Abstract
Recently, multidimensional (or multi-channel) sensing methodology has attracted broad attention in the field of analytical chemistry due to its fascinating merits. A variety of multidimensional sensors based on sensor arrays, lab-on-a-molecule/nanoparticle and smart chip strategies have been designed to differentiate chemical structure and property similar analytes and complex samples. Pattern recognition algorithms are usually used and allow these sensors to fulfill such proposes. In this review, the recent advances of multidimensional sensor devices were firstly summarized, and particularly focused on their design strategies and applications in monitoring of biological active molecules, biomarkers, microbes, foods and beverages, etc. Then, some limitations and possible solutions of multidimensional sensors were discussed. And finally, potential applications of this technique in the future were proposed. This review would help the readers who are interested in multidimensional sensing methodology to understand the research progresses and trends.
Similar content being viewed by others
Referecnes
Anzenbacher P Jr., Lubal P, Buèek P, Palacios MA, Kozelkova ME. Chem Soc Rev, 2010, 39: 3954–3979
Paolesse R, Monti D, Dini F, Di Natale C. Top Curr Chem, 2011, 300: 139–174
Askim JR, Mahmoudi M, Suslick KS. Chem Soc Rev, 2013, 42: 8649–8682
Diehl KL, Anslyn EV. Chem Soc Rev, 2013, 42: 8596–8611
Li Z, Askim JR, Suslick KS. Chem Rev, 2019, 119: 231–292
Ma Y, Li Y, Ma K, Wang Z. Sci China Chem, 2018, 61: 643–655
Rakow NA, Suslick KS. Nature, 2000, 406: 710–713
Zhang C, Suslick KS. J Am Chem Soc, 2005, 127: 11548–11549
Folmer-Andersen JF, Kitamura M, Anslyn EV. J Am Chem Soc, 2006, 128: 5652–5653
Janzen MC, Ponder JB, Bailey DP, Ingison CK, Suslick KS. Anal Chem, 2006, 78: 3591–3600
Lim SH, Musto CJ, Park E, Zhong W, Suslick KS. Org Lett, 2008, 10: 4405–4408
Lim SH, Feng L, Kemling JW, Musto CJ, Suslick KS. Nat Chem, 2009, 1: 562–567
Shabbir SH, Joyce LA, da Cruz GM, Lynch VM, Sorey S, Anslyn EV. J Am Chem Soc, 2009, 131: 13125–13131
Schmittel M, Lin HW. Angew Chem Int Ed, 2007, 46: 893–896
Wu P, Miao LN, Wang HF, Shao XG, Yan XP. Angew Chem Int Ed, 2011, 50: 8118–8121
Magri DC, Camilleri Fava M, Mallia CJ. Chem Commun, 2014, 50: 1009–1011
Chen K, Shu Q, Schmittel M. Chem Soc Rev, 2015, 44: 136–160
Li X, Zhang F, Zhao D. Chem Soc Rev, 2015, 44: 1346–1378
Hagleitner C, Hierlemann A, Lange D, Kummer A, Kerness N, Brand O, Baltes H. Nature, 2001, 414: 293–296
Gutierrez-Osuna R, Hierlemann A. Annu Rev Anal Chem, 2010, 3: 255–276
Heilig A, Bârsan N, Weimar U, Schweizer-Berberich M, Gardner JW, Göpel W. Sens Actuat B-Chem, 1997, 43: 45–51
