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Biosensors based on nanomechanical systems
Open accessAbstract
The advances in micro- and nanofabrication technologies enable the preparation of increasingly smaller mechanical transducers capable of detecting the forces, motion, mechanical properties and masses that emerge in biomolecular interactions and fundamental biological processes. Thus, biosensors based on nanomechanical systems have gained considerable relevance in the last decade. This review provides insight into the mechanical phenomena that occur in suspended mechanical structures when either biological adsorption or interactions take place on their surface. This review guides the reader through the parameters that change as a consequence of biomolecular adsorption: mass, surface stress, effective Young's modulus and viscoelasticity. The mathematical background needed to correctly interpret the output signals from nanomechanical biosensors is also outlined here. Other practical issues reviewed are the immobilization of biomolecular receptors on the surface of nanomechanical systems and methods to attain that in large arrays of sensors. We then describe some relevant realizations of biosensor devices based on nanomechanical systems that harness some of the mechanical effects cited above. We finally discuss the intrinsic detection limits of the devices and the limitation that arises from non-specific adsorption.
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Citations
Cites
The tension of metallic films deposited by electrolysis
Stoney, G. G. (1909) · Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character · doi:10.1098/rspa.1909.0021 · Cited by 4,872
Frequency modulation detection using high-Q cantilevers for enhanced force microscope sensitivity
Albrecht, T. R., Grütter, P., Horne, D., & Rugar, D. (1991) · Journal of Applied Physics · doi:10.1063/1.347347 · Cited by 2,434
Carbon‐Nanotube Based Electrochemical Biosensors: A Review
Wang, J. (2005) · Electroanalysis · doi:10.1002/elan.200403113 · Cited by 2,387
Direct observation of the rotation of F1-ATPase
Noji, H., Yasuda, R., Yoshida, M., & Kinosita, K. (1997) · Nature · doi:10.1038/386299a0 · Cited by 2,236
Sensitive optical biosensors for unlabeled targets: A review
Fan, X., White, I. M., Shopova, S. I., Zhu, H., Suter, J. D., & Sun, Y. (2008) · Analytica Chimica Acta · doi:10.1016/j.aca.2008.05.022 · Cited by 2,187
The role of dynamic conformational ensembles in biomolecular recognition
Boehr, D. D., Nussinov, R., & Wright, P. E. (2009) · Nature Chemical Biology · doi:10.1038/nchembio.232 · Cited by 2,008
Nanomechanical analysis of cells from cancer patients
Cross, S. E., Jin, Y.-S., Rao, J., & Gimzewski, J. K. (2007) · Nature Nanotechnology · doi:10.1038/nnano.2007.388 · Cited by 1,908
Cavity Optomechanics: Back-Action at the Mesoscale
Kippenberg, T. J., & Vahala, K. J. (2008) · Science · doi:10.1126/science.1156032 · Cited by 1,889
Quantitative mass spectrometry in proteomics: a critical review
Bantscheff, M., Schirle, M., Sweetman, G., Rick, J., & Kuster, B. (2007) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-007-1486-6 · Cited by 1,669
Translating Biomolecular Recognition into Nanomechanics
