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Ashina S, Muenzel EJ, Nicholson RA, Zagar AJ, Buse DC, Reed ML, Shapiro RE, Hutchinson S, Pearlman EM, Lipton RB. Machine learning identifies factors most associated with seeking medical care for migraine: Results of the OVERCOME (US) study. Headache 2024. [PMID: 38785227 DOI: 10.1111/head.14729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 04/01/2024] [Accepted: 04/04/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVE Utilize machine learning models to identify factors associated with seeking medical care for migraine. BACKGROUND Migraine is a leading cause of disability worldwide, yet many people with migraine do not seek medical care. METHODS The web-based survey, ObserVational survey of the Epidemiology, tReatment and Care Of MigrainE (US), annually recruited demographically representative samples of the US adult population (2018-2020). Respondents with active migraine were identified via a validated diagnostic questionnaire and/or a self-reported medical diagnosis of migraine, and were then asked if they had consulted a healthcare professional for their headaches in the previous 12 months (i.e., "seeking care"). This included in-person/telephone/or e-visit at Primary Care, Specialty Care, or Emergency/Urgent Care locations. Supervised machine learning (Random Forest) and Least Absolute Shrinkage and Selection Operator (LASSO) algorithms identified 13/54 sociodemographic and clinical factors most associated with seeking medical care for migraine. Random Forest models complex relationships (including interactions) between predictor variables and a response. LASSO is also an efficient feature selection algorithm. Linear models were used to determine the multivariable association of those factors with seeking care. RESULTS Among 61,826 persons with migraine, the mean age was 41.7 years (±14.8) and 31,529/61,826 (51.0%) sought medical care for migraine in the previous 12 months. Of those seeking care for migraine, 23,106/31,529 (73.3%) were female, 21,320/31,529 (67.6%) were White, and 28,030/31,529 (88.9%) had health insurance. Severe interictal burden (assessed via the Migraine Interictal Burden Scale-4, MIBS-4) occurred in 52.8% (16,657/31,529) of those seeking care and in 23.1% (6991/30,297) of those not seeking care; similar patterns were observed for severe migraine-related disability (assessed via the Migraine Disability Assessment Scale, MIDAS) (36.7% [11,561/31,529] vs. 14.6% [4434/30,297]) and severe ictal cutaneous allodynia (assessed via the Allodynia Symptom Checklist, ASC-12) (21.0% [6614/31,529] vs. 7.4% [2230/30,297]). Severe interictal burden (vs. none, OR 2.64, 95% CI [2.5, 2.8]); severe migraine-related disability (vs. little/none, OR 2.2, 95% CI [2.0, 2.3]); and severe ictal allodynia (vs. none, OR 1.7, 95% CI [1.6, 1.8]) were strongly associated with seeking care for migraine. CONCLUSIONS Seeking medical care for migraine is associated with higher interictal burden, disability, and allodynia. These findings could support interventions to promote care-seeking among people with migraine, encourage assessment of these factors during consultation, and prioritize these domains in selecting treatments and measuring their benefits.
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Affiliation(s)
- Sait Ashina
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
- Department of Anesthesia, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
- Department of Clinical Medicine, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | - Dawn C Buse
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | | | - Robert E Shapiro
- Department of Neurological Sciences, Larner College of Medicine, University of Vermont, Burlington, Vermont, USA
| | - Susan Hutchinson
- Orange County Migraine and Headache Center, Irvine, California, USA
| | | | - Richard B Lipton
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
- Montefiore Headache Center, Bronx, New York, USA
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Blumenfeld AM, Lipton RB, Silberstein S, Tepper SJ, Charleston L, Landy S, Kuruvilla DE, Manack Adams A. Multimodal Migraine Management and the Pursuit of Migraine Freedom: A Narrative Review. Neurol Ther 2023; 12:1533-1551. [PMID: 37542624 PMCID: PMC10444724 DOI: 10.1007/s40120-023-00529-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 07/21/2023] [Indexed: 08/07/2023] Open
Abstract
Migraine is a neurologic disease with a complex pathophysiology that can be controlled with current treatment options but not cured. Therefore, treatment expectations are highly variable. The concept of migraine freedom was recently introduced and can mean different things, with some, for example, expecting complete freedom from headache and associated symptoms and others accepting the occasional migraine attack if it does not impact functioning. Therefore, migraine management should be optimized so that patients can have the best opportunity to achieve their optimal treatment goals. With migraine freedom as a goal and, given the complex pathophysiology of migraine and the high incidence of comorbidities among individuals with migraine, treatment with a single modality may be insufficient, as it may not achieve migraine freedom in those with more frequent or disabling attacks. In this clinical perspective article, we have identified four key, partially overlapping principles of multimodal migraine treatment: (1) manage common comorbidities; (2) control modifiable risk factors for progression by addressing medication and caffeine overuse; (3) diagnose and treat secondary causes of headache, if present; and (4) individualize acute and preventive treatments to minimize pain, functional disability, and allodynia. There are many barriers to pursuing migraine freedom, and strategies to overcome them should be optimized. Migraine freedom should be an aspirational goal both at the individual attack level and for the disease overall. We believe that a comprehensive and multimodal approach that addresses all barriers people with migraine face could move patients closer to migraine freedom.
