1
|
Phillips K, Nirantharakumar K, Wakerley BR, Crowe FL. Trends in the prevalence and pharmacological management of migraine during pregnancy in the UK, 2000-2018. J Neurol Neurosurg Psychiatry 2024; 95:938-946. [PMID: 38569874 PMCID: PMC11420713 DOI: 10.1136/jnnp-2024-333530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 03/19/2024] [Indexed: 04/05/2024]
Abstract
BACKGROUND Migraine is common in women of reproductive age. This study aimed to (1) describe the prevalence of migraine in pregnant women in the UK, (2) identify drugs commonly prescribed for migraine during pregnancy and (3) identify characteristics associated with being prescribed medication for migraine during pregnancy. METHODS The Clinical Practice Research Datalink pregnancy register, a database of pregnancy episodes identified in anonymised primary care health records, was used.Crude and age-standardised prevalence of migraine during pregnancy and the proportion of women with migraine prescribed drugs used for migraine management were calculated for each year between 2000 and 2018.Logistic regression was used to describe the relationship between patient characteristics and being prescribed migraine medication during pregnancy. RESULTS 1 377 053 pregnancies were included, of which 187 328 were in women with a history of migraine. The age-adjusted prevalence increased from 11.4% in 2000 to 17.2% in 2018. There was an increase in the rates of prescription for numerous medications for the management of migraine.Older women (adjusted OR (aOR) 1.41 (1.20 to 1.66)), women of black (aOR 1.40 (1.32 to 1.48)) and South Asian ethnicity (aOR 1.48 (1.38 to 1.59)), those living in the most deprived areas (aOR 1.60 (1.54 to 1.66)), women who were obese (aOR 1.39 (1.35 to 1.43)), smokers (aOR 1.15 (1.12 to 1.18)) and those with comorbid conditions were more likely to receive a prescription during pregnancy. CONCLUSIONS Rates of recorded migraine have increased over the past two decades as well as rates of prescribing in women with migraine. Higher prescribing rates are seen in certain groups, which has the potential to exacerbate health inequalities.
Collapse
Affiliation(s)
- Katherine Phillips
- Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| | - Krishnarajah Nirantharakumar
- Institute of Applied Health Research, University of Birmingham, Birmingham, UK
- Midlands Health Data Research UK, University of Birmingham, Birmingham, UK
| | - Benjamin R Wakerley
- Institute of Metabolism and Systems Research, University of Birmingham, Birmingham, UK
- Department of Neurology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Francesca L Crowe
- Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| |
Collapse
|
2
|
Liu M, Liu M, Chen Z. Hypoperfusion of hypothalamic subunits in medication-overuse headache using a 3D PCASL MRI. Sci Rep 2024; 14:18106. [PMID: 39103427 PMCID: PMC11300719 DOI: 10.1038/s41598-024-69349-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 08/03/2024] [Indexed: 08/07/2024] Open
Abstract
Hypothalamus is a crucial deep brain area that is responsible for the integration and coordination of various brain functions. The altered perfusion of hypothalamus during headache caused by medication-overuse headache (MOH) was previously unknown. In the current study, the altered perfusion of hypothalamic subregions in MOH patients was investigated using state-of-the-art 3D pseudo-continuous arterial spin labeling (PCASL) MR imaging. In this study, 29 normal controls subjects (NCs) and 29 MOH patients underwent 3D PCASL and brain structural MR imaging. The hypothalamus was automatically segmented into 10 subunits and the volume of each subunit was automatically determined using Freesurfer software (v7.4.1). All segmented hypothalamic subunits were converted to individual hypothalamic subunit masks. The cerebral blood flow (CBF) images were coregistered with the raw brain structural images and resliced. The CBF value of each hypothalamic subunit was extracted from the warped CBF images. The volume and CBF value of each hypothalamic subunit were analyzed using the independent sample T test and Mann-Whitney U test, receiver operating characteristic (ROC) curve analysis, and Pearson and Spearman correlation analysis. Hypothalamic subunits with significantly decreased perfusion were located in the left posterior, left tubular superior, right anterior-inferior, right tubular inferior, right tubular superior, right posterior subunit and the entire right hypothalamus [CBF value for MOH vs NC (mL/100 g·min): 48.41 ± 6.75 vs 54.08 ± 11.47, 44.44 ± 4.79 vs 48.11 ± 7.73, 41.49 (32.90, 61.46) vs 49.38 ± 10.47, 46.62 ± 7.04 vs 53.90 ± 11.75, 42.12 ± 5.74 vs 47.02 ± 9.99, 42.79 ± 5.15 vs 47.93 ± 10.48 and 43.58 ± 5.06 vs 48.65 ± 9.33, respectively] in MOH compared to NC (P < 0.05). ROC analysis for these positive subunits revealed that area under the curve was 0.658-0.693, and ROC curve for left posterior subunit had the highest specificity of 93.10% while the entire right hypothalamus had the highest sensitivity of 72.41%. Further correlation analysis showed that the CBF value of the left posterior, right anterior-inferior, right tubular superior, whole right hypothalamus presented significantly negative correlation with Hamilton Depression Scale (HAMD) score (P < 0.05). Hypoperfusion of hypothalamic subunits may contribute to the understanding of MOH pathogenesis, and the 3D PCASL could be considered as a potential diagnostic and assessment tool for MOH.
Collapse
Affiliation(s)
- Mengqi Liu
- Department of Radiology, Hainan Hospital of PLA General Hospital, No. 80 Jianglin Road, Haitang District, Sanya, 572013, China
- Department of Radiology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Mengyu Liu
- Department of Radiology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Zhiye Chen
- Department of Radiology, Hainan Hospital of PLA General Hospital, No. 80 Jianglin Road, Haitang District, Sanya, 572013, China.
| |
Collapse
|
3
|
Liu H, Liu J, Sun S, Dai W, Nie B, Xu B, Dong Z, Yu S. Medication overuse headache associated with decreased dopamine transporter availability in the medial but not in the lateral orbitofrontal cortex: a 11CFT PET/MR study. Int J Neurosci 2024; 134:543-550. [PMID: 36120989 DOI: 10.1080/00207454.2022.2126773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 08/25/2022] [Accepted: 08/26/2022] [Indexed: 10/14/2022]
Abstract
BACKGROUNDS Dysfunction of the mesocorticolimbic dopamine system in medication overuse headache (MOH) is unknown. This study aimed to determine dopamine transporter (DAT) availability, which is sensitive to dopamine levels, in the mesocorticolimbic dopamine system in MOH patients. METHODS This case-control study investigated eligible MOH patients admitted to the International Headache Centre in the neurological department of Chinese PLA General Hospital between July 2018 and August 2019. All subjects underwent an integrated positron emission tomography (PET)/magnetic resonance (MR) brain scans with 11CFT, a radioligand that binds to DAT. Standardised uptake value ratio (SUVr) images were compared voxelwise between MOH patients and healthy controls (HCs). SUVr values from significantly changed regions were extracted, and partial correlation analyses with clinical measures were conducted. RESULTS We examined 17 MOH patients and 16 HCs. MOH patients had lower SUVr levels in the medial rather than lateral orbitofrontal cortex (OFC) than HCs (T = -5.0317, PGRF < 0.01), which showed no correlation with clinical features. CONCLUSIONS MOH is characterised by decreased DAT availability in the medial OFC, which might reflect compensatory downregulation due to low dopamine signalling within the mesocorticolimbic dopamine system and provide a new perspective to understand the pathogenesis of MOH.
