Abstract
There are a pressing and unmet need for effective therapies for freezing of gait (FOG) and other neurological gait disorders. Deep brain stimulation (DBS) of a midbrain target known as the pedunculopontine nucleus (PPN) was proposed as a potential treatment based on its postulated involvement in locomotor control as part of the mesencephalic locomotor region (MLR). However, DBS trials fell short of expectations, leading many clinicians to abandon this strategy. Here, we discuss the potential reasons for this failure and review recent clinical data along with preclinical optogenetics evidence to argue that another nearby nucleus, the cuneiform nucleus (CnF), may be a superior target.
Introduction
Gait disturbances present in many neurological diseases and injuries, including Parkinson’s disease (PD), stroke, and spinal cord injuries. Neurological gait disorders are particularly common in older adults, with a prevalence of more than 20% after the age of 60 (Mahlknecht et al., ), and are likely to represent an increasing societal health burden as demographic shifts continue. These impairments lead to immobility and falls, and contribute to social isolation, reduced quality of life, and loss of independence (Mahlknecht et al., ). Few treatment options exist, making research in this field imperative. In this Perspective article, we review the preclinical developments that led to clinical trials for deep brain stimulation (DBS) of the pedunculopontine nucleus (PPN), discuss potential reasons why these trials have not been successful, and present new research supporting our view that the nearby cuneiform nucleus (CnF) may be a more efficacious target.
The Mesencephalic Locomotor Region
The mesencephalic locomotor region (MLR) is a physiologically defined midbrain area, where low-threshold electrical stimulation initiates locomotion in decerebrate and intact animals (Shik et al., ; Mori et al., ). First described in cats in 1966, the MLR has since been identified as a conserved regulatory node within the supraspinal locomotor network in multiple vertebrate species (Eidelberg et al., ; Skinner and Garcia-Rill, ; Cabelguen et al., ; Ryczko and Dubuc, ), with electrophysiological and functional imaging evidence supporting its existence in humans (Jahn et al., ; Piallat et al., ). Anatomically, the MLR occupies the upper brainstem tegmentum, where it is hypothesized to integrate numerous sensorimotor, cognitive, and limbic inputs to regulate locomotion both directly, through descending reticulospinal and monoaminergic pathways to spinal locomotor networks (Noga et al., , ; Ryczko and Dubuc, ), and indirectly, through ascending connections to numerous higher brain centers (Figure 1A; Martinez-Gonzalez et al., ; Kroeger et al., ; Sébille et al., ). These diffuse projections also allow the MLR to regulate attention, arousal, and cortical state and couple them to locomotor states (Lee et al., ).
Figure 1
Historically, two adjacent nuclei have been put forth as putative neuroanatomical correlates of the MLR. Much of the preclinical literature, including Shik et al.’s original description (Shik et al.,
Notwithstanding this controversy, two other converging narratives at the turn of the century ultimately led clinician-scientists to conduct non-human primate (NHP) PPN experiments: first, the discovery that dense inhibitory outputs from the globus pallidus interna terminated near the PPN generated the hypothesis that hyperactivity of the globus pallidus interna in PD could produce akinesia through excessive inhibition of the PPN (Aziz et al.,
Despite these and other potential concerns, including one NHP study showing worsening of akinesia and tremor with PPN stimulation (Nandi et al.,
Neurochemical Segregation of Functions Within the MLR
At least three neurochemical populations are found in the MLR, with glutamatergic and GABAergic neurons dispersed throughout the CnF and PPN, while cholinergic neurons have traditionally delineated the PPN (Figure 1D; Martinez-Gonzalez et al.,
These neurochemical populations have also been characterized in the human MLR (Pienaar et al.,
Optogenetic studies in mice provide further insights into the functions of these neurochemical populations. Roseberry et al. (
