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Ferretti A, Gatto M, Velardi M, Di Nardo G, Foiadelli T, Terrin G, Cecili M, Raucci U, Valeriani M, Parisi P. Migraine, Allergy, and Histamine: Is There a Link? J Clin Med 2023; 12:jcm12103566. [PMID: 37240671 DOI: 10.3390/jcm12103566] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 05/14/2023] [Accepted: 05/17/2023] [Indexed: 05/28/2023] Open
Abstract
The relationship between migraines and allergies is controversial. Though they are epidemiologically linked, the underlying pathophysiological connection between them remains unclear. Migraines and allergic disorders have various underlying genetic and biological causes. As per the literature, these conditions are epidemiologically linked, and some common pathophysiological pathways have been hypothesized. The histaminergic system may be the clue to understanding the correlation among these diseases. As a neurotransmitter in the central nervous system with a vasodilatory effect, histamine has a well-documented influence on the allergic response and could be involved in the pathophysiology of migraines. Histamine may influence hypothalamic activity, which may play a major role in migraines or may simply influence their severity. In both cases, antihistamine drugs could prove useful. This review examines whether the histaminergic system, particularly H3 and H4 receptors, may provide a mechanistic link between the pathophysiology of migraines and allergic disorders, two common and debilitating conditions. Identifying their connection could help identify novel therapeutic strategies.
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Affiliation(s)
- Alessandro Ferretti
- Pediatrics Unit, Neuroscience, Mental Health and Sense Organs (NESMOS) Department, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
| | - Mattia Gatto
- Child Neurology and Psychiatry Unit, Systems Medicine Department, Tor Vergata University of Rome, 00133 Rome, Italy
| | - Margherita Velardi
- General and Emergency Department, Bambino Gesù Children's Hospital, Istituto di Ricerca e Cura a Carattere Scientifico, 00165 Rome, Italy
| | - Giovanni Di Nardo
- Pediatrics Unit, Neuroscience, Mental Health and Sense Organs (NESMOS) Department, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
| | - Thomas Foiadelli
- Pediatric Clinic, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Gianluca Terrin
- Department of Mother and Child, Gynecological and Urological Sciences, Faculty of Medicine and Dentistry, Sapienza University of Rome, 00185 Rome, Italy
| | - Manuela Cecili
- Pediatrics Unit, Neuroscience, Mental Health and Sense Organs (NESMOS) Department, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
| | - Umberto Raucci
- General and Emergency Department, Bambino Gesù Children's Hospital, Istituto di Ricerca e Cura a Carattere Scientifico, 00165 Rome, Italy
| | - Massimiliano Valeriani
- Developmental Neurology Unit, Bambino Gesù Children's Hospital, Istituto di Ricerca e Cura a Carattere Scientifico, 00165 Rome, Italy
| | - Pasquale Parisi
- Pediatrics Unit, Neuroscience, Mental Health and Sense Organs (NESMOS) Department, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
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Kim JH, Lee Y, Kwon YS, Sohn JH. Clinical Implications of the Association between Respiratory and Gastrointestinal Disorders in Migraine and Non-Migraine Headache Patients. J Clin Med 2023; 12:jcm12103434. [PMID: 37240541 DOI: 10.3390/jcm12103434] [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: 03/26/2023] [Revised: 05/02/2023] [Accepted: 05/11/2023] [Indexed: 05/28/2023] Open
Abstract
Headaches, particularly migraine, are associated with gastrointestinal (GI) disorders. In addition to the gut-brain axis, the lung-brain axis is suspected to be involved in the relationship between pulmonary microbes and brain disorders. Therefore, we investigated possible associations of migraine and non-migraine headaches (nMH) with respiratory and GI disorders using the clinical data warehouse over 11 years. We compared data regarding GI and respiratory disorders, including asthma, bronchitis, and COPD, among patients with migraine, patients with nMH, and controls. In total, 22,444 patients with migraine, 117,956 patients with nMH, and 289,785 controls were identified. After adjustment for covariates and propensity score matching, the odds ratios (ORs) for asthma (1.35), gastroesophageal reflux disorder (1.55), gastritis (1.90), functional GI disorder (1.35), and irritable bowel syndrome (1.76) were significantly higher in patients with migraine than in controls (p = 0.000). The ORs for asthma (1.16) and bronchitis (1.33) were also significantly higher in patients with nMH than in controls (p = 0.0002). When the migraine group was compared with the nMH group, only the OR for GI disorders was statistically significant. Our findings suggest that migraine and nMH are associated with increased risks of GI and respiratory disorders.