Collapse
Affiliation(s)
- Huanxian Liu
- Department of Neurology, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Jiajin Liu
- Department of Nuclear Medicine, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Shuping Sun
- Department of Neurology, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Wei Dai
- Department of Neurology, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Binbin Nie
- Beijing Engineering Research Center of Radiographic Techniques and Equipment, Institute of High Energy Physics, Chinese Academy of Sciences, Beijing, China
| | - Baixuan Xu
- Department of Nuclear Medicine, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Zhao Dong
- Department of Neurology, Chinese PLA General Hospital, Beijing, China
- International Headache Center, Chinese PLA General Hospital, Beijing, China
| | - Shengyuan Yu
- Department of Neurology, Chinese PLA General Hospital, Beijing, China
- International Headache Center, Chinese PLA General Hospital, Beijing, China
| |
Collapse
|
4
|
Martini N, Hawa T, Hamdar H, Nahle AA, Hanna M, Albelal D, Almasri IA, Hamzeh G. Exploring the symptoms and sleep disorders associated with migraines in women of Syria: A cross-sectional observational study. Health Sci Rep 2024; 7:e2070. [PMID: 38660002 PMCID: PMC11039807 DOI: 10.1002/hsr2.2070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 03/23/2024] [Accepted: 04/09/2024] [Indexed: 04/26/2024] Open
Abstract
Background and Aim Migraine is a prevalent neurological disorder characterized by recurring episodes of debilitating headache accompanied by associated symptoms and sleep disorders. This study aims to investigate migraine-associated symptoms in female migraineurs within the Syrian population and the relation between migraines and sleep issues. Methods A questionnaire-based cross-sectional observational study was conducted among the Syrian population. A total of 1009 women were enrolled in this study, including women without a history of migraine (Control group) and migraineurs (Case group) who had received a diagnosis of migraine from a hospital or private clinic. Data about migraine-related symptoms, including tingling, visual disturbances, Nausea/Vomiting, and epileptic seizures as well as sleep-related symptoms such as interrupted sleep, frequent awakenings, insomnia, snoring, and narcolepsy were gathered. Chi-square test was used to examine the relation between migraines and sleep issues. Results A total of 1009 women were enrolled in this study including 531 migraineurs and 478 healthy women. The study revealed that the most commonly experienced symptoms during migraine attacks were nausea/vomiting and visual disturbances, followed by tingling. Total Unduplicated Reach and Frequency analysis showed that visual disturbances and nausea/vomiting were the two most frequent symptoms that co-occurred during migraine attacks. The study also demonstrated a significant relationship between snoring, insomnia, and narcolepsy with migraine (p = 0.038), with these sleep disorders being more prevalent among migraineurs. Conclusion The findings indicate a significant association between migraines and sleep disorders, with migraineurs being at a significantly higher risk of experiencing poor sleep quality compared to healthy women. Addressing sleep disorders is crucial in managing patients with migraines. This study is the first of its kind in the Syrian population, providing valuable insights into the symptoms and sleep disorders associated with migraines in this population.
Collapse
Affiliation(s)
- Nafiza Martini
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| | - Tamam Hawa
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| | - Hussein Hamdar
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| | - Ali Alakbar Nahle
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| | - Majd Hanna
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| | - Douaa Albelal
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
- Faculty of MedicineHama UniversityHamaSyrian Arab Republic
| | - Imad Addin Almasri
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
- Statistics DepartmentFaculty of EconomicsDamascus UniversityDamascusSyrian Arab Republic
| | - Ghassan Hamzeh
- Faculty of MedicineDamascus UniversityDamascusSyrian Arab Republic
- Stemosis for Scientific ResearchDamascusSyrian Arab Republic
| |
Collapse
|
5
|
Pack A, O'Conor R, Curran Y, Huang W, Zuleta A, Zuleta R, Herman MP, Kymes SM, Bailey SC. Delayed opportunities for patient-provider communication about medication overuse headache: Mixed methods perspectives from patients and neurologists. Prev Med Rep 2024; 40:102659. [PMID: 38435414 PMCID: PMC10906507 DOI: 10.1016/j.pmedr.2024.102659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 02/11/2024] [Accepted: 02/16/2024] [Indexed: 03/05/2024] Open
Abstract
Objectives Medication overuse headache (MOH) is a common, debilitating condition occurring when migraine patients overuse pain relief medications. We conducted a convergent mixed methods study examining patient-provider communication on MOH. Methods Migraine patients were identified from one academic health center via electronic health records. Research staff recruited patients and administered a remote survey on MOH awareness, knowledge, and communication; descriptive and bivariate analyses were conducted. Neurologists from the same health center were invited to participate in qualitative interviews; analysis drew from the Rapid Identification of Themes from Audio Recordings procedures. A side-by-side comparison of results followed. Results Participants included 200 patients and 13 neurologists. More than one third of patients (39.5 %) had never heard of 'medication overuse headache.' Among those who had, 38.4 % learned about MOH ≥ 5 years after their migraine diagnosis. Neurologists similarly reported limited patient awareness of MOH and suggested communication was provider-initiated, reactive to patient-reported symptoms and behaviors. Participants agreed MOH was described as a 'consequence' of frequent medication taking, though specific terminology varied with neurologists suggesting they choose terms they perceive to be easier to understand and less stigmatizing to patients. Neurologists felt they lacked effective patient education resources. Conclusions Findings reveal delayed opportunities to inform patients about MOH. Standardized education supporting early preventive communication is needed, perhaps in primary care where many patients seek initial care for migraine symptoms.
Collapse
Affiliation(s)
- Allison Pack
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| | - Rachel O'Conor
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| | - Yvonne Curran
- Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Wei Huang
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| | - Andrea Zuleta
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| | - Rodolfo Zuleta
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| | | | | | - Stacy C. Bailey
- Division of General Internal Medicine, Feinberg School of Medicine at Northwestern University, Chicago, IL, USA
| |
Collapse
|
6
|
Abdulah DM, Younis HA, Mustafa ZR. Role of wet-cupping therapy in physiological and mental pains in patients with migraine: A quasi-clinical trial. Medicine (Baltimore) 2024; 103:e37055. [PMID: 38306572 PMCID: PMC10843449 DOI: 10.1097/md.0000000000037055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 01/03/2024] [Indexed: 02/04/2024] Open
Abstract
BACKGROUND There is growing evidence of the potential benefits of wet-cupping therapy in reducing physiological pain severity in migraine; however, the role of this therapy on mental pain is unclear in this process. Therefore, this study aimed to examine the effectiveness of wet-cupping therapy on physiological and mental pains in patients with migraine. In this study, 72 migraine patients were treated with wet-cupping therapy and followed up after 1 month. METHODS The severity of physiological and mental pain was measured before therapy, 10 minutes and 1 month following therapy. RESULTS The study showed that patients in the wet-cupping therapy had a significantly lower mean value of physiological (0.42 vs 3.39; P < .001) and mental pain (1.60 vs 3.06; P < .001) compared to the patients in the control group, respectively. The mean value of the physiological was significantly decreased from 6.97 (baseline) to 0.73 (10 minutes) and 0.63 (1 month; P < .001) in the wet-cupping therapy patients, and the mean value of mental pain from 3.76 (baseline) to 0.71 (10 minutes) and 1.71 (1 month; P < .001). The mean values of physiological and mental pains were significantly reduced (from 7.80-3.39; P < .001) and (from 3.48-3.06; P = .0044), respectively. The level of physiological pain severity was significantly decreased with a decreasing level of mental pain severity at the posttest within the control (r = 0.5471; P = .0002) and the wet-cupping therapy (r = 0.3814; P .0412). CONCLUSION This study showed that the physiological pain was controlled by the mental pain in the wet-cupping therapy.
Collapse
Affiliation(s)
- Deldar Morad Abdulah
- Community and Maternity Health Nursing Unit, College of Nursing, University of Duhok-Kurdistan Region, Duhok, Iraq
| | | | - Zuhair Rushdi Mustafa
- Adult Nursing and Fundamentals Department, College of Nursing, University of Duhok, Duhok, Iraqi Kurdistan
| |
Collapse
|
7
|
Rahman S, Kidwai A, Rakhamimova E, Elias M, Caldwell W, Bergese SD. Clinical Diagnosis and Treatment of Chronic Pain. Diagnostics (Basel) 2023; 13:3689. [PMID: 38132273 PMCID: PMC10743062 DOI: 10.3390/diagnostics13243689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 12/13/2023] [Accepted: 12/16/2023] [Indexed: 12/23/2023] Open
Abstract
More than 600 million people globally are estimated to be living with chronic pain. It is one of the most common complaints seen in an outpatient setting, with over half of patients complaining of pain during a visit. Failure to properly diagnose and manage chronic pain is associated with substantial morbidity and mortality, especially when opioids are involved. Furthermore, it is a tremendous financial strain on the healthcare system, as over USD 100 billion is spent yearly in the United States on healthcare costs related to pain management and opioids. This exceeds the costs of diabetes, heart disease, and cancer-related care combined. Being able to properly diagnose, manage, and treat chronic pain conditions can substantially lower morbidity, mortality, and healthcare costs in the United States. This review will outline the current definitions, biopsychosocial model, subclassifications, somatosensory assessments, imaging, clinical prediction models, and treatment modalities associated with chronic pain.
