101
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Clauw DJ, Essex MN, Pitman V, Jones KD. Reframing chronic pain as a disease, not a symptom: rationale and implications for pain management. Postgrad Med 2019; 131:185-198. [DOI: 10.1080/00325481.2019.1574403] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Daniel J. Clauw
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | | | - Verne Pitman
- Global Medical Affairs, US Medical Affairs, Pfizer Inc, New York, NY, USA
| | - Kim D. Jones
- School of Nursing, Linfield College, Portland, OR, USA
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102
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Zhou F, Wu L, Guo L, Zhang Y, Zeng X. Local connectivity of the resting brain connectome in patients with low back-related leg pain: A multiscale frequency-related Kendall's coefficient of concordance and coherence-regional homogeneity study. NEUROIMAGE-CLINICAL 2019; 21:101661. [PMID: 30677731 PMCID: PMC6348392 DOI: 10.1016/j.nicl.2019.101661] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 12/30/2018] [Accepted: 01/04/2019] [Indexed: 01/25/2023]
Abstract
Increasing evidence has suggested that central plasticity plays a crucial role in the development and maintenance of (chronic) nonspecific low back pain. However, it is unclear how local or short-distance functional interactions contribute to persisting low back-related leg pain (LBLP) due to a specific condition (i.e., lumbar disc herniation). In particular, the multiscale nature of local connectivity properties in various brain regions is still unclear. Here, we used voxelwise Kendall's coefficient of concordance (KCC) and coherence (Cohe) regional homogeneity (ReHo) in the typical (0.01–0.1 Hz) and five specific frequency (slow-6 to slow-2) bands to analyze individual whole-brain resting-state functional magnetic resonance imaging scans in 25 persistent LBLP patients (duration: 36.7 ± 9.6 months) and 26 healthy control subjects. Between-group differences demonstrated significant alterations in the KCC- and Cohe- ReHo of the right cerebellum posterior lobe, brainstem, left medial prefrontal cortex and bilateral precuneus in LBLP patients in the typical and five specific frequency bands, respectively, along with interactions between disease status and the five specific frequency bands in several regions of the pain matrix and the default-mode network (P < .01, Gaussian random field theory correction). The altered ReHo in the five specific frequency bands was correlated with the duration of pain and two-point discrimination, which were assessed using partial correlational analysis. These results linked the course of disease to the local connectivity properties in specific frequency bands in persisting LBLP. In future studies exploring local connectome association in pain conditions, integrated frequency bands and analytical methods should be considered. This study demonstrated significant interactions between disease status and five specific frequency bands in several regions. The alterations in ReHo of five specific frequency bands were related to the duration of disease and 2-PD in LBLP patients. It is useful to select specific frequency or the method of analyses to improve the detection of LBLP-related brain activity.
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Affiliation(s)
- Fuqing Zhou
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang 330006, China; Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, China.
| | - Lin Wu
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang 330006, China; Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, China
| | - Linghong Guo
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang 330006, China; Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, China
| | - Yong Zhang
- Department of Pain Clinic, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi Province 330006, China.
| | - Xianjun Zeng
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang 330006, China; Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, China
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103
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Abstract
Anterior midcingulate cortex (aMCC) has been shown to be involved in most of the functional imaging studies investigating acute pain. For 10-15 years, it has even been a main focus of interest for pain studies, considering that neurons in the aMCC could encode for pain intensity. This latter function is now presumed to occur in secondary somatosensory (SII) area and/or insular cortices, while anterior cingulate cortex (ACC) is supposed to sustain other functions such as pain-related attention, arousal, motor withdrawal reflex, pain modulations, and engagement of endogenous pain control system. The quantitative imaging studies have shown a rich density of opioid receptors in the ACC. Thus, the perigenual subdivision has been suggested to participate in top-down controls of pain, (including the placebo effects known to be opioid mediated), mainly (but not exclusively) through the connection between the orbitofrontal/subgenual ACC and the periaqueductal gray (PAG). From this rationale, this area may lead to neurosurgical targeting including electrical stimulation for intractable pain in the future. A number of imaging studies have also reported activity changes in the posterior cingulate cortex during pain and proposed its speculative involvement to modulate the conscious experience of pain according to elements from the context and awareness of the self and others.
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104
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Bishop JH, Shpaner M, Kubicki A, Clements S, Watts R, Naylor MR. Structural network differences in chronic muskuloskeletal pain: Beyond fractional anisotropy. Neuroimage 2018; 182:441-455. [DOI: 10.1016/j.neuroimage.2017.12.021] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Revised: 11/29/2017] [Accepted: 12/10/2017] [Indexed: 12/13/2022] Open
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105
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Li J, Huang X, Sang K, Bodner M, Ma K, Dong XW. Modulation of prefrontal connectivity in postherpetic neuralgia patients with chronic pain: a resting-state functional magnetic resonance-imaging study. J Pain Res 2018; 11:2131-2144. [PMID: 30323648 PMCID: PMC6174681 DOI: 10.2147/jpr.s166571] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Background Although the interaction between pain and cognition has been recognized for decades, the neural substrates underlying their association remain unclear. The prefrontal cortex (PFC) is known as a critical brain area for higher cognitive functions, as well as for pain perception and modulation. The objective of the present study was to explore the role of the PFC in the interaction between chronic pain and cognitive functions by examining the relationship between spontaneous activity in the frontal lobe and pain intensity reported by postherpetic neuralgia (PHN) patients. Methods Resting-state functional magnetic resonance imaging data from 16 PHN patients were collected, and regional homogeneity and related functional connectivity were analyzed. Results The results showed negative correlations between patients’ pain scores and regional homogeneity values in several prefrontal areas, including the left lateral PFC, left medial PFC, and right lateral orbitofrontal cortex (P<0.05, AlphaSim-corrected). Further analysis revealed that the functional connectivity of some of these prefrontal areas with other cortical regions was also modulated by pain intensity. Therefore, functional connections of the left lateral PFC with both the left parietal cortex and the left occipital cortex were correlated with patients’ pain ratings (P<0.05, AlphaSim-corrected). Similarly, functional connectivity between the right lateral orbitofrontal cortex and bilateral postcentral/precentral gyri was also correlated with pain intensity in the patients (P<0.05, AlphaSim-corrected). Conclusion Our findings indicate that activity in the PFC is modulated by chronic pain in PHN patients. The pain-related modulation of prefrontal activity may serve as the neural basis for interactions between chronic pain and cognitive functions, which may link to cognitive impairments observed in chronic pain patients.
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Affiliation(s)
- Jun Li
- Key Laboratory of Brain Functional Genomics (MOE and STCSM), Shanghai Changning ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China,
| | - Xuehua Huang
- Department of Pain Management, Xin Hua Hospital, affiliated with Shanghai Jiao Tong University School of Medicine, Shanghai, China,
| | - Kangning Sang
- Key Laboratory of Brain Functional Genomics (MOE and STCSM), Shanghai Changning ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China,
| | | | - Ke Ma
- Department of Pain Management, Xin Hua Hospital, affiliated with Shanghai Jiao Tong University School of Medicine, Shanghai, China,
| | - Xiao-Wei Dong
- Key Laboratory of Brain Functional Genomics (MOE and STCSM), Shanghai Changning ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China, .,NYU-ECNU Institute of Brain and Cognitive Science, NYU Shanghai, Shanghai, China,
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106
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Kang D, McAuley JH, Kassem MS, Gatt JM, Gustin SM. What does the grey matter decrease in the medial prefrontal cortex reflect in people with chronic pain? Eur J Pain 2018; 23:203-219. [PMID: 30101509 DOI: 10.1002/ejp.1304] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 08/05/2018] [Accepted: 08/07/2018] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND OBJECTIVE Alterations in the grey matter volume of several brain regions have been reported in people with chronic pain. The most consistent observation is a decrease in grey matter volume in the medial prefrontal cortex. These findings are important as the medial prefrontal cortex plays a critical role in emotional and cognitive processing in chronic pain. Although a logical cause of grey matter volume decrease may be neurodegeneration, this is not supported by the current evidence. Therefore, the purpose of this review was to evaluate the existing literature to unravel what the decrease in medial prefrontal cortex grey matter volume in people with chronic pain may represent on a biochemical and cellular level. DATABASES AND DATA TREATMENT A literature search for this topical review was conducted using PubMed and SCOPUS library. Search terms included chronic pain, pain, medial prefrontal cortex, anterior cingulate cortex, grey matter, neurochemistry, spectroscopy, magnetic resonance imaging, positron emission tomography, dendrite, neurodegeneration, glia, astrocyte, microglia, neurotransmitter, glutamate, GABA and different combinations of these terms. RESULTS Adopting a stress model of chronic pain, two major pathways are proposed that contribute to grey matter volume decrease in the medial prefrontal cortex: (a) changes in dendritic morphology as a result of hypothalamic-pituitary axis dysfunction and (b) neurotransmitter dysregulation, specifically glutamate and γ-Aminobutyric acid, which affects local microvasculature. CONCLUSION Our model proposes new mechanisms in chronic pain pathophysiology responsible for mPFC grey matter loss as alternatives to neurodegeneration. SIGNIFICANCE It is unclear what the decrease in medial prefrontal cortex grey matter volume represents in chronic pain. The most attractive reason is neurodegeneration. However, there is no evidence to support this. Our review reveals nondegenerative causes of decreased medial prefrontal grey matter to guide future research into chronic pain pathophysiology.