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Affiliation(s)
- Jong-Ho Kim
- Department of Anesthesiology and Pain Medicine, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea
- Institute of New Frontier Research Team, College of Medicine, Hallym University, Chuncheon 24252, Republic of Korea
| | - Yeonkyeong Lee
- Institute of New Frontier Research Team, College of Medicine, Hallym University, Chuncheon 24252, Republic of Korea
| | - Young-Suk Kwon
- Department of Anesthesiology and Pain Medicine, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea
- Institute of New Frontier Research Team, College of Medicine, Hallym University, Chuncheon 24252, Republic of Korea
| | - Jong-Hee Sohn
- Institute of New Frontier Research Team, College of Medicine, Hallym University, Chuncheon 24252, Republic of Korea
- Department of Neurology, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea
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Han JH, Lee HJ, Yook HJ, Han K, Lee JH, Park YM. Atopic Disorders and Their Risks of Migraine: A Nationwide Population-Based Cohort Study. ALLERGY, ASTHMA & IMMUNOLOGY RESEARCH 2023; 15:55-66. [PMID: 36693358 PMCID: PMC9880296 DOI: 10.4168/aair.2023.15.1.55] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Revised: 07/21/2022] [Accepted: 09/06/2022] [Indexed: 01/20/2023]
Abstract
PURPOSE Migraine is a relatively common neurologic disorder. A possible link between atopic disorders and migraine has been suggested. This study investigated atopic disorders and their risks of migraine in the Korean population. METHODS From the Korean National Health Insurance Service database, patients aged ≥ 20 years who underwent health screening between January and December of 2009 were enrolled. To evaluate the risk of migraine, Cox proportional hazards regression analyses were performed. RESULTS In multivariable analysis, the atopic dermatitis group (adjusted hazard ratio [aHR], 1.28; 95% confidence interval [CI], 1.23-1.33), asthma group (aHR, 1.32; 95% CI, 1.30-1.34) and allergic rhinitis group (aHR, 1.45; 95% CI, 1.44-1.46) had significantly increased risks of migraine compared to their respective control groups (P < 0.001). The patients with 1 (aHR, 1.43; 95% CI, 1.42-1.44), 2 (aHR, 1.50; 95% CI, 1.47-1.53), and 3 (aHR, 1.64; 95% CI, 1.43-1.88) atopic disorders had significantly increased risks of migraine compared to the control group (P < 0.001). CONCLUSIONS Our results demonstrate that patients with atopic disorders may have increased risk of migraine and that the larger the number of concomitant atopic disorders, the higher the risk of migraine.
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Affiliation(s)
- Ju Hee Han
- Department of Dermatology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Hyun Ji Lee
- Department of Dermatology, Yeouido St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Hwa Jung Yook
- Department of Dermatology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Kyungdo Han
- Department of Statistics and Actuarial Science, Soongsil University, Seoul, Korea
| | - Ji Hyun Lee
- Department of Dermatology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Young Min Park
- Department of Dermatology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.
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Sudat SEK, Jacobson AS, Avins AL, Lipton RB, Pressman AR. A population-health approach to characterizing migraine by comorbidity: Results from the Mindfulness and Migraine Cohort Study. Cephalalgia 2022; 42:1255-1264. [PMID: 35642092 PMCID: PMC9872270 DOI: 10.1177/03331024221104180] [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: 01/26/2023]
Abstract
BACKGROUND The heterogeneity of migraine has been reported extensively, with identified subgroups usually based on symptoms. Grouping individuals with migraine and similar comorbidity profiles has been suggested, however such segmentation methods have not been tested using real-world clinical data. OBJECTIVE To gain insights into natural groupings of patients with migraine using latent class analysis based on electronic health record-determined comorbidities. METHODS Retrospective electronic health record data analysis of primary-care patients at Sutter Health, a large open healthcare system in Northern California, USA. We identified migraine patients over a five-year time period (2015-2019) and extracted 29 comorbidities. We then applied latent class analysis to identify comorbidity-based natural subgroups. RESULTS We identified 95,563 patients with migraine and found seven latent classes, summarized by their predominant comorbidities and population share: fewest comorbidities (61.8%), psychiatric (18.3%), some comorbidities (10.0%), most comorbidities - no cardiovascular (3.6%), vascular (3.1%), autoimmune/joint/pain (2.2%), and most comorbidities (1.0%). We found minimal demographic differences across classes. CONCLUSION Our study found groupings of migraine patients based on comorbidity that have the potential to be used to guide targeted treatment strategies and the development of new therapies.