Collapse
Affiliation(s)
| | | | | | | | | | - Sergio D. Bergese
- Department of Anesthesiology, Stony Brook University Hospital, Stony Brook, NY 11794, USA; (S.R.); (A.K.); (E.R.); (M.E.); (W.C.)
| |
Collapse
|
8
|
Krymchantowski A, Jevoux C, Krymchantowski AG, Ramos LB, Barbosa JSS, Silva-Neto RP. Medication-overuse headache-a review of different treatment strategies. FRONTIERS IN PAIN RESEARCH 2023; 4:1103497. [PMID: 37881687 PMCID: PMC10597723 DOI: 10.3389/fpain.2023.1103497] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Accepted: 03/23/2023] [Indexed: 10/27/2023] Open
Abstract
Medication-overuse headache (MOH) can develop from primary headaches. MOH is usually the result of overuse of symptomatic medications. It is a noteworthy personal and societal burden. The identification and treatment of patients at risk for MOH is an essential component of MOH management. Medication overuse can be modifiable and can advance from episodic to chronic migraine. Treatment for MOH is complex, and experts in the field have varied views on the most appropriate strategy for MOH treatment. The objective of this review is to give a comprehensive synopsis of the literature for the management of MOH. Treatment strategies, such as detoxification and prevention, are the debatable issues. Medication withdrawal is the foundation for management. The available literature suggested abrupt withdrawal with preventive approaches for early management. Bridging therapy could be useful to get relief from withdrawal symptoms. Multidisciplinary choices proved beneficial in supporting withdrawal and preventing relapse. Worldwide, the termination of overused medications has been observed as a standard treatment strategy; however, patient-specific approaches should be taken.
Collapse
|
9
|
Lin L, Zhu M, Qiu J, Li Q, Zheng J, Fu Y, Lin J. Spatiotemporal distribution of migraine in China: analyses based on baidu index. BMC Public Health 2023; 23:1958. [PMID: 37817123 PMCID: PMC10563210 DOI: 10.1186/s12889-023-16909-9] [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: 06/23/2023] [Accepted: 10/05/2023] [Indexed: 10/12/2023] Open
Abstract
BACKGROUND In recent years, innovative approaches utilizing Internet data have emerged in the field of syndromic surveillance. These novel methods aim to aid in the early prediction of epidemics across various scenarios and diseases. It has been observed that these systems demonstrate remarkable accuracy in monitoring outbreaks even before they become apparent in the general population. Therefore, they serve as valuable complementary tools to augment existing methodologies. In this study, we aimed to investigate the spatiotemporal distribution of migraine in China by leveraging Baidu Index (BI) data. METHODS Migraine-related BI data from January 2014 to December 2022 were leveraged, covering 301 city-level areas from 31 provincial-level regions by using the keyword "migraine ()". Prevalence data from the Global Burden of Disease study (GBD) were attracted to ensure the reliability of utilizing migraine-related BI data for research. Comprehensive analytical methods were then followed to investigate migraine's spatiotemporal distribution. The Seasonal-Trend decomposition procedure based on Loess (STL) was used to identify the temporal distribution. Spatial distribution was explored using the Getis-Ord Gi* statistic, standard deviation ellipse analysis, Moran's Index, and Ordinary Kriging. The top eight migraine-related search terms were analyzed through the Demand Graph feature in the Baidu Index platform to understand the public's concerns related to migraine. RESULTS A strong association was observed between migraine-related BI and the prevalence data of migraine from GBD with a Spearman correlation coefficient of 0.983 (P = 4.96 × 10- 5). The overall trend of migraine-related BI showed a gradual upward trend over the years with a sharp increase from 2017 to 2019. Seasonality was observed and the peak period occurred in spring nationwide. The middle-lower reaches of the Yangtze River were found to be hotspots, while the eastern coastal areas had the highest concentration of migraine-related BI, with a gradual decrease towards the west. The most common search term related to migraine was "How to treat migraine quickly and effectively ()". CONCLUSIONS This study reveals important findings on migraine distribution in China, underscoring the urgent need for effective prevention and management strategies.
Collapse
Affiliation(s)
- Liling Lin
- Department of Anesthesiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.
| | - Mengyi Zhu
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Junxiong Qiu
- Department of Cardiovascular Surgery, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - Qiang Li
- Department of Anesthesiology, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, China
| | - Junmeng Zheng
- Department of Cardiovascular Surgery, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - Yanni Fu
- Department of Anesthesiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.
| | - Jianwei Lin
- Big Data Laboratory, Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou, Guangdong, China.
- Big Data AI Laboratory, Shenshan Medical Center, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Shanwei, Guangdong, China.
| |
Collapse
|
10
|
Wagner Z, Steinberg H. [Using electricity to combat headache : Electrotherapy and tDCS in the 1870s/1880s and today]. Schmerz 2023:10.1007/s00482-023-00746-1. [PMID: 37620679 DOI: 10.1007/s00482-023-00746-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 05/09/2023] [Accepted: 06/21/2023] [Indexed: 08/26/2023]
Abstract
Headache can be a widespread symptom as well as a disorder in itself. Headache syndromes such as migraine cause a lot of distress, disability and overall socioeconomic costs. Pharmacological treatments are often limited in their efficacy as well as due to side effects. The therapeutic application of electricity for this medical indication was a relevant field of research in the 19th century and-in the form of transcranial direct current stimulation (tDCS)-is still widely studied today. This paper provides an overview of publications from the late 19th century (as the era of discovery and success of electrotherapy) as well as contemporary studies investigating the usage of weak currents for the treatment or prophylaxis of headache. Our results show a large number of highly favorable reports of treatment successes. However, the number of cases analysed is often rather small and the forms of electric stimulation applied were often highly heterogeneous. In summary, electric stimulation appears to be a promising field of research and a possible therapeutic agent for the treatment of headaches; however, further research is necessary, especially into the details of the stimulation techniques applied and the various indications in which it may be of use.
Collapse
Affiliation(s)
- Zhenya Wagner
- Forschungsstelle für die Geschichte der Psychiatrie, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Medizinische Fakultät, Universität Leipzig, Semmelweisstr. 10, 04103, Leipzig, Deutschland
| | - Holger Steinberg
- Forschungsstelle für die Geschichte der Psychiatrie, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Medizinische Fakultät, Universität Leipzig, Semmelweisstr. 10, 04103, Leipzig, Deutschland.
| |
Collapse
|
11
|
Giri S, Tronvik E, Linde M, Pedersen SA, Hagen K. Randomized controlled studies evaluating Topiramate, Botulinum toxin type A, and mABs targeting CGRP in patients with chronic migraine and medication overuse headache: A systematic review and meta-analysis. Cephalalgia 2023; 43:3331024231156922. [PMID: 36856015 DOI: 10.1177/03331024231156922] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
BACKGROUND This systematic review focuses on chronic migraine patients with medication overuse headache using, respectively, topiramate, botulinum toxin type A, and human monoclonal antibodies targeting calcitonin gene-related peptide or its receptor. METHODS A systematic search was conducted in the databases CENTRAL, MEDLINE, Embase and Web of Science until May 2022. We included randomized controlled trials reporting the outcomes of change in monthly headache/migraine days, ≥50% response rates and change in medication overuse status. Studies were excluded if response rates were not reported. Risk of bias assessment was performed using the Cochrane RoB2 tool. The quality of evidence for outcomes across included studies was evaluated according to the five factors outlined in Cochrane GRADE approach. FINDINGS The initial search resulted in 1599 records. Following screening, 10 studies met our inclusion criteria, while seven studies with sufficient data were included in the meta-analysis. Studies assessing Botulinum toxin type A included 1139 patients and showed a mean reduction in headache frequency by 1.92 days per month compared to placebo (-1.92; 95% CI -2.68 to -1.16). Studies assessing human monoclonal antibodies included 1982 patients, and showed significant positive effect compared to placebo for all measured outcomes. The overall odds ratio for the ≥50% response rate was 2.90 (95% CI, 2.23 to 3.78). No significant difference was observed in the frequency of adverse effect for both Botulinum toxin type A and low dose of human monoclonal antibodies compared to placebo. There is currently insufficient evidence to determine the impact of topiramate in chronic migraine patients with medication overuse headache. INTERPRETATION Botulinum toxin type A and human monoclonal antibodies targeting calcitonin gene-related peptide receptor were beneficial in reducing monthly migraine days and ≥50% response rate, but uncertainties remained for Botulinum toxin type A regarding response rate. The effect size for human monoclonal antibodies was greater with relatively lower drop-out rate. High-quality randomized trials are required to evaluate the effect of topiramate in chronic migraine patients with medication overuse headache.