Kunt TA, McAvoy TJ, Cavicchi RE, Semancik S. Sens Actuat B-Chem, 1998, 53: 24–43
Lee A, Reedy BJ. Sens Actuat B-Chem, 1999, 60: 35–42
Hierlemann A, Gutierrez-Osuna R. Chem Rev, 2008, 108: 563–613
Baumes LA, Buaki Sogo M, Montes-Navajas P, Corma A, Garcia H. Chem Eur J, 2010, 16: 4489–4495
Feng L, Musto CJ, Kemling JW, Lim SH, Suslick KS. Chem Commun, 2010, 46: 2037–2039
Feng L, Musto CJ, Kemling JW, Lim SH, Zhong W, Suslick KS. Anal Chem, 2010, 82: 9433–9440
Musto CJ, Suslick KS. Curr Opin Chem Biol, 2010, 14: 758–766
Rochat S, Gao J, Qian X, Zaubitzer F, Severin K. Chem Eur J, 2010, 16: 104–113
Steiner MS, Meier RJ, Duerkop A, Wolfbeis OS. Anal Chem, 2010, 82: 8402–8405
Massart DL, Kaufman L. The Interpretation of Analytical Chemical Data by the Use of Cluster Analysis. New York: John Wiley & Sons, 1983
Johnson RA, Wichern DW. Applied Multivariate Statistical Analysis. 6th ed. Prentice Hall: Upper Saddle River, 2007
Jolliffe IT. Principal Component Analysis. New York: Springer-Verlag, 2002
Stewart S, Ivy MA, Anslyn EV. Chem Soc Rev, 2014, 43: 70–84
Donoho DL. High-Dimensional Data Analysis: The Curses and Blessings of Dimensionality. Presented at Mathematical Challenges of the 21st Century, 2000. 1-32
Lu Y, Peng S, Luo D, Lal A. Nat Commun, 2011, 2: 578–583
Kubo W, Fujikawa S. Nano Lett, 2011, 11: 8–15
Jeon S, Ahn SE, Song I, Kim CJ, Chung UI, Lee E, Yoo I, Nathan A, Lee S, Ghaffarzadeh K, Robertson J, Kim K. Nat Mater, 2012, 11: 301–305
Li Z, Askim JR, Suslick KS. Chem Rev, 2019, 119: 231–292
Suslick KS. MRS Bull, 2004, 29: 720–725
Miranda OR, Chen HT, You CC, Mortenson DE, Yang XC, Bunz UHF, Rotello VM. J Am Chem Soc, 2010, 132: 5285–5289
De M, Rana S, Akpinar H, Miranda OR, Arvizo RR, Bunz UHF, Rotello VM. Nat Chem, 2009, 1: 461–465
He G, Luo W, Li P, Remmers C, Netzer WJ, Hendrick J, Bettayeb K, Flajolet M, Gorelick F, Wennogle LP, Greengard P. Nature, 2010, 467: 95–98
Li Z, Guan W, Lu C, Zhou XR, Luo SZ, You Y, Ouyang J. Chem Commun, 2016, 52: 2807–2810
Li Z, Li M, Li F, Zhang M. Anal Biochem, 2018, 559: 86–90
Liu Y, Deng Y, Dong H, Liu K, He N. Sci China Chem, 2017, 60: 329–337
Luo Y, Zhu C, Du D, Lin Y. Anal Chim Acta, 2019, 1061: 1–12
Chen YX, Huang KJ, Niu KX. Biosens Bioelectron, 2018, 99: 612–624
Xu S, Lu X, Yao C, Huang F, Jiang H, Hua W, Na N, Liu H, Ouyang J. Anal Chem, 2014, 86: 11634–11639
Xu S, Gao T, Feng X, Fan X, Liu G, Mao Y, Yu X, Lin J, Luo X. Biosens Bioelectron, 2017, 97: 203–207
Xu S, Su Z, Zhang Z, Nie Y, Wang J, Ge G, Luo X. J Mater Chem B, 2017, 5: 8748–8753
Clelland CT, Risca V, Bancroft C. Nature, 1999, 399: 533–534
Sun W, Lu Y, Mao J, Chang N, Yang J, Liu Y. Anal Chem, 2015, 87: 3354–3359
Wei X, Chen Z, Tan L, Lou T, Zhao Y. Anal Chem, 2017, 89: 556–559