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Affiliation(s)
| | | | | | - Stewart J Tepper
- New England Institute for Neurology and Headache, Stamford, CT, USA
| | - Larry Charleston
- Department of Neurology and Ophthalmology, Michigan State University College of Human Medicine, East Lansing, MI, USA
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Pijpers JA, Kies DA, van Zwet EW, de Boer I, Terwindt GM. Cutaneous allodynia as predictor for treatment response in chronic migraine: a cohort study. J Headache Pain 2023; 24:118. [PMID: 37644420 PMCID: PMC10466691 DOI: 10.1186/s10194-023-01651-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 08/10/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND Central sensitisation is an important mechanism in migraine chronification. It is presumed to occur in second and third order neurons sequentially, resulting in an analogous spatial distribution of cutaneous allodynia with cephalic and extracephalic symptoms. We investigated whether allodynia, and its subtypes based on spatial distribution and type of stimulus, predict response to treatment in chronic migraine patients. METHODS This study was conducted as part of the CHARM study (NTR3440), a randomized, double-blind, placebo-controlled trial in chronic migraine patients with medication overuse. We included 173 patients. The presence of cutaneous allodynia at baseline was established with the Allodynia Symptom Checklist. Primary endpoint was reversion from chronic to episodic migraine. RESULTS Of all patients, 74.6% reported cutaneous allodynia. Absence of allodynia compared to presence of allodynia was predictive for reversion from chronic to episodic migraine, odds ratio (OR): 2.45 (95% CI: 1.03-5.84), p = 0.042. The predictive value was more pronounced when subdivided for spatial distribution, for participants without allodynia versus cephalic (OR: 4.16 (95% CI: 1.21-14.30), p = 0.024) and extracephalic (OR: 7.32 (95% CI: 1.98- 27.11), p = 0.003) allodynia. Mechanical, but not thermal, allodynia, was associated with outcome. CONCLUSIONS Cutaneous allodynia, an important marker for central sensitization, likely has predictive value for treatment response in chronic migraine.
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Affiliation(s)
- Judith A Pijpers
- Department of Neurology, Leiden University Medical Centre, PO Box 9600, 2300 RC, Leiden, The Netherlands
| | - Dennis A Kies
- Department of Neurology, Leiden University Medical Centre, PO Box 9600, 2300 RC, Leiden, The Netherlands
- Department Radiology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Erik W van Zwet
- Department Medical Statistics, Leiden University Medical Centre, Leiden, The Netherlands
| | - Irene de Boer
- Department of Neurology, Leiden University Medical Centre, PO Box 9600, 2300 RC, Leiden, The Netherlands
| | - Gisela M Terwindt
- Department of Neurology, Leiden University Medical Centre, PO Box 9600, 2300 RC, Leiden, The Netherlands.
