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The neural basis of perceived intensity in natural and artificial touch
Open accessAbstract
Electrical connections between nerves and a prosthetic device enable amputees to discern precise, graded sensory intensity ranging from light touch to intense pressure.
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“and more recently, Graczyk et al. documented the sensory correlates of varying pulse width and frequency [19].”
From Safety of long-term electrical peripheral nerve stimulation: review of the state of the art (2019) · cites this paper as [19]
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Cites
Coding and use of tactile signals from the fingertips in object manipulation tasks
Johansson, R. S., & Flanagan, J. R. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2621 · Cited by 2,063
Restoring natural sensory feedback in real-time bidirectional hand prostheses
Raspopovic, S., Capogrosso, M., Petrini, F. M., Bonizzato, M., Rigosa, J., Di Pino, G., Carpaneto, J., Controzzi, M., Boretius, T., Fernandez, E., et al. (2014) · Science Translational Medicine · doi:10.1126/scitranslmed.3006820 · Cited by 1,001
Talbot, W. H., Darian-Smith, I., Kornhuber, H. H., & Mountcastle, V. B. (1968) · Journal of Neurophysiology · doi:10.1152/jn.1968.31.2.301 · Cited by 993
Influence of aging on peripheral nerve function and regeneration
Verdú, E., Ceballos, D., Vilches, J., & Navarro, X. (2000) · Journal of the Peripheral Nervous System · doi:10.1046/j.1529-8027.2000.00026.x · Cited by 857
The Direct Estimation of Sensory Magnitudes: Loudness
Stevens, S. S. (1956) · The American Journal of Psychology · doi:10.2307/1418112 · Cited by 835
Electrotactile and vibrotactile displays for sensory substitution systems
Kaczmarek, K. A., Webster, J. G., Bach-y-Rita, P., & Tompkins, W. J. (1991) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.68204 · Cited by 827
McIntyre, C. C., Richardson, A. G., & Grill, W. M. (2002) · Journal of Neurophysiology · doi:10.1152/jn.00353.2001 · Cited by 764
A neural interface provides long-term stable natural touch perception
Tan, D. W., Schiefer, M. A., Keith, M. W., Anderson, J. R., Tyler, J., & Tyler, D. J. (2014) · Science Translational Medicine · doi:10.1126/scitranslmed.3008669 · Cited by 751 · cited 3×
“Previous findings show that patterns of varied PW can change the quality of sensation (5).”
BackgroundMethodInfluentialSelf-citationDirect neural sensory feedback and control of a prosthetic arm
Dhillon, G. S., & Horch, K. W. (2005) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2005.856072 · Cited by 573
Ochoa, J., & Torebjörk, E. (1983) · The Journal of Physiology · doi:10.1113/jphysiol.1983.sp014873 · Cited by 467
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Items 201–258 of 258
Benigni, T. R., Pena, A. E., Kuntaegowdanahalli, S. S., Abbas, J. J., & Jung, R. (2024) · Journal of Neural Engineering · doi:10.1088/1741-2552/ad7f8c · Cited by 2
The integration of tactile and proprioceptive signals to achieve haptic object perceptionPreprint
Dogruoz, R. E., Shelchkova, N. D., Sheets, D. E. G., Greenspon, C. M., & Bensmaı̈a, S. J. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.11.27.568836 · Cited by 2
Pan, L., Lun, J., Ren, Z., Zhao, H., Mu, R., & Li, J. (2025) · Journal of Bionic Engineering · doi:10.1007/s42235-025-00810-9 · Cited by 2
Ng, K. K. W., Birznieks, I., & Vickery, R. M. (2026) · The Journal of Physiology · doi:10.1113/jp290236 · Cited by 1