Wei X, Wang Y, Zhao Y, Chen Z. Biosens Bioelectron, 2017, 97: 332–337
Tao Y, Ran X, Ren J, Qu X. Small, 2014, 10: 3667–3671
Ran X, Pu F, Ren J, Qu X. Chem Commun, 2015, 51: 2675–2678
You CC, Miranda OR, Gider B, Ghosh PS, Kim IB, Erdogan B, Krovi SA, Bunz UHF, Rotello VM. Nat Nanotech, 2007, 2: 318–323
Wang X, Zhao X, Zheng K, Guo X, Yan Y, Xu Y. Langmuir, 2019, 35: 5599–5607
Li X, Wen F, Creran B, Jeong Y, Zhang X, Rotello VM. Small, 2012, 8: 3589–3592
Yan P, Li X, Dong Y, Li B, Wu Y. Analyst, 2019, 144: 2891–2897
Cui L, Lin X, Lin N, Song Y, Zhu Z, Chen X, Yang CJ. Chem Commun, 2012, 48: 194–196
Pan W, Zhang T, Yang H, Diao W, Li N, Tang B. Anal Chem, 2013, 85: 10581–10588
Lee JH, Kim JA, Jeong S, Rhee WJ. Biosens Bioelectron, 2016, 86: 202–210
Xu S, Feng X, Gao T, Liu G, Mao Y, Lin J, Yu X, Luo X. Anal Chim Acta, 2017, 983: 173–180
Xu S, Nie Y, Jiang L, Wang J, Xu G, Wang W, Luo X. Anal Chem, 2018, 90: 4039–4045
Peng G, Tisch U, Adams O, Hakim M, Shehada N, Broza YY, Billan S, Abdah-Bortnyak R, Kuten A, Haick H. Nat Nanotech, 2009, 4: 669–673
Diamandis EP. Mol Cell Proteomics, 2004, 3: 367–378
Bajaj A, Rana S, Miranda OR, Yawe JC, Jerry DJ, Bunz UHF, Rotello VM. Chem Sci, 2010, 1: 134–138
Rana S, Singla AK, Bajaj A, Elci SG, Miranda OR, Mout R, Yan B, Jirik FR, Rotello VM. ACS Nano, 2012, 6: 8233–8240
Rana S, Elci SG, Mout R, Singla AK, Yazdani M, Bender M, Bajaj A, Saha K, Bunz UHF, Jirik FR, Rotello VM. J Am Chem Soc, 2016, 138: 4522–4529
Le NDB, Yesilbag Tonga G, Mout R, Kim ST, Wille ME, Rana S, Dunphy KA, Jerry DJ, Yazdani M, Ramanathan R, Rotello CM, Rotello VM. J Am Chem Soc, 2017, 139: 8008–8012
Peveler WJ, Landis RF, Yazdani M, Day JW, Modi R, Carmalt CJ, Rosenberg WM, Rotello VM. Adv Mater, 2018, 30: 1800634
Bajaj A, Miranda OR, Phillips R, Kim IB, Jerry DJ, Bunz UHF, Rotello VM. J Am Chem Soc, 2010, 132: 1018–1022
Li Z, Fang M, LaGasse MK, Askim JR, Suslick KS. Angew Chem Int Ed, 2017, 56: 9860–9863
Mosca L, Karimi Behzad S, Anzenbacher P Jr.. J Am Chem Soc, 2015, 137: 7967–7969
Qi Y, Xu W, Kang R, Ding N, Wang Y, He G, Fang Y. Chem Sci, 2018, 9: 1892–1901
Deisingh AK, Thompson M. Analyst, 2002, 127: 567–581
Gerner-Smidt P, Kincaid J, Kubota K, Hise K, Hunter SB, Fair MA, Norton D, Woo-Ming A, Kurzynski T, Sotir MJ, Head M, Holt K, Swaminathan B. J Food Protect, 2005, 68: 1926–1931
Qian X, Metallo SJ, Choi IS, Wu H, Liang MN, Whitesides GM. Anal Chem, 2002, 74: 1805–1810
Didelot X, Bowden R, Wilson DJ, Peto TEA, Crook DW. Nat Rev Genet, 2012, 13: 601–612
Carey JR, Suslick KS, Hulkower KI, Imlay JA, Imlay KRC, Ingison CK, Ponder JB, Sen A, Wittrig AE. J Am Chem Soc, 2011, 133: 7571–7576