Collapse
Affiliation(s)
- Samita Giri
- Department of Neuromedicine and Movement Science, NTNU - Norwegian University of Science and Technology, Trondheim, Norway.,NorHEAD-Norwegian Centre for Headache Research, Trondheim, Norway
| | - Erling Tronvik
- NorHEAD-Norwegian Centre for Headache Research, Trondheim, Norway.,Norwegian Advisory Unit on Headache, Department of Neurology and Clinical Neurophysiology, St. Olavs University Hospital, Trondheim, Norway
| | - Mattias Linde
- NorHEAD-Norwegian Centre for Headache Research, Trondheim, Norway.,Norwegian Advisory Unit on Headache, Department of Neurology and Clinical Neurophysiology, St. Olavs University Hospital, Trondheim, Norway
| | - Sindre Andre Pedersen
- The Medicine and Health Library, Library Section for Research Support, Data and Analysis, NTNU University Library, NTNU - Norwegian University of Science and Technology, Trondheim, Norway
| | - Knut Hagen
- NorHEAD-Norwegian Centre for Headache Research, Trondheim, Norway.,Clinical Research Unit Central Norway, St. Olavs University Hospital, Trondheim, Norway, Department of Neuromedicine and Movement Science, NTNU - Norwegian University of Science and Technology, Trondheim, Norway
| |
Collapse
|
12
|
Li X, Liu M, Fan W, Xu H, Chen Z. Altered cerebral neurovascular coupling in medication-overuse headache: A study combining multi-modal resting-state fMRI with 3D PCASL. Front Neurosci 2023; 17:1139086. [PMID: 37008219 PMCID: PMC10050465 DOI: 10.3389/fnins.2023.1139086] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 02/16/2023] [Indexed: 03/17/2023] Open
Abstract
AimStructural and functional changes in the brain have been identified in individuals with medication-overuse headache (MOH) using MRI. However, it has not been clearly established whether neurovascular dysfunction occurs in MOH, which could be elucidated by examining neurovascular coupling (NVC) from the viewpoints of neuronal activity and cerebral blood flow. The aim of this study was to investigate potential alterations in NVC function of the brain in individuals with MOH using resting-state functional MRI (rs-fMRI) and 3D pseudo-continuous arterial spin labeling (3D PCASL) imaging techniques.MethodsA total of 40 patients with MOH and 32 normal controls (NCs) were recruited, and rs-fMRI and 3D PCASL data were obtained using a 3.0 T MR scanner. Standard preprocessing of the rs-fMRI data was performed to generate images representing regional homogeneity (ReHo), fractional amplitude of low-frequency fluctuation (fALFF), and degree centrality (DC); cerebral blood flow (CBF) images were generated using 3D PCASL sequence data. These functional maps were all normalized into Montreal Neurological Institute (MNI) space, and NVC was subsequently determined on the basis of Pearson correlation coefficients between the rs-fMRI maps (ReHo, fALFF, and DC) and CBF maps. The statistical significance of differences between the MOH and NC groups in terms of NVC in different brain regions was established via Z-test. Further analysis was performed to examine correlations between NVC in the brain regions with NVC dysfunction and clinical variables among patients with MOH.ResultsNVC mainly presented a negative correlation in patients with MOH and NCs. No significant difference between the two groups was detected in terms of average NVC over the entire gray matter area. However, several brain regions with significantly decreased NVC in patients with MOH compared to NCs were identified: the left orbital region of the superior frontal gyrus, the bilateral gyrus rectus, and the olfactory cortex (P < 0.05). A correlation analysis revealed that the DC of the brain regions with NVC dysfunction was significantly positively correlated with disease duration (r = 0.323, P = 0.042), and DC–CBF connectivity was negatively correlated with VAS score (r = −0.424, P = 0.035).ConclusionThe current study demonstrated that cerebral NVC dysfunction occurs in patients with MOH, and the NVC technique could function as a new imaging biomarker in headache research.
Collapse
Affiliation(s)
- Xin Li
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Mengqi Liu
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Wenping Fan
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Huan Xu
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Zhiye Chen
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- *Correspondence: Zhiye Chen
| |
Collapse
|
13
|
Hoydonckx Y, Singh M, Gilron I, Khan J, Narouze S, Dahan A, Curtis K, Cao X, Kara J, Bhatia A. Trial protocol for a multicenter randomized controlled trial to assess the efficacy and safety of intravenous ketamine for chronic daily headaches: the "KetHead" trial. Trials 2023; 24:155. [PMID: 36855160 PMCID: PMC9976458 DOI: 10.1186/s13063-023-07186-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 02/18/2023] [Indexed: 03/02/2023] Open
Abstract
BACKGROUND Chronic daily headaches (CDH) are common and associated with significant morbidity, poor quality of life, and substantial burden on the healthcare system. CDH tends to be refractory to conventional medical management and/or patients cannot afford expensive treatments. It is stipulated that CDH share a mechanism of central sensitization in the trigeminocervical complex, mediated by activation of the N-methyl-D-aspartate (NMDA) receptors. Ketamine, a non-competitive NMDA antagonist, has been used in the treatment of chronic pain, but its role in CDH has not been completely established. This trial aims to evaluate the effect of high-dose IV ketamine infusions (compared to placebo) on the number of headache days at 28 days post-infusion. METHODS A multicenter, placebo-controlled, randomized controlled trial will be conducted with two parallel groups and blinding of participants and outcome assessors. The study will include 56 adults with a CDH diagnosis as per ICHD-3 criteria. Participants will be randomized (1:1) to either ketamine (1 mg. kg-1 bolus followed by infusion of 1 mg. kg-1. h-1 for 6 h) or placebo (0.9% saline in the same volume and infusion rate as the trial medication) bolus and infusion for 6 h. The impact on the number of monthly headache days, headache intensity, physical activity, mood, sleep, quality of life, analgesic consumption, and adverse effects will be recorded at baseline, immediately post-infusion, and from 1 to 28 days, 29 to 56 days, and 57 to 84 days after the infusion DISCUSSION: Despite advancements in treatment, many patients continue to suffer from CDH. This trial investigates whether high-dose IV ketamine infusions can effectively and safely improve the CDH burden as compared to a placebo infusion. This treatment could become a safe, affordable, and widely available option for patients living with refractory headache. TRIAL REGISTRATION ClinicalTrials.gov NCT05306899. Registered on April 1, 2022.
Collapse
Affiliation(s)
- Yasmine Hoydonckx
- Department of Anesthesia and Pain Medicine, University of Toronto, Toronto Western Hospital, McL 2-405, 399 Bathurst Street, Toronto, Ontario, M5T 2S8, Canada.
| | - Mandeep Singh
- grid.17063.330000 0001 2157 2938Department of Anesthesia and Pain Medicine, University of Toronto, Toronto Western Hospital, McL 2-405, 399 Bathurst Street, Toronto, Ontario M5T 2S8 Canada
| | - Ian Gilron
- grid.410356.50000 0004 1936 8331Departments of Anesthesiology & Perioperative Medicine and Biomedical & Molecular Sciences, Centre for Neuroscience Studies, School of Policy Studies, Queens University, Kingston, Canada
| | - James Khan
- grid.17063.330000 0001 2157 2938Department of Anesthesia and Pain Medicine, University of Toronto, Sinai Health System, Toronto, Ontario Canada
| | - Samer Narouze
- grid.473820.a0000 0004 4686 1367Department of Anesthesia and Pain Medicine, Western Reserve Hospital, Cuyahoga Falls, OH USA
| | - Albert Dahan
- grid.10419.3d0000000089452978Department of Anesthesiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Kathryn Curtis
- grid.17063.330000 0001 2157 2938Department of Anesthesia and Pain Medicine, University of Toronto, Toronto Western Hospital, McL 2-405, 399 Bathurst Street, Toronto, Ontario M5T 2S8 Canada ,grid.231844.80000 0004 0474 0428Comprehensive Integrated Pain Program, University Health Network, Toronto, Canada
| | - Xingshan Cao
- grid.17063.330000 0001 2157 2938Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Canada
| | - Jamal Kara
- grid.17063.330000 0001 2157 2938Department of Anesthesia and Pain Medicine, University of Toronto, Toronto Western Hospital, McL 2-405, 399 Bathurst Street, Toronto, Ontario M5T 2S8 Canada
| | - Anuj Bhatia
- grid.17063.330000 0001 2157 2938Department of Anesthesia and Pain Medicine, University of Toronto, Toronto Western Hospital, McL 2-405, 399 Bathurst Street, Toronto, Ontario M5T 2S8 Canada
| |
Collapse
|
14
|
Phillips K, Davison J, Wakerley B. Headache in pregnancy: a brief practical guide. Br J Gen Pract 2022; 72:593-594. [PMID: 36424161 PMCID: PMC9710804 DOI: 10.3399/bjgp22x721457] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 11/08/2022] [Indexed: 11/30/2022] Open
Affiliation(s)
- Katherine Phillips
- Institute of Applied Health Research, University of Birmingham, Birmingham
| | | | - Benjamin Wakerley
- Department of Neurology, University Hospital Birmingham, Birmingham; senior clinical lecturer, Institute of Metabolism and Systems Research, University of Birmingham, Birmingham
| |
Collapse
|
15
|
Abstract
Chronic migraine is a neurologic disorder associated with considerable disability, lost productivity, and a profound economic burden worldwide. The past five years have seen a dramatic expansion in new treatments for this often challenging condition, among them calcitonin gene related peptide antagonists and neuromodulatory devices. This review outlines the epidemiology of and diagnostic criteria and risk factors for chronic migraine. It discusses evidence based drug and non-drug treatments, their advantages and disadvantages, and the principles of patient centered care for adults with chronic migraine, with attention to differential diagnosis and comorbidities, clinical reasoning, initiation and monitoring, cost, and availability. It discusses the international guidelines on drug treatment for chronic migraine and evaluates non-drug treatments including behavioral and complementary therapies and lifestyle modifications. Finally, it discusses the management of chronic migraine in special populations, including pediatrics, pregnancy, and older people, and considers future questions and emerging research in the field.