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Affiliation(s)
- Sylvia EK Sudat
- Sutter Health Center for Health Systems Research, Walnut Creek, CA, USA
| | - Alice S Jacobson
- Sutter Health Center for Health Systems Research, Walnut Creek, CA, USA
| | - Andrew L Avins
- Kaiser Permanente Division of Research, Oakland, CA, USA,Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA USA,Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Richard B Lipton
- Albert Einstein College of Medicine and the Montefiore Headache Center, Bronx, NY, USA
| | - Alice R Pressman
- Sutter Health Center for Health Systems Research, Walnut Creek, CA, USA,Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA USA,PRECISIONheor, Boston, MA, USA
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Faraji F, Shojapour M, Farahani I, Ganji A, Mosayebi G. Reduced regulatory T lymphocytes in migraine patients. Neurol Res 2021; 43:677-682. [PMID: 33853506 DOI: 10.1080/01616412.2021.1915077] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Objectives: Migraine is a primary headache disorder with unknown pathophysiology. Recently, many studies have suggested the role of immune dysfunction in the pathophysiology of this disorder. In this study, we investigated the percentage of regulatory T cells (Treg cells) in different migraine categories.Methods: Peripheral blood samples of 40 newly diagnosed cases of migraine and 33 healthy individuals were collected for Treg cell analysis by flow cytometry.Results: The percentage of Treg cells in migraine patients with all subgroups including patients with or without auras and patients with chronic or episodic migraine was significantly lower than that of the control group. Also, a significant increase in the CD25 means fluorescence intensity (MFI) was observed in migraine without aura and chronic migraine groups, compared to the normal group.Conclusions: In this study, the number of Treg cells significantly decreased in new cases of migraine, which suggests that migraine is a result of an impairment in the immunological system or an autoimmune disease. Also, the insignificant difference in the number of Treg cells between the two categories of migraine suggests that there is no link between the reduced number of Treg cells and the emergence of aura symptoms or duration of the disease.
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Affiliation(s)
- Fardin Faraji
- Department of Neurology, School of Medicine, Arak University of Medical Sciences, Arak, Iran
| | - Mana Shojapour
- Molecular and Medicine Research Center, Arak University of Medical Sciences, Arak, Iran
| | - Iman Farahani
- Molecular and Medicine Research Center, Department of Microbiology and Immunology, School of Medicine, Arak University of Medical Sciences, Arak, Iran
| | - Ali Ganji
- Molecular and Medicine Research Center, Department of Microbiology and Immunology, School of Medicine, Arak University of Medical Sciences, Arak, Iran
| | - Ghasem Mosayebi
- Molecular and Medicine Research Center, Department of Microbiology and Immunology, School of Medicine, Arak University of Medical Sciences, Arak, Iran
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Wang L, Deng ZR, Zu MD, Zhang J, Wang Y. The Comorbid Relationship Between Migraine and Asthma: A Systematic Review and Meta-Analysis of Population-Based Studies. Front Med (Lausanne) 2021; 7:609528. [PMID: 33521020 PMCID: PMC7838157 DOI: 10.3389/fmed.2020.609528] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 11/25/2020] [Indexed: 01/11/2023] Open
Abstract
Objective: Recent studies have indicated a pathophysiologic link between migraine and asthma. This meta-analysis aimed to comprehensively estimate the risk ratio for migraine in asthma as well as that of asthma in migraine based on available evidence. Method: We systematically searched the electronic databases including PubMed, Web of Science, and SCOPUS for population-based studies that measured either the odds or the risk of asthma in subjects with migraine as well as that of migraine in subjects with asthma. The titles and abstracts were screened by two independent reviewers to identify eligible studies, and this was followed by full-text review of the included studies. Newcastle-Ottawa Scale (NOS) was used to assess the risk of bias of included literature. A meta-analysis was conducted with Review Manager 5.3 Software to calculate the odds ratio (OR) for case-control and cross-sectional studies and either relative ratio (RR) or hazard ratio (HR) for cohort studies, and the source of heterogeneity was assessed. Subgroup and sensitivity analyses were conducted, and the I2 test were used to assess the source of heterogeneity. The funnel plot, Galbraith plot, and Egger's test were used to evaluate publication bias. Results: Fifteen published studies covering a total of 1,188,780 individuals were identified. Pooled analysis indicated that migraine was associated with increased odds (OR = 1.54; 95% CI: 1.34~1.77) and risk for asthma (HR = 1.42; 95% CI: 1.26~1.60), and asthma associated with increased odds (OR = 1.45; 95% CI: 1.22~1.72) and risk for migraine (HR = 1.47; 95% CI: 1.41~1.52). Conclusion: Migraine is a potential risk indicator for asthma, and vice versa, asthma is a potential risk indicator for migraine. However, future prospective cohort studies are warranted to provide more evidence concerning the detailed association between migraine and asthma.