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Affiliation(s)
- David Kang
- Neuroscience Research Australia, Sydney, NSW, Australia.,UNSW Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - James H McAuley
- Neuroscience Research Australia, Sydney, NSW, Australia.,UNSW Medicine, UNSW Sydney, Sydney, NSW, Australia
| | | | - Justine M Gatt
- Neuroscience Research Australia, Sydney, NSW, Australia.,School of Psychology, UNSW Sydney, Sydney, NSW, Australia
| | - Sylvia M Gustin
- Neuroscience Research Australia, Sydney, NSW, Australia.,School of Psychology, UNSW Sydney, Sydney, NSW, Australia
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107
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Acute and Chronic Pain Processing in the Thalamocortical System of Humans and Animal Models. Neuroscience 2018; 387:58-71. [DOI: 10.1016/j.neuroscience.2017.09.042] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2017] [Revised: 08/24/2017] [Accepted: 09/24/2017] [Indexed: 02/07/2023]
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108
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Henderson LA. Trigeminal neuropathic pain: Evidence of central changes from human brain imaging investigations. AUST ENDOD J 2018. [DOI: 10.1111/aej.12250] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Luke A. Henderson
- Department of Anatomy and Histology; University of Sydney; Sydney New South Wales Australia
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109
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Legal Evidence of Subjective States: A Brain-Based Model of Chronic Pain Increases Accuracy and Fairness in Law. Harv Rev Psychiatry 2018; 25:279-288. [PMID: 29117023 DOI: 10.1097/hrp.0000000000000175] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Advances in structural and functional neuroimaging offer new ways to conceptualize chronic pain disorders and to prevent, diagnose, and treat chronic pain. Advances in pain science, though, do not entail changes in the concepts of chronic pain in law and culture. Authoritative legal and cultural conceptions of chronic pain continue to promote abstruse theories, characterizing these disorders as arising out of everything from a person's unmet need for love to resistance to "patriarchy." These constructs have consequences, impeding treatment and affecting whether individuals with chronic pain can obtain legal redress. Legal systems themselves are disadvantaged, as adjudicators struggle to make sense of regulations and presumptions at odds with the medical evidence that they must evaluate. Law's pain schema is so misdescriptive that, paradoxically, it can reward fraudulent claims and disadvantage legitimate ones. This review discusses advances in neuroimaging and related sciences that are contributing to an emerging neurological model of chronic pain. It then describes doctrines and cases in the United States and United Kingdom, demonstrating how law's pre-neurological model of pain complicates the legal process for all participants. It concludes with suggestions for doctrinal revisions, which may have broader effects on law's long-standing dualistic conception of body versus mind.
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110
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Rosenberg J, Jacobs HIL, Maximov II, Reske M, Shah NJ. Chronotype differences in cortical thickness: grey matter reflects when you go to bed. Brain Struct Funct 2018; 223:3411-3421. [PMID: 29948193 DOI: 10.1007/s00429-018-1697-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 06/04/2018] [Indexed: 12/23/2022]
Abstract
Based on individual circadian cycles and associated cognitive rhythms, humans can be classified via standardised self-reports as being early (EC), late (LC) and intermediate (IC) chronotypes. Alterations in neural cortical structure underlying these chronotype differences have rarely been investigated and are the scope of this study. 16 healthy male ECs, 16 ICs and 16 LCs were measured with a 3 T MAGNETOM TIM TRIO (Siemens, Erlangen) scanner using a magnetization prepared rapid gradient echo sequence. Data were analysed by applying voxel-based morphometry (VBM) and vertex-wise cortical thickness (CTh) analysis. VBM analysis revealed that ECs showed significantly lower grey matter volumes bilateral in the lateral occipital cortex and the precuneus as compared to LCs, and in the right lingual gyrus, occipital fusiform gyrus and the occipital pole as compared to ICs. CTh findings showed lower grey matter volumes for ECs in the left anterior insula, precuneus, inferior parietal cortex, and right pars triangularis than for LCs, and in the right superior parietal gyrus than for ICs. These findings reveal that chronotype differences are associated with specific neural substrates of cortical thickness, surface areas, and folding. We conclude that this might be the basis for chronotype differences in behaviour and brain function. Furthermore, our results speak for the necessity of considering "chronotype" as a potentially modulating factor in all kinds of structural brain-imaging experiments.
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Affiliation(s)
- Jessica Rosenberg
- Institute of Neuroscience and Medicine (INM-4), Medical Imaging Physics, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany. .,JARA-Translational Brain Medicine, RWTH Aachen University, 52074, Aachen, Germany. .,Department of Neurology, University Clinic Aachen, 52074, Aachen, Germany.
| | - Heidi I L Jacobs
- Institute of Neuroscience and Medicine (INM-3), Forschungszentrum Juelich GmbH, 52425, Jülich, Germany.,Alzheimer Centre Limburg, School for Mental Health and Neuroscience (MHeNS), Faculty of Health, Medicine and Life Sciences, Maastricht University Medical Centre, PO Box 616, 6200 MD, Maastricht, The Netherlands.,Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, PO BOX 616, 6200 MD, Maastricht, The Netherlands
| | - Ivan I Maximov
- Institute of Neuroscience and Medicine (INM-4), Medical Imaging Physics, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany.,Experimental Physics III, TU Dortmund University, 44221, Dortmund, Germany
| | - Martina Reske
- Institute of Neuroscience and Medicine (INM-4), Medical Imaging Physics, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany.,JARA-Translational Brain Medicine, RWTH Aachen University, 52074, Aachen, Germany.,Institute of Neuroscience and Medicine (INM-6), Computational and Systems Neuroscience, and Institute for Advanced Simulation (IAS-6), Theoretical Neuroscience, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany
| | - N J Shah
- Institute of Neuroscience and Medicine (INM-4), Medical Imaging Physics, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany.,JARA-Translational Brain Medicine, RWTH Aachen University, 52074, Aachen, Germany.,Department of Neurology, University Clinic Aachen, 52074, Aachen, Germany.,Department of Electrical and Computer Systems Engineering, and Monash Biomedical Imaging, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
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111
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Sang K, Bao C, Xin Y, Hu S, Gao X, Wang Y, Bodner M, Zhou YD, Dong XW. Plastic change of prefrontal cortex mediates anxiety-like behaviors associated with chronic pain in neuropathic rats. Mol Pain 2018; 14:1744806918783931. [PMID: 29871537 PMCID: PMC6077894 DOI: 10.1177/1744806918783931] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
Clinical studies show that anxiety and chronic pain are concomitant. The neural
basis for the comorbidity is unclear. The prefrontal cortex (PFC) has been
recognized as a critical area for affective disorders and chronic pain
modulation. In this study, we examined the role of the PFC in the pathogenesis
of anxiety associated with chronic pain in a rat model of neuropathic pain with
spare nerve injury (SNI). The SNI rats showed apparent anxiety-like behaviors in
both open field (OF) test and elevated-plus maze (EPM) test eight weeks after
surgery. Thus, the number of entries to the central area in the OF decreased to
45% (±5%, n = 15) of sham control (n = 17), while the overall motor activity
(i.e., total distance) was unaffected. In the EPM, the percentage of entries
into the open arms significantly (p < 0.001) decreased in SNI rats (SNI:
12.58 ± 2.7%, n = 15; sham: 30.75 ± 2.82%, n = 17), so did the time spent in the
open arms (SNI: 4.35 ± 1.45%, n = 15; Sham: 11.65 ± 2.18%, n = 17). To explore
the neural basis for the association between anxiety and chronic pain, local
field potentials (LFPs) were recorded from the medial PFC (mPFC) and ventral
hippocampus. In SNI rats, there were significantly greater increases in both
theta-frequency power in the mPFC and theta-frequency synchronization between
the mPFC and ventral hippocampus, when animals were displaying elevated
anxiety-like behaviors in avoiding anxiogenic regions in EPM and OF chamber.
Western blot analyses showed a significant elevation of serotonin transporter
expression in the anxious SNI rats. Inhibition of serotonin transporter
effectively alleviated anxiety-like behaviors following sub-chronic (15 days)
treatment with systemic citalopram (10 mg/kg/day, intraperitoneally). Moreover,
the anxiety-like behaviors in the SNI rats were also suppressed by direct mPFC
application of serotonin. Taken together, we conclude that the plasticity of
serotonin transmission in the mPFC likely contribute to the promotion of anxiety
state associated with neuropathic pain.
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Affiliation(s)
- Kangning Sang
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Chaofei Bao
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Yushi Xin
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Shunan Hu
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Xian Gao
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Yongsheng Wang
- 2 School of Life Sciences, East China Normal University, Shanghai, China
| | | | - Yong-Di Zhou
- 4 Department of Neurosurgery, Johns Hopkins University, Baltimore, MD, USA.,5 Krieger Mind/Brain Institute, Johns Hopkins University, Baltimore, MD, USA
| | - Xiao-Wei Dong
- 1 Key Laboratory of Brain Functional Genomics (MOE&STCSM), Shanghai Changning-ECNU Mental Health Center, Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai, China.,6 NYU-ECNU Institute of Brain and Cognitive Science at New York University Shanghai, Shanghai, China
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112
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Gray Matter Abnormalities Associated With Chronic Back Pain: A Meta-Analysis of Voxel-based Morphometric Studies. Clin J Pain 2018; 33:983-990. [PMID: 28234752 DOI: 10.1097/ajp.0000000000000489] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Studies employing voxel-based morphometry have reported inconsistent findings on the association of gray matter (GM) abnormalities with chronic back pain (CBP). We, therefore, performed a meta-analysis of available studies to identify the most consistent GM regions associated with CBP. METHODS The PubMed, Embase, and Web of Science databases were searched from January 2000 to May 29, 2016. Comprehensive meta-analyses of whole-brain voxel-based morphometry studies to identify the most robust GM abnormalities in CBP were conducted using the Seed-based d Mapping software package. RESULTS A total of 10 studies, comprising 293 patients with CBP and 624 healthy controls, were included in the meta-analyses. The most robust findings of regional GM decreases in patients with CBP compared with healthy controls were identified in the bilateral medial prefrontal cortex extending to the anterior cingulate cortex, the right medial prefrontal cortex extending to the orbitofrontal cortex. Regional GM decreases in the left anterior insula were less robustly observed. CONCLUSIONS The present study demonstrates a pattern of GM alterations in CBP. These data further advance our understanding of the pathophysiology of CBP.
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113
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114
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Moayedi M, Salomons TV, Atlas LY. Pain Neuroimaging in Humans: A Primer for Beginners and Non-Imagers. THE JOURNAL OF PAIN 2018; 19:961.e1-961.e21. [PMID: 29608974 PMCID: PMC6192705 DOI: 10.1016/j.jpain.2018.03.011] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Revised: 02/22/2018] [Accepted: 03/19/2018] [Indexed: 01/06/2023]
Abstract
Human pain neuroimaging has exploded in the past 2 decades. During this time, the broader neuroimaging community has continued to investigate and refine methods. Another key to progress is exchange with clinicians and pain scientists working with other model systems and approaches. These collaborative efforts require that non-imagers be able to evaluate and assess the evidence provided in these reports. Likewise, new trainees must design rigorous and reliable pain imaging experiments. In this article we provide a guideline for designing, reading, evaluating, analyzing, and reporting results of a pain neuroimaging experiment, with a focus on functional and structural magnetic resonance imaging. We focus in particular on considerations that are unique to neuroimaging studies of pain in humans, including study design and analysis, inferences that can be drawn from these studies, and the strengths and limitations of the approach.