Collapse
Affiliation(s)
| | - Julie Roth
- Warren Alpert Medical School of Brown University, Brown University, Providence, RI, USA
| |
Collapse
|
16
|
Almuqairsha SA, Aldekhail MI, Aldekhail AI, Alresaini MH, Almarshoud SS, Alashqar SA, Algosair I, Alresaini HH. The Prevalence and Level of Awareness of Medication Overuse Headache in Qassim Province, Saudi Arabia: A Cross-Sectional Study. Cureus 2022; 14:e28101. [PMID: 35990565 PMCID: PMC9386299 DOI: 10.7759/cureus.28101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/17/2022] [Indexed: 11/05/2022] Open
|
17
|
Asif N, Patel A, Vedantam D, Poman DS, Motwani L. Migraine With Comorbid Depression: Pathogenesis, Clinical Implications, and Treatment. Cureus 2022; 14:e25998. [PMID: 35865445 PMCID: PMC9290761 DOI: 10.7759/cureus.25998] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/16/2022] [Indexed: 11/05/2022] Open
|
18
|
Therapies targeting CGRP signaling for medication overuse headache. Curr Opin Neurol 2022; 35:353-359. [PMID: 35674079 DOI: 10.1097/wco.0000000000001061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW Medication overuse headache (MOH) affects more than 60 million individuals worldwide causing enormous personal and social burden. Only repurposed drugs are available for MOH that share limited evidence for efficacy. The preclinical data suggesting that activation of the calcitonin gene-related peptide (CGRP) pathway is involved in headache chronification along with clinical evidence that monoclonal antibodies targeting CGRP (anti-CGRP mAbs) have good efficacy in preventing chronic migraine, triggered this review that aims to summarize the current data on the effectiveness and safety of mAbs against CGRP in MOH. RECENT FINDINGS Post hoc analyses of phase-3 trials of erenumab, fremanezumab, galcanezumab, and eptinezumab for the prevention of chronic migraine revealed that patients with MOH benefit from the treatment over placebo. Several real-world studies confirm the efficacy of erenumab and galcanezumab in patients with MO. However, all published trials evaluated treatments in patients with chronic migraine with MO collectively, not in patients with MOH exclusively. SUMMARY The available data indicate that anti-CGRP mAbs represent a good mechanism-based and disease-specific therapeutical option with for MOH as long as detoxification and additional nonpharmaceutical interventions are operated. Future research should focus on long-term-controlled trials in MOH populations exclusively.
Collapse
|
19
|
Giri S, Tronvik E, Linde M, Hagen K. The impact of topiramate, botulinum toxin type A, and CGRP-antibodies on medication overuse headache in patients with chronic migraine: A protocol for systematic review and meta-analysis. CEPHALALGIA REPORTS 2022. [DOI: 10.1177/25158163221096867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Medication overuse headache (MOH) is defined as headache occurring ≥15 days/month developing as a consequence of regular overuse of acute or symptomatic headache medication for more than 3 months. MOH is present in more than 50% of patients with chronic migraine (CM). Although, studies have shown a positive impact for MOH patients of early introduction of preventive treatment and withdrawal of overused medication, uncertainties remain. The main purpose of this systematic review and meta-analysis is to assess the relative impact of topiramate, botulinum toxin type A, and human monoclonal antibodies (mAbs) targeting calcitonin gene-related peptide (CGRP) or its receptor (CGRPr) among MOH patients with CM. The PRISMA guideline for conducting systematic review will be followed. CENTRAL, MEDLINE, Embase and Web of Science databases will be searched. RCTs reporting outcomes such as change in migraine/headache frequency, change from MOH to no MOH, and ≥50% response rate will be included. The effect will be measured as mean difference (MD) for continuous data and odds ratio (OR) for dichotomous data. Heterogeneity across studies will be assessed using the Cochrane I2 statistics. The Cochrane RoB2 tool will be used to assess risk of bias, and the quality of evidence for outcomes will be rated according to five factors defined in Cochrane GRADE approach. The revision of the included articles, data extraction, risk of bias assessment, and quality rating of evidence will be independently done by two reviewers. Any discrepancies will be resolved through consensus with the third reviewer.
Collapse
Affiliation(s)
- Samita Giri
- Department of Neuromedicine and Movement Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway
| | - Erling Tronvik
- Department of Neuromedicine and Movement Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway
- Norwegian Advisory Unit on Headache, Department of Neurology and Clinical Neurophysiology, St. Olavs University Hospital, Trondheim, Norway
| | - Mattias Linde
- Norwegian Advisory Unit on Headache, Department of Neurology and Clinical Neurophysiology, St. Olavs University Hospital, Trondheim, Norway
| | - Knut Hagen
- Department of Neuromedicine and Movement Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway
- Clinical Research Unit Central Norway, St. Olavs University Hospital, Trondheim, Norway
| |
Collapse
|
20
|
Sangalli L, Gibler R, Boggero I. Pediatric Chronic Orofacial Pain: A Narrative Review of Biopsychosocial Associations and Treatment Approaches. FRONTIERS IN PAIN RESEARCH 2022; 2:790420. [PMID: 35295480 PMCID: PMC8915750 DOI: 10.3389/fpain.2021.790420] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 12/02/2021] [Indexed: 12/28/2022] Open
Abstract
Pediatric chronic orofacial pain (OFP) is an umbrella term which refers to pain associated with the hard and soft tissues of the head, face, and neck lasting >3 months in patients younger than 18 years of age. Common chronic pediatric OFP diagnoses include temporomandibular disorder, headaches, and neuropathic pain. Chronic OFP can adversely affect youth's daily functioning and development in many areas of well-being, and may be associated with emotional stress, depression, functional avoidance, and poor sleep, among other negative outcomes. In this mini-review, we will discuss common psychological comorbidities and familial factors that often accompany chronic pediatric OFP conditions. We will also discuss traditional management approaches for pediatric orofacial pain including education, occlusal appliances, and psychological treatments such as relaxation, mindfulness-based interventions, and cognitive-behavioral treatments. Finally, we highlight avenues for future research, as a better understanding of chronic OFP comorbidities in childhood has the potential to prevent long-term pain-related disability in adulthood.
Collapse
Affiliation(s)
- Linda Sangalli
- Department of Oral Health Science, Division of Orofacial Pain, University of Kentucky, College of Dentistry, Lexington, KY, United States
| | - Robert Gibler
- Division of Behavioral Medicine and Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Ian Boggero
- Department of Oral Health Science, Division of Orofacial Pain, University of Kentucky, College of Dentistry, Lexington, KY, United States
| |
Collapse
|
21
|
Sette L, Caponnetto V, Ornello R, Nežádal T, Čtrnáctá D, Šípková J, Matoušová Z, Sacco S. Acute Medication Use in Patients With Migraine Treated With Monoclonal Antibodies Acting on the CGRP Pathway: Results From a Multicenter Study and Proposal of a New Index. Front Neurol 2022; 13:846717. [PMID: 35295829 PMCID: PMC8918478 DOI: 10.3389/fneur.2022.846717] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 02/01/2022] [Indexed: 11/13/2022] Open
Abstract
IntroductionAssessing the impact of migraine preventive treatments on acute medication consumption is important in clinical evaluation. The number of acute medication intakes per each monthly migraine day (MMD) could provide insights on migraine burden and represent a new proxy of treatment effectiveness in clinical trials and real-life studies. We evaluated the effect of monoclonal antibodies acting on calcitonin gene-related peptide (CGRP) pathway on the consumption of migraine acute medication in real-life.MethodsIn two headache centers in Prague (CZ), we included and followed up to 6 months consecutive patients treated with MoAbs acting on CGRP (erenumab or fremanezumab). For each month of treatment, we reported monthly drug intake (MDI) in doses of any medication, migraine-specific (MS), and non-migraine-specific (non-MS) medications, and computed a ratio between MMDs and MDI, i.e., Migraine Medication Index (MMI) for MS and non-MS medications.ResultsWe included 90 patients (91.1% women) with a median age of 47 [interquartile range (IQR) 42–51] years; 81 (90.0%) treated with erenumab and 9 (10.0%) with fremanezumab. Median MMDs decreased from 11 (IQR 8–14) at baseline to 4 (IQR 2–5) at Month 3 (p < 0.001 vs. baseline) and 3 (IQR 2–6) at Month 6 (p < 0.001 vs. baseline). Median MDI decreased from 15 drug intakes (IQR 11–20) at baseline to four drug intakes (IQR 2–7) at Month 3 (p < 0.001) and four drug intakes (IQR 2–7) at Month 6 (p < 0.001).The corresponding MDIs for MS medications were 10 (IQR 6–14) at baseline, 3 (IQR 1–5, p < 0.001) at Month 3, and 2 (IQR 0–4, p < 0.001) at Month 6. Monthly drug intakes for non-MS medications were 4 (IQR 0–9) at baseline, 1 (IQR 0–3, p < 0.001) at Month 3 and at Month 6.Median MMI decreased from 1.32 (IQR 1.11–1.68) at baseline to 1.00 (IQR 1.00–1.50, p < 0.001) at Month 3 and 1.00 (IQR 1.00–1.34, p < 0.001) at Month 6.ConclusionsWe confirmed that MoAbs acting on CGRP pathway decrease acute migraine medication consumption. We proposed a new index that can be easily applied in clinical practice to quantify migraine burden and its response to acute medication. Our index could help optimizing migraine acute treatment in clinical practice.
Collapse
Affiliation(s)
- Lucia Sette
- Neuroscience Section, Department of Applied Clinical Sciences and Biotechnology, University of L'Aquila, L'Aquila, Italy
| | - Valeria Caponnetto
- Neuroscience Section, Department of Applied Clinical Sciences and Biotechnology, University of L'Aquila, L'Aquila, Italy
| | - Raffaele Ornello
- Neuroscience Section, Department of Applied Clinical Sciences and Biotechnology, University of L'Aquila, L'Aquila, Italy
| | - Tomáš Nežádal
- Department of Neurology, 1st Faculty of Medicine, Military University Hospital Prague, Charles University, Prague, Czechia
| | - Dana Čtrnáctá
- Department of Neurology, 1st Faculty of Medicine, Military University Hospital Prague, Charles University, Prague, Czechia
| | - Jitka Šípková
- Department of Neurology, 1st Faculty of Medicine, Military University Hospital Prague, Charles University, Prague, Czechia
| | - Zuzana Matoušová
- Department of Neurology, 2nd Faculty of Medicine, Motol University Hospital Prague, Charles University, Prague, Czechia
| | - Simona Sacco
- Neuroscience Section, Department of Applied Clinical Sciences and Biotechnology, University of L'Aquila, L'Aquila, Italy
- *Correspondence: Simona Sacco
| |
Collapse
|
22
|
Goetz A, McCormick S, Phillips R, Friedman D. CE: Diagnosing and Managing Migraine. Am J Nurs 2022; 122:32-43. [PMID: 34882585 DOI: 10.1097/01.naj.0000805640.82646.ac] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
ABSTRACT Roughly 90% of the U.S. population will develop a headache within their lifetime, and headache disorders account for more disability-adjusted life-years than all other neurologic disorders combined. Among primary headache disorders, the two most common are tension-type headache and migraine, with migraine identified as the most disabling. Here, the authors describe the importance of differentiating primary and secondary headache disorders and discuss the pathophysiology; clinical assessment; and outpatient management of the debilitating migraine headache, summarizing both acute and prophylactic treatment strategies that can substantially reduce associated disability.
Collapse
Affiliation(s)
- Allene Goetz
- Allene Goetz is a board-certified clinical nurse specialist and Samantha McCormick is a board-certified physician assistant, both in the Headache and Facial Pain program in the Department of Neurology at UT Southwestern Medical Center, Dallas, TX. Rosemary Phillips is a triage nurse in the Department of Neurology and Deborah Friedman is a professor in the Departments of Neurology and Ophthalmology at UT Southwestern Medical Center. Contact author: Deborah Friedman, . The authors acknowledge Karen Lee-Roig for her artwork depicting her personal experience with migraine. Deborah Friedman serves on advisory boards for Allergan/AbbVie, Biohaven Pharmaceuticals, Lundbeck, Impel NeuroPharma, and Eli Lilly, and receives research support from Allergan/AbbVie and Eli Lilly. Lippincott Professional Development has identified and resolved all conflicts of interest concerning this educational activity. The remaining authors have disclosed no potential conflicts of interest, financial or otherwise
| | | | | | | |
Collapse
|
23
|
Halpern LR, Gammal P, Adams DR. An Update on Diagnosis and Pharmacologic Therapy for Headache in the Oral and Maxillofacial Surgery Practice. Oral Maxillofac Surg Clin North Am 2021; 34:83-97. [PMID: 34802617 DOI: 10.1016/j.coms.2021.08.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Headaches are synonymous with neurovascular pain (cephalalgias), which comprise a heterogeneous group of pain disorders that share a common anatomic region (head and neck). Headaches are often a "universal" disease presentation that is evaluated by the oral and maxillofacial surgeon. Pharmacologic therapy of headaches is most often based on the severity of symptoms and the degree of disability experienced by the patient. This article describes the epidemiology of neurovascular headaches, their pathophysiologic mechanisms/presentation, the workup of patients, and an up-to-date overview of pharmacologic approaches that can be applied in the oral and maxillofacial surgical practice to treat this patient population.
Collapse
Affiliation(s)
- Leslie R Halpern
- Oral and Maxillofacial Surgery, University of Utah, School of Dentistry, 530 South Wakara Way, Salt Lake City, UT 84108, USA.
| | - Paul Gammal
- Department of Dentistry/Oral Surgery, Woodhull Hospital and Mental Health Center, 760 Broadway, Brooklyn, NY 11206, USA
| | - David R Adams
- Oral and Maxillofacial Surgery, University of Utah, School of Dentistry, 530 South Wakara Way, Salt Lake City, UT 84108, USA
| |
Collapse
|
24
|
Galvez-Goicurla J, Pagan J, Gago-Veiga AB, Moya JM, Ayala JL. Cluster-then-classify methodology for the identification of pain episodes in chronic diseases. IEEE J Biomed Health Inform 2021; 26:2339-2350. [PMID: 34813482 DOI: 10.1109/jbhi.2021.3129779] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Chronic diseases benefit of the advances on personalize medicine coming out of the integrative convergence of significant developments in systems biology, the Internet of Things and Artificial Intelligence. 70% to 80% of all healthcare costs in the EU and US are currently spent on chronic diseases, leading to estimated costs of 700 billion and $3.5 trillion respectively. The management of symptomatic pain crises in chronic diseases is based on general clinical guidelines that do not take into account the singularities of the crises, such as their intensity or duration, so that the pain of those particular crises may cause the medication to be ineffective and lead the patient to overmedication. Knowing in detail the characteristics of the pain would help the physician to objectively prescribe personalized treatments for each patient and crisis. In this manuscript, we make a step further on the prediction of symptomatic crisis from ambulatory collected data in chronic diseases. We propose a categorization of pain types according to subjective symptoms of real patients. Our approach has been evaluated in the migraine disease. The migraine is one of the most disabling neurological diseases that affects over 12% of the population worldwide and leads to high economic costs for private and public health systems. This study aims to classify pain episodes by the characterization of pain curves reported by patients in real time. Pain curves have been described as a set of morphological features. With these features the pain episodes are clustered then classified by unsupervised and supervised machine learning models. It is shown that the evolution of different pain episodes in chronic diseases can be modeled and clustered. Over a population of 51 migraine patients, it has been found that there are 4 clusters of pain types that can be classified using 4 morphological features with an accuracy of 99.0% using a Logistic Model Tree algorithm.