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Affiliation(s)
- Long Wang
- Department of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Neurology, The Second People Hospital of Hefei, Hefei, China
| | - Zi-Ru Deng
- Department of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Mei-Dan Zu
- Department of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Juan Zhang
- Department of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yu Wang
- Department of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
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Vélez-Jiménez MK, Chiquete-Anaya E, Orta DSJ, Villarreal-Careaga J, Amaya-Sánchez LE, Collado-Ortiz MÁ, Diaz-García ML, Gudiño-Castelazo M, Hernández-Aguilar J, Juárez-Jiménez H, León-Jiménez C, Loy-Gerala MDC, Marfil-Rivera A, Antonio Martínez-Gurrola M, Martínez-Mayorga AP, Munive-Báez L, Nuñez-Orozo L, Ojeda-Chavarría MH, Partida-Medina LR, Pérez-García JC, Quiñones-Aguilar S, Reyes-Álvarez MT, Rivera-Nava SC, Torres-Oliva B, Vargas-García RD, Vargas-Méndez R, Vega-Boada F, Vega-Gaxiola SB, Villegas-Peña H, Rodriguez-Leyva I. Comprehensive management of adults with chronic migraine: Clinical practice guidelines in Mexico. CEPHALALGIA REPORTS 2021; 4. [DOI: 10.1177/25158163211033969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2025] Open
Abstract
Introduction: Migraine is a polygenic multifactorial disorder with a neuronal initiation of a cascade of neurochemical processes leading to incapacitating headaches. Headaches are generally unilateral, throbbing, 4–72 h in duration, and associated with nausea, vomiting, photophobia, and sonophobia. Chronic migraine (CM) is the presence of a headache at least 15 days per month for ≥3 months and has a high global impact on health and economy, and therapeutic guidelines are lacking. Methods: Using the Grading of Recommendations, Assessment, Development, and Evaluations system, we conducted a search in MEDLINE and Cochrane to investigate the current evidence and generate recommendations of clinical practice on the identification of risk factors and treatment of CM in adults. Results: We recommend avoiding overmedication of non-steroidal anti-inflammatory drugs (NSAIDs); ergotamine; caffeine; opioids; barbiturates; and initiating individualized prophylactic treatment with topiramate eptinezumab, galcanezumab, erenumab, fremanezumab, or botulinum toxin. We highlight the necessity of managing comorbidities initially. In the acute management, we recommend NSAIDs, triptans, lasmiditan, and gepants alone or with metoclopramide if nausea or vomiting. Non-pharmacological measures include neurostimulation. Conclusions: We have identified the risk factors and treatments available for the management of CM based on a grading system, which facilitates selection for individualized management.
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Affiliation(s)
| | - Erwin Chiquete-Anaya
- Department of Neurology and Psychiatry, National Institute of Medical Science and Nutrition “Salvador Zubirán”, Mexico City, México
| | - Daniel San Juan Orta
- Department of Clinical Research of the National Institute of Neurology and Neurosurgery “Dr. Manuel Velazco Suárez”, Mexico City, Mexico
| | | | - Luis Enrique Amaya-Sánchez
- Department of Neurology, Hospital de Especialidades del Centro Médico Nacional SXXI Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Miguel Ángel Collado-Ortiz
- Staff physician of the hospital and the Neurological Center ABC (The American British Cowdray Hospital IAP, Mexico City, Mexico
| | | | | | - Juan Hernández-Aguilar
- Department of Neurology, Hospital Infantil de México. Federico Gómez, Mexico City, Mexico
| | | | - Carolina León-Jiménez
- Department of Neurology, ISSSTE Regional Hospital, “Dr. Valentin Gomez Farías”, Zapopan, Jalisco, Mexico
| | | | - Alejandro Marfil-Rivera
- Headache and Chronic Pain Clinic, Neurology Service, Hospital Univrsitario Autónoma de Nuevo Leon, Mexico City, Mexico
| | | | - Adriana Patricia Martínez-Mayorga
- Department of Neurology, Central Hospital “Dr. Ignacio Morones Prieto”, Faculty of Medicine, Universidad Autónoma de San Luis Potosi, SLP, Mexico City, Mexico
| | | | - Lilia Nuñez-Orozo
- Department of Neurology, National Medical Center 20 de Noviembre, ISSSTE, Mexico City, Mexico
| | | | - Luis Roberto Partida-Medina
- Department of Neurology, Hospital de Especialidades, Centro Medico Nacional de Occidente, IMSS, Guadalajara, Jalisco, Mexico
| | | | | | | | | | | | | | | | - Felipe Vega-Boada
- Department of Neurology and Psychiatry, National Institute of Medical Science and Nutrition “Salvador Zubirán”, Mexico City, México
| | | | - Hilda Villegas-Peña
- Department of Pediatric Neurology, Clínica de Guadalajara, Guadalajara, Jalisco, Mexico
| | - Ildefonso Rodriguez-Leyva
- Department of Neurology, Central Hospital “Dr. Ignacio Morones Prieto”, Faculty of Medicine, Universidad Autónoma de San Luis Potosi, SLP, Mexico City, Mexico
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Clemow DB, Baygani SK, Hauck PM, Hultman CB. Lasmiditan in patients with common migraine comorbidities: a post hoc efficacy and safety analysis of two phase 3 randomized clinical trials. Curr Med Res Opin 2020; 36:1791-1806. [PMID: 32783644 DOI: 10.1080/03007995.2020.1808780] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
OBJECTIVE Determine whether common migraine comorbidities affect the efficacy and safety of lasmiditan, a 5-HT1F receptor agonist approved in the United States for the acute treatment of migraine. METHODS In SPARTAN and SAMURAI (double-blind Phase 3 clinical trials), patients with migraine were randomized to oral lasmiditan 50 mg (SPARTAN only), 100mg, 200 mg, or placebo. Lasmiditan increased the proportion of pain-free and most bothersome symptom (MBS)-free patients at 2 h after dose compared with placebo. Most common treatment-emergent adverse events (TEAEs) were dizziness, paraesthesia, somnolence, fatigue, nausea, muscular weakness, and hypoesthesia. Based upon literature review of common migraine comorbidities, Anxiety, Allergy, Bronchial, Cardiac, Depression, Fatigue, Gastrointestinal, Hormonal, Musculoskeletal/Pain, Neurological, Obesity, Sleep, and Vascular Comorbidity Groups were created. Using pooled results, efficacy and TEAEs were assessed to compare patients with or without a given common migraine comorbidity. To compare treatment groups, p-values were calculated for treatment-by-subgroup interaction, based on logistic regression with treatment-by-comorbidity condition status (Yes/No) as the interaction term; study, treatment group, and comorbidity condition status (Yes/No) were covariates. Differential treatment effect based upon comorbidity status was also examined. Trial registration at clinicaltrials.gov: SAMURAI (NCT02439320) and SPARTAN (NCT02605174). RESULTS Across all the Comorbidity Groups, with the potential exception of fatigue, treatment-by-subgroup interaction analyses did not provide evidence of a lasmiditan-driven lasmiditan versus placebo differential treatment effect dependent on Yes versus No comorbidity subgroup for either efficacy or TEAE assessments. CONCLUSIONS The efficacy and safety of lasmiditan for treatment of individual migraine attacks appear to be independent of comorbid conditions.
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Affiliation(s)
- David B Clemow
- Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Simin K Baygani
- Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Paula M Hauck
- Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Cory B Hultman
- Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
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Xiang Y, Ji H, Zhou Y, Li F, Du J, Rasmy L, Wu S, Zheng WJ, Xu H, Zhi D, Zhang Y, Tao C. Asthma Exacerbation Prediction and Risk Factor Analysis Based on a Time-Sensitive, Attentive Neural Network: Retrospective Cohort Study. J Med Internet Res 2020; 22:e16981. [PMID: 32735224 PMCID: PMC7428917 DOI: 10.2196/16981] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 03/02/2020] [Accepted: 05/13/2020] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Asthma exacerbation is an acute or subacute episode of progressive worsening of asthma symptoms and can have a significant impact on patients' quality of life. However, efficient methods that can help identify personalized risk factors and make early predictions are lacking. OBJECTIVE This study aims to use advanced deep learning models to better predict the risk of asthma exacerbations and to explore potential risk factors involved in progressive asthma. METHODS We proposed a novel time-sensitive, attentive neural network to predict asthma exacerbation using clinical variables from large electronic health records. The clinical variables were collected from the Cerner Health Facts database between 1992 and 2015, including 31,433 adult patients with asthma. Interpretations on both patient and cohort levels were investigated based on the model parameters. RESULTS The proposed model obtained an area under the curve value of 0.7003 through a five-fold cross-validation, which outperformed the baseline methods. The results also demonstrated that the addition of elapsed time embeddings considerably improved the prediction performance. Further analysis observed diverse distributions of contributing factors across patients as well as some possible cohort-level risk factors, which could be found supporting evidence from peer-reviewed literature such as respiratory diseases and esophageal reflux. CONCLUSIONS The proposed neural network model performed better than previous methods for the prediction of asthma exacerbation. We believe that personalized risk scores and analyses of contributing factors can help clinicians better assess the individual's level of disease progression and afford the opportunity to adjust treatment, prevent exacerbation, and improve outcomes.
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Affiliation(s)
- Yang Xiang
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Hangyu Ji
- Division of Gastroenterology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yujia Zhou
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Fang Li
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Jingcheng Du
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Laila Rasmy
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Stephen Wu
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - W Jim Zheng
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Hua Xu
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Degui Zhi
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Yaoyun Zhang
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Cui Tao
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States
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Buse DC, Reed ML, Fanning KM, Bostic R, Dodick DW, Schwedt TJ, Munjal S, Singh P, Lipton RB. Comorbid and co-occurring conditions in migraine and associated risk of increasing headache pain intensity and headache frequency: results of the migraine in America symptoms and treatment (MAST) study. J Headache Pain 2020; 21:23. [PMID: 32122324 PMCID: PMC7053108 DOI: 10.1186/s10194-020-1084-y] [Citation(s) in RCA: 149] [Impact Index Per Article: 29.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Accepted: 02/04/2020] [Indexed: 12/30/2022] Open
Abstract
Background Migraine has many presumed comorbidities which have rarely been compared between samples with and without migraine. Examining the association between headache pain intensity and monthly headache day (MHD) frequency with migraine comorbidities is novel and adds to our understanding of migraine comorbidity. Methods The MAST Study is a prospective, web-based survey that identified US population samples of persons with migraine (using modified International Classification of Headache Disorders-3 beta criteria) and without migraine. Eligible migraine participants averaged ≥1 MHDs over the prior 3 months. Comorbidities “confirmed by a healthcare professional diagnosis” were endorsed by respondents from a list of 21 common cardiovascular, neurologic, psychiatric, sleep, respiratory, dermatologic, pain and medical comorbidities. Multivariable binary logistic regression calculated odds ratios (OR) and 95% confidence intervals for each condition between the two groups adjusting for sociodemographics. Modeling within the migraine cohort assessed rates of conditions as a function of headache pain intensity, MHD frequency, and their combination. Results Analyses included 15,133 people with migraine (73.0% women, 77.7% White, mean age 43 years) and 77,453 controls (46.4% women, 76.8% White, mean age 52 years). People with migraine were significantly (P < 0.001) more likely to report insomnia (OR 3.79 [3.6, 4.0]), depression (OR 3.18 [3.0, 3.3]), anxiety (OR 3.18 [3.0 3.3]), gastric ulcers/GI bleeding (OR 3.11 [2.8, 3.5]), angina (OR 2.64 [2.4, 3.0]) and epilepsy (OR 2.33 [2.0, 2.8]), among other conditions. Increasing headache pain intensity was associated with comorbidities related to inflammation (psoriasis, allergy), psychiatric disorders (depression, anxiety) and sleep conditions (insomnia). Increasing MHD frequency was associated with increased risk for nearly all conditions and most prominent among those with comorbid gastric ulcers/GI bleeding, diabetes, anxiety, depression, insomnia, asthma and allergies/hay fever. Conclusions In regression models controlled for sociodemographic variables, all conditions studied were reported more often by those with migraine. Whether entered into the models separately or together, headache pain intensity and MHD frequency were associated with increased risk for many conditions. Future work is required to understand the causal sequence of relationships (direct causality, reverse causality, shared underlying predisposition), the potential confounding role of healthcare professional consultation and treatment, and potential detection bias.
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Affiliation(s)
- Dawn C Buse
- Albert Einstein College of Medicine, 1250 Waters Place, 8th Floor, Bronx, NY, 10461, USA.