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Affiliation(s)
- Massieh Moayedi
- Faculty of Dentistry, University of Toronto, Toronto, Ontario, Canada; University of Toronto Centre for the Study of Pain, University of Toronto, Toronto, Ontario, Canada; Department of Dentistry, Mount Sinai Hospital, Toronto, Ontario, Canada.
| | - Tim V Salomons
- School of Psychology and Clinical Language Science, University of Reading, Reading, UK; Centre for Integrated Neuroscience and Neurodynamics, University of Reading, Reading, UK
| | - Lauren Y Atlas
- National Center for Complementary and Integrative Health, National Institutes of Health, Bethesda, Maryland; National Institute on Drug Abuse, National Institutes of Health, Bethesda, Maryland
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115
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Roy M, Vachon-Presseau É. Grey correlations: A commentary on Chehadi et al. Eur J Pain 2018; 22:1029-1031. [PMID: 29573514 DOI: 10.1002/ejp.1216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/05/2018] [Indexed: 11/06/2022]
Affiliation(s)
- M Roy
- Department of Psychology, McGill University, Montréal, QC, Canada.,Centre de Recherche de l'Institut, Universitaire de Gériatrie de Montréal, QC, Canada.,The Alan Edwards Centre for research on Pain, McGill University, Montréal, QC, Canada
| | - É Vachon-Presseau
- Department of Physiology, Feinberg School of Medicine, Northwestern University, Chicago, USA
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116
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Tsai Y, Yuan R, Patel D, Chandrasekaran S, Weng H, Yang J, Lin C, Biswal BB. Altered structure and functional connection in patients with classical trigeminal neuralgia. Hum Brain Mapp 2018; 39:609-621. [PMID: 29105886 PMCID: PMC6866571 DOI: 10.1002/hbm.23696] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Revised: 06/10/2017] [Accepted: 06/13/2017] [Indexed: 12/26/2022] Open
Abstract
Classical trigeminal neuralgia (TN) is a specific type of neuropathic orofacial pain of which the plasticity of brain structure and connectivity have remained largely unknown. A total of 62 TN patients were included and referred to MRI scans. Voxel-based morphometry was used to analyze the change of gray matter volume. Resting-state functional imaging was used to analyze the connectivity between brain regions. The results showed gray matter volume reduction in components of the prefrontal cortex, precentral gyrus, cerebellar tonsil, thalamus, hypothalamus, and nucleus accumbens among right TN patient and in the inferior frontal gyrus, precentral gyrus, cerebellum, thalamus, ventral striatum, and putamen among left TN patients. The connections between the right superior frontal gyrus and right middle frontal gyrus were lower in right TN patients. The connection between the left precentral gyrus and the left superior frontal gyrus was lower while the connection between bilateral thalamus was higher in left TN patients. The changes of volume in bilateral thalamus of right TN patients and left ventral striatum of left TN patients, and the connectivity between bilateral thalamus of left TN patients were moderately correlated with pain duration. These findings suggest that brain regions such as the thalamus may not only be involved in processing of pain stimuli but also be important for the development of TN. The left hemisphere may be dominant in processing and modulation of TN pain signal. Chronification of TN induces volume changes in brain regions which are associated with emotional or cognitive modulation of pain. Hum Brain Mapp 39:609-621, 2018. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Yuan‐Hsiung Tsai
- Department of Diagnostic RadiologyChang Gung Memorial Hospital at Chiayi, Chang‐Gung University College of MedicineTaoyuanTaiwan
| | - Rui Yuan
- Department of Biomedical EngineeringNew Jersey Institute of Technology, University HeightsNewarkNew Jersey
| | - Dharni Patel
- Department of Biomedical EngineeringNew Jersey Institute of Technology, University HeightsNewarkNew Jersey
| | - Subhashini Chandrasekaran
- Department of Biomedical EngineeringNew Jersey Institute of Technology, University HeightsNewarkNew Jersey
| | - Hsu‐Huei Weng
- Department of Diagnostic RadiologyChang Gung Memorial Hospital at Chiayi, Chang‐Gung University College of MedicineTaoyuanTaiwan
| | - Jen‐Tsung Yang
- Department of NeurosurgeryChang Gung Memorial Hospital at Chiayi, Chang‐Gung University College of MedicineTaoyuanTaiwan
| | - Ching‐Po Lin
- Institute of Neuroscience, National Yang Ming UniversityTaipeiTaiwan
| | - Bharat B. Biswal
- Department of Biomedical EngineeringNew Jersey Institute of Technology, University HeightsNewarkNew Jersey
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117
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Tsai YH, Yuan R, Patel D, Chandrasekaran S, Weng HH, Yang JT, Lin CP, Biswal BB. Altered structure and functional connection in patients with classical trigeminal neuralgia. Hum Brain Mapp 2018. [PMID: 29105886 DOI: 10.1002/hbm.v39.210.1002/hbm.23696] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2023] Open
Abstract
Classical trigeminal neuralgia (TN) is a specific type of neuropathic orofacial pain of which the plasticity of brain structure and connectivity have remained largely unknown. A total of 62 TN patients were included and referred to MRI scans. Voxel-based morphometry was used to analyze the change of gray matter volume. Resting-state functional imaging was used to analyze the connectivity between brain regions. The results showed gray matter volume reduction in components of the prefrontal cortex, precentral gyrus, cerebellar tonsil, thalamus, hypothalamus, and nucleus accumbens among right TN patient and in the inferior frontal gyrus, precentral gyrus, cerebellum, thalamus, ventral striatum, and putamen among left TN patients. The connections between the right superior frontal gyrus and right middle frontal gyrus were lower in right TN patients. The connection between the left precentral gyrus and the left superior frontal gyrus was lower while the connection between bilateral thalamus was higher in left TN patients. The changes of volume in bilateral thalamus of right TN patients and left ventral striatum of left TN patients, and the connectivity between bilateral thalamus of left TN patients were moderately correlated with pain duration. These findings suggest that brain regions such as the thalamus may not only be involved in processing of pain stimuli but also be important for the development of TN. The left hemisphere may be dominant in processing and modulation of TN pain signal. Chronification of TN induces volume changes in brain regions which are associated with emotional or cognitive modulation of pain. Hum Brain Mapp 39:609-621, 2018. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Yuan-Hsiung Tsai
- Department of Diagnostic Radiology, Chang Gung Memorial Hospital at Chiayi, Chang-Gung University College of Medicine, Taoyuan, Taiwan
| | - Rui Yuan
- Department of Biomedical Engineering, New Jersey Institute of Technology, University Heights, Newark, New Jersey
| | - Dharni Patel
- Department of Biomedical Engineering, New Jersey Institute of Technology, University Heights, Newark, New Jersey
| | - Subhashini Chandrasekaran
- Department of Biomedical Engineering, New Jersey Institute of Technology, University Heights, Newark, New Jersey
| | - Hsu-Huei Weng
- Department of Diagnostic Radiology, Chang Gung Memorial Hospital at Chiayi, Chang-Gung University College of Medicine, Taoyuan, Taiwan
| | - Jen-Tsung Yang
- Department of Neurosurgery, Chang Gung Memorial Hospital at Chiayi, Chang-Gung University College of Medicine, Taoyuan, Taiwan
| | - Ching-Po Lin
- Institute of Neuroscience, National Yang Ming University, Taipei, Taiwan
| | - Bharat B Biswal
- Department of Biomedical Engineering, New Jersey Institute of Technology, University Heights, Newark, New Jersey
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118
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Coppieters I, De Pauw R, Caeyenberghs K, Lenoir D, DeBlaere K, Genbrugge E, Meeus M, Cagnie B. Differences in white matter structure and cortical thickness between patients with traumatic and idiopathic chronic neck pain: Associations with cognition and pain modulation? Hum Brain Mapp 2018; 39:1721-1742. [PMID: 29327392 DOI: 10.1002/hbm.23947] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2017] [Revised: 12/05/2017] [Accepted: 01/01/2018] [Indexed: 12/18/2022] Open
Abstract
Brain alterations are hypothesized to be present in patients with chronic whiplash-associated disorders (CWAD). The aim of this case-control study was to examine alterations in cortical thickness and white matter (WM) structure, and the presence of brain microhemorrhages in a patient group encountering chronic neck pain of traumatic origin (i.e., CWAD) when compared with a patient group characterized by nontraumatic chronic neck pain [i.e., chronic idiopathic neck pain (CINP)], and healthy controls. Furthermore, we aimed to investigate associations between brain structure on one hand and cognitive performance and central sensitization (CS) on the other hand. T1-weighted, diffusion-weighted and T2*-weighted magnetic resonance images of the brain were acquired in 105 women (31 controls, 37 CINP, 37 CWAD) to investigate regional cortical thickness, WM structure, and microhemorrhages, respectively. Next, cognitive performance, and CS encompassing distant hyperalgesia and conditioned pain modulation (CPM) efficacy were examined. Cortical thinning in the left precuneus was revealed in CWAD compared with CINP patients. Also, decreased fractional anisotropy, together with increased values of mean diffusivity and radial diffusivity could be observed in the left cingulum hippocampus and tapetum in CWAD compared with CINP, and in the left tapetum in CWAD patients compared with controls. Moreover, the extent of WM structural deficits in the left tapetum coincided with decreased CPM efficacy in the CWAD group. This yields evidence for associations between decreased endogenous pain inhibition, and the degree of regional WM deficits in CWAD. Our results emphasize the role of structural brain alterations in women with CWAD compared with CINP.