Anatomical Segregation of Glutamatergic MLR Function
Two recent studies compared the function of glutamatergic neurons in the CnF and the PPN (Caggiano et al.,
Both Caggiano et al. (
Several potential reasons could explain this discrepancy—there were methodological differences in viral transfection of channelrhodopsin between the two groups and the viral expression profile in the PPN in Josset et al. (
A third study evaluating PPN glutamatergic function in mice using chemogenetics also suggests that these neurons do not directly control locomotion. Kroeger et al. (
Connectome-Based Evaluations of MLR Function
Given the diffuse projections of glutamatergic and cholinergic PPN neurons, several groups have isolated the effects of selectively activating glutamatergic or cholinergic terminals projecting from the PPN to specific targets of interest. One of the earliest optogenetic studies in the MLR showed that the enhanced visual processing observed with MLR stimulation could largely be dissociated from its locomotor effects by selectively activating PPN terminals targeting cholinergic groups of the basal forebrain (Lee et al.,
Conversely, most glutamatergic CnF neurons project to glutamatergic reticulospinal neurons in the medial reticular formation as well as monoaminergic neurons in the locus coeruleus (LC) and raphe nuclei, which form important descending pathways to spinal locomotor networks (Steeves and Jordan,
Clinical Considerations
The results of DBS in this region for gait dysfunction have been variable, although a recent review and meta-analyses suggest that PPN DBS may provide a small benefit concerning postural instability, falls, and FOG (Wang et al.,
Certainly, demonstrating success with DBS of the MLR would speak against the first two possibilities. A recent study of MLR DBS by Goetz et al. (
Figure 2

Three-dimensional reconstructions of the human MLR and regional anatomy. Reconstructions were made using Lead-DBS and available MNI-space subcortical atlases (Horn and Kühn,
The mechanisms of DBS, albeit incompletely understood, are currently believed to encompass electrical, cellular, molecular, and network effects on multiple timescales (Jakobs et al.,
Conclusions and Future Directions
More than 50 years after the discovery of the MLR, and 15 years after the first-in-man reports of DBS of the PPN, there remains a conspicuous disconnect between basic science and clinical investigations into this midbrain region. Though the electrical mapping literature has arguably always favored the CnF, new insights into the functional organization of the MLR further challenges the exclusive focus on the PPN as a DBS target for enhancing gait. Several groups have started to acknowledge this in different ways, ranging from the adoption of a broader “PPN area” terminology (Ferraye et al.,
Currently, several labs are working to test the hypothesis that CnF DBS may improve gait function, including optogenetic studies assessing the contributions of glutamatergic CnF neurons to locomotor recovery in a rodent model of spinal cord injury (Roussel et al.,
Statements
Data availability statement
The data analyzed in this study is subject to the following licenses/restrictions: the datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request. Requests to access these datasets should be directed to bnoga@med.miami.edu.
Author contributions
All authors were involved in the conception and substantial revision of this manuscript. SC wrote the manuscript and drafted the figures.
Funding
This work was supported by the National Institutes of Neurological Disorders and Stroke (NINDS) grant R01 NS089972 and U.S. Department of Defense (DOD) award SCI140238. SC was supported by a research fellowship from the Neurosurgery Research and Education Foundation (GR010471).
Acknowledgments
We would like to thank Francisco Sanchez and Luz Villamil for their support and helpful contributions to this research.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
- CnF
cuneiform nucleus
- DBS
deep brain stimulation
- FOG
freezing of gait
- MLR
mesencephalic locomotor region
- NHP
non-human primate
- PAG
periaqueductal gray
- PD
Parkinson’s disease
- PPN
pedunculopontine nucleus
- PSP
progressive supranuclear palsy.