Fritz, J., Baller, M. K., Lang, H. P., Rothuizen, H., Vettiger, P., Meyer, E., -J. Güntherodt, H., Gerber, C., & Gimzewski, J. K. (2000) · Science · doi:10.1126/science.288.5464.316 · Cited by 1,646
Cellular mechanotransduction: putting all the pieces together again
Ingber, D. E. (2006) · The FASEB Journal · doi:10.1096/fj.05-5424rev · Cited by 1,627
Self-assembled monolayers of thiols and dithiols on gold: new challenges for a well-known system
Vericat, C., Vela, M. E., Benitez, G., Carro, P., & Salvarezza, R. C. (2010) · Chemical Society Reviews · doi:10.1039/b907301a · Cited by 1,472
Making molecular machines work
Browne, W. R., & Feringa, B. L. (2006) · Nature Nanotechnology · doi:10.1038/nnano.2006.45 · Cited by 1,463
Electrochemical biosensors: Towards point-of-care cancer diagnostics
Wang, J. (2006) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2005.10.027 · Cited by 1,454
Guck, J., Schinkinger, S., Lincoln, B., Wottawah, F., Ebert, S., Romeyke, M., Lenz, D., Erickson, H. M., Ananthakrishnan, R., Mitchell, D., et al. (2005) · Biophysical Journal · doi:10.1529/biophysj.104.045476 · Cited by 1,417
Sader, J. E. (1998) · Journal of Applied Physics · doi:10.1063/1.368002 · Cited by 1,410
How proteins produce cellular membrane curvature
Zimmerberg, J., & Kozlov, M. M. (2006) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm1784 · Cited by 1,278
Weighing of biomolecules, single cells and single nanoparticles in fluid
Burg, T. P., Godin, M., Knudsen, S. M., Shen, W., Carlson, G., Foster, J. S., Babcock, K., & Manalis, S. R. (2007) · Nature · doi:10.1038/nature05741 · Cited by 1,213
Höök, F., Kasemo, B., Nylander, T., Fant, C., Sott, K., & Elwing, H. (2001) · Analytical Chemistry · doi:10.1021/ac0106501 · Cited by 1,162
An atomic-resolution nanomechanical mass sensor
Jensen, K., Kim, K., & Zettl, A. (2008) · Nature Nanotechnology · doi:10.1038/nnano.2008.200 · Cited by 1,053
A nanomechanical mass sensor with yoctogram resolution
Chaste, J., Eichler, A., Moser, J., Ceballos, G., Rurali, R., & Bachtold, A. (2012) · Nature Nanotechnology · doi:10.1038/nnano.2012.42 · Cited by 1,034
Bioassay of prostate-specific antigen (PSA) using microcantilevers
Wu, G., Datar, R. H., Hansen, K. M., Thundat, T., Cote, R. J., & Majumdar, A. (2001) · Nature Biotechnology · doi:10.1038/nbt0901-856 · Cited by 1,013
Comparative advantages of mechanical biosensors
Arlett, J. L., Myers, E. B., & Roukes, M. L. (2011) · Nature Nanotechnology · doi:10.1038/nnano.2011.44 · Cited by 966
Surface acoustic wave biosensors: a review
Länge, K., Rapp, B. E., & Rapp, M. (2008) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-008-1911-5 · Cited by 806
Micromechanical cantilever-based biosensors
Raiteri, R., Grattarola, M., Butt, H.-J., & Skládal, P. (2001) · Sensors and Actuators B: Chemical · doi:10.1016/s0925-4005(01)00856-5 · Cited by 734
Ultimate limits to inertial mass sensing based upon nanoelectromechanical systems
Ekinci, K. L., Yang, Y. T., & Roukes, M. L. (2004) · Journal of Applied Physics · doi:10.1063/1.1642738 · Cited by 695
Towards single-molecule nanomechanical mass spectrometry
Naik, A. K., Hanay, M. S., Hiebert, W. K., Feng, X. L., & Roukes, M. L. (2009) · Nature Nanotechnology · doi:10.1038/nnano.2009.152 · Cited by 683
Micro- and nanomechanical sensors for environmental, chemical, and biological detection