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Affiliation(s)
- I Coppieters
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.,Pain in Motion International Research Group (www.paininmotion.be).,Department of Physiotherapy, Human Physiology and Anatomy (KIMA), Faculty of Physical Education & Physiotherapy, Vrije Universiteit Brussel, Belgium
| | - R De Pauw
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium
| | - K Caeyenberghs
- School of Psychology, Faculty of Health Sciences, Australian Catholic University, Banyo, Australia
| | - D Lenoir
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium
| | - K DeBlaere
- Department of Radiology, Ghent University, Ghent, Belgium
| | - E Genbrugge
- Department of Radiology, Ghent University, Ghent, Belgium
| | - M Meeus
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.,Pain in Motion International Research Group (www.paininmotion.be).,Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | - B Cagnie
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium
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119
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Zhou F, Gu L, Hong S, Liu J, Jiang J, Huang M, Zhang Y, Gong H. Altered low-frequency oscillation amplitude of resting state-fMRI in patients with discogenic low-back and leg pain. J Pain Res 2018; 11:165-176. [PMID: 29386913 PMCID: PMC5767087 DOI: 10.2147/jpr.s151562] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Objective The aim of this study was to explore the amplitude of intrinsic low-frequency oscillations (LFOs) in patients with discogenic low-back and leg pain (LBLP). Participants and methods We obtained and compared the LFO amplitude from 25 right-handed discogenic LBLP patients (13 males; mean age 55.16±1.83 years) and 27 well-matched healthy controls (15 males; mean age 52.96±1.63 years). The LFO amplitude was examined using the voxel-wise amplitude of low-frequency fluctuations (ALFFs), and partial correlation analysis was performed to determine the relationship between the regions with altered ALFF values and clinical parameters in discogenic LBLP patients. Results Compared with healthy controls, the patients with discogenic LBLP showed a significant increase in ALFF in the affective system of the pain matrix (left anterior cingulate cortex, right anterior insula/frontal operculum, and bilateral orbitofrontal cortex) and information-processing regions (middle occipital/temporal gyrus). In addition, a significant decrease in ALFF was observed in the default mode network (DMN; inferior parietal lobule (IPL) and medial prefrontal cortex [mPFC]) and the processing system of the pain matrix (basal ganglia/thalamus/midbrain, postcentral gyrus [PoCG], and fusiform gyrus). Several regions with altered ALFF were associated with disease duration, visual analog scale scores, Barthel index, and fine sensory modality measurements (two-point tactile discrimination of the left and/or right leg). Further operating characteristic curves analysis suggested that the mean ALFF values in the right IPL, left IPL/PoCG, left anterior cingulate cortex, and left mPFC could serve as markers to separate individuals with discogenic LBLP from healthy subjects. Conclusion Our results revealed widespread abnormalities in ALFF in the pain matrix and information-processing regions as well as a decrease in ALFF in the DMN. These results open up an important new avenue to better understand the nature of the link between intrinsic activity and peripheral pain and sensory impairment in discogenic LBLP patients.
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Affiliation(s)
- Fuqing Zhou
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
| | - Lili Gu
- Department of Pain Clinic, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China
| | - Shunda Hong
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
| | - Jiaqi Liu
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
| | - Jian Jiang
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
| | - Muhua Huang
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
| | - Yong Zhang
- Department of Pain Clinic, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China
| | - Honghan Gong
- Department of Radiology, The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi, People's Republic of China.,Neuroradiology Laboratory, Jiangxi Province Medical Imaging Research Institute, Nanchang, Jiangxi, People's Republic of China
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120
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Albrecht DS, Normandin MD, Shcherbinin S, Wooten DW, Schwarz AJ, Zürcher NR, Barth VN, Guehl NJ, Akeju O, Atassi N, Veronese M, Turkheimer F, Hooker JM, Loggia ML. Pseudoreference Regions for Glial Imaging with 11C-PBR28: Investigation in 2 Clinical Cohorts. J Nucl Med 2018; 59:107-114. [PMID: 28818984 PMCID: PMC5750517 DOI: 10.2967/jnumed.116.178335] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2016] [Accepted: 07/17/2017] [Indexed: 12/12/2022] Open
Abstract
The translocator protein (TSPO) is a commonly used imaging target to investigate neuroinflammation. Although TSPO imaging demonstrates great promise, its signal exhibits substantial interindividual variability, which needs to be accounted for to uncover group effects that are truly reflective of neuroimmune activation. Recent evidence suggests that relative metrics computed using pseudoreference approaches can minimize within-group variability and increase sensitivity to detect physiologically meaningful group differences. Here, we evaluated various ratio approaches for TSPO imaging and compared them with standard kinetic modeling techniques, analyzing 2 different disease cohorts. Patients with chronic low back pain (cLBP) or amyotrophic lateral sclerosis (ALS) and matching healthy controls received 11C-PBR28 PET scans. The occipital cortex, cerebellum and whole brain were first evaluated as candidate pseudoreference regions by testing for the absence of group differences in SUV and distribution volume (VT) estimated with an arterial input function. The SUV from target regions (cLBP study, thalamus; ALS study, precentral gyrus) was normalized with the SUV from candidate pseudoreference regions (i.e., occipital cortex, cerebellum, and whole brain) to obtain SUVRoccip, SUVRcereb, and SUVRWB The sensitivity to detect group differences in target regions was compared using various SUVR approaches, as well as distribution volume ratio (DVR) estimated with (blDVR) or without arterial input function (refDVR), and VT Additional voxelwise SUVR group analyses were performed. We observed no significant group differences in pseudoreference VT or SUV, excepting whole-brain VT, which was higher in cLBP patients than controls. Target VT elevations in patients (P = 0.028 and 0.051 in cLBP and ALS, respectively) were similarly detected by SUVRoccip and SUVRWB, and by refDVR and blDVR (less reliably by SUVRcereb). In voxelwise analyses, SUVRoccip, but not SUVRcereb, identified regional group differences initially observed with SUVRWB, and in additional areas suspected to be affected in the pathology examined. All ratio metrics were highly cross-correlated, but generally were not associated with VT. Although important caveats need to be considered when using relative metrics, ratio analyses appear to be similarly sensitive to detect pathology-related group differences in 11C-PBR28 signal as classic kinetic modeling techniques. The occipital cortex may be a suitable pseudoreference region, at least for the populations evaluated, pending further validation in larger cohorts.
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Affiliation(s)
- Daniel S Albrecht
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts
- Gordon Center for Medical Imaging, NMMI, Radiology Department, Massachusetts General Hospital & Harvard Medical School, Boston, Massachusetts
| | - Marc D Normandin
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts
| | | | - Dustin W Wooten
- Gordon Center for Medical Imaging, NMMI, Radiology Department, Massachusetts General Hospital & Harvard Medical School, Boston, Massachusetts
| | | | - Nicole R Zürcher
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts
| | | | - Nicolas J Guehl
- Gordon Center for Medical Imaging, NMMI, Radiology Department, Massachusetts General Hospital & Harvard Medical School, Boston, Massachusetts
| | - Oluwaseun Akeju
- Department of Anesthesiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Nazem Atassi
- Neurological Clinical Research Institute, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts; and
| | - Mattia Veronese
- Department of Neuroimaging, Institute of Psychiatry, King's College London, London, United Kingdom
| | - Federico Turkheimer
- Department of Neuroimaging, Institute of Psychiatry, King's College London, London, United Kingdom
| | - Jacob M Hooker
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts
| | - Marco L Loggia
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts
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121
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Low I, Wei SY, Lee PS, Li WC, Lee LC, Hsieh JC, Chen LF. Neuroimaging Studies of Primary Dysmenorrhea. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2018; 1099:179-199. [DOI: 10.1007/978-981-13-1756-9_16] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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122
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How do morphological alterations caused by chronic pain distribute across the brain? A meta-analytic co-alteration study. NEUROIMAGE-CLINICAL 2017; 18:15-30. [PMID: 30023166 PMCID: PMC5987668 DOI: 10.1016/j.nicl.2017.12.029] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Revised: 11/19/2017] [Accepted: 12/20/2017] [Indexed: 02/06/2023]
Abstract
•In chronic pain, gray matter (GM) alterations are not distributed randomly across the brain.•The pattern of co-alterations resembles that of brain connectivity.•The alterations' distribution partly rely on the pathways of functional connectivity.•This method allows us to identify tendencies in the distribution of GM co-alteration related to chronic pain.
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123
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Smith A, López-Solà M, McMahon K, Pedler A, Sterling M. Multivariate pattern analysis utilizing structural or functional MRI-In individuals with musculoskeletal pain and healthy controls: A systematic review. Semin Arthritis Rheum 2017; 47:418-431. [PMID: 28729156 DOI: 10.1016/j.semarthrit.2017.06.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2017] [Revised: 05/22/2017] [Accepted: 06/12/2017] [Indexed: 01/19/2023]
Abstract
OBJECTIVE The purpose of this systematic review is to systematically review the evidence relating to findings generated by multivariate pattern analysis (MVPA) following structural or functional magnetic resonance imaging (fMRI) to determine if this analysis is able to: a) Discriminate between individuals with musculoskeletal pain and healthy controls, b) Predict pain perception in healthy individuals stimulated with a noxious stimulus compared to those stimulated with a non-noxious stimulus. METHODS MEDLINE, CINAHL, Embase, PEDro, Google Scholar, Cochrane library and Web of Science were systematically screened for relevant literature using different combinations of keywords regarding structural and functional MRI analysed with MVPA, both in individuals with musculoskeletal pain and healthy controls. Reference lists of included articles were hand-searched for additional literature. Eligible articles were assessed on risk of bias and reviewed by two independent researchers. RESULTS The search query returned 18 articles meeting the inclusion criteria. Methodological quality varied from poor to good. Seven studies investigated the ability of machine-learning algorithms to differentiate patient groups from healthy control participants. Overall, the review demonstrated that MVPA can discriminate between individuals with MSK pain and healthy controls with an overall accuracy ranging from 53% to 94%. Twelve studies utilized healthy control participants (using them as their own controls), during experimental pain paradigms aimed to investigate the ability of machine-learning to differentiate individuals stimulated with noxious stimuli from those stimulated with non-noxious stimuli, with 'pain' detection rates ranging from 60% to 94%. However, significant heterogeneity in patient conditions, study methodology and brain imaging techniques resulted in various findings that make study comparisons and formal conclusions challenging. CONCLUSION There is preliminary and emerging evidence that MVPA analyses of structural or functional MRI are able to discriminate between patients and healthy controls, and also discriminate between noxious and non-noxious stimulation. No prospective studies were found in this review to allow determination of the prognostic or diagnostic capabilities or treatment responsiveness of these analyses. Future studies would also benefit from combining various behavioural, genotype and phenotype data into analyses to assist with development of sensitive and specific signatures that could guide future individualized patient treatment options and evaluate how treatments exert their effects.