| | - Michael L Reed
- Vedanta Research, 23 Tanyard Court, Chapel Hill, NC, 27517, USA
| | | | - Ryan Bostic
- Vedanta Research, 23 Tanyard Court, Chapel Hill, NC, 27517, USA
| | | | | | - Sagar Munjal
- Promius Pharma, 107 College Road East, Princeton, NJ, 08534, USA
| | - Preeti Singh
- Promius Pharma, 107 College Road East, Princeton, NJ, 08534, USA
| | - Richard B Lipton
- Albert Einstein College of Medicine, 1250 Waters Place, 8th Floor, Bronx, NY, 10461, USA.,Montefiore Medical Center, 1165 Morris Park Avenue, Rousso Building, Room 332, Bronx, NY, 10461, USA
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11
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Kim SY, Min C, Oh DJ, Lim JS, Choi HG. Bidirectional association between asthma and migraines in adults: Two longitudinal follow-up studies. Sci Rep 2019; 9:18343. [PMID: 31798009 PMCID: PMC6892888 DOI: 10.1038/s41598-019-54972-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 11/21/2019] [Indexed: 12/27/2022] Open
Abstract
The objective of this study was to evaluate the bidirectional association between asthma and migraines using control subjects matched by demographic factors. The Korean Health Insurance Review and Assessment Service - National Sample Cohort from 2002 to 2013 was used. In study I, 113,059 asthma participants were matched with 113,059 control I participants. In study II, 36,044 migraine participants were matched with 114,176 control II participants. The hazard ratios (HRs) of migraines in the asthma patients (study I) and asthma in the migraine patients (study II) were analyzed using stratified Cox proportional hazard models after adjusting for depression and the Charlson comorbidity index. In study I, 5.3% (6,017/ 113,059) of the asthma group and 3.4% (3,806/ 113,059) of the control I group had migraines (P < 0.001). The asthma group demonstrated an adjusted HR of 1.47 for migraine (95% confidence interval (CI) = 1.41–1.53, P < 0.001). In study II, 15.4% (5,548/36,044) of the migraine group and 10.6% (15,271/144,176) of the control group had asthma (P < 0.001). The migraine group showed an adjusted HR of 1.37 for asthma (95% CI = 1.33–1.41, P value < 0.001). Asthma and migraines are reciprocally associated.
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Affiliation(s)
- So Young Kim
- Department of Otorhinolaryngology-Head & Neck Surgery, CHA Bundang Medical Center, CHA University, Seongnam, Korea
| | - Chanyang Min
- Hallym Data Science Laboratory, Hallym University College of Medicine, Anyang, Korea.,Graduate School of Public Health, Seoul National University, Seoul, Korea
| | - Dong Jun Oh
- Department of Internal medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Jae-Sung Lim
- Department of Neurology, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Hyo Geun Choi
- Hallym Data Science Laboratory, Hallym University College of Medicine, Anyang, Korea. .,Department of Otorhinolaryngology-Head & Neck Surgery, Hallym University College of Medicine, Anyang, Korea.
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12
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Lipton RB, Fanning KM, Buse DC, Martin VT, Hohaia LB, Adams AM, Reed ML, Goadsby PJ. Migraine progression in subgroups of migraine based on comorbidities: Results of the CaMEO Study. Neurology 2019; 93:e2224-e2236. [PMID: 31690685 PMCID: PMC6937494 DOI: 10.1212/wnl.0000000000008589] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Accepted: 06/26/2019] [Indexed: 02/04/2023] Open
Abstract
Objective To test the hypothesis that statistically defined subgroups of migraine (based on constellations of comorbidities and concomitant conditions; henceforth comorbidities), previously identified using Chronic Migraine Epidemiology and Outcomes (CaMEO) Study data, differ in prognosis, as measured by rates of progression from episodic migraine (EM) to chronic migraine (CM). Methods The onset of CM was assessed up to 4 times over 12 months in individuals with EM and ≥1 comorbidity at baseline, based on constellations of comorbidities (comorbidity classes). The “fewest comorbidities” class served as reference. Individuals completing ≥1 follow-up survey from the web-based CaMEO Study were included. Covariates included sociodemographic variables and headache characteristics. Sex, income, cutaneous allodynia, and medication overuse were modeled as binary variables; age, body mass index, headache-related disability (Migraine Disability Assessment [MIDAS]), and Migraine Symptom Severity Scale as continuous variables. CM onset was assessed using discrete time analysis. Results In the final sociodemographic model, all comorbidity classes had significantly elevated hazard ratios (HRs) for risk of progression to CM from EM, relative to fewest comorbidities. HRs for CM onset ranged from 5.34 (95% confidence interval [CI] 3.89–7.33; p ≤ 0.001) for most comorbidities to 1.53 (95% CI 1.17–2.01; p < 0.05) for the respiratory class. After adjusting for headache covariates independently, each comorbidity class significantly predicted CM onset, although HRs were attenuated. Conclusions Subgroups of migraine identified by comorbidity classes at cross-section predicted progression from EM (with ≥1 comorbidity at baseline) to CM. The relationship of comorbidity group to CM onset remained after adjusting for indicators of migraine severity, such as MIDAS. Clinicaltrials.gov identifier NCT01648530.