So, A., Kajimoto, H., Crawford, E. N., Vickery, R. M., & Birznieks, I. (2026) · The Journal of Physiology · doi:10.1113/jp290940 · Cited by 1
Nielsen, M. T. H., Emonds, A. M., Iskarous, M. M., Alamri, A. H., Roldan, L. M., Bose, R., Graczyk, E. L., & Greenspon, C. M. (2026) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2026.3737698 · Cited by 1
Self-citationTactileology; Haptic Informatics by using Tactile bit, T-bit
Suzuki, Y. (2019) · Proceedings of International Conference on Artificial Life and Robotics · doi:10.5954/icarob.2019.os9-2 · Cited by 1
Investigating Distinct Intensity Levels in Electrotactile Machine-to-Human Communication
Parsnejad, S., Dávila-Montero, S., Ashoori, E., & Mason, A. J. (2022) · IEEE International Symposium on Circuits and Systems proceedings · doi:10.1109/iscas48785.2022.9937988 · Cited by 2
Somatosensory Neuromodulation with a Focus Towards Clinical Systems
Graczyk, E. L., & Tyler, D. J. (2023) · Handbook of Neuroengineering · doi:10.1007/978-981-16-5540-1_92 · Cited by 1
Self-citationPitkin, M. R., Park, H., Frossard, L. A., Klishko, A. N., & Prilutsky, B. I. (2024) · Military Medicine · doi:10.1093/milmed/usae149 · Cited by 1
A biosynthetic thumb prosthesis
Bansal, S., Lai, G. V., Belingheri, M., Kashay, A. Q., Kim, J., Tomkinson, A., Herman, S., Bollavaram, K., Zukotynski, B. K., Thomas, S., et al. (2025) · npj Biomedical Innovations. · doi:10.1038/s44385-025-00031-z · Cited by 1
Intracortical microstimulation for tactile feedback in awake behaving rats
Devecıoğlu, İ., Öztürk, S., & Güçlü, B. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822828-9.00013-7 · Cited by 1
Howell, B. L., & McIntyre, C. C. (2021) · Brain stimulation · doi:10.1016/j.brs.2021.10.051 · Cited by 1
da Costa, A. C. P. R., Oliveira, F. A. C., Oliveira, S. R. J., & Soares, A. B. (2022) · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany · doi:10.1007/978-3-030-70601-2_66 · Cited by 1
Katic, N., Valle, G., & Raspopović, S. (2023) · Handbook of Neuroengineering · doi:10.1007/978-981-16-5540-1_100 · Cited by 1
Combining Local and Global Features in Automatic Affect Recognition from Body Posture and Gait
Stephens-Fripp, B. (2016) · Research Online (University of Wollongong) · Cited by 1
Providing Non-Invasive Sensory Feedback for Transradial Prosthetic Hand Users
Stephens-Fripp, B. (2020) · Research Online (University of Wollongong) · Cited by 1
Modelo neuromórfico para estimulação transcutânea e otimização dos níveis de percepção sensorial
da Costa, A. C. P. R. (2021) · doi:10.14393/ufu.di.2021.24 · Cited by 1
Hurley, D. (2016) · Neurology Today · doi:10.1097/01.nt.0000511208.60675.53
A Novel Embedded System for Direct, Programmable Stimulation of the Peripheral Neural System
Carboni, C., Bisoni, L., Puddu, R., Raffo, L., & Barbaro, M. (2017) · IEEE International Conference on New Generation of Circuits and Systems (NGCAS) · doi:10.1109/ngcas.2017.22
Utilization of fNIRS signals as feedback for sensory decoding
Bhutta, M. R., Woo, S.-W., Yoo, S.-H., Park, J., & Hong, K. (2017) · International Conference on Control, Automation and Systems (ICCAS) · doi:10.23919/iccas.2017.8204392
Neuroprostheses for Restoring Sensation
Tyler, D. J. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-805353-9.00103-0
Self-citationBjånes, D. A. (2018) · ResearchWorks at the University of Washington (University of Washington)
Page, D. M., Wendelken, S., Davis, T. S., Kluger, D. T., Hutchinson, D. T., George, J. A., & Clark, G. A. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2003.03626