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Affiliation(s)
- Ashley Smith
- Recover Injury Research Centre, NHMRC CRE in Recovery Following Road Traffic Injury, Menzies Health Institute QLD, Griffith University, Gold Coast Campus, Southport, Queensland 4125, Australia.
| | - Marina López-Solà
- Cognitive and Affective Neuroscience Laboratory, Department of Psychology and Neuroscience, Institute of Cognitive Science, The University of Colorado, Boulder, CO
| | - Katie McMahon
- Centre for Advanced Imaging, University of Queensland, Herston, Queensland, Australia
| | - Ashley Pedler
- Recover Injury Research Centre, NHMRC CRE in Recovery Following Road Traffic Injury, Menzies Health Institute QLD, Griffith University, Gold Coast Campus, Southport, Queensland 4125, Australia
| | - Michele Sterling
- Recover Injury Research Centre, NHMRC CRE in Recovery Following Road Traffic Injury, Menzies Health Institute QLD, Griffith University, Gold Coast Campus, Southport, Queensland 4125, Australia
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Abstract
Pain and stress share significant conceptual and physiological overlaps. Both phenomena challenge the body's homeostasis and necessitate decision-making to help animals adapt to their environment. In addition, chronic stress and chronic pain share a common behavioral model of failure to extinguish negative memories. Yet, they also have discrepancies such that the final brain endophenotype of posttraumatic stress disorder, depression, and chronic pain appears to be different among the three conditions, and the role of the hypothalamic-pituitary-adrenal axis remains unclear in the physiology of pain. Persistence of either stress or pain is maladaptive and could lead to compromised well-being. In this brief review, we highlight the commonalities and differences between chronic stress and chronic pain, while focusing particularly on the central role of the limbic brain. We assess the current attempts in the field to conceptualize and understand chronic pain, within the context of knowledge gained from the stress literature. The limbic brain-including hippocampus, amygdala, and ventromedial pre-frontal cortex-plays a critical role in learning. These brain areas integrate incoming nociceptive or stress signals with internal state, and generate learning signals necessary for decision-making. Therefore, the physiological and structural remodeling of this learning circuitry is observed in conditions such as chronic pain, depression, and posttraumatic stress disorder, and is also linked to the risk of onset of these conditions.
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Affiliation(s)
- Chadi G Abdallah
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA.,National Center for PTSD-Clinical Neurosciences Division, US Department of Veterans Affairs, West Haven, CT, USA
| | - Paul Geha
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA.,National Center for PTSD-Clinical Neurosciences Division, US Department of Veterans Affairs, West Haven, CT, USA.,The John B. Pierce Laboratory, New Haven, CT, USA
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125
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Henderson LA, Keay KA. Imaging Acute and Chronic Pain in the Human Brainstem and Spinal Cord. Neuroscientist 2017; 24:84-96. [PMID: 28447501 DOI: 10.1177/1073858417703911] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
While acute pain serves as a protective mechanism designed to warn an individual of potential or actual damaging stimuli, chronic pain provides no benefit and is now considered a disease in its own right. Since the advent of human brain imaging techniques, many investigations that have explored the central representation of acute and chronic pain have focused on changes in higher order brain regions. In contrast, far fewer have explored brainstem and spinal cord function, mainly due to significant technical difficulties. In this review, we present some of the recent human brain imaging studies that have specifically explored brainstem and spinal cord function during acute noxious stimuli and in individuals with chronic pain. We focus particularly on investigations that explore changes in areas that receive nociceptor afferents and compare humans and experimental animal data in an attempt to describe both microscopic and macroscopic changes associated with acute and chronic pain.
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Affiliation(s)
- Luke A Henderson
- 1 Department of Anatomy and Histology, University of Sydney, Sydney, New South Wales, Australia
| | - Kevin A Keay
- 1 Department of Anatomy and Histology, University of Sydney, Sydney, New South Wales, Australia
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126
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Butler S. Important new insight in pain and pain treatment induced changes in functional connectivity between the Pain Matrix and the Salience, Central Executive, and Sensorimotor networks. Scand J Pain 2017; 16:64-65. [PMID: 28850414 DOI: 10.1016/j.sjpain.2017.02.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Stephen Butler
- Multidisciplinary Pain Center, Academic Hospital, Uppsala, Sweden; Department of Family and Preventive Medicine, Uppsala University, Uppsala, Sweden.
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127
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Abstract
This topical review starts with a warning that despite an impressive wealth of neuroscientific data, a reductionist approach can never fully explain persistent pain. One reason is the complexity of clinical pain (in contrast to experimentally induced pain). Another reason is that the "pain system" shows degeneracy, which means that an outcome can have several causes. Problems also arise from lack of conceptual clarity regarding words like nociceptors, pain, and perception. It is, for example, argued that "homeoceptor" would be a more meaningful term than nociceptor. Pain experience most likely depends on synchronized, oscillatory activity in a distributed neural network regardless of whether the pain is caused by tissue injury, deafferentation, or hypnosis. In experimental pain, the insula, the second somatosensory area, and the anterior cingulate gyrus are consistently activated. These regions are not pain-specific, however, and are now regarded by most authors as parts of the so-called salience network, which detects all kinds of salient events (pain being highly salient). The networks related to persistent pain seem to differ from the those identified experimentally, and show a more individually varied pattern of activations. One crucial difference seems to be activation of regions implicated in emotional and body-information processing in persistent pain. Basic properties of the "pain system" may help to explain why it so often goes awry, leading to persistent pain. Thus, the system must be highly sensitive not to miss important homeostatic threats, it cannot be very specific, and it must be highly plastic to quickly learn important associations. Indeed, learning and memory processes play an important role in persistent pain. Thus, behaviour with the goal of avoiding pain provocation is quickly learned and may persist despite healing of the original insult. Experimental and clinical evidence suggest that the hippocampal formation and neurogenesis (formation of new neurons) in the dentate gyrus are involved in the development and maintenance of persistent pain. There is evidence that persistent pain in many instances may be understood as the result of an interpretation of the organism's state of health. Any abnormal pattern of sensory information as well as lack of expected correspondence between motor commands and sensory feedback may be interpreted as bodily threats and evoke pain. This may, for example, be an important mechanism in many cases of neuropathic pain. Accordingly, many patients with persistent pain show evidence of a distorted body image. Another approach to understanding why the "pain system" so often goes awry comes from knowledge of the dynamic and nonlinear behaviour of neuronal networks. In real life the emergence of persistent pain probably depends on the simultaneous occurrence of numerous challenges, and just one extra (however small) might put the network into a an inflexible state with heightened sensitivity to normally innocuous inputs. Finally, the importance of seeking the meaning the patient attributes to his/her pain is emphasized. Only then can we understand why a particular person suffers so much more than another with very similar pathology, and subsequently be able to help the person to alter the meaning of the situation.
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Affiliation(s)
- Per Brodal
- Institute of Basic Medical SciencesUniversity of Oslo, OsloNorway
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128
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Perturbed connectivity of the amygdala and its subregions with the central executive and default mode networks in chronic pain. Pain 2017; 157:1970-1978. [PMID: 27168362 DOI: 10.1097/j.pain.0000000000000606] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Maladaptive responses to pain-related distress, such as pain catastrophizing, amplify the impairments associated with chronic pain. Many of these aspects of chronic pain are similar to affective distress in clinical anxiety disorders. In light of the role of the amygdala in pain and affective distress, disruption of amygdalar functional connectivity in anxiety states, and its implication in the response to noxious stimuli, we investigated amygdala functional connectivity in 17 patients with chronic low back pain and 17 healthy comparison subjects, with respect to normal targets of amygdala subregions (basolateral vs centromedial nuclei), and connectivity to large-scale cognitive-emotional networks, including the default mode network, central executive network, and salience network. We found that patients with chronic pain had exaggerated and abnormal amygdala connectivity with central executive network, which was most exaggerated in patients with the greatest pain catastrophizing. We also found that the normally basolateral-predominant amygdala connectivity to the default mode network was blunted in patients with chronic pain. Our results therefore highlight the importance of the amygdala and its network-level interaction with large-scale cognitive/affective cortical networks in chronic pain, and help link the neurobiological mechanisms of cognitive theories for pain with other clinical states of affective distress.
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129
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Malfliet A, Coppieters I, Van Wilgen P, Kregel J, De Pauw R, Dolphens M, Ickmans K. Brain changes associated with cognitive and emotional factors in chronic pain: A systematic review. Eur J Pain 2017; 21:769-786. [DOI: 10.1002/ejp.1003] [Citation(s) in RCA: 119] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/02/2016] [Indexed: 11/08/2022]
Affiliation(s)
- A. Malfliet
- Department of Physiotherapy, Human Physiology and Anatomy (KIMA); Faculty of Physical Education and Physiotherapy; Vrije Universiteit Brussels; Belgium
- Pain in Motion International Research Group; Brussels Belgium
- Department of Physical Medicine and Physiotherapy; University Hospital Brussels; Belgium
- Department of Rehabilitation Sciences and Physiotherapy; Faculty of Medicine and Health Sciences; Ghent University; Belgium
| | - I. Coppieters
- Pain in Motion International Research Group; Brussels Belgium
- Department of Rehabilitation Sciences and Physiotherapy; Faculty of Medicine and Health Sciences; Ghent University; Belgium
| | - P. Van Wilgen
- Department of Physiotherapy, Human Physiology and Anatomy (KIMA); Faculty of Physical Education and Physiotherapy; Vrije Universiteit Brussels; Belgium
- Pain in Motion International Research Group; Brussels Belgium
- Transcare; Transdisciplinary Pain Management Centre; Groningen The Netherlands
| | - J. Kregel
- Pain in Motion International Research Group; Brussels Belgium
- Department of Rehabilitation Sciences and Physiotherapy; Faculty of Medicine and Health Sciences; Ghent University; Belgium
| | - R. De Pauw
- Department of Rehabilitation Sciences and Physiotherapy; Faculty of Medicine and Health Sciences; Ghent University; Belgium
| | - M. Dolphens
- Department of Rehabilitation Sciences and Physiotherapy; Faculty of Medicine and Health Sciences; Ghent University; Belgium
| | - K. Ickmans
- Department of Physiotherapy, Human Physiology and Anatomy (KIMA); Faculty of Physical Education and Physiotherapy; Vrije Universiteit Brussels; Belgium
- Pain in Motion International Research Group; Brussels Belgium
- Department of Physical Medicine and Physiotherapy; University Hospital Brussels; Belgium
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Mochizuki H, Schut C, Nattkemper LA, Yosipovitch G. Brain mechanism of itch in atopic dermatitis and its possible alteration through non-invasive treatments. Allergol Int 2017; 66:14-21. [PMID: 27688121 DOI: 10.1016/j.alit.2016.08.013] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2016] [Accepted: 08/30/2016] [Indexed: 01/19/2023] Open
Abstract
Atopic dermatitis (AD) is a common chronic skin disease that is characterized by intense pruritus and has high impairment of quality of life. AD is often described as "the itch that rashes, rather than the rash that itches". Several studies suggest that mechanisms of central modulation play an important role in the development and maintenance of chronic itch. Therefore, treating the neurosensory aspects of itch is an important part in the management of chronic itch. However, little attention has been paid to the role of the central nervous system in the processing of itch in AD. Targeting itch-related anatomical structures in the brain with non-invasive treatments such as psychological interventions and transcranial Direct Current Stimulation (tDCS) could have an antipruritic effect in AD. Therefore, in this review article, we discuss the current progress in brain imaging research of itch, as well as the efficacy of non-invasive interventions for itch relief in this patient group.
