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Simone Romeni

@SimoneRomeni

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Ph.D. student in Translational Neural Engineering at TNE Lab, EPFL. Previously honors student at Scuola Superiore Sant'Anna, Italy.

Geneva, Switzerland
Joined September 2018
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@SimoneRomeni
Simone Romeni
6 months
RT @ScienceTM: Harnessing both low- and high-frequency epidural electrical stimulation, researchers devise personalized protocols that fost….
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@SimoneRomeni
Simone Romeni
6 months
RT @_smicera: New paper in @ScienceTM showing how a clinically available device can be used to reduce #spasticity and to restore #walking i….
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@SimoneRomeni
Simone Romeni
6 months
RT @BioelDrop: A new #stimulation protocol to treat spinal cord injury⚡. Out in @ScienceTM , researchers from @SanRaffaeleMI led by @Simone….
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@SimoneRomeni
Simone Romeni
6 months
Of course, this is a huge team work carried on with co-first authors Elena Losanno, @Daniele20590, Luigi Albano, Filippo Agnesi and with many many other great researchers. Special thanks go to dr Sandro Iannaccone, in whose rehab unit the patients underwent an incredible path 8/8.
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@SimoneRomeni
Simone Romeni
6 months
The work was carried in a collaboration between @SanRaffaeleMI, @MyUniSR, @SantAnnaPisa, and @EPFL_en, which gave birth to the @MINE_Neurotech, co-led by prof @_smicera and prof Pietro Mortini. My deepest thanks go to them for setting up an incredible research environment 7/8.
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@SimoneRomeni
Simone Romeni
6 months
This is of course preliminary work on the first two patients from a larger clinical trial in epidural stimulation in SCI patients ongoing at @SanRaffaeleMI, but shows that we are far from having exhausted all the resources that electrical stimulation can provide to patients 6/8.
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@SimoneRomeni
Simone Romeni
6 months
Our patients showed important longitudinal functional improvements (with both stimulation on and off) through an intensive rehabilitation program enabled and enhanced by combined high- and low-frequency electrical stimulation 5/8.
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@SimoneRomeni
Simone Romeni
6 months
Most importantly, tonic kHz stimulation can be applied concurrently with tonic low-frequency stimulation to act to "weaken" spastic muscles and to "strengthen" impaired muscles, opening the road to tailoring highly patient-specific rehab protocols 4/8.
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@SimoneRomeni
Simone Romeni
6 months
We show that kilohertz-frequency stimulation can reduce hyper-reflexia, hyper-tonia, and pathological muscle co-contractions, increasing functional performance in complex tasks like walking and stair climbing, and allowing training the antagonists to spastic muscles 3/8.
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@SimoneRomeni
Simone Romeni
6 months
Spasticity frequently develops after spinal cord injury (approx 70% of cases) and can reduce the effectiveness of electrical stimulation, which traditionally increases muscle contraction strength potentially leading to a general stiffening of the patients' legs 2/8.
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@SimoneRomeni
Simone Romeni
6 months
Check out our last work in @ScienceTM!. We introduce and characterize a new epidural electrical stimulation protocol helping to reduce spastic muscle co-contractions while using traditional stimulation to strengthen residual functions. A thread 1/8.
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@SimoneRomeni
Simone Romeni
8 months
And thanks to @saramoccia for the patient help and supervision about how deep learning could help optic nerve prostheses, and to @_smicera for helping all of us become better translational neuro-engineers every day! 12/12.
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@SimoneRomeni
Simone Romeni
8 months
I would like to thank all co-authors (@lauratoni98, Gabriele), and particularly first authors @d_danieladeluca for her work on deep learning and experiments, and Luca Pierantoni for developing much of the cleverness behind our geometrical model during his master thesis! 11/12.
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@SimoneRomeni
Simone Romeni
8 months
In our paper, we also explore a number of other (minor but not negligible) factors like how our model generalizes to imperfect retinotopy, malfunctioning electrodes, inhomogeneous fiber distribution, RGC death. be sure to check the full article! 10/12.
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@SimoneRomeni
Simone Romeni
8 months
Biomimetic stimulation was "simulated" through a geometrical procedure but produced similar results to much more computationally expensive biophysically accurate simulations, thus suggesting that our results may be translated to real visual prostheses 9/12
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@SimoneRomeni
Simone Romeni
8 months
Finally, we asked healthy subjects to look at natural indoor and outdoor scenes through our model, and managed to show that in the end the huge advantage of wide-field low-resolution prosthetics would be in highly dynamic environments, where visual exploration is limited 8/12
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@SimoneRomeni
Simone Romeni
8 months
Optic nerve stimulation could provide wide-field perceptions at the cost of spatial resolution! Using deep learning-based semantic segmentation and depth cameras, we encoded visual scenes in order to leverage as much as possible the advantages of optic nerve stimulation 7/12
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@SimoneRomeni
Simone Romeni
8 months
Then, we supposed to implant a grid-like electrode array and to stimulate biomimetically the optic nerve, and determined what is the effect of this distortion to the best-case scenario optic nerve stimulation, comparing it with state-of-the-art retinal stimulation 6/12
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@SimoneRomeni
Simone Romeni
8 months
Once we had this model, we could explain very easily where did the extreme phosphene elongation come: from the huge mismatch between the very inhomogeneous distribution of receptive fields in the visual field and the quite homogeneous distribution of optic nerve fibers! 5/12
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@SimoneRomeni
Simone Romeni
8 months
The main problem was to assign in an orderly fashion RGC receptive fields in the visual field, soma locations on the retina, axon locations in the optic nerve transverse section. The most mathematically challenging scenario is perfect retinotopy, which we reproduced! 4/12
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