Lim SH, Mix S, Anikst V, Budvytiene I, Eiden M, Churi Y, Queralto N, Berliner A, Martino RA, Rhodes PA, Banaei N. Analyst, 2016, 141: 918–925
Chen W, Li Q, Zheng W, Hu F, Zhang G, Wang Z, Zhang D, Jiang X. Angew Chem Int Ed, 2014, 53: 13734–13739
Li B, Li X, Dong Y, Wang B, Li D, Shi Y, Wu Y. Anal Chem, 2017, 89: 10639–10643
Zhou C, Xu W, Zhang P, Jiang M, Chen Y, Kwok RTK, Lee MMS, Shan G, Qi R, Zhou X, Lam JWY, Wang S, Tang BZ. Adv Funct Mater, 2019, 29: 1805986–1805995
Shen J, Hu R, Zhou T, Wang Z, Zhang Y, Li S, Gui C, Jiang M, Qin A, Tang BZ. ACS Sens, 2018, 3: 2218–2222
Ngernpimai S, Geng Y, Makabenta JM, Landis RF, Keshri P, Gupta A, Li CH, Chompoosor A, Rotello VM. ACS Appl Mater Interfaces, 2019, 11: 11202–11208
Phillips RL, Miranda OR, You CC, Rotello VM, Bunz UHF. Angew Chem Int Ed, 2008, 47: 2590–2594
Han J, Cheng H, Wang B, Braun MS, Fan X, Bender M, Huang W, Domhan C, Mier W, Lindner T, Seehafer K, Wink M, Bunz UHF. Angew Chem Int Ed, 2017, 56: 15246–15251
Nordberg GF, Fowler BA, Nordberg M, Frigerg L. Handbook on the Toxicology of Metals. 3rd ed. Burligton: Academic Press. 2007
Sener G, Uzun L, Denizli A. ACS Appl Mater Interfaces, 2014, 6: 18395–18400
Li X, Li S, Liu Q, Chen Z. Anal Chem, 2019, 91: 6315–6320
Liu L, Lin H. Anal Chem, 2014, 86: 8829–8834
Xu W, Ren C, Teoh CL, Peng J, Gadre SH, Rhee HW, Lee CLK, Chang YT. Anal Chem, 2014, 86: 8763–8769
Peng J, Li J, Xu W, Wang L, Su D, Teoh CL, Chang YT. Anal Chem, 2018, 90: 1628–1634
Pu F, Ran X, Ren J, Qu X. Chem Commun, 2016, 52: 3410–3413
Xue SF, Chen ZH, Han XY, Lin ZY, Wang QX, Zhang M, Shi G. Anal Chem, 2018, 90: 3443–3451
Wang Z, Palacios MA, Anzenbacher P. Anal Chem, 2008, 80: 7451–7459
Palacios MA, Wang Z, Montes VA, Zyryanov GV, Anzenbacher P. J Am Chem Soc, 2008, 130: 10307–10314
Anzenbacher Jr. P, Li F, Palacios MA. Angew Chem Int Ed, 2012, 51: 2345–2348
Wang J, Chow W, Leung D, Chang J. J Agric Food Chem, 2012, 60: 12088–12104
Kiso Y, Li H, Shigetoh K, Kitao T, Jinno K. J Chromatogr A, 1996, 733: 259–265
Gómez-Ramos MM, Ferrer C, Malato O, Agüera A, Fernández-Alba AR. J Chromatogr A, 2013, 1287: 24–37
Liu G, Lin Y. Anal Chem, 2005, 77: 5894–5901
Viswanathan S, Radecka H, Radecki J. Biosens Bioelectron, 2009, 24: 2772–2777
Qian G, Wang L, Wu Y, Zhang Q, Sun Q, Liu Y, Liu F. Food Chem, 2009, 117: 364–370
Gabaldón JA, Maquieira A, Puchades R. Talanta, 2007, 71: 1001–1010
Zhang K, Mei Q, Guan G, Liu B, Wang S, Zhang Z. Anal Chem, 2010, 82: 9579–9586
Xuan W, Cao Y, Zhou J, Wang W. Chem Commun, 2013, 49: 10474–10476
Lee J, Seo S, Kim J. Adv Funct Mater, 2012, 22: 1632–1638
Walton I, Davis M, Munro L, Catalano VJ, Cragg PJ, Huggins MT, Wallace KJ. Org Lett, 2012, 14: 2686–2689
Liu Y, Bonizzoni M. J Am Chem Soc, 2014, 136: 14223–14229