Waggoner, P. S., & Craighead, H. G. (2007) · Lab on a Chip · doi:10.1039/b707401h · Cited by 678
Commercial quartz crystal microbalances – theory and applications
O’Sullivan, C. K., & Guilbault, G. G. (1999) · Biosensors and Bioelectronics · doi:10.1016/s0956-5663(99)00040-8 · Cited by 658
Höök, F., Rodahl, M., Brzezinski, P., & Kasemo, B. (1998) · Langmuir · doi:10.1021/la970815u · Cited by 655
Ultrasensitive nanoelectromechanical mass detection
Ekinci, K. L., Huang, X. M. H., & Roukes, M. L. (2004) · Applied Physics Letters · doi:10.1063/1.1755417 · Cited by 616
McKendry, R., Zhang, J., Arntz, Y., Strunz, T., Hegner, M., Lang, H. P., Baller, M. K., Certa, U., Meyer, E., Güntherodt, H.-J., et al. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.152330199 · Cited by 598
Attogram detection using nanoelectromechanical oscillators
Ilic, B., Craighead, H. G., Krylov, S., Senaratne, W., Ober, C., & Neuzil, P. (2004) · Journal of Applied Physics · doi:10.1063/1.1650542 · Cited by 585
Cantilever-like micromechanical sensors
Boisen, A., Dohn, S., Keller, S. S., Schmid, S., & Tenje, M. (2011) · Reports on Progress in Physics · doi:10.1088/0034-4885/74/3/036101 · Cited by 566
Biosensors for cancer markers diagnosis
Tothill, I. E. (2009) · Seminars in Cell & Developmental Biology · doi:10.1016/j.semcdb.2009.01.015 · Cited by 552
Mechanically driven ATP synthesis by F1-ATPase
Itoh, H., Takahashi, A., Adachi, K., Noji, H., Yasuda, R., Yoshida, M., & Kinosita, K. (2004) · Nature · doi:10.1038/nature02212 · Cited by 545
Surface Stress in the Self-Assembly of Alkanethiols on Gold
Berger, R., Delamarche, E., Lang, H. P., Gerber, C., Gimzewski, J. K., Meyer, E., & Güntherodt, H.-J. (1997) · Science · doi:10.1126/science.276.5321.2021 · Cited by 544
Label-free biomarker detection from whole blood
Stern, E., Vacic, A., Rajan, N. K., Criscione, J. M., Park, J., Ilic, B. R., Mooney, D. J., Reed, M. A., & Fahmy, T. M. (2010) · Nature Nanotechnology · doi:10.1038/nnano.2009.353 · Cited by 543
Adsorption-induced surface stress and its effects on resonance frequency of microcantilevers
Chen, G. Y., Thundat, T., Wachter, E. A., & Warmack, R. J. (1995) · Journal of Applied Physics · doi:10.1063/1.359562 · Cited by 539
Single-protein nanomechanical mass spectrometry in real time
Hanay, M. S., Kelber, S., Naik, A. K., Chi, D., Hentz, S., Bullard, E. C., Colinet, E., Duraffourg, L., & Roukes, M. L. (2012) · Nature Nanotechnology · doi:10.1038/nnano.2012.119 · Cited by 511
Biomechanics and biophysics of cancer cells☆
SURESH, S. (2007) · Acta Materialia · doi:10.1016/j.actamat.2007.04.022 · Cited by 467
Noise processes in nanomechanical resonators
Cleland, A. N., & Roukes, M. L. (2002) · Journal of Applied Physics · doi:10.1063/1.1499745 · Cited by 461
Atomic-Scale Mass Sensing Using Carbon Nanotube Resonators
Chiu, H.-Y., Hung, P., Postma, H. W. C., & Bockrath, M. (2008) · Nano Letters · doi:10.1021/nl802181c · Cited by 451
Single cell detection with micromechanical oscillators
Ilic, B., Czaplewski, D., Zalalutdinov, M., Craighead, H. G., Neuzil, P., Campagnolo, C., & Batt, C. (2001) · Journal of Vacuum Science & Technology B: Microelectronics and Nanometer Structures Processing, Measurement, and Phenomena · doi:10.1116/1.1421572 · Cited by 443