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4
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Bagherzadeh-Fard M, Amin Yazdanifar M, Sadeghalvad M, Rezaei N. Erenumab efficacy in migraine headache prophylaxis: A systematic review. Int Immunopharmacol 2023; 117:109366. [PMID: 37012858 DOI: 10.1016/j.intimp.2022.109366] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 09/25/2022] [Accepted: 10/15/2022] [Indexed: 03/11/2023]
Abstract
OBJECTIVE This systematic review aims to show the efficiency of Erenumab in the preventive therapy of episodic and chronic migraine, which is still under research. BACKGROUND Migraine is a chronic neurovascular disorder that causes disability and a social burden. There are various medications used for migraine prevention regimens, most of which have unwanted side effects and aren't often quite effective. Erenumab is a monoclonal antibody that targets calcitonin gene-related peptide receptors and was recently approved by the Food and Drug Administration for migraine prevention. METHODS For this systematic review, we searched through Scopus and PubMed databases using "Erenumab" or "AMG 334" and "migraine" as keywords, and all the studies from 2016 to March 18, 2022, were included. Original English articles assessing any outcomes referring to the efficacy of Erenumab in migraine headache treatment were included in this study. RESULTS We found 53 out of 605 papers eligible to be investigated. Erenumab in both dosages of 70 mg and 140 mg could decrease the mean of monthly migraine days and monthly acute migraine-specific medication days. Erenumab also has a higher rate of ≥ 50 %, ≥ 75 %, and 100 % reduction in monthly migraine days from the baseline in different regions. The efficacy of Erenumab was initiated in the first week of administration and sustained throughout and after treatment. Erenumab was also potent in the treatment of migraine with allodynia, aura, prior preventive therapy failure, medication overuse headache, and menstrual migraine. Erenumab also had favorable outcomes in combination therapy with other preventive drugs like Onabotulinumtoxin-A. CONCLUSION Erenumab had remarkable efficacy in the short and long-term treatment of episodic and chronic migraine, notably the patients with difficult-to-treat migraine headaches.
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Affiliation(s)
- Mahsa Bagherzadeh-Fard
- Qom University of Medical Sciences, Qom, Iran; Systematic Review and Meta-Analysis Expert Group (SRMEG), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Mohammad Amin Yazdanifar
- Qom University of Medical Sciences, Qom, Iran; Systematic Review and Meta-Analysis Expert Group (SRMEG), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Mona Sadeghalvad
- Systematic Review and Meta-Analysis Expert Group (SRMEG), Universal Scientific Education and Research Network (USERN), Tehran, Iran; Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Nima Rezaei
- Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran; Network of Immunity in Infection, Malignancy and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Tehran,Iran; Research Center for Immunodeficiencies, Children's Medical Center, Tehran University of Medical Sciences, Tehran, Iran.
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Amani H, Soltani Khaboushan A, Terwindt GM, Tafakhori A. Glia Signaling and Brain Microenvironment in Migraine. Mol Neurobiol 2023; 60:3911-3934. [PMID: 36995514 DOI: 10.1007/s12035-023-03300-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 02/27/2023] [Indexed: 03/31/2023]
Abstract
Migraine is a complicated neurological disorder affecting 6% of men and 18% of women worldwide. Various mechanisms, including neuroinflammation, oxidative stress, altered mitochondrial function, neurotransmitter disturbances, cortical hyperexcitability, genetic factors, and endocrine system problems, are responsible for migraine. However, these mechanisms have not completely delineated the pathophysiology behind migraine, and they should be further studied. The brain microenvironment comprises neurons, glial cells, and vascular structures with complex interactions. Disruption of the brain microenvironment is the main culprit behind various neurological disorders. Neuron-glia crosstalk contributes to hyperalgesia in migraine. In the brain, microenvironment and related peripheral regulatory circuits, microglia, astrocytes, and satellite cells are necessary for proper function. These are the most important cells that could induce migraine headaches by disturbing the balance of the neurotransmitters in the nervous system. Neuroinflammation and oxidative stress are the prominent reactions glial cells drive during migraine. Understanding the role of cellular and molecular components of the brain microenvironment on the major neurotransmitters engaged in migraine pathophysiology facilitates the development of new therapeutic approaches with higher effectiveness for migraine headaches. Investigating the role of the brain microenvironment and neuroinflammation in migraine may help decipher its pathophysiology and provide an opportunity to develop novel therapeutic approaches for its management. This review aims to discuss the neuron-glia interactions in the brain microenvironment during migraine and their potential role as a therapeutic target for the treatment of migraine.
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Affiliation(s)
- Hanieh Amani
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Alireza Soltani Khaboushan
- Students' Scientific Research Center, Tehran University of Medical Sciences, Tehran, Iran.