Qian S, Lin H. Anal Chem, 2015, 87: 5395–5400
Lin H, Suslick KS. J Am Chem Soc, 2010, 132: 15519–15521
Lin H, Jang M, Suslick KS. J Am Chem Soc, 2011, 133: 16786–16789
Qian S, Leng Y, Lin H. RSC Adv, 2016, 6: 7902–7907
Qiao L’, Qian S, Wang Y, Lin H. Talanta, 2018, 181: 305–310
Fahimi-Kashani N, Hormozi-Nezhad MR. Anal Chem, 2016, 88: 8099–8106
Huang X, Zou X, Shi J, Guo Y, Zhao J, Zhang J, Hao L. Food Chem, 2014, 145: 549–554
Morsy MK, Zór K, Kostesha N, Alstrøm TS, Heiskanen A, El-Tanahi H, Sharoba A, Papkovsky D, Larsen J, Khalaf H, Jakobsen MH, Emnéus J. Food Control, 2016, 60: 346–352
Khulal U, Zhao J, Hu W, Chen Q. RSC Adv, 2016, 6: 4663–4672
Li Z, Suslick KS. ACS Sens, 2016, 1: 1330–1335
Chen Y, Fu G, Zilberman Y, Ruan W, Ameri SK, Zhang YS, Miller E, Sonkusale SR. Food Control, 2017, 82: 227–232
Umali AP, LeBoeuf SE, Newberry RW, Kim S, Tran L, Rome WA, Tian T, Taing D, Hong J, Kwan M, Heymann H, Anslyn EV. Chem Sci, 2011, 2: 439–445
Ghanem E, Hopfer H, Navarro A, Ritzer MS, Mahmood L, Fredell M, Cubley A, Bolen J, Fattah R, Teasdale K, Lieu L, Chua T, Marini F, Heymann H, Anslyn EV. Molecules, 2015, 20: 9170–9182
Han J, Bender M, Seehafer K, Bunz UHF. Angew Chem Int Ed, 2016, 55: 7689–7692
Han J, Ma C, Wang B, Bender M, Bojanowski M, Hergert M, Seehafer K, Herrmann A, Bunz UHF. Chem, 2017, 2: 817–824
Li Z, Suslick KS. ACS Sens, 2018, 3: 121–127
Ya Z, He K, Lu Z, Yi B, Hou C, Shan S, Huo D, Luo X. Flavour Fragr J, 2012, 27: 165–170
Qin H, Huo D, Zhang L, Yang L, Zhang S, Yang M, Shen C, Hou C. Food Res Int, 2012, 45: 45–51
Li JJ, Song CX, Hou CJ, Huo DQ, Shen CH, Luo XG, Yang M, Fa HB. J Agric Food Chem, 2014, 62: 10422–10430
Huo D, Wu Y, Yang M, Fa H, Luo X, Hou C. Food Chem, 2014, 145: 639–645
Li J, Fu B, Huo D, Hou C, Yang M, Shen C, Luo H, Yang P. Sens Actuat B-Chem, 2017, 240: 770–778
Wang B, Han J, Bender M, Hahn S, Seehafer K, Bunz UHF. ACS Sens, 2018, 3: 504–511
Flament I. Coffee Flavor Chemistry. Chichester: Wiley & Sons, 2002
Clarke RJ, Vitzthum OG. Coffee: Recent Developments. Oxford: Blackwell Science, 2001
Suslick BA, Feng L, Suslick KS. Anal Chem, 2010, 82: 2067–2073
Kim SY, Ko JA, Kang BS, Park HJ. Food Chem, 2018, 240: 808–816
Galpothdeniya WIS, Regmi BP, McCarter KS, de Rooy SL, Siraj N, Warner IM. Anal Chem, 2015, 87: 4464–4471
Li X, Kong C, Chen Z. ACS Appl Mater Interfaces, 2019, 11: 9504–9509
Sun S, Jiang K, Qian S, Wang Y, Lin H. Anal Chem, 2017, 89: 5542–5548
Qiao L, Qian S, Wang Y, Yan S, Lin H. Chem Eur J, 2018, 24: 4703–4709
Magri DC, Brown GJ, McClean GD, de Silva AP. J Am Chem Soc, 2006, 128: 4950–4951
Martínez-Máñez R, Sancenón F. Chem Rev, 2003, 103: 4419–4476
Callan JF, de Silva AP, Magri DC. Tetrahedron, 2005, 61: 8551–8588