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Affiliation(s)
- Hideki Mochizuki
- Department of Dermatology, Lewis Katz School of Medicine, Philadelphia, PA, USA; Temple Itch Center, Lewis Katz School of Medicine, Philadelphia, PA, USA
| | - Christina Schut
- Institute of Medical Psychology, Justus-Liebig-University, Giessen, Germany
| | - Leigh A Nattkemper
- Department of Dermatology, Lewis Katz School of Medicine, Philadelphia, PA, USA; Temple Itch Center, Lewis Katz School of Medicine, Philadelphia, PA, USA
| | - Gil Yosipovitch
- Department of Dermatology and Cutaneous Surgery, Miller School of Medicine, University of Miami, Miami, USA.
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131
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Xie P, Qin B, Song G, Zhang Y, Cao S, Yu J, Wu J, Wang J, Zhang T, Zhang X, Yu T, Zheng H. Microstructural Abnormalities Were Found in Brain Gray Matter from Patients with Chronic Myofascial Pain. Front Neuroanat 2016; 10:122. [PMID: 28066193 PMCID: PMC5167736 DOI: 10.3389/fnana.2016.00122] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2016] [Accepted: 12/02/2016] [Indexed: 11/13/2022] Open
Abstract
Myofascial pain, presented as myofascial trigger points (MTrPs)-related pain, is a common, chronic disease involving skeletal muscle, but its underlying mechanisms have been poorly understood. Previous studies have revealed that chronic pain can induce microstructural abnormalities in the cerebral gray matter. However, it remains unclear whether the brain gray matters of patients with chronic MTrPs-related pain undergo alteration. In this study, we employed the Diffusion Kurtosis Imaging (DKI) technique, which is particularly sensitive to brain microstructural perturbation, to monitor the MTrPs-related microstructural alterations in brain gray matter of patients with chronic pain. Our results revealed that, in comparison with the healthy controls, patients with chronic myofascial pain exhibited microstructural abnormalities in the cerebral gray matter and these lesions were mainly distributed in the limbic system and the brain areas involved in the pain matrix. In addition, we showed that microstructural abnormalities in the right anterior cingulate cortex (ACC) and medial prefrontal cortex (mPFC) had a significant negative correlation with the course of disease and pain intensity. The results of this study demonstrated for the first time that there are microstructural abnormalities in the brain gray matter of patients with MTrPs-related chronic pain. Our findings may provide new insights into the future development of appropriate therapeutic strategies to this disease.
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Affiliation(s)
- Peng Xie
- Department of Anesthesiology, The First Affiliated Hospital of Xinjiang Medical University Urumqi, China
| | - Bangyong Qin
- Department of Anesthesiology, Zunyi Medical University Zunyi, China
| | - Ganjun Song
- Department of Radiology, Zunyi Medical University Zunyi, China
| | - Yi Zhang
- Department of Anesthesiology, Zunyi Medical UniversityZunyi, China; Guizhou Key Laboratory of Anesthesia and Organ Protection, Zunyi Medical UniversityZunyi, China
| | - Song Cao
- Department of Anesthesiology, Zunyi Medical UniversityZunyi, China; Guizhou Key Laboratory of Anesthesia and Organ Protection, Zunyi Medical UniversityZunyi, China
| | - Jin Yu
- Department of Anesthesiology, The First Affiliated Hospital of Xinjiang Medical University Urumqi, China
| | - Jianjiang Wu
- Department of Anesthesiology, The First Affiliated Hospital of Xinjiang Medical University Urumqi, China
| | - Jiang Wang
- Department of Anesthesiology, The First Affiliated Hospital of Xinjiang Medical University Urumqi, China
| | - Tijiang Zhang
- Department of Radiology, Zunyi Medical University Zunyi, China
| | - Xiaoming Zhang
- Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City KS, USA
| | - Tian Yu
- Department of Anesthesiology, Zunyi Medical UniversityZunyi, China; Guizhou Key Laboratory of Anesthesia and Organ Protection, Zunyi Medical UniversityZunyi, China
| | - Hong Zheng
- Department of Anesthesiology, The First Affiliated Hospital of Xinjiang Medical University Urumqi, China
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133
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Chen B, He Y, Xia L, Guo LL, Zheng JL. Cortical plasticity between the pain and pain-free phases in patients with episodic tension-type headache. J Headache Pain 2016; 17:105. [PMID: 27844456 PMCID: PMC5108736 DOI: 10.1186/s10194-016-0698-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 11/09/2016] [Indexed: 02/08/2023] Open
Abstract
Background State-related brain structural alterations in patients with episodic tension-type headache (ETTH) are unclear. We aimed to conduct a longitudinal study to explore dynamic gray matter (GM) changes between the pain and pain-free phases in ETTH. Methods We recruited 40 treatment-naïve ETTH patients and 40 healthy controls. All participants underwent brain structural scans on a 3.0-T MRI system. ETTH patients were scanned in and out of pain phases. Voxel-based morphometry analysis was used to determine the differences in regional gray matter density (GMD) between groups. Additional regression analysis was used to identify any associations between regional GMD and clinical symptoms. Results ETTH patients exhibited reduced GMD in the bilateral primary somatosensory cortex, and increased GMD in the bilateral anterior cingulate cortex (ACC) and anterior insula for the in pain phase compared with the out of pain phase. The out of pain phase of ETTH patients exhibited no regions with higher or lower GMD compared with healthy controls. GMD in the left ACC and left anterior insula was negatively correlated with headache days. GMD in the left ACC was negatively correlated with anxiety and depressive symptoms in ETTH patients. Conclusions This is the first study to demonstrate dynamic and reversible GMD changes between the pain and pain-free phases in ETTH patients. However, this balance might be disrupted by increased headache days and progressive anxiety and depressive symptoms.
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Affiliation(s)
- Bing Chen
- Department of Neurology, Huai'an First People's Hospital Affiliated to Nanjing Medical University, 223300, , Beijing West Road 6#, Huai'an, Jiangsu Province, People's Republic of China
| | - Yuan He
- Department of Gastrointestinal Surgery, Huai'an Hospital Affiliated to Xuzhou Medical College and Huai'an Second People's Hospital, Huai'an, People's Republic of China
| | - Lei Xia
- Department of Neurology, Huai'an First People's Hospital Affiliated to Nanjing Medical University, 223300, , Beijing West Road 6#, Huai'an, Jiangsu Province, People's Republic of China
| | - Li-Li Guo
- Department of Medical Imaging, Huai'an First People's Hospital Affiliated to Nanjing Medical University, Huai'an, People's Republic of China
| | - Jin-Long Zheng
- Department of Neurology, Huai'an First People's Hospital Affiliated to Nanjing Medical University, 223300, , Beijing West Road 6#, Huai'an, Jiangsu Province, People's Republic of China.
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134
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Dun WH, Yang J, Yang L, Ding D, Ma XY, Liang FL, von Deneen KM, Ma SH, Xu XL, Liu J, Zhang M. Abnormal structure and functional connectivity of the anterior insula at pain-free periovulation is associated with perceived pain during menstruation. Brain Imaging Behav 2016; 11:1787-1795. [DOI: 10.1007/s11682-016-9646-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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135
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Mansour A, Baria AT, Tetreault P, Vachon-Presseau E, Chang PC, Huang L, Apkarian AV, Baliki MN. Global disruption of degree rank order: a hallmark of chronic pain. Sci Rep 2016; 6:34853. [PMID: 27725689 PMCID: PMC5057075 DOI: 10.1038/srep34853] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2016] [Accepted: 09/21/2016] [Indexed: 12/18/2022] Open
Abstract
Chronic pain remains poorly understood; yet it is associated with the reorganization of the nervous system. Here, we demonstrate that a unitary global measure of functional connectivity, defined as the extent of degree rank order disruption, kD, identifies the chronic pain state. In contrast, local degree disruption differentiates between chronic pain conditions. We used resting-state functional MRI data to analyze the brain connectome at varying scales and densities. In three chronic pain conditions, we observe disrupted kD, in proportion to individuals' pain intensity, and associated with community membership disruption. Additionally, we observe regional degree changes, some of which were unique to each type of chronic pain. Subjects with recent onset of back pain exhibited emergence of kD only when the pain became chronic. Similarly, in neuropathic rats kD emerged weeks after injury, in proportion to pain-like behavior. Thus, we found comprehensive cross-species evidence for chronic pain being a state of global randomization of functional connectivity.