Shoffstall, A. J., & Capadona, J. R. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-816137-1.00073-8
Devecıoğlu, İ., & Güçlü, B. (2020) · Journal of Computational Neuroscience · doi:10.1007/s10827-020-00751-8
A multi-channel peripheral nerve stimulator with integrate-and-fire encoding
Kundu, A., Fahmy, A., Madler, R., Otto, K. J., Patrick, E. E., Príncipe, J. C., Maghari, N., & Bashirullah, R. (2021) · Journal of Medical Engineering & Technology · doi:10.1080/03091902.2021.1891311
Stimulus interaction in transcutaneous electrical stimulation
Dupan, S. S. G., Jabban, L., Metcalfe, B., & Nazarpour, K. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822828-9.00014-9
Modern approaches of signal processing for bidirectional neural interfaces
Cimolato, A., Katic, N., & Raspopović, S. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822828-9.00016-2
Osborn, L. E., Betthauser, J., & Thakor, N. V. (2019) · Wiley eBooks · doi:10.1002/047134608x.w1424.pub2 · Cited by 2
Detection and discrimination of electrical stimuli from an upper limb cuff electrode in M. Mulatta
Schlichenmeyer, T. C., Zellmer, E. R., Burton, H., Ray, W. Z., & Moran, D. W. (2022) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac9e76
Ritter, C., Geisler, M., Blume, K. R., Nehrdich, S., Hofmann, G. O., Koehler, H., Miltner, W. H. R., & Weiß, T. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1240937
Ganguly, S., Koppula, A., & Sridharan, K. S. (2024) · doi:10.36227/techrxiv.170975047.74079227/v1
Ganguly, S., Koppula, A., & Sridharan, K. S. (2024) · doi:10.36227/techrxiv.170975047.74079227/v2
Mello, J. N., Garcia, M. R., da Costa, A. C. P. R., & Soares, A. B. (2024) · Research on Biomedical Engineering · doi:10.1007/s42600-024-00385-0
Benigni, T. R., Pena, A. E., Kuntaegowdanahalli, S. S., Abbas, J. J., & Jung, R. (2024) · medRxiv · doi:10.1101/2024.12.09.24317386
A neural coding method based on feature sensing
He, D., Hu, A., & Sheng, K. (2025) · IET Communications · doi:10.1049/cmu2.12882
Modern Challenges of Prosthetic Sensory Feedback
Ortiz-Catalan, M. (2025) · Biosystems & biorobotics · doi:10.1007/978-3-031-77588-8_22
Lin, S. (2025) · Advances in Engineering Technology Research · doi:10.56028/aetr.13.1.866.2025
Chaichanasittikarn, O., Diaz, L., Thomas, N., Candrea, D. N., Luo, S., Nathan, K., Tenore, F. V., Fifer, M. S., Crone, N. E., Christie, B. P., et al. (2025) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/ner61569.2025.11588997
Jakes, R. S., Alexander, B. J., Marcu, V., Ajiboye, A. B., & Tyler, D. J. (2025) · Journal of Neural Engineering · doi:10.1088/1741-2552/ae0d31 · Cited by 1
Self-citationCady, S. R., Lambrecht, J. M., & Tyler, D. J. (2025) · Journal of Neural Engineering · doi:10.1088/1741-2552/ae24ae · Cited by 1
Self-citationLukyanenko, P., Dewald, H. A., Lambrecht, J. M., Kirsch, R. F., Tyler, D. J., & Williams, M. R. (2021) · Figshare · doi:10.6084/m9.figshare.14247683
Self-citationPerceiving auditory stimuli impacts conscious perception of electrotactile stimuli in older adults
Tirrell, E., Kalantaryardebily, N., Hocker, J., Bowles, C., Parcetich, K. M., & Gurari, N. (2026) · Journal of Neurophysiology · doi:10.1152/jn.00276.2025
A Somatosensory ERP-BCI System for Post-Stroke Hand Function Rehabilitation Applications
Wang, J., Li, X., Lu, X., Fei, N., Huang, W., & Hu, Y. (2026) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2026.3652757
Liu, W., Worthy, A. E., & Emanuel, A. J. (2026) · The Journal of Physiology · doi:10.1113/jp290937
Pan, L., Yao, X., Lun, J., Li, J., & Li, J. (2026) · IEEE Transactions on Haptics · doi:10.1109/toh.2026.3662489