- Iranian Center of Neurological Research, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran.
| | - Gisela M Terwindt
- Department of Neurology, Leiden University Medical Center, Leiden, The Netherlands
| | - Abbas Tafakhori
- Iranian Center of Neurological Research, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran.
- Department of Neurology, Imam Khomeini Hospital, Keshavarz Blvd., Tehran, Iran.
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Suzuki K, Suzuki S, Shiina T, Kobayashi S, Hirata K. Central Sensitization in Migraine: A Narrative Review. J Pain Res 2022; 15:2673-2682. [PMID: 36101891 PMCID: PMC9464439 DOI: 10.2147/jpr.s329280] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 08/16/2022] [Indexed: 11/23/2022] Open
Abstract
Central sensitization (CS) is an increase in the responsiveness of nociceptive neurons in the central nervous system to their normal afferent input. As a result, even minor irritation can induce severe pain, leading to the chronicity and severity of various diseases, such as neurological disorders. CS is associated with migraine, which is a major neurological disorder that inflicts a high disability in daily life. Specifically, CS is thought to be involved in the pathogenesis of cutaneous allodynia as well as chronification of migraine. In this article, we reviewed the association between CS and migraine, including pathophysiological aspects and evidence from clinical studies. We suggest that appropriate screening and management of CS in migraine could further improve the quality of life of migraine patients.
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Affiliation(s)
- Keisuke Suzuki
- Department of Neurology, Dokkyo Medical University, Mibu, Japan
| | - Shiho Suzuki
- Department of Neurology, Dokkyo Medical University, Mibu, Japan
| | - Tomohiko Shiina
- Department of Neurology, Dokkyo Medical University, Mibu, Japan
| | - Saro Kobayashi
- Department of Neurology, Dokkyo Medical University, Mibu, Japan
| | - Koichi Hirata
- Department of Neurology, Dokkyo Medical University, Mibu, Japan
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The ultimate guide to the anti-CGRP monoclonal antibodies galaxy. Neurol Sci 2022; 43:5673-5685. [DOI: 10.1007/s10072-022-06199-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 06/01/2022] [Indexed: 10/18/2022]
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Mínguez-Olaondo A, Quintas S, Morollón Sánchez-Mateos N, López-Bravo A, Vila-Pueyo M, Grozeva V, Belvís R, Santos-Lasaosa S, Irimia P. Cutaneous Allodynia in Migraine: A Narrative Review. Front Neurol 2022; 12:831035. [PMID: 35153995 PMCID: PMC8830422 DOI: 10.3389/fneur.2021.831035] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 12/29/2021] [Indexed: 11/28/2022] Open
Abstract
Objective In the present work, we conduct a narrative review of the most relevant literature on cutaneous allodynia (CA) in migraine. Background CA is regarded as the perception of pain in response to non-noxious skin stimulation. The number of research studies relating to CA and migraine has increased strikingly over the last few decades. Therefore, the clinician treating migraine patients must recognize this common symptom and have up-to-date knowledge of its importance from the pathophysiological, diagnostic, prognostic and therapeutic point of view. Methods We performed a comprehensive narrative review to analyze existing literature regarding CA in migraine, with a special focus on epidemiology, pathophysiology, assessment methods, risk for chronification, diagnosis and management. PubMed and the Cochrane databases were used for the literature search. Results The prevalence of CA in patients with migraine is approximately 60%. The mechanisms underlying CA in migraine are not completely clarified but include a sensitization phenomenon at different levels of the trigemino-talamo-cortical nociceptive pathway and dysfunction of brainstem and cortical areas that modulate thalamocortical inputs. The gold standard for the assessment of CA is quantitative sensory testing (QST), but the validated Allodynia 12-item questionnaire is preferred in clinical setting. The presence of CA is associated with an increased risk of migraine chronification and has therapeutic implications. Conclusions CA is a marker of central sensitization in patients with migraine that has been associated with an increased risk of chronification and may influence therapeutic decisions.