Collapse
|
25
|
Takahashi TT, Ornello R, Quatrosi G, Torrente A, Albanese M, Vigneri S, Guglielmetti M, Maria De Marco C, Dutordoir C, Colangeli E, Fuccaro M, Di Lenola D, Spuntarelli V, Pilati L, Di Marco S, Van Dycke A, Abdullahi RA, Maassen van den Brink A, Martelletti P. Medication overuse and drug addiction: a narrative review from addiction perspective. J Headache Pain 2021; 22:32. [PMID: 33910499 PMCID: PMC8080402 DOI: 10.1186/s10194-021-01224-8] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 03/12/2021] [Indexed: 12/27/2022] Open
Abstract
Chronic headache is particularly prevalent in migraineurs and it can progress to a condition known as medication overuse headache (MOH). MOH is a secondary headache caused by overuse of analgesics or other medications such as triptans to abort acute migraine attacks. The worsening of headache symptoms associated with medication overuse (MO) generally ameliorates following interruption of regular medication use, although the primary headache symptoms remain unaffected. MO patients may also develop certain behaviors such as ritualized drug administration, psychological drug attachment, and withdrawal symptoms that have been suggested to correlate with drug addiction. Although several reviews have been performed on this topic, to the authors best knowledge none of them have examined this topic from the addiction point of view. Therefore, we aimed to identify features in MO and drug addiction that may correlate. We initiate the review by introducing the classes of analgesics and medications that can cause MOH and those with high risk to produce MO. We further compare differences between sensitization resulting from MO and from drug addiction, the neuronal pathways that may be involved, and the genetic susceptibility that may overlap between the two conditions. Finally, ICHD recommendations to treat MOH will be provided herein.
Collapse
Affiliation(s)
- Tatiane Teru Takahashi
- Headache Research, Wolfson CARD, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 20 Newcomen St, London, SE1 1YR, UK. .,Present address: Medicines Discovery Catapult, Block 35, Mereside, Alderley Park, Cheshire, SK10 4TG, UK.
| | - Raffaele Ornello
- Neuroscience Section, Department of Applied Clinical Sciences and Biotechnology, University of L'Aquila, Via Vetoio 1, Coppito, 67100, L'Aquila, Italy
| | - Giuseppe Quatrosi
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, Piazza delle Cliniche 2, 90127, Palermo, Italy
| | - Angelo Torrente
- Department of Biomedicine, Neurosciences and Diagnostic (Bi.N.D.), University of Palermo, Via del Vespro 129, 90127, Palermo, Italy
| | - Maria Albanese
- Department of Systems Medicine, University of Rome "Tor Vergata"; Neurology Unit, "Tor Vergata" Hospital, Viale Oxford, 81, 00133, Rome, Italy
| | - Simone Vigneri
- Department of Experimental Biomedicine and Clinical Neurosciences, University of Palermo, Via del Vespro, 129, 90127, Palermo, Italy.,Pain Medicine Unit, Santa Maria Maddalena Hospital, Occhiobello, Italy
| | - Martina Guglielmetti
- Regional Headache Referral Center, Sant'Andrea Hospital, Via di Grottarossa 1039, 00189, Rome, Italy.,Department of Medical, Surgical and Experimental Sciences, University of Sassari, Piazza Università, 21, 07100, Sassari, Italy
| | - Cristiano Maria De Marco
- Regional Headache Referral Center, Sant'Andrea Hospital, Via di Grottarossa 1039, 00189, Rome, Italy
| | - Camille Dutordoir
- Department of Neurology, University Hospital Ghent, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Enrico Colangeli
- Present address: Medicines Discovery Catapult, Block 35, Mereside, Alderley Park, Cheshire, SK10 4TG, UK
| | - Matteo Fuccaro
- Department of Neurology, Conegliano Hospital, Via Brigata Bisagno, 2, 31015, Conegliano, Italy
| | - Davide Di Lenola
- Department of Medico-Surgical Sciences and Biotechnologies, "Sapienza" University of Rome, Polo Pontino, Viale XXIV Maggio 7, 04100, Latina, Italy
| | - Valerio Spuntarelli
- Division of Pharmacology, Department of Internal Medicine, Erasmus MC University Medical Centre Rotterdam, Wytemaweg 80, 3015, CN, Rotterdam, The Netherlands
| | - Laura Pilati
- Department of Biomedicine, Neurosciences and Diagnostic (Bi.N.D.), University of Palermo, Via del Vespro 129, 90127, Palermo, Italy
| | - Salvatore Di Marco
- Department of Biomedicine, Neurosciences and Diagnostic (Bi.N.D.), University of Palermo, Via del Vespro 129, 90127, Palermo, Italy
| | - Annelies Van Dycke
- Department of Neurology, AZ Sint-Jan Brugge, Ruddershove 10, 8000, Brugge, Belgium
| | - Ramla Abuukar Abdullahi
- Headache Research, Wolfson CARD, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 20 Newcomen St, London, SE1 1YR, UK.,Headache Centre, Guy's and St Thomas NHS Trust, London, UK
| | | | - Paolo Martelletti
- Regional Headache Referral Center, Sant'Andrea Hospital, Via di Grottarossa 1039, 00189, Rome, Italy.,Department of Clinical and Molecular Medicine, Sapienza University of Rome, Via di Grottarossa 1039, 00189, Rome, Italy
| | | |
Collapse
|
26
|
Mucke HAM. Drug Repurposing Patent Applications October-December 2020. Assay Drug Dev Technol 2021; 19:209-214. [PMID: 33605782 DOI: 10.1089/adt.2021.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
|
27
|
Maselis K, Žekevičiūtė R, Vaitkus A. Refractoriness to drugs in migraine may be the result of developing anti-drug antibodies. Med Hypotheses 2020; 146:110459. [PMID: 33360448 DOI: 10.1016/j.mehy.2020.110459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/09/2020] [Accepted: 12/11/2020] [Indexed: 11/15/2022]
Abstract
INTRODUCTION Migraine is a common neurological disease and is listed second among the most disabling health conditions worldwide. Refractory migraine (RM) is a term used to emphasize the unresponsiveness of migraine to various treatment options, encompassing both episodic refractory and chronic refractory migraine. In this paper we discuss various known and possible mechanisms of pharmacological refractoriness in RM, such as possible involvement of the gut microbiome, the blood-brain barrier, migraine genetics and various mechanisms of pharmacokinetic and pharmacodynamic tolerance. Development of medication-overuse headache as a secondary disorder following migraine is also considered. We argue that the available literature is insufficient to fully explain the mechanisms of refractoriness and we present our hypothesis. HYPOTHESIS Refractoriness to drugs in migraine may be the result of developing anti-drug antibodies. Most migraine drugs are small molecules, which cannot elicit an immune response on their own due to their size. However, such molecules can bind to peptide carriers in their vicinity, greatly increasing their immunogenicity. A small molecule possessing this binding ability is called a hapten. Haptens form hapten-carrier complexes (HCCs), which can evoke powerful immune responses. Immune reactions to HCCs are known to be predominantly 'drug allergies' or type 1 drug hypersensitivity reactions', usually resulting from IgE or non-IgE mediated mast cell degranulation. We argue that the immune reaction to HCCs can take shape in developing neutralizing anti-drug antibodies (ADA) in the form of IgG and IgA class antibodies. Since biological therapeutics, such as various monoclonal antibodies, face the issue of ADA-induced drug tolerance, HCCs, being similar in the sense that they carry peptide antigens, are of sufficient size and may be considerably immunogenic, can be responded to in a similar way by producing neutralizing ADA. Furthermore, we argue that such responses are expected to happen more frequently than is thought, due to IgG and IgA being prevalent antibodies, which utilize their neutralizing capabilities on regular basis. Finally, it is important to consider that neutralization reactions in normal immune responses are typically asymptomatic, with the only clinical expression being progressive drug tolerance. These cases may be overshadowed by the life-threatening cases of drug allergy induced anaphylaxis, possibly leading to neutralization reactions being underrecognized. DISCUSSION This hypothesis aims to stimulate more research regarding drug resistance, and if it receives support from empirical evidence, it may help further elucidate the mechanisms underlying refractory diseases and contribute to the development of more effective treatment of many disorders.