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Affiliation(s)
- Ali Mansour
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Alex T. Baria
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Pascal Tetreault
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Etienne Vachon-Presseau
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Pei-Ching Chang
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Lejian Huang
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - A. Vania Apkarian
- Department of Physiology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois 60610, USA
| | - Marwan N. Baliki
- Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, Illinois 60611, USA
- Rehabilitation Institute of Chicago, Chicago, Illinois 60611, USA
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136
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Polli A, Weis L, Biundo R, Thacker M, Turolla A, Koutsikos K, Chaudhuri KR, Antonini A. Anatomical and functional correlates of persistent pain in Parkinson's disease. Mov Disord 2016; 31:1854-1864. [DOI: 10.1002/mds.26826] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Revised: 08/29/2016] [Accepted: 09/09/2016] [Indexed: 02/02/2023] Open
Affiliation(s)
- Andrea Polli
- Parkinson Unit, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Rehabilitation Hospital; Venice Italy
- Laboratory of Robotics and Kinematics, Neurorehabilitation Department, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Hospital Foundation; Venice Italy
| | - Luca Weis
- Parkinson Unit, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Rehabilitation Hospital; Venice Italy
| | - Roberta Biundo
- Parkinson Unit, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Rehabilitation Hospital; Venice Italy
| | - Michael Thacker
- Centre for Human and Aerospace Physiological Sciences, Pain Section, Neuroimaging, Institute of Psychiatry, Kings College London; London United Kingdom
| | - Andrea Turolla
- Laboratory of Robotics and Kinematics, Neurorehabilitation Department, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Hospital Foundation; Venice Italy
- Department of Neuroscience; The University of Sheffield; Sheffield United Kingdom
| | - Kostantinos Koutsikos
- Parkinson Unit, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Rehabilitation Hospital; Venice Italy
| | - K. Ray Chaudhuri
- Neuroscience Research and Development, Denmark Hill Campus, King's College Hospital, King's College London; London United Kingdom
| | - Angelo Antonini
- Parkinson Unit, Institute for Research, Hospitalization and Health Care (IRCCS) San Camillo Rehabilitation Hospital; Venice Italy
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137
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On the interplay between chronic pain and age with regard to neurocognitive integrity: Two interacting conditions? Neurosci Biobehav Rev 2016; 69:174-92. [DOI: 10.1016/j.neubiorev.2016.07.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Revised: 06/04/2016] [Accepted: 07/11/2016] [Indexed: 01/25/2023]
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138
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Coppieters I, Meeus M, Kregel J, Caeyenberghs K, De Pauw R, Goubert D, Cagnie B. Relations Between Brain Alterations and Clinical Pain Measures in Chronic Musculoskeletal Pain: A Systematic Review. THE JOURNAL OF PAIN 2016; 17:949-62. [DOI: 10.1016/j.jpain.2016.04.005] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Revised: 04/11/2016] [Accepted: 04/18/2016] [Indexed: 10/21/2022]
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139
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Gee LE, Walling I, Ramirez-Zamora A, Shin DS, Pilitsis JG. Subthalamic deep brain stimulation alters neuronal firing in canonical pain nuclei in a 6-hydroxydopamine lesioned rat model of Parkinson's disease. Exp Neurol 2016; 283:298-307. [PMID: 27373204 DOI: 10.1016/j.expneurol.2016.06.031] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2016] [Revised: 06/18/2016] [Accepted: 06/28/2016] [Indexed: 01/13/2023]
Abstract
INTRODUCTION Chronic pain is one of the most common non-motor symptoms of Parkinson's disease (PD) affecting up to 85% of patients. Previous studies have established that reduced mechanical and thermal thresholds occur in both idiopathic PD patients and animal models of PD, suggesting that changes may occur in sensory processing circuits. Improvements in sensory thresholds are achieved using subthalamic nucleus (STN) deep brain stimulation (DBS), however the mechanism by which this occurs remains unresolved. MATERIALS AND METHODS We examined unilateral medial forebrain bundle 6-hydroxydopamine (6OHDA) rat model of PD to determine whether STN DBS alters neuronal firing rates in brain areas involved in ascending and descending pain processing. Specifically, single unit in vivo recordings were conducted in the anterior cingulate cortex (ACC), the periaqueductal grey (PAG), and the ventral posteriolateral nucleus of the thalamus (VPL), before, during and after stimulation was applied to the STN at 50 or 150Hz. RESULTS Sham and 6OHDA lesioned animals have similar neuronal firing activity in the VPL, ACC and PAG before stimulation was applied (p>0.05). In 6OHDA lesioned rats, both low frequency stimulation (LFS) (p<0.01) and high frequency stimulation (HFS) (p<0.05) attenuated firing frequency in the ACC. In shams, only LFS decreased firing frequency. A subset of neurons in the PAG was significantly attenuated in both sham and 6OHDA lesioned animals during HFS and LFS (p<0.05), while another subset of PAG neuronal activity significantly increased in 6OHDA lesioned rats during HFS (p<0.05). Finally, low or high frequency STN DBS did not alter neuronal firing frequencies in the VPL. CONCLUSIONS Our results suggest that STN DBS alters neuronal firing in descending pain circuits. We hypothesize that STN DBS attenuates excitatory projections from the ACC to the PAG in 6OHDA lesioned rats. Following this, neurons in the PAG respond by either increasing (during HFS only) or decreasing (during both LFS and HFS), which may modulate descending facilitation or inhibition at the level of the spinal cord. Future work should address specific neuronal changes in the ACC and PAG that occur in a freely moving parkinsonian animal during a pain stimulus treated with STN DBS.
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Affiliation(s)
- Lucy E Gee
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College, Albany, NY, United States; Department of Neurosurgery, Albany Medical Center, Albany, NY, United States
| | - Ian Walling
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College, Albany, NY, United States; Department of Neurosurgery, Albany Medical Center, Albany, NY, United States
| | | | - Damian S Shin
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College, Albany, NY, United States
| | - Julie G Pilitsis
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College, Albany, NY, United States; Department of Neurosurgery, Albany Medical Center, Albany, NY, United States.
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140
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Niddam D, Lee SH, Su YT, Chan RC. Brain structural changes in patients with chronic myofascial pain. Eur J Pain 2016; 21:148-158. [DOI: 10.1002/ejp.911] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/30/2016] [Indexed: 11/08/2022]
Affiliation(s)
- D.M. Niddam
- Brain Research Center; National Yang-Ming University; Taipei Taiwan
- Institute of Brain Science; School of Medicine; National Yang-Ming University; Taipei Taiwan
| | - S.-H. Lee
- Department of Physical Medicine and Rehabilitation; National Yang-Ming University; Taipei Taiwan
- Department of Physical Medicine and Rehabilitation; Taipei Veterans General Hospital; Taipei Taiwan
| | - Y.-T. Su
- Department of Physical Medicine and Rehabilitation; Far Eastern Memorial Hospital; New Taipei City Taiwan
| | - R.-C. Chan
- Department of Physical Medicine and Rehabilitation; National Yang-Ming University; Taipei Taiwan
- Department of Physical Medicine and Rehabilitation; Taipei Veterans General Hospital; Taipei Taiwan
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141
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Shi H, Yuan C, Dai Z, Ma H, Sheng L. Gray matter abnormalities associated with fibromyalgia: A meta-analysis of voxel-based morphometric studies. Semin Arthritis Rheum 2016; 46:330-337. [PMID: 27989500 DOI: 10.1016/j.semarthrit.2016.06.002] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2015] [Revised: 04/28/2016] [Accepted: 06/06/2016] [Indexed: 12/13/2022]
Abstract
OBJECTIVES Studies employing voxel-based morphometry (VBM) have reported inconsistent findings on the association of gray matter (GM) abnormalities with fibromyalgia. The aim of the present study is to identify the most prominent and replicable GM areas that involved in fibromyalgia. METHODS A systematic search of the PubMed database from January 2000 to September 2015 was performed to identify eligible whole-brain VBM studies. Comprehensive meta-analyses to investigate regional GM abnormalities in fibromyalgia were conducted with the Seed-based d Mapping software package. RESULTS Seven studies, reporting nine comparisons and including a grand total of 180 fibromyalgia patients and 126 healthy controls, were included in the meta-analyses. In fibromyalgia patients compared with healthy controls, regional GM decreases were consistently found in the bilateral anterior cingulate/paracingulate cortex/medial prefrontal cortex, the bilateral posterior cingulate/paracingulate cortex, the left parahippocampal gyrus/fusiform cortex, and the right parahippocampal gyrus/hippocampus. Regional GM increases were consistently found in the left cerebellum. Meta-regression demonstrated that age was correlated with GM anomalies in fibromyalgia patients. CONCLUSIONS The current meta-analysis identified a characteristic pattern of GM alterations within the medial pain system, default mode network, and cerebro-cerebellar circuits, which further supports the concept that fibromyalgia is a symptom complex involving brain areas beyond those implicated in chronic pain.
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Affiliation(s)
- HaiCun Shi
- Department of Neurology, Affiliated Yancheng Hospital, School of Medicine, Southeast University, Yancheng, P.R. China
| | - CongHu Yuan
- Department of Anesthesia and Pain Management, Affiliated Yancheng Hospital, School of Medicine, Southeast University, Yancheng, P.R. China
| | - ZhenYu Dai
- Department of Radiology, Affiliated Yancheng Hospital, School of Medicine, Southeast University, Yancheng, P.R. China
| | - HaiRong Ma
- Department of Neurology, Kunshan Hospital of Traditional Chinese Medicine, 215300, Chaoyang Rd 189#, Kunshan, P.R. China
| | - LiQin Sheng
- Department of Neurology, Kunshan Hospital of Traditional Chinese Medicine, 215300, Chaoyang Rd 189#, Kunshan, P.R. China.
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Rauschecker JP, May ES, Maudoux A, Ploner M. Frontostriatal Gating of Tinnitus and Chronic Pain. Trends Cogn Sci 2016; 19:567-578. [PMID: 26412095 DOI: 10.1016/j.tics.2015.08.002] [Citation(s) in RCA: 161] [Impact Index Per Article: 20.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2015] [Revised: 08/04/2015] [Accepted: 08/07/2015] [Indexed: 12/18/2022]
Abstract
Tinnitus and chronic pain are sensory-perceptual disorders associated with negative affect and high impact on well-being and behavior. It is now becoming increasingly clear that higher cognitive and affective brain systems are centrally involved in the pathology of both disorders. We propose that the ventromedial prefrontal cortex and the nucleus accumbens are part of a central 'gatekeeping' system in both sensory modalities, a system which evaluates the relevance and affective value of sensory stimuli and controls information flow via descending pathways. If this frontostriatal system is compromised, long-lasting disturbances are the result. Parallels in both systems are striking and mutually informative, and progress in understanding central gating mechanisms might provide a new impetus to the therapy of tinnitus and chronic pain.