Abbreviations
References
1
AlamM.SchwabeK.KraussJ. K. (2011). The pedunculopontine nucleus area: critical evaluation of interspecies differences relevant for its use as a target for deep brain stimulation. Brain134, 11–23. 10.1093/brain/awq322
2
AlbinR. L.SurmeierD. J.TubertC.SarterM.MüllerM. L. T. M.BohnenN. I.et al. (2018). Targeting the pedunculopontine nucleus in Parkinson’s disease: time to go back to the drawing board. Mov. Disord.33, 1871–1875. 10.1002/mds.27540
3
AndersonD. N.DuffleyG.VorwerkJ.DorvalA. D.ButsonC. R. (2019). Anodic stimulation misunderstood: preferential activation of fiber orientations with anodic waveforms in deep brain stimulation. J. Neural Eng.16:016026. 10.1088/1741-2552/aae590
4
AssousM.DautanD.TepperJ. M.Mena-SegoviaJ. (2019). Pedunculopontine glutamatergic neurons provide a novel source of feedforward inhibition in the striatum by selectively targeting interneurons. J. Neurosci.39, 4727–4737. 10.1523/jneurosci.2913-18.2019
5
AzizT. Z.DaviesL.SteinJ.FranceS. (1998). The role of descending basal ganglia connections to the brain stem in parkinsonian akinesia. Br. J. Neurosurg.12, 245–249. 10.1080/02688699845078
6
BenarrochE. E. (2013). Pedunculopontine nucleus: functional organization and clinical implications. Neurology80, 1148–1155. 10.1212/wnl.0b013e3182886a76
7
CabelguenJ. M.Bourcier-LucasC.DubucR. (2003). Bimodal locomotion elicited by electrical stimulation of the midbrain in the salamander notophthalmus viridescens. J. Neurosci.23, 2434–2439. 10.1523/jneurosci.23-06-02434.2003
8
CaggianoV.LeirasR.Goñi-ErroH.MasiniD.BellarditaC.BouvierJ.et al. (2018). Midbrain circuits that set locomotor speed and gait selection. Nature553, 455–460. 10.1038/nature25448
9
CapelliP.PivettaC.Soledad EspositoM.ArberS. (2017). Locomotor speed control circuits in the caudal brainstem. Nature551, 373–377. 10.1038/nature24064
10
ChangS. J.CajigasI.GuestJ. D.NogaB. R.LucaC. C.JagidJ. R. (2020). Deep brain stimulation of the cuneiform nucleus for Levodopa-resistant freezing of gait in Parkinson’s Disease: study protocol for a prospective, pilot trial. Pilot and Feasibility Studies [Preprint]. 10.21203/rs.3.rs-60496/v1
11
ChangS. J.SantamariaA. J.SanchezF. J.SaraivaP. M. P.VillamilL. M.Nunez-GomezY.et al. (2019). “Deep brain stimulation of the mesencephalic locomotor region acutely enhances locomotion in a large animal model of incomplete spinal cord injury,” in Neuroscience Meeting Planner (Chicago, IL: Society for Neuroscience).
12
DautanD.KovácsA.BayasgalanT.Diaz-AcevedoM. A.PalB.Mena-SegoviaJ. (2020). Modulation of motor behavior by the mesencephalic locomotor region. BioRxiv [Preprint]. 10.1101/2020.06.25.172296
13
DautanD.SouzaA. S.Huerta-OcampoI.ValenciaM.AssousM.WittenI. B.et al. (2016). Segregated cholinergic transmission modulates dopamine neurons integrated in distinct functional circuits. Nat. Neurosci.19, 1025–1033. 10.1038/nn.4335
14
DoshiP. K.DesaiJ. D.KarkeraB.WadiaP. M. (2015). Bilateral pedunculopontine nucleus stimulation for progressive supranuclear palsy. Stereotact. Funct. Neurosurg.93, 59–65. 10.1159/000368702
15
EidelbergE.WaldenJ. G.NguyenL. H. (1981). Locomotor control in macaque monkeys. Brain104, 647–663. 10.1093/brain/104.4.647-a
16
FerrayeM. U.DebuB.FraixV.GoetzL.ArdouinC.YelnikJ.et al. (2010). Effects of pedunculopontine nucleus area stimulation on gait disorders in Parkinson’s disease. Brain133, 205–214. 10.1093/brain/awp229
17
Garcia-RillE.HouserC. R.SkinnerR. D.SmithW.WoodwardD. J. (1987). Locomotion-inducing sites in the vicinity of the pedunculopontine nucleus. Brain Res. Bull.18, 731–738. 10.1016/0361-9230(87)90208-5
18
Garcia-RillE.SaperC. B.RyeD. B.KoflerM.NonnekesJ.LozanoA.et al. (2019). Focus on the pedunculopontine nucleus. Consensus review from the may 2018 brainstem society meeting in Washington, DC, USA. Clin. Neurophysiol.130, 925–940. 10.1016/j.clinph.2019.03.008
19
GoetzL.BhattacharjeeM.FerrayeM. U.FraixV.MaineriC.NoskoD.et al. (2019). Deep brain stimulation of the pedunculopontine nucleus area in Parkinson disease: MRI-based anatomoclinical correlations and optimal target. Neurosurgery84, 506–518. 10.1093/neuros/nyy151
20
HirschE. C.GraybielA. M.DuyckaertsC.Javoy-AgidF. (1987). Neuronal loss in the pedunculopontine tegmental nucleus in Parkinson disease and in progressive supranuclear palsy. Proc. Natl. Acad. Sci. U S A84, 5976–5980. 10.1073/pnas.84.16.5976
21
HornA.KühnA. A. (2015). Lead-DBS: a toolbox for deep brain stimulation electrode localizations and visualizations. NeuroImage107, 127–135. 10.1016/j.neuroimage.2014.12.002
22
JahnK.DeutschländerA.StephanT.KallaR.WiesmannM.StruppM.et al. (2008). Imaging human supraspinal locomotor centers in brainstem and cerebellum. NeuroImage39, 786–792. 10.1016/j.neuroimage.2007.09.047
23
JakobsM.FomenkoA.LozanoA. M.KieningK. L. (2019). Cellular, molecular and clinical mechanisms of action of deep brain stimulation-a systematic review on established indications and outlook on future developments. EMBO Mol. Med.11:e9575. 10.15252/emmm.201809575
24
JellingerK. (1988). The pedunculopontine nucleus in Parkinson’s disease, progressive supranuclear palsy and Alzheimer’s disease. J. Neurol. Neurosurg. Psychiatry51, 540–543. 10.1136/jnnp.51.4.540
25
JenkinsonN.NandiD.MiallR. C.SteinJ. F.AzizT. Z. (2004). Pedunculopontine nucleus stimulation improves akinesia in a Parkinsonian monkey. Neuroreport15, 2621–2624. 10.1097/00001756-200412030-00012
26
JossetN.RousselM.LemieuxM.Lafrance-ZoubgaD.RastqarA.BretznerF. (2018). Distinct contributions of mesencephalic locomotor region nuclei to locomotor control in the freely behaving mouse. Curr. Biol.28, 884.e3–901.e3. 10.1016/j.cub.2018.02.007
27
KarachiC.GrabliD.BernardF. A.TandeD.WattiezN.BelaidH.et al. (2010). Cholinergic mesencephalic neurons are involved in gait and postural disorders in Parkinson disease. J. Clin. Invest.120, 2745–2754. 10.1172/JCI42642
28
KroegerD.FerrariL. L.PetitG.MahoneyC. E.FullerP. M.ArrigoniE.et al. (2017). Cholinergic, glutamatergic and GABAergic neurons of the pedunculopontine tegmental nucleus have distinct effects on sleep/wake behavior in mice. J. Neurosci.37, 1352–1366. 10.1523/jneurosci.1405-16.2016
29
LeeA. M.HoyJ. L.BonciA.WilbrechtL.StrykerM. P.NiellC. M. (2014). Identification of a brainstem circuit regulating visual cortical state in parallel with locomotion. Neuron83, 455–466. 10.1016/j.neuron.2014.06.031
30
LuquinE.HuertaI.AymerichM. S.MengualE. (2018). Stereological estimates of glutamatergic, gabaergic and cholinergic neurons in the pedunculopontine and laterodorsal tegmental nuclei in the rat. Front. Neuroanat.12:34. 10.3389/fnana.2018.00034
31
MahlknechtP.KiechlS.BloemB. R.WilleitJ.ScherflerC.GasperiA.et al. (2013). Prevalence and burden of gait disorders in elderly men and women aged 60-97 years: a population-based study. PLoS One8:e69627. 10.1371/journal.pone.0069627
32
Martinez-GonzalezC.BolamJ. P.Mena-SegoviaJ. (2011). Topographical organization of the pedunculopontine nucleus. Front. Neuroanat.5:22. 10.3389/fnana.2011.00022
33
Martinez-GonzalezC.WangH.-L.MicklemB. R.BolamJ. P.Mena-SegoviaJ. (2012). Subpopulations of cholinergic, GABAergic and glutamatergic neurons in the pedunculopontine nucleus contain calcium-binding proteins and are heterogeneously distributed. Eur. J. Neurosci.35, 723–734. 10.1111/j.1460-9568.2012.08002.x
34
MazzoneP.LozanoA.StanzioneP.GalatiS.ScarnatiE.PeppeA.et al. (2005). Implantation of human pedunculopontine nucleus: a safe and clinically relevant target in Parkinson’s disease. Neuroreport16, 1877–1881. 10.1097/01.wnr.0000187629.38010.12
35
Mena-SegoviaJ.MicklemB. R.Nair-RobertsR. G.UnglessM. A.BolamJ. P. (2009). GABAergic neuron distribution in the pedunculopontine nucleus defines functional subterritories. J. Comp. Neurol.515, 397–408. 10.1002/cne.22065
36
MestreT. A.SidiropoulosC.HamaniC.PoonY.-Y.LozanoA. M.LangA. E.et al. (2016). Long-term double-blinded unilateral pedunculopontine area stimulation in Parkinson’s disease. Mov. Disord.31, 1570–1574. 10.1002/mds.26710
37
MoriS.SakamotoT.OhtaY.TakakusakiK.MatsuyamaK. (1989). Site-specific postural and locomotor changes evoked in awake, freely moving intact cats by stimulating the brainstem. Brain Res.505, 66–74. 10.1016/0006-8993(89)90116-9
38
MoroE.HamaniC.PoonY.-Y.Al-KhairallahT.DostrovskyJ. O.HutchisonW. D.et al. (2010). Unilateral pedunculopontine stimulation improves falls in Parkinson’s disease. Brain133, 215–224. 10.1093/brain/awp261
39
NandiD.LiuX.WinterJ. L.AzizT. Z.SteinJ. F. (2002). Deep brain stimulation of the pedunculopontine region in the normal non-human primate. J. Clin. Neurosci.9, 170–174. 10.1054/jocn.2001.0943
40
NogaB. R.KriellaarsD. J.BrownstoneR. M.JordanL. M. (2003). Mechanism for activation of locomotor centers in the spinal cord by stimulation of the mesencephalic locomotor region. J. Neurophysiol.90, 1464–1478. 10.1152/jn.00034.2003
41
NogaB. R.SanchezF. J.VillamilL. M.O’tooleC.KasickiS.OlszewskiM.et al. (2017a). LFP oscillations in the mesencephalic locomotor region during voluntary locomotion. Front. Neural Circuits11:34. 10.3389/fncir.2017.00034
42
NogaB. R.TurksonR. P.XieS.TabernerA.PinzonA.HentallI. D. (2017b). Monoamine release in the cat lumbar spinal cord during fictive locomotion evoked by the mesencephalic locomotor region. Front. Neural Circuits11:59. 10.3389/fncir.2017.00059
43
OlszewskiJ.BaxterD. (1982). Cytoarchitecture of the Human Brain Stem.Basel: S. Karger.
44
OprisI.DaiX.JohnsonD. M. G.SanchezF. J.VillamilL. M.XieS.et al. (2019). Activation of brainstem neurons during mesencephalic locomotor region-evoked locomotion in the cat. Front. Syst. Neurosci.13:69. 10.3389/fnsys.2019.00069
45
PiallatB.ChabardesS.TorresN.FraixV.GoetzL.SeigneuretE.et al. (2009). Gait is associated with an increase in tonic firing of the sub-cuneiform nucleus neurons. Neuroscience158, 1201–1205. 10.1016/j.neuroscience.2008.10.046
46
PienaarI. S.ElsonJ. L.RaccaC.NelsonG.TurnbullD. M.MorrisC. M. (2013). Mitochondrial abnormality associates with type-specific neuronal loss and cell morphology changes in the pedunculopontine nucleus in Parkinson disease. Am. J. Pathol.183, 1826–1840. 10.1016/j.ajpath.2013.09.002
47
RoseberryT. K.LeeA. M.LaliveA. L.WilbrechtL.BonciA.KreitzerA. C. (2016). Cell-type-specific control of brainstem locomotor circuits by basal ganglia. Cell164, 526–537. 10.1016/j.cell.2015.12.037
48
RousselM.GodetH.ClainG.Lafrance-ZoubgaD.LemieuxM.BretznerF. (2019). “Functional contribution of the mesencephalic locomotor region to locomotor recovery after spinal cord injury,” in Neuroscience Meeting Planner (Chicago, IL: Society for Neuroscience).
49
RyczkoD.DubucR. (2013). The multifunctional mesencephalic locomotor region. Curr. Pharm. Des.19, 4448–4470. 10.2174/1381612811319240011
50
SébilleS. B.BelaidH.PhilippeA.-C.AndréA.LauB.FrançoisC.et al. (2017). Anatomical evidence for functional diversity in the mesencephalic locomotor region of primates. NeuroImage147, 66–78. 10.1016/j.neuroimage.2016.12.011
51
SebilleS. B.RollandA.-S.FaillotM.Perez-GarciaF.Colomb-ClercA.LauB.et al. (2019). Normal and pathological neuronal distribution of the human mesencephalic locomotor region. Mov. Disord.34, 218–227. 10.1002/mds.27578
52
ShikM. L.SeverinF. V.OrlovskiiG. N. (1966). Control of walking and running by means of electric stimulation of the midbrain. Biofizika11, 659–666.
53
SkinnerR. D.Garcia-RillE. (1984). The mesencephalic locomotor region (MLR) in the rat. Brain Res.323, 385–389. 10.1016/0006-8993(84)90319-6
54
SteevesJ. D.JordanL. M. (1980). Localization of a descending pathway in the spinal cord which is necessary for controlled treadmill locomotion. Neurosci. Lett.20, 283–288. 10.1016/0304-3940(80)90161-5
55
StefaniA.LozanoA. M.PeppeA.StanzioneP.GalatiS.TropepiD.et al. (2007). Bilateral deep brain stimulation of the pedunculopontine and subthalamic nuclei in severe Parkinson’s disease. Brain130, 1596–1607. 10.1093/brain/awl346
56
TakakusakiK.ChibaR.NozuT.OkumuraT. (2016). Brainstem control of locomotion and muscle tone with special reference to the role of the mesopontine tegmentum and medullary reticulospinal systems. J. Neural Transm.123, 695–729. 10.1007/s00702-015-1475-4
57
ThevathasanW.DebuB.AzizT.BloemB. R.BlahakC.ButsonC.et al. (2018). Pedunculopontine nucleus deep brain stimulation in Parkinson’s disease: a clinical review. Mov. Disord.33, 10–20. 10.1002/mds.27098
58
WangH.GaoH.JiaoT.LuoZ. (2016). A meta-analysis of the pedunculopontine nucleus deep-brain stimulation effects on Parkinson’s disease. Neuroreport27, 1336–1344. 10.1097/WNR.0000000000000697
59
WangJ. W.ZhangY. Q.ZhangX.-H.WangY.-P.LiJ.-P.LiY.-J. (2017). Deep brain stimulation of pedunculopontine nucleus for postural instability and gait disorder after Parkinson disease: a meta-analysis of individual patient data. World Neurosurg.102, 72–78. 10.1016/j.wneu.2017.02.110
60
WinnP. (2008). Experimental studies of pedunculopontine functions: are they motor, sensory or integrative?Parkinsonism Relat. Disord.14, S194–S198. 10.1016/j.parkreldis.2008.04.030
61
YooJ. H.ZellV.WuJ.PuntaC.RamajayamN.ShenX.et al. (2017). Activation of pedunculopontine glutamate neurons is reinforcing. J. Neurosci.37, 38–46. 10.1523/JNEUROSCI.3082-16.2016
62
ZitellaL. M.MohsenianK.PahwaM.GloecknerC.JohnsonM. D. (2013). Computational modeling of pedunculopontine nucleus deep brain stimulation. J. Neural Eng.10:045005. 10.1088/1741-2560/10/4/045005
63
ZweigR. M.JankelW. R.HedreenJ. C.MayeuxR.PriceD. L. (1989). The pedunculopontine nucleus in Parkinson’s disease. Ann. Neurol.26, 41–46. 10.1002/ana.410260106
Summary
Keywords
mesencephalic locomotor region, deep brain stimulation, gait dysfunction, cuneiform nucleus, pedunculopontine nucleus
Citation
Chang SJ, Cajigas I, Opris I, Guest JD and Noga BR (2020) Dissecting Brainstem Locomotor Circuits: Converging Evidence for Cuneiform Nucleus Stimulation. Front. Syst. Neurosci. 14:64. doi: 10.3389/fnsys.2020.00064
Received
17 June 2020
Accepted
03 August 2020
Published
21 August 2020
Volume
14 - 2020
Edited by
Natalie M. Zahr, Stanford University, United States
Reviewed by
Yue Dai, East China Normal University, China; Jeffrey B. Eells, The Brody School of Medicine at East Carolina University, United States
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© 2020 Chang, Cajigas, Opris, Guest and Noga.
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*Correspondence: Brian R. Noga bnoga@miami.edu
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