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Affiliation(s)
- Richard B Lipton
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco.
| | - Kristina M Fanning
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Dawn C Buse
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Vincent T Martin
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Lee B Hohaia
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Aubrey Manack Adams
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Michael L Reed
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
| | - Peter J Goadsby
- From the Albert Einstein College of Medicine (R.B.L., D.C.B.), Bronx, NY; Vedanta Research (K.M.F., M.L.R.), Chapel Hill, NC; University of Cincinnati Headache and Facial Pain Center (V.T.M.), University of Cincinnati College of Medicine, OH; CHC Group, LLC (L.B.H.), North Wales, PA; Allergan plc (A.M.A.), Irvine, CA; NIHR-Wellcome Trust King's Clinical Research Facility (P.J.G.), King's College, London, UK; and Department of Neurology (P.J.G.), University of California, San Francisco
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Graif Y, Shohat T, Machluf Y, Farkash R, Chaiter Y. Association between asthma and migraine: A cross-sectional study of over 110 000 adolescents. CLINICAL RESPIRATORY JOURNAL 2018; 12:2491-2496. [PMID: 30004178 DOI: 10.1111/crj.12939] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Revised: 06/27/2018] [Accepted: 06/27/2018] [Indexed: 01/07/2023]
Abstract
BACKGROUND Epidemiological studies have reported an association between asthma and migraine, mainly in adults. OBJECTIVE To examine the association between specialist-diagnosed asthma and migraine among adolescents. METHODS The electronic database of a recruitment center was retrospectively searched for all 17-year-old draftees during the years 1987-2010. Diagnoses of asthma and migraine were made by certified specialists. The prevalence of migraine was compared among draftees with and without asthma. Covariate data on socio-demographics and associated medical conditions were recorded. RESULTS A total of 113 671 adolescents were available for analysis. Asthma was diagnosed among 4.0% and migraine among 1.9%. Migraine was significantly more prevalent among adolescents with asthma [174 of the 4581 subjects (3.8%)] compared to those without asthma [1946 of the 109 090 (1.8%)] [OR = 2.17 (95% CI 1.86-2.55; P < 0.001)]. Rates of migraine among subjects with and without allergic rhinitis were 6.3% and 1.7%, respectively [OR = 4.04 (95% CI 3.58-4.56; P < 0.001)]. On multivariate analysis, there was a significant association between migraine and both asthma [OR = 1.42 (95% CI 1.19-1.68)] and allergic rhinitis [OR = 3.18 (95% CI 2.80-3.63)]. Other factors significantly associated with migraine were female gender, urban area of residence, recent immigration to Israel, having three or fewer siblings, and abnormal body mass index. CONCLUSION Clinicians should be aware that asthma and allergic rhinitis are potential risk factors for migraine in adolescents. A combined finding of these conditions and recurrent headache is highly suggestive of migraine and warrants a different diagnosis and treatment approach from sinusitis.
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Affiliation(s)
- Yael Graif
- Allergy and Immunology Clinic, Pulmonary Institute, Rabin Medical Center, Petach Tikva, affiliated with Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Tamy Shohat
- Israel Center for Disease Control, Ministry of Health, Ramat Gan, Israel.,Department of Epidemiology and Preventive Medicine, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Yossy Machluf
- Medical Corps, Israel Defense Forces, Tel Hashomer, Israel.,Shamir Research Institute, University of Haifa, Kazerin, Israel
| | | | - Yoram Chaiter
- Medical Corps, Israel Defense Forces, Tel Hashomer, Israel
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14
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Lipton RB, Fanning KM, Buse DC, Martin VT, Reed ML, Manack Adams A, Goadsby PJ. Identifying Natural Subgroups of Migraine Based on Comorbidity and Concomitant Condition Profiles: Results of the Chronic Migraine Epidemiology and Outcomes (CaMEO) Study. Headache 2018; 58:933-947. [DOI: 10.1111/head.13342] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/09/2018] [Indexed: 01/07/2023]
Affiliation(s)
- Richard B. Lipton
- Montefiore Headache Center; Bronx NY USA
- Albert Einstein College of Medicine; Bronx NY USA
| | | | - Dawn C. Buse
- Albert Einstein College of Medicine; Bronx NY USA
| | - Vincent T. Martin
- University of Cincinnati Headache and Facial Pain Center, University of Cincinnati College of Medicine; Cincinnati OH USA
| | | | | | - Peter J. Goadsby
- NIHR-Wellcome Trust King's Clinical Research Facility, King's College London; London UK
- Department of Neurology; University of California, San Francisco; San Francisco CA USA
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