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Gazerani P. Intelligent Digital Twins for Personalized Migraine Care. J Pers Med 2023; 13:1255. [PMID: 37623505 PMCID: PMC10455577 DOI: 10.3390/jpm13081255] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 08/04/2023] [Accepted: 08/12/2023] [Indexed: 08/26/2023] Open
Abstract
Intelligent digital twins closely resemble their real-life counterparts. In health and medical care, they enable the real-time monitoring of patients, whereby large amounts of data can be collected to produce actionable information. These powerful tools are constructed with the aid of artificial intelligence, machine learning, and deep learning; the Internet of Things; and cloud computing to collect a diverse range of digital data (e.g., from digital patient journals, wearable sensors, and digitized monitoring equipment or processes), which can provide information on the health conditions and therapeutic responses of their physical twins. Intelligent digital twins can enable data-driven clinical decision making and advance the realization of personalized care. Migraines are a highly prevalent and complex neurological disorder affecting people of all ages, genders, and geographical locations. It is ranked among the top disabling diseases, with substantial negative personal and societal impacts, but the current treatment strategies are suboptimal. Personalized care for migraines has been suggested to optimize their treatment. The implementation of intelligent digital twins for migraine care can theoretically be beneficial in supporting patient-centric care management. It is also expected that the implementation of intelligent digital twins will reduce costs in the long run and enhance treatment effectiveness. This study briefly reviews the concept of digital twins and the available literature on digital twins for health disorders such as neurological diseases. Based on these, the potential construction and utility of digital twins for migraines will then be presented. The potential and challenges when implementing intelligent digital twins for the future management of migraines are also discussed.
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Affiliation(s)
- Parisa Gazerani
- Department of Life Sciences and Health, Faculty of Health Sciences, Oslo Metropolitan University, 0130 Oslo, Norway;
- Centre for Intelligent Musculoskeletal Health (CIM), Faculty of Health Sciences, Oslo Metropolitan University, 0130 Oslo, Norway
- Department of Health Science and Technology, Faculty of Medicine, Aalborg University, 9260 Gistrup, Denmark
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2
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Abstract
Background Disability from migraine has a profound impact on the world's economy. Research has been ongoing to identify biomarkers to aid in diagnosis and treatment. Objective The aim of this study was to highlight the purported diagnostic and therapeutic migraine biomarkers and their role in precision medicine. Methods A comprehensive literature search was conducted using PubMed, Google Scholar, and clinicaltrials.gov using keywords: "migraine" OR "headache" combined with "biomarkers" OR "marker." Other keywords included "serum," "cerebral spinal fluid," "inflammatory," and "neuroimaging." Results After a review of 88 papers, we find the literature supports numerous biomarkers in the diagnosis of migraine. Therapeutic biomarkers, while not as extensