEE Trans. Instrum. Meas..

[34]  Kenneth S Suslick,et al.  A colorimetric sensor array for organics in water. , 2005, Journal of the American Chemical Society.

[35]  D. S. Gill,et al.  Optical multibead arrays for simple and complex odor discrimination. , 2001, Analytical chemistry.

[36]  N. Bârsan,et al.  Electronic nose: current status and future trends. , 2008, Chemical reviews.

[37]  H. Hübschmann Handbook of GC/MS Fundamentals and Applications , 2008 .

[38]  Vincent M Rotello,et al.  Detection and differentiation of normal, cancerous, and metastatic cells using nanoparticle-polymer sensor arrays , 2009, Proceedings of the National Academy of Sciences.

[39]  J. Gardner,et al.  Application of an electronic nose to the discrimination of coffees , 1992 .

[40]  Nidal F. Shilbayeh,et al.  Quality Control of Coffee Using an Electronic Nose System , 2004 .

[41]  António S. Barros,et al.  Screening and distinction of coffee brews based on headspace solid phase microextraction/gas chromatography/principal component analysis , 2004 .

[42]  Kenneth S Suslick,et al.  Colorimetric detection and identification of natural and artificial sweeteners. , 2009, Analytical chemistry.

[43]  Wenxuan Zhong,et al.  A colorimetric sensor array for detection and identification of sugars. , 2008, Organic letters.

[44]  Rolph E. Anderson,et al.  Multivariate Data Analysis (7th ed. , 2009 .

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

[46]  David R. Walt,et al.  Optical-fiber arrays for vapor sensing , 2009 .

[47]  Richard A. Johnson,et al.  Applied Multivariate Statistical Analysis , 1983 .

[48]  Vanderlei G. Machado,et al.  Quimiossensores cromogênicos e fluorogênicos para a detecção de analitos aniônicos , 2008 .

[49]  Xiaodong Wang,et al.  Classification of data from electronic nose using relevance vector machines , 2009 .

[50]  Avijit Sen,et al.  Molecular recognition and discrimination of amines with a colorimetric array. , 2005, Angewandte Chemie.

[51]  Neal A. Rakow,et al.  A colorimetric sensor array for odour visualization , 2000, Nature.

[52]  Chen Zhang,et al.  Colorimetric sensor array for soft drink analysis. , 2007, Journal of agricultural and food chemistry.

[53]  I. Flament,et al.  Coffee flavor chemistry , 2001 .

[54]  E. Zellers,et al.  Limits of recognition for simple vapor mixtures determined with a microsensor array. , 2004, Analytical chemistry.

[55]  Jiri Janata,et al.  Conducting polymers in electronic chemical sensors , 2003, Nature materials.

[56]  H. Leijs,et al.  Quantitative analysis of the 26 allergens for cosmetic labeling in fragrance raw materials and perfume oils. , 2005, Journal of agricultural and food chemistry.

[57]  K. Suslick,et al.  Colorimetric sensor arrays for the analysis of beers: a feasibility study. , 2006, Journal of agricultural and food chemistry.

[58]  Janusz Pawliszyn,et al.  Recent developments in SPME for on-site analysis and monitoring , 2006 .

[59]  Luigi Mondello,et al.  Gas chromatography-olfactometry in food flavour analysis. , 2008, Journal of chromatography. A.

[60]  P. Gemperline Practical Guide To Chemometrics , 2006 .

[61]  Herbert Stone,et al.  Sensory Evaluation Practices , 1985 .

[62]  Leslie S. Ettre,et al.  Static Headspace-Gas Chromatography: Theory and Practice , 1995 .

[63]  Margaret E. Kosal,et al.  Seeing smells: Development of an optoelectronic nose , 2007 .

[64]  Matteo Falasconi,et al.  The novel EOS835 electronic nose and data analysis for evaluating coffee ripening , 2005 .

[65]  E. Anslyn Supramolecular analytical chemistry. , 2007, The Journal of organic chemistry.

[66]  Colette McDonagh,et al.  Optical chemical sensors. , 2008, Chemical reviews.