Pan L, Sun S, Zhang A, Jiang K, Zhang L, Dong C, Huang Q, Wu A, Lin H. Adv Mater, 2015, 27: 7782–7787
Leng Y, Qian S, Wang Y, Lu C, Ji X, Lu Z, Lin H. Sci Rep, 2016, 6: 25354
Chen K, Schmittel M. Chem Commun, 2014, 50: 5756–5759
Khatua S, Samanta D, Bats JW, Schmittel M. Inorg Chem, 2012, 51: 7075–7086
Schmittel M, Qinghai S. Chem Commun, 2012, 48: 2707–2709
Lu Y, Kong H, Wen F, Zhang S, Zhang X. Chem Commun, 2013, 49: 81–83
Gao L, Ju L, Cui H. J Mater Chem C, 2017, 5: 7753–7758
Yang JY, Yang T, Wang XY, Wang YT, Liu MX, Chen ML, Yu YL, Wang JH. Anal Chem, 2019, 91: 6012–6018
Chen K, Schmittel M. Analyst, 2013, 138: 6742–6745
Hierlemann A, Brand O, Hagleitner C, Baltes H. Proc IEEE, 2003, 91: 839–863
Kurzawski P, Hagleitner C, Hierlemann A. Anal Chem, 2006, 78: 6910–6920
Hu J, Jiang X, Wu L, Xu K, Hou X, Lv Y. Anal Chem, 2011, 83: 6552–6558
Kahn N, Lavie O, Paz M, Segev Y, Haick H. Nano Lett, 2015, 15: 7023–7028
Jin H, Huynh TP, Haick H. Nano Lett, 2016, 16: 4194–4202
Nakhleh MK, Amal H, Jeries R, Broza YY, Aboud M, Gharra A, Ivgi H, Khatib S, Badarneh S, Har-Shai L, Glass-Marmor L, Lejbkowicz I, Miller A, Badarny S, Winer R, Finberg J, Cohen-Kaminsky S, Perros F, Montani D, Girerd B, Garcia G, Simonneau G, Nakhoul F, Baram S, Salim R, Hakim M, Gruber M, Ronen O, Marshak T, Doweck I, Nativ O, Bahouth Z, Shi D, Zhang W, Hua Q, Pan Y, Tao L, Liu H, Karban A, Koifman E, Rainis T, Skapars R, Sivins A, Ancans G, Liepniece-Karele I, Kikuste I, Lasina I, Tolmanis I, Johnson D, Millstone SZ, Fulton J, Wells JW, Wilf LH, Humbert M, Leja M, Peled N, Haick H. ACS Nano, 2017, 11: 112–125
Su M, Li F, Chen S, Huang Z, Qin M, Li W, Zhang X, Song Y. Adv Mater, 2016, 28: 1369–1374
An B, Ma Y, Li W, Su M, Li F, Song Y. Chem Commun, 2016, 52: 10948–10951
Qin M, Huang Y, Li Y, Su M, Chen B, Sun H, Yong P, Ye C, Li F, Song Y. Angew Chem Int Ed, 2016, 55: 6911–6914
Acknowledgements
This work was supported by the National Natural Science Foundation of China (21607160, 51872300, U1832110), the Zhejiang Provincial Natural Science Foundation of China (LY16B050005), Ningbo Science and Technology Bureau (2016C50009), and the W. C. Wong Education Foundation (rczx0800).
Author information
Authors and Affiliations
Corresponding authors
Additional information
Conflict of interest
The authors declare that they have no conflict of interest.
Rights and permissions
About this article
Cite this article
Qian, S., Sun, S., Wang, Y. et al. Recent advances of multidimensional sensing: from design to applications. Sci. China Chem. 62, 1601–1618 (2019). https://doi.org/10.1007/s11426-019-9585-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11426-019-9585-5