Label-free protein assay based on a nanomechanical cantilever array
Arntz, Y., Seelig, J. D., Lang, H. P., Zhang, J., Hunziker, P., Ramseyer, J. P., Meyer, E., Hegner, M., & Gerber, C. (2003) · Nanotechnology · doi:10.1088/0957-4484/14/1/319 · Cited by 409
Ultrasensitive Mass Sensing with a Nanotube Electromechanical Resonator
Lassagne, B., Garcia-Sanchez, D., Aguasca, A., & Bachtold, A. (2008) · Nano Letters · doi:10.1021/nl801982v · Cited by 407
Optomechanics of deformable optical cavities
Favero, I., & Karrai, K. (2009) · Nature Photonics · doi:10.1038/nphoton.2009.42 · Cited by 396
Surface stress of clean and adsorbate-covered solids
Haiss, W. (2001) · Reports on Progress in Physics · doi:10.1088/0034-4885/64/5/201 · Cited by 392
Thermodynamics and Mechanics of Membrane Curvature Generation and Sensing by Proteins and Lipids
Baumgart, T., Capraro, B. R., Zhu, C., & Das, S. L. (2011) · Annual Review of Physical Chemistry · doi:10.1146/annurev.physchem.012809.103450 · Cited by 381
Duan, X., Li, Y., Rajan, N. K., Routenberg, D. A., Modis, Y., & Reed, M. A. (2012) · Nature Nanotechnology · doi:10.1038/nnano.2012.82 · Cited by 366
Virus detection using nanoelectromechanical devices
Ilic, B., Yang, Y., & Craighead, H. G. (2004) · Applied Physics Letters · doi:10.1063/1.1794378 · Cited by 365
Grover, W. H., Bryan, A. K., Diez-Silva, M., Suresh, S., Higgins, J. M., & Manalis, S. R. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1104651108 · Cited by 355
Microcantilevers: Sensing Chemical Interactions via Mechanical Motion
Goeders, K. M., Colton, J. S., & Bottomley, L. A. (2008) · Chemical Reviews · doi:10.1021/cr0681041 · Cited by 351
Niemeyer, C. M., Sano, T., Smith, C. L., & Cantor, C. R. (1994) · Nucleic Acids Research · doi:10.1093/nar/22.25.5530 · Cited by 335
Dixon, M. C. (2008) · PubMed · Cited by 303
Rapid and label-free nanomechanical detection of biomarker transcripts in human RNA
Zhang, J., Lang, H. P., Huber, F., Bietsch, A., Grange, W., Certa, U., Mckendry, R., Güntherodt, H.-J., Hegner, M., & Gerber, C. (2006) · Nature Nanotechnology · doi:10.1038/nnano.2006.134 · Cited by 303
Michel, J. P., Ivanovska, I. L., Gibbons, M. M., Klug, W. S., Knobler, C. M., Wuite, G. J. L., & Schmidt, C. F. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601744103 · Cited by 296
Amperometric biosensors for clinical and therapeutic drug monitoring: a review
Wang, J. (1999) · Journal of Pharmaceutical and Biomedical Analysis · doi:10.1016/s0731-7085(98)00056-9 · Cited by 293
Gil-Santos, E., Ramos, D., Martínez, J., Fernández-Regúlez, M., García, R., San Paulo, Á., Calleja, M., & Tamayo, J. (2010) · Nature Nanotechnology · doi:10.1038/nnano.2010.151 · Cited by 283
Self-citationFritz, J. (2008) · The Analyst · doi:10.1039/b718174d · Cited by 254
A Stiffness Switch in Human Immunodeficiency Virus
Kol, N., Shi, Y., Tsvitov, M., Barlam, D., Shneck, R. Z., Kay, M. S., & Rousso, I. (2007) · Biophysical Journal · doi:10.1529/biophysj.106.093914 · Cited by 249
Braun, T., Ghatkesar, M. K., Backmann, N., Grange, W., Boulanger, P., Letellier, L., Lang, H.-P., Bietsch, A., Gerber, C., & Hegner, M. (2009) · Nature Nanotechnology · doi:10.1038/nnano.2008.398 · Cited by 224
Nanomechanical detection of antibiotic–mucopeptide binding in a model for superbug drug resistance
