Ricardo Siu

Dr. Ricardo Siu

University of Louisville, Louisville, Colorado, USA
orcid

Research Focus & Metrics

Academic Career Length

12Years (2015-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
Verified
Journal Article
Open access
PDF file
RSRicardo Siu
Ricardo Siu
EBEdward H. Brown
Edward H. Brown
SMSamineh Mesbah
Samineh Mesbah
FGFederica Gonnelli
Federica Gonnelli
TPTanvi Pisolkar
Tanvi Pisolkar
Yury P. GerasimenkoYury P. Gerasimenko
Yury P. Gerasimenko
It has been suggested that neuroplasticity-promoting neuromodulation can restore sensory-motor pathways after spinal cord injury (SCI), reactivating the dormant locomotor neuronal circuitry. We introduce a neuro-rehabilitative approach that leverages locomotor training with multi-segmental spinal cord transcutaneous electrical stimulation (scTS). We hypothesized that scTS neuromodulates spinal networks, complementing the neuroplastic effects of locomotor training, result in a functional progression toward recovery of locomotion. We conducted a case-study to test this approach on a 27-year-old male classified as AIS A with chronic SCI. The training regimen included task-driven non-weight-bearing training (1 month) followed by weight-bearing training (2 months). Training was paired with multi-level continuous and phase-dependent scTS targeting function-specific motor pools. Results suggest a convergence of cross-lesional networks, improving kinematics during voluntary non-weight-bearing locomotor-like stepping. After weight-bearing training, coordination during stepping improved, suggesting an important role of afferent feedback in further improvement of voluntary control and reorganization of the sensory-motor brain-spinal connectome.

13 January 2021 in Frontiers in Human Neuroscience
Verified
Journal Article
Open access
TMTatiana Moshonkina
Tatiana Moshonkina
AGAlexander Grishin
Alexander Grishin
IBIrina Bogacheva
Irina Bogacheva
RGRuslan Gorodnichev
Ruslan Gorodnichev
Alexander V OvechkinAlexander V Ovechkin
Alexander V Ovechkin
Yury P. GerasimenkoYury P. Gerasimenko
Yury P. Gerasimenko
Novel Non-invasive Strategy for Spinal Neuromodulation to Control Human Locomotion

16 June 2016 in Frontiers in Neuroscience
Verified
Journal Article
Open access
AZAdeline Zbrzeski
Adeline Zbrzeski
YBYannick Bornat
Yannick Bornat
BHBrian Hillen
Brian Hillen
RSRicardo Siu
Ricardo Siu
JAJames Abbas
James Abbas
SRSylvie Renaud
Sylvie Renaud
Cervical spinal cord injury can disrupt connections between the brain respiratory network and the respiratory muscles which can lead to partial or complete loss of ventilatory control and require ventilatory assistance. Unlike current open-loop technology, a closed-loop diaphragmatic pacing system could overcome the drawbacks of manual titration as well as respond to changing ventilation requirements. We present an original bio-inspired assistive technology for real-time ventilation assistance, implemented in a digital configurable Field Programmable Gate Array (FPGA). The bio-inspired controller, which is a spiking neural network (SNN) inspired by the medullary respiratory network, is as robust as a classic controller while having a flexible, low-power and low-cost hardware design. The system was simulated in MATLAB with FPGA-specific constraints and tested with a computational model of rat breathing; the model reproduced experimentally collected respiratory data in eupneic animals. The open-loop version of the bio-inspired controller was implemented on the FPGA. Electrical test bench characterizations confirmed the system functionality. Open and closed-loop paradigm simulations were simulated to test the FPGA system real-time behavior using the rat computational model. The closed-loop system monitors breathing and changes in respiratory demands to drive diaphragmatic stimulation. The simulated results inform future acute animal experiments and constitute the first step towards the development of a neuromorphic, adaptive, compact, low-power, implantable device. The bio-inspired hardware design optimizes the FPGA resource and time costs while harnessing the computational power of spike-based neuromorphic hardware. Its real-time feature makes it suitable for in vivo applications.

15 December 2019 in Journal of Neurotrauma
Verified
Journal Article
Closed access
RSRicardo Siu
Ricardo Siu
JAJames J. Abbas
James J. Abbas
BHBrian K. Hillen
Brian K. Hillen
JGJefferson Gomes
Jefferson Gomes
SCStefany Coxe
Stefany Coxe
RJRanu Jung
Ranu Jung
Ventilatory pacing by electrical stimulation of the phrenic nerve or of the diaphragm has been shown to enhance quality of life compared to mechanical ventilation. However, commercially available ventilatory pacing devices require initial manual specification of stimulation parameters and frequent adjustment to achieve and maintain suitable ventilation over long periods of time. Here, we have developed an adaptive, closed-loop, neuromorphic, pattern-shaping controller capable of automatically determining a suitable stimulation pattern and adapting it to maintain a desired breath-volume profile on a breath-by-breath basis. The system adapts the pattern of stimulation parameters based on the error between the measured volume sampled every 40 ms and a desired breath volume profile. In vivo studies in anesthetized male Sprague-Dawley rats without and with spinal cord injury by spinal hemisection at C2 indicated that the controller was capable of automatically adapting stimulation parameters to attain a desired volume profile. Despite diaphragm hemiparesis, the controller was able to achieve a desired volume in the injured animals that did not differ from the tidal volume observed before injury (p = 0.39). Closed-loop adaptive pacing partially mitigated hypoventilation as indicated by reduction of end-tidal CO2 values during pacing. The closed-loop controller was developed and parametrized in a computational testbed before in vivo assessment. This bioelectronic technology could serve as an individualized and autonomous respiratory pacing approach for support or recovery from ventilatory deficiency.

1 July 2017
Verified
Conference Paper
Closed access
JCJonathan Castelli
Jonathan Castelli
FKFlorian Kolbl
Florian Kolbl
RSRicardo Siu
Ricardo Siu
GNGilles N'Kaoua
Gilles N'Kaoua
YBYannick Bornat
Yannick Bornat
NLNoelle Lewis
Noelle Lewis
Functional Electrical Stimulation can be used to restore motor functions loss consecutive to spinal cord injury, such as respiratory deficiency due to paralysis of ventilatory muscles. This paper presents a fully configurable IC-centered stimulator designed to investigate muscle stimulation paradigms. It provides 8 current stimulation channels with high-voltage compliance and real-time operation capabilities, to enable a wide range of FES applications. The stimulator can be used in a standalone mode, or within a closed-loop setup. Primary in vivo results show successful drive of respiratory muscles stimulation using a computer-based dedicated controller.

1 April 2015
Verified
Conference Paper
Closed access
AZA.M. Zbrzeski
A.M. Zbrzeski
RSRicardo Siu
Ricardo Siu
YBYannick Bornat
Yannick Bornat
BHB.K. Hillen
B.K. Hillen
RJR. Jung
R. Jung
SRS. Renaud
S. Renaud
People with cervical spinal cord injury have partial or complete loss of ventilatory control and require ventilator assist. Open-loop diaphragmatic pacing can be utilized to provide this assist. A closed-loop diaphragmatic pacing system could overcome the drawbacks for manual titration of the stimulation and respond to changing ventilatory requirements. We have developed a versatile custom hardware platform dubbed “Multimed” for biosignal acquisition and parallel real-time computation, data display and storage. We have also developed a new rodent model for diaphragmatic pacing. Using these we illustrate, to our knowledge for the first-time, the successful ability to perform respiratory flow-phase triggered closed-loop diaphragmatic stimulation with resultant changes in respiratory flow and tidal volume.