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Affiliation(s)
- Josef P Rauschecker
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, USA; Department of Neurology and TUM-Neuroimaging Center, Technische Universität München, Munich, Germany; Institute for Advanced Study, Technische Universität München, Munich, Germany.
| | - Elisabeth S May
- Department of Neurology and TUM-Neuroimaging Center, Technische Universität München, Munich, Germany
| | - Audrey Maudoux
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, USA
| | - Markus Ploner
- Department of Neurology and TUM-Neuroimaging Center, Technische Universität München, Munich, Germany
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143
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Torta DM, Costa T, Luda E, Barisone MG, Palmisano P, Duca S, Geminiani G, Cauda F. Nucleus accumbens functional connectivity discriminates medication-overuse headache. NEUROIMAGE-CLINICAL 2016; 11:686-693. [PMID: 27330969 PMCID: PMC4900511 DOI: 10.1016/j.nicl.2016.05.007] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Revised: 03/06/2016] [Accepted: 05/11/2016] [Indexed: 01/07/2023]
Abstract
Medication-overuse headache (MOH) is a secondary form of headache related to the overuse of triptans, analgesics and other acute headache medications. It is believed that MOH and substance addiction share some similar pathophysiological mechanisms. In this study we examined the whole brain resting state functional connectivity of the dorsal and ventral striatum in 30 patients (15 MOH and 15 non-MOH patients) to investigate if classification algorithms can successfully discriminate between MOH and non-MOH patients on the basis of the spatial pattern of resting state functional connectivity of the dorsal and ventral striatal region of interest. Our results indicated that both nucleus accumbens and dorsal rostral putamen functional connectivity could discriminate between MOH and non-MOH patients, thereby providing possible support to two interpretations. First, that MOH patients show altered reward functionality in line with drug abusers (alterations in functional connectivity of the nucleus accumbens). Second, that MOH patients show inability to break habitual behavior (alterations in functional connectivity of the dorsal striatum). In conclusion, our data showed that MOH patients were characterized by an altered functional connectivity of motivational circuits at rest. These differences could permit the blind discrimination between the two conditions using classification algorithms. Considered overall, our findings might contribute to the development of novel diagnostic measures. Nucleus accumbens functional connectivity could discriminate between MOH and non-MOH patients. Dorsal rostral putamen functional connectivity could also discriminate between MOH and non-MOH patients. Our data provide insights on possible pathophysiological mechanisms of medication abuse.
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Affiliation(s)
- D M Torta
- GCS fMRI, Koelliker Hospital and University of Turin, Turin, Italy; Department of Psychology, University of Turin, Turin, Italy; Institute of Neuroscience, IoNS, Université catholique de Louvain, Brussels, Belgium.
| | - T Costa
- GCS fMRI, Koelliker Hospital and University of Turin, Turin, Italy; Department of Psychology, University of Turin, Turin, Italy
| | - E Luda
- Division of Neurology, Rivoli Hospital, Turin, Italy
| | - M G Barisone
- Division of Neurology, Rivoli Hospital, Turin, Italy; Neuropsychology Unit, Division of Neurology, Rivoli Hospital, Turin, Italy
| | - P Palmisano
- Division of Neurology, Rivoli Hospital, Turin, Italy; Neuropsychology Unit, Division of Neurology, Rivoli Hospital, Turin, Italy
| | - S Duca
- GCS fMRI, Koelliker Hospital and University of Turin, Turin, Italy
| | - G Geminiani
- GCS fMRI, Koelliker Hospital and University of Turin, Turin, Italy; Department of Psychology, University of Turin, Turin, Italy
| | - F Cauda
- GCS fMRI, Koelliker Hospital and University of Turin, Turin, Italy; Department of Psychology, University of Turin, Turin, Italy
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144
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Albrecht DS, Granziera C, Hooker JM, Loggia ML. In Vivo Imaging of Human Neuroinflammation. ACS Chem Neurosci 2016; 7:470-83. [PMID: 26985861 DOI: 10.1021/acschemneuro.6b00056] [Citation(s) in RCA: 149] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Neuroinflammation is implicated in the pathophysiology of a growing number of human disorders, including multiple sclerosis, chronic pain, traumatic brain injury, and amyotrophic lateral sclerosis. As a result, interest in the development of novel methods to investigate neuroinflammatory processes, for the purpose of diagnosis, development of new therapies, and treatment monitoring, has surged over the past 15 years. Neuroimaging offers a wide array of non- or minimally invasive techniques to characterize neuroinflammatory processes. The intent of this Review is to provide brief descriptions of currently available neuroimaging methods to image neuroinflammation in the human central nervous system (CNS) in vivo. Specifically, because of the relatively widespread accessibility of equipment for nuclear imaging (positron emission tomography [PET]; single photon emission computed tomography [SPECT]) and magnetic resonance imaging (MRI), we will focus on strategies utilizing these technologies. We first provide a working definition of "neuroinflammation" and then discuss available neuroimaging methods to study human neuroinflammatory processes. Specifically, we will focus on neuroimaging methods that target (1) the activation of CNS immunocompetent cells (e.g. imaging of glial activation with TSPO tracer [(11)C]PBR28), (2) compromised BBB (e.g. identification of MS lesions with gadolinium-enhanced MRI), (3) CNS-infiltration of circulating immune cells (e.g. tracking monocyte infiltration into brain parenchyma with iron oxide nanoparticles and MRI), and (4) pathological consequences of neuroinflammation (e.g. imaging apoptosis with [(99m)Tc]Annexin V or iron accumulation with T2* relaxometry). This Review provides an overview of state-of-the-art techniques for imaging human neuroinflammation which have potential to impact patient care in the foreseeable future.
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Affiliation(s)
| | - Cristina Granziera
- Neuro-Immunology,
Neurology Division, Department of Clinical Neurosciences, Centre Hospitalier
Universitaire Vaudois and University of Lausanne, CH-1011 Lausanne, Switzerland
- LTS5, Ecole
Polytechnique
Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
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145
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Weiss T. Plasticity and Cortical Reorganization Associated With Pain. ZEITSCHRIFT FUR PSYCHOLOGIE-JOURNAL OF PSYCHOLOGY 2016. [DOI: 10.1027/2151-2604/a000241] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Abstract. This review focuses on plasticity and reorganization associated with pain. It is well established that noxious stimulation activates a large network of neural structures in the human brain, which is often denominated as the neuromatrix of pain. Repeated stimulation is able to induce plasticity in nearly all structures of this neuromatrix. While the plasticity to short-term stimulation is usually transient, long-term stimulation might induce persistent changes within the neuromatrix network and reorganize its functions and structures. Interestingly, a large longitudinal study on patients with subacute back pain found predictors for the persistence of pain versus remission in mesolimbic structures not usually included in the neuromatrix of pain. From these results, new concepts of nociception, pain, and transition from acute to chronic pain emerged. Overall, this review outlines a number of plastic changes in response to pain. However, the role of plasticity for chronic pain has still to be established.
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Affiliation(s)
- Thomas Weiss
- Department of Biological and Clinical Psychology, Friedrich Schiller University Jena, Germany
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146
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Henderson LA, Di Pietro F. How do neuroanatomical changes in individuals with chronic pain result in the constant perception of pain? Pain Manag 2016; 6:147-59. [PMID: 26997246 DOI: 10.2217/pmt.15.67] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Since the advent of anatomical brain imaging analysis techniques, numerous reports have shown altered regional brain anatomy in individuals with various chronic pain conditions. While early reports of increased regional brain volumes in taxi drivers and pianists were simply interpreted as responses to excessive use, the mechanisms responsible for anatomical changes associated with chronic pain are not so straightforward. The main aim of this paper is to explore the potential underlying cellular changes responsible for change in gross brain anatomy in individuals with chronic pain, in particular pain following nervous system damage. Determining the basis of these changes may provide a platform for development of targeted, personalized and ultimately more effective treatment regimens.
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Affiliation(s)
- Luke A Henderson
- Department of Anatomy & Histology, F13, University of Sydney, Sydney, Australia
| | - Flavia Di Pietro
- Department of Anatomy & Histology, F13, University of Sydney, Sydney, Australia
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147
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Ligon CO, Moloney RD, Greenwood-Van Meerveld B. Targeting Epigenetic Mechanisms for Chronic Pain: A Valid Approach for the Development of Novel Therapeutics. J Pharmacol Exp Ther 2016; 357:84-93. [DOI: 10.1124/jpet.115.231670] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023] Open
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149
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De Ridder D, Vanneste S. Burst and Tonic Spinal Cord Stimulation: Different and Common Brain Mechanisms. Neuromodulation 2015; 19:47-59. [DOI: 10.1111/ner.12368] [Citation(s) in RCA: 112] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2015] [Revised: 09/05/2015] [Accepted: 09/24/2015] [Indexed: 12/11/2022]
Affiliation(s)
- Dirk De Ridder
- Department of Surgical Sciences, Section of Neurosurgery; Dunedin School of Medicine; University of Otago; Dunedin New Zealand
| | - Sven Vanneste
- Lab for Clinical & Integrative Neuroscience; School of Behavioral and Brain Sciences; The University of Texas at Dallas; Dallas TX USA
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Abstract
Recent neuroimaging studies suggest that the brain adapts with pain, as well as imparts risk for developing chronic pain. Within this context, we revisit the concepts for nociception, acute and chronic pain, and negative moods relative to behavior selection. We redefine nociception as the mechanism protecting the organism from injury, while acute pain as failure of avoidant behavior, and a mesolimbic threshold process that gates the transformation of nociceptive activity to conscious pain. Adaptations in this threshold process are envisioned to be critical for development of chronic pain. We deconstruct chronic pain into four distinct phases, each with specific mechanisms, and outline current state of knowledge regarding these mechanisms: the limbic brain imparting risk, and the mesolimbic learning processes reorganizing the neocortex into a chronic pain state. Moreover, pain and negative moods are envisioned as a continuum of aversive behavioral learning, which enhance survival by protecting against threats.
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Affiliation(s)
- Marwan N Baliki
- Department of Physiology, Feinberg School of Medicine, 303 East Chicago Avenue, Chicago, IL 60610, USA.
| | - A Vania Apkarian
- Department of Physiology, Feinberg School of Medicine, 303 East Chicago Avenue, Chicago, IL 60610, USA; Department of Anesthesia, Feinberg School of Medicine, 303 East Chicago Avenue, Chicago, IL 60610, USA; Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, 303 East Chicago Avenue, Chicago, IL 60610, USA.
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