Ndieyira, J. W., Watari, M., Barrera, A. D., Zhou, D., Vögtli, M., Batchelor, M., Cooper, M. A., Strunz, T., Horton, M. A., Abell, C., et al. (2008) · Nature Nanotechnology · doi:10.1038/nnano.2008.275 · Cited by 218
Frequency Domain Detection of Biomolecules Using Silicon Nanowire Biosensors
Zheng, G., Gao, X. P. A., & Lieber, C. M. (2010) · Nano Letters · doi:10.1021/nl1020975 · Cited by 210
Mass spectrometry of macromolecular assemblies: preservation and dissociation
Benesch, J. L., & Robinson, C. V. (2006) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2006.03.009 · Cited by 203
Label-free detection of DNA hybridization based on hydration-induced tension in nucleic acid films
Mertens, J., Rogero, C., Calleja, M., Ramos, D., Martín-Gago, J. A., Briones, C., & Tamayo, J. (2008) · Nature Nanotechnology · doi:10.1038/nnano.2008.91 · Cited by 202
Self-citationBiosensors in clinical chemistry — 2011 update
D'Orazio, P. (2011) · Clinica Chimica Acta · doi:10.1016/j.cca.2011.06.025 · Cited by 186
Nanomechanical Membrane-type Surface Stress Sensor
Yoshikawa, G., Akiyama, T., Gautsch, S., et al. (2011) · Nano Letters · doi:10.1021/nl103901a · Cited by 169
Micromechanical mass sensors for biomolecular detection in a physiological environment
Braun, T., Barwich, V., Ghatkesar, M. K., Bredekamp, A. H., Gerber, C., Hegner, M., & Lang, H. P. (2005) · Physical Review E · doi:10.1103/physreve.72.031907 · Cited by 168
Cantilever Sensors: Nanomechanical Tools for Diagnostics
Datar, R., Kim, S., Jeon, S., Hesketh, P., Manalis, S., Boisen, A., & Thundat, T. (2009) · MRS Bulletin · doi:10.1557/mrs2009.121 · Cited by 163
Nanomechanical Forces Generated by Surface Grafted DNA
Hagan, M. F., Majumdar, A., & Chakraborty, A. K. (2002) · The Journal of Physical Chemistry B · doi:10.1021/jp020972o · Cited by 159
Vacuum-Packaged Suspended Microchannel Resonant Mass Sensor for Biomolecular Detection
Burg, T. P., Mirza, A. R., Milović, N. M., Tsau, C. H., Popescu, G. A., Foster, J. S., & Manalis, S. R. (2006) · Journal of Microelectromechanical Systems · doi:10.1109/jmems.2006.883568 · Cited by 149
Cantilever-based sensing: the origin of surface stress and optimization strategies
Godin, M., Tabard‐Cossa, V., Miyahara, Y., et al. (2010) · Nanotechnology · doi:10.1088/0957-4484/21/7/075501 · Cited by 141
Savir, Y., & Tlusty, T. (2007) · PLoS ONE · doi:10.1371/journal.pone.0000468 · Cited by 128
Biosensors and tools for surface functionalization from the macro- to the nanoscale: The way forward
Nicu, L., & Leïchlé, T. (2008) · Journal of Applied Physics · doi:10.1063/1.2973147 · Cited by 97
Gruber, K., Horlacher, T., Castelli, R., Mader, A., Seeberger, P. H., & Hermann, B. A. (2011) · ACS Nano · doi:10.1021/nn103626q · Cited by 92
Ramos, D., Tamayo, J., Mertens, J., Calleja, M., Villanueva, L. G., & Zaballos, Á. (2007) · Nanotechnology · doi:10.1088/0957-4484/19/03/035503 · Cited by 77
Self-citationDiscrimination of Escherichia coli Strains using Glycan Cantilever Array Sensors
Mader, A., Gruber, K., Castelli, R., Hermann, B. A., Seeberger, P. H., Rädler, J. O., & Leisner, M. (2011) · Nano Letters · doi:10.1021/nl203736u · Cited by 72
Phototermal self-excitation of nanomechanical resonators in liquids
Ramos, D., Mertens, J., Calleja, M., & Tamayo, J. (2008) · Applied Physics Letters · doi:10.1063/1.2917718 · Cited by 68