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Affiliation(s)
- Ane Mínguez-Olaondo
- Neurology Department, Hospital Universitario Donostia, San Sebastián, Spain
- Athenea Neuroclinics, Policlínica Guipúzcoa, Grupo Quirón Salud Donostia, San Sebastián, Spain
- Neuroscience Area, Biodonostia Health Institute, Donostia, Spain
- Medicine Faculty, University of Deusto, Bilbao, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | - Sonia Quintas
- Hospital Universitario de la Princesa, Madrid, Spain
| | | | - Alba López-Bravo
- Hospital Reina Sofía, Tudela, Spain
- Instituto de Investigación Sanitaria Aragón, Zaragoza, Spain
| | - Marta Vila-Pueyo
- Headache and Neurological Pain Research Group, Department of Medicine, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | | | - Robert Belvís
- Headache and Neuralgia Unit, Neurology Department, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Sonia Santos-Lasaosa
- Instituto de Investigación Sanitaria Aragón, Zaragoza, Spain
- Hospital Clínico Universitario Lozano Blesa, Zaragoza, Spain
| | - Pablo Irimia
- Clínica Universidad de Navarra, Pamplona, Spain
- *Correspondence: Pablo Irimia
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Pensato U, Baraldi C, Favoni V, Cainazzo MM, Torelli P, Querzani P, Pascazio A, Mascarella D, Matteo E, Quintana S, Asioli GM, Cortelli P, Pierangeli G, Guerzoni S, Cevoli S. Real-life assessment of erenumab in refractory chronic migraine with medication overuse headache. Neurol Sci 2021; 43:1273-1280. [PMID: 34224026 DOI: 10.1007/s10072-021-05426-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Accepted: 06/21/2021] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To determine whether erenumab is effective and safe in refractory chronic migraine with medication overuse headache. METHODS In this prospective, multicentric, real-life study, chronic migraine with medication overuse headache patients who received erenumab were recruited. Study inclusion was limited to patients who previously failed onabotulinumtoxinA in addition to at least three other pharmacological commonly used migraine preventive medication classes. RESULTS Of 396 patients who received erenumab, 38% (n = 149) met inclusion criteria. After 3 months, 51% (n = 76) and 20% (n = 30) patients achieved ≥ 50% and ≥ 75% reduction in monthly headache days, respectively. Monthly pain medications intake decreased from 46.1 ± 35.3 to 16.8 ± 13.9 (p < 0.001), while monthly headache days decreased from 25.4 ± 5.4 to 14.1 ± 8.6 (p < 0.001). Increasing efficacy of erenumab over the study period was observed. Allodynia was a negative predictive factor of erenumab response (odds ratio = 0.47; p = 0.03). Clinical conversion to episodic migraine with no medication overuse was observed in 64% (n = 96) patients. No serious adverse events were observed. CONCLUSIONS Erenumab reduced significantly migraine frequency and pain medication intake in refractory chronic migraine with MOH patients.
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Affiliation(s)
- Umberto Pensato
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy
| | - Carlo Baraldi
- Medical Toxicology-Headache and Drug Abuse Research Centre, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Valentina Favoni
- IRCCS Istituto Delle Scienze Neurologiche Di Bologna, Bologna, Italy
| | - Maria Michela Cainazzo
- Medical Toxicology-Headache and Drug Abuse Research Centre, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Paola Torelli
- Headache Centre, University Hospital of Parma, AOUPR, Parma, Italy.,Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Pietro Querzani
- Neurology Unit, S. Maria Delle Croci Hospital-AUSL Romagna, Ravenna, Italy
| | - Alessia Pascazio
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy
| | - Davide Mascarella
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy
| | - Eleonora Matteo
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy
| | - Simone Quintana
- Headache Centre, University Hospital of Parma, AOUPR, Parma, Italy.,Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Gian Maria Asioli
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy
| | - Pietro Cortelli
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy.,IRCCS Istituto Delle Scienze Neurologiche Di Bologna, Bologna, Italy
| | - Giulia Pierangeli
- Department of Biomedical and NeuroMotor Sciences of Bologna, University of Bologna, Bologna, Italy.,IRCCS Istituto Delle Scienze Neurologiche Di Bologna, Bologna, Italy
| | - Simona Guerzoni
- Medical Toxicology-Headache and Drug Abuse Research Centre, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Sabina Cevoli
- IRCCS Istituto Delle Scienze Neurologiche Di Bologna, Bologna, Italy.
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