Abbasi, A. (2019) · theses.fr (ABES) · doi:10.70675/d2187cf3z47a0z4420z8005zb0c6f6b4e73f
Modeling Perceived Force of Electrical Muscle Stimulation to Improve User’s Recall
Guruvugari, M., Nith, R., & Lopes, P. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791805
Wright, J. D., Charkhkar, H., & Graczyk, E. L. (2026) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/s12984-026-01986-9
Self-citationTactile localization of the breast, areola, and nipplePreprint
Long, K. H., Fitzgerald, E. E., Berger-Wolf, E. I., Fawaz, A., Lindau, S. T., Bensmaı̈a, S. J., & Greenspon, C. M. (2026) · eLife · doi:10.7554/elife.105946.3
Citterman, A. R., Urban, R. J., Nygard, L., Stewart, A. E., Teramoto, M., Brinton, M. R., & George, J. A. (2026) · IEEE Transactions on Haptics · doi:10.1109/toh.2026.3694308
Single-unit Characterization of Electrically Evoked Peripheral Nerve Entrainment Failure
Su, T. F., Qin, P., So, A., Devecıoğlu, İ., Vickery, R. M., Birznieks, I., Shivdasani, M. N., Moalem‐Taylor, G., Guo, T., & Aplin, F. P. (2026) · Neuromodulation Technology at the Neural Interface · doi:10.1016/j.neurom.2026.06.469
Trends in neuroprosthetic technologies to restore sensations
Park, B., Butterworth, W., Lee, N., & Kim, S. (2026) · Biomedical Engineering Letters · doi:10.1007/s13534-026-00603-x
Battaglia, F., Marchis, C. D., Galeano, M., Delia, G., Cucinotta, F., Sfravara, F., Gardetto, A., & Colonna, M. R. (2026) · Journal of Clinical Medicine · doi:10.3390/jcm15187190
Majumdar, S., Zaheen, A., Chakraborty, P., Rahman, M., Abir, M. R. A. R., Tabassum, S., Choi, C., & Karim, M. R. (2026) · Materials Today Chemistry · doi:10.1016/j.mtchem.2026.104077
Hocaoğlu, E. (2026) · Frontiers in Neurorobotics · doi:10.3389/fnbot.2026.1910158
Metadata
- Authors
- Graczyk, E. L., Schiefer, M. A., Saal, H. P., Delhaye, B. P., Bensmaia, S. J., & Tyler, D. J.
- Affiliations
- Case Western Reserve University (US)
- Louis Stokes Cleveland VA Medical Center (US)
- University of Chicago (US)
- Department of Organismal Biology and Anatomy, University of Chicago, Chicago, IL 60637, USA.
- Corresponding author
- Tyler, Dustin J.
- Venue
- Science Translational Medicine
- Published
- 2016-10-26
- Volume
- 8
- Issue
- 362
- Pages
- 362ra142-362ra142
- ISSN
- 1946-6234 (ISSN-L)
- 1946-6242
- PMC
- PMC5713478
- OpenAlex
- W2543960085
- Cited by
- 258
- References
- 52
- Citations by year
- 2026: 18 · 2025: 17 · 2024: 26 · 2023: 24 · 2022: 29 · 2021: 28 · 2020: 36 · 2019: 34 · 2018: 29 · 2017: 14 · 2016: 3
- FWCI
- 14.96
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Science Translational Medicine (publishedVersion)
- PubMed (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- PubMed Central (acceptedVersion)
- DIAL (Catholic University of Leuven) (submittedVersion, other-oa)
- Funders
- NSF (DGE-1451075)
- National Institute of Arthritis and Musculoskeletal and Skin Diseases (T32AR007505)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neural Engineering
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Treatment
- Keywords
- artificial touch, peripheral nerve stimulation, amputees, pulse duration, pulse frequency, intensity discrimination, magnitude scaling, intensity matching
- MeSH terms
- Amputation, Surgical, Amputees, Artificial Limbs, Computer Simulation, Electric Stimulation, Electrodes, Humans, Male, Man-Machine Systems, Neurons, Peripheral Nerves, Psychometrics, Peripheral Nervous System, Touch Perception
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