Self-citationMechanical stiffening, bistability, and bit operations in a microcantilever
Venstra, W. J., Westra, H. J. R., & van der Zant, H. S. J. (2010) · Applied Physics Letters · doi:10.1063/1.3511343 · Cited by 65
Carbon Nanotube Resonator in Liquid
Sawano, S., Arie, T., & Akita, S. (2010) · Nano Letters · doi:10.1021/nl101292b · Cited by 64
Physics of Nanomechanical Biosensing on Cantilever Arrays
Sushko, M. L., Harding, J. H., Shluger, A. L., McKendry, R. A., & Watari, M. (2008) · Advanced Materials · doi:10.1002/adma.200801344 · Cited by 61
Theory of “Selectivity” of label-free nanobiosensors: A geometro-physical perspective
Nair, P. R., & Alam, M. A. (2010) · Journal of Applied Physics · doi:10.1063/1.3310531 · Cited by 59
Arrays of Dual Nanomechanical Resonators for Selective Biological Detection
Ramos, D., Arroyo‐Hernández, M., Gil-Santos, E., Tong, H. D., van Rijn, C. J. M., Calleja, M., & Tamayo, J. (2009) · Analytical Chemistry · doi:10.1021/ac8024152 · Cited by 58
Self-citationOptomechanics with Silicon Nanowires by Harnessing Confined Electromagnetic Modes
Ramos, D., Gil-Santos, E., Pini, V., Llorens, J. M., Fernández-Regúlez, M., Paulo, Á. S., Calleja, M., & Tamayo, J. (2012) · Nano Letters · doi:10.1021/nl204002u · Cited by 48
Self-citationHigh throughput optical readout of dense arrays of nanomechanical systems for sensing applications
Martínez, N. F., Kosaka, P. M., Tamayo, J., Ramı́rez, J., Ahumada, Ó., Mertens, J., Hien, T. D., van Rijn, C. J. M., & Calleja, M. (2010) · Review of Scientific Instruments · doi:10.1063/1.3525090 · Cited by 48
Self-citationHess, H., & Bachand, G. D. (2005) · Materials Today · doi:10.1016/s1369-7021(05)71286-4 · Cited by 41
Shedding Light on Axial Stress Effect on Resonance Frequencies of Nanocantilevers
Pini, V., Tamayo, J., Gil-Santos, E., Ramos, D., Kosaka, P. M., Tong, H. D., van Rijn, C. J. M., & Calleja, M. (2011) · ACS Nano · doi:10.1021/nn200623c · Cited by 39
Self-citationMethods for the Modification and Characterization of Oxide Surfaces
Pesek, J. J., & Matyska, M. T. (1997) · Interface Science · doi:10.1023/a:1008648923962 · Cited by 28
Tamayo, J., Calleja, M., Ramos, D., & Mertens, J. (2007) · Physical Review B · doi:10.1103/physrevb.76.180201 · Cited by 24
Self-citationHigh-Qmicromechanical resonators for mass sensing in dissipative media
Tappura, K., Pekko, P., & Seppä, H. (2011) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/21/6/065002 · Cited by 16
Oesterschulze, E., Kehrbusch, P., Radzio, B., Ilin, E. A., Thyssen, A., Deitmer, J. W., & Kehrbusch, J. (2012) · Lab on a Chip · doi:10.1039/c2lc21260a · Cited by 15
Cagliani, A., Kosaka, P. M., Tamayo, J., & Davis, Z. J. (2012) · Lab on a Chip · doi:10.1039/c2lc40047b · Cited by 12
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Metadata
- Authors
- Tamayo, J., Kosaka, P. M., Ruz, J. J., San Paulo, Á., & Calleja, M.
- Venue
- Chem. Soc. Rev.
- Publisher
- Royal Society of Chemistry (RSC)
- Published
- 2013
- Volume
- 42
- Issue
- 3
- Pages
- 1287-1311
- ISSN
- 0306-0012 (ISSN-L)
- 1460-4744
- OpenAlex
- W2094546871
- Cited by
- 391
- References
- 93
- FWCI
- 1.82
- Type
- journal article
- Language
- en
- Open access
- green
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