Collapse
Affiliation(s)
- K Maselis
- Hospital of Lithuanian, University of Health Sciences Kauno klinikos, Eivenių g. 2, Kaunas, Lithuania.
| | - R Žekevičiūtė
- Hospital of Lithuanian, University of Health Sciences Kauno klinikos, Eivenių g. 2, Kaunas, Lithuania
| | - A Vaitkus
- Lithuanian University of Health Sciences, Eivenių g. 2, Kaunas, Lithuania
| |
Collapse
|
28
|
Grech O, Mollan SP, Wakerley BR, Alimajstorovic Z, Lavery GG, Sinclair AJ. Emerging themes in idiopathic intracranial hypertension. J Neurol 2020; 267:3776-3784. [PMID: 32700012 PMCID: PMC7674362 DOI: 10.1007/s00415-020-10090-4] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 07/14/2020] [Accepted: 07/15/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE Idiopathic intracranial hypertension (IIH) is a rare disorder characterised by raised intracranial pressure. The underlying pathophysiology is mostly unknown and effective treatment is an unmet clinical need in this disease. This review evaluates key emerging themes regarding disease characteristics, mechanisms contributing to raised intracranial pressure and advances in potential therapeutic targets. FINDINGS IIH is becoming more common, with the incidence rising in parallel with the global obesity epidemic. Current medical management remains centred around weight management, which is challenging. Metabolic investigations of patients have identified specific androgen profiles in cerebrospinal fluid (CSF), which suggest an endocrine dysfunction impacting CSF secretion in IIH. Glucagon-like peptide-1 (GLP-1) and 11β-hydroxysteroid dehydrogenase type 1 (11β-HSD1) have been found to play a role in CSF dynamics in IIH and have formed the basis of the first clinical trials looking at new treatments. CONCLUSIONS Identification of novel molecular targets thought to underlie IIH pathology is now being translated to clinical trials.
Collapse
Affiliation(s)
- Olivia Grech
- Metabolic Neurology, Institute of Metabolism and Systems Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, B15 2TT UK
- Centre for Endocrinology, Diabetes and Metabolism, Birmingham Health Partners, Birmingham, B15 2TH UK
| | - Susan P. Mollan
- Birmingham Neuro-Ophthalmology, Ophthalmology Department, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, B15 2TH UK
| | | | - Zerin Alimajstorovic
- Metabolic Neurology, Institute of Metabolism and Systems Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, B15 2TT UK
- Centre for Endocrinology, Diabetes and Metabolism, Birmingham Health Partners, Birmingham, B15 2TH UK
| | - Gareth G. Lavery
- Metabolic Neurology, Institute of Metabolism and Systems Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, B15 2TT UK
- Centre for Endocrinology, Diabetes and Metabolism, Birmingham Health Partners, Birmingham, B15 2TH UK
| | - Alexandra J. Sinclair
- Metabolic Neurology, Institute of Metabolism and Systems Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, B15 2TT UK
- Centre for Endocrinology, Diabetes and Metabolism, Birmingham Health Partners, Birmingham, B15 2TH UK
- Department of Neurology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, B15 2TH UK
| |
Collapse
|
29
|
Wakerley BR, Mollan SP, Sinclair AJ. Idiopathic intracranial hypertension: Update on diagnosis and management. Clin Med (Lond) 2020; 20:384-388. [PMID: 32675143 PMCID: PMC7385768 DOI: 10.7861/clinmed.2020-0232] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Idiopathic intracranial hypertension is a condition of raised intracranial pressure of unknown cause. Features include new onset headache, which is frequently non-specific; papilloedema is present, visual disturbances are common; and there may be sixth nerve palsy. Diagnosis includes brain imaging with venography to exclude structural causes and venous sinus thrombosis. Lumbar puncture reveals pressure greater than 250 mmCSF with normal constituents. Treatments aim to modify the disease, prevent permanent visual loss and manage headaches. These include weight loss. For those with rapid visual decline, urgent surgical intervention is essential. For most, this is a chronic condition characterised by significantly disabling headaches.
Collapse
Affiliation(s)
| | - Susan P Mollan
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Alexandra J Sinclair
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK and University of Birmingham, Edgbaston, UK
| |
Collapse
|
30
|
Ferroni P, Zanzotto FM, Scarpato N, Spila A, Fofi L, Egeo G, Rullo A, Palmirotta R, Barbanti P, Guadagni F. Machine learning approach to predict medication overuse in migraine patients. Comput Struct Biotechnol J 2020; 18:1487-1496. [PMID: 32637046 PMCID: PMC7327028 DOI: 10.1016/j.csbj.2020.06.006] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 05/19/2020] [Accepted: 06/05/2020] [Indexed: 11/23/2022] Open
Abstract
Machine learning (ML) is largely used to develop automatic predictors in migraine classification but automatic predictors for medication overuse (MO) in migraine are still in their infancy. Thus, to understand the benefits of ML in MO prediction, we explored an automated predictor to estimate MO risk in migraine. To achieve this objective, a study was designed to analyze the performance of a customized ML-based decision support system that combines support vector machines and Random Optimization (RO-MO). We used RO-MO to extract prognostic information from demographic, clinical and biochemical data. Using a dataset of 777 consecutive migraine patients we derived a set of predictors with discriminatory power for MO higher than that observed for baseline SVM. The best four were incorporated into the final RO-MO decision support system and risk evaluation on a five-level stratification was performed. ROC analysis resulted in a c-statistic of 0.83 with a sensitivity and specificity of 0.69 and 0.87, respectively, and an accuracy of 0.87 when MO was predicted by at least three RO-MO models. Logistic regression analysis confirmed that the derived RO-MO system could effectively predict MO with ORs of 5.7 and 21.0 for patients classified as probably (3 predictors positive), or definitely at risk of MO (4 predictors positive), respectively. In conclusion, a combination of ML and RO - taking into consideration clinical/biochemical features, drug exposure and lifestyle - might represent a valuable approach to MO prediction in migraine and holds the potential for improving model precision through weighting the relative importance of attributes.
Collapse
Key Words
- AI, Artificial Intelligence
- AUC, Area Under the Curve
- Artificial intelligence
- BMI, body mass index
- CI, Confidence Interval
- DBH 19-bp I/D polymorphism, Dopamine-Beta-Hydroxylase 19 bp insertion/deletion polymorphism
- DSS, Decision Support System
- Decision support systems
- ICT, Information and Communications Technology
- KELP, Kernel-based Learning Platform
- LRs, likelihood ratios
- MKL, Multiple Kernel Learning
- ML, Machine Learning
- MO, Medication Overuse
- Machine learning
- Medication overuse
- Migraine
- NSAID, nonsteroidal anti-inflammatory drugs
- PVI, Predictive Value Imputation
- RO, Random Optimization
- ROC, Receiver operating characteristic
- SE, Standard Error
- SVM, Support Vector Machine
Collapse
Affiliation(s)
- Patrizia Ferroni
- BioBIM (InterInstitutional Multidisciplinary Biobank), IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
- Dept. of Human Sciences & Quality of Life Promotion, San Raffaele Roma Open University, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Fabio M. Zanzotto
- Department of Enterprise Engineering, University of Rome “Tor Vergata”, Viale Oxford 81, 00133 Rome, Italy
| | - Noemi Scarpato
- Dept. of Human Sciences & Quality of Life Promotion, San Raffaele Roma Open University, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Antonella Spila
- BioBIM (InterInstitutional Multidisciplinary Biobank), IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Luisa Fofi
- Headache and Pain Unit, Dept. of Neurological, Motor and Sensorial Sciences, IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Gabriella Egeo
- Headache and Pain Unit, Dept. of Neurological, Motor and Sensorial Sciences, IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Alessandro Rullo
- Neatec S.p.A., Via Campi Flegrei, 34, 80078 Pozzuoli, Naples, Italy
| | - Raffaele Palmirotta
- Department of Biomedical Sciences & Human Oncology, University of Bari ‘Aldo Moro’, Bari, Italy
| | - Piero Barbanti
- Dept. of Human Sciences & Quality of Life Promotion, San Raffaele Roma Open University, Via di Val Cannuta 247, 00166 Rome, Italy
- Headache and Pain Unit, Dept. of Neurological, Motor and Sensorial Sciences, IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
| | - Fiorella Guadagni
- BioBIM (InterInstitutional Multidisciplinary Biobank), IRCCS San Raffaele Pisana, Via di Val Cannuta 247, 00166 Rome, Italy
- Dept. of Human Sciences & Quality of Life Promotion, San Raffaele Roma Open University, Via di Val Cannuta 247, 00166 Rome, Italy
| |
Collapse
|