Literature DB >> 24960553

Validating a population model of tactile mechanotransduction of slowly adapting type I afferents at levels of skin mechanics, single-unit response and psychophysics.

Gregory J Gerling, Isabelle I Rivest, Daine R Lesniak, Jacob R Scanlon, Lingtian Wan.   

Abstract

Previous models of touch have linked skin mechanics to neural firing rate, neural dynamics to action potential elicitation, and mechanoreceptor populations to psychophysical discrimination. However, no one model spans all levels. The objective of work herein is to build a multi-level, computational model of tactile neurons embedded in cutaneous skin, and then validate its predictions of skin surface deflection, single-afferent firing to indenter shift, and population response for sphere discrimination. The model includes a 3D finite element representation of the distal phalange with hyper- and visco-elastic mechanics. Distributed over its surface, a population of receptor models is comprised of bi-phasic functions to represent Merkel cells' transformation of stress/strain to membrane current and a leaky integrate-and-fire neuronal models to generate the timing of action potentials. After including neuronal noise, the predictions of two population encoding strategies (gradient sum and euclidean distance) are compared to psychophysical discrimination of spheres. Results indicate that predicted skin surface deflection matches Srinivasan's observations for 50 micron and 3.17 mm diameter cylinders and single-afferent responses achieve R(2) = 0.81 when compared to Johnson's recordings. Discrimination results correlate with Goodwin's experiments, whereby 287 and 365 m(-1) spheres are more discriminable than 287 and 296 m(-1).

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Year:  2014        PMID: 24960553      PMCID: PMC4300237          DOI: 10.1109/TOH.2013.36

Source DB:  PubMed          Journal:  IEEE Trans Haptics        ISSN: 1939-1412            Impact factor:   2.487


  27 in total

Review 1.  Neural coding.

Authors:  K O Johnson
Journal:  Neuron       Date:  2000-06       Impact factor: 17.173

Review 2.  The roles and functions of cutaneous mechanoreceptors.

Authors:  K O Johnson
Journal:  Curr Opin Neurobiol       Date:  2001-08       Impact factor: 6.627

3.  Encoding of compressive stress during indentation by slowly adapting type I mechanoreceptors in rat hairy skin.

Authors:  Weiqing Ge; Partap S Khalsa
Journal:  J Neurophysiol       Date:  2002-04       Impact factor: 2.714

4.  First spikes in ensembles of human tactile afferents code complex spatial fingertip events.

Authors:  Roland S Johansson; Ingvars Birznieks
Journal:  Nat Neurosci       Date:  2004-01-18       Impact factor: 24.884

5.  Modeling population responses of rapidly-adapting mechanoreceptive fibers.

Authors:  Burak Güçlü; Stanley J Bolanowski
Journal:  J Comput Neurosci       Date:  2002 May-Jun       Impact factor: 1.621

6.  A structural fingertip model for simulating of the biomechanics of tactile sensation.

Authors:  J Z Wu; R G Dong; S Rakheja; A W Schopper; W P Smutz
Journal:  Med Eng Phys       Date:  2004-03       Impact factor: 2.242

7.  3-D finite-element models of human and monkey fingertips to investigate the mechanics of tactile sense.

Authors:  Kiran Dandekar; Balasundar I Raju; Mandayam A Srinivasan
Journal:  J Biomech Eng       Date:  2003-10       Impact factor: 2.097

8.  Tactile discrimination of edge shape: limits on spatial resolution imposed by parameters of the peripheral neural population.

Authors:  H E Wheat; A W Goodwin
Journal:  J Neurosci       Date:  2001-10-01       Impact factor: 6.167

9.  Thickness of the stratum corneum of the volar fingertips.

Authors:  H Fruhstorfer; U Abel; C D Garthe; A Knüttel
Journal:  Clin Anat       Date:  2000       Impact factor: 2.414

10.  Influence of object shape on responses of human tactile afferents under conditions characteristic of manipulation.

Authors:  Per Jenmalm; Ingvars Birznieks; Antony W Goodwin; Roland S Johansson
Journal:  Eur J Neurosci       Date:  2003-07       Impact factor: 3.386

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  12 in total

1.  Viscoelastic characterization of the primate finger pad in vivo by microstep indentation and three-dimensional finite element models for tactile sensation studies.

Authors:  Siddarth Kumar; Gang Liu; David W Schloerb; Mandayam A Srinivasan
Journal:  J Biomech Eng       Date:  2015-03-18       Impact factor: 2.097

2.  Computational modeling indicates that surface pressure can be reliably conveyed to tactile receptors even amidst changes in skin mechanics.

Authors:  Yuxiang Wang; Yoshichika Baba; Ellen A Lumpkin; Gregory J Gerling
Journal:  J Neurophysiol       Date:  2016-04-20       Impact factor: 2.714

3.  Mimicking the End Organ Architecture of Slowly Adapting Type I Afferents May Increase the Durability of Artificial Touch Sensors.

Authors:  Daine R Lesniak; Gregory J Gerling
Journal:  IEEE Haptics Symp       Date:  2014-02

4.  Computational Modeling Reinforces that Proprioceptive Cues May Augment Compliance Discrimination When Elasticity Is Decoupled From Radius of Curvature.

Authors:  Yuxiang Wang; Gregory J Gerling
Journal:  Haptics (2014)       Date:  2014

Review 5.  Skin and Mechanoreceptor Contribution to Tactile Input for Perception: A Review of Simulation Models.

Authors:  Davide Deflorio; Massimiliano Di Luca; Alan M Wing
Journal:  Front Hum Neurosci       Date:  2022-06-02       Impact factor: 3.473

6.  A Simplified Model for Simulating Population Responses of Tactile Afferents and Receptors in the Skin.

Authors:  Qiangqiang Ouyang; Juan Wu; Zhiyu Shao; Dapeng Chen; James W Bisley
Journal:  IEEE Trans Biomed Eng       Date:  2021-01-20       Impact factor: 4.538

7.  Effect of 3D microstructure of dermal papillae on SED concentration at a mechanoreceptor location.

Authors:  Trung Quang Pham; Takayuki Hoshi; Yoshihiro Tanaka; Akihito Sano
Journal:  PLoS One       Date:  2017-12-08       Impact factor: 3.240

8.  Computation predicts rapidly adapting mechanotransduction currents cannot account for tactile encoding in Merkel cell-neurite complexes.

Authors:  Gregory J Gerling; Lingtian Wan; Benjamin U Hoffman; Yuxiang Wang; Ellen A Lumpkin
Journal:  PLoS Comput Biol       Date:  2018-06-29       Impact factor: 4.475

9.  Haptic Edge Detection Through Shear.

Authors:  Jonathan Platkiewicz; Hod Lipson; Vincent Hayward
Journal:  Sci Rep       Date:  2016-03-24       Impact factor: 4.379

10.  Discrimination of Object Curvature Based on a Sparse Tactile Sensor Array.

Authors:  Weiting Liu; Binpeng Zhan; Chunxin Gu; Ping Yu; Guoshi Zhang; Xin Fu; Christian Cipriani; Liang Hu
Journal:  Micromachines (Basel)       Date:  2020-06-10       Impact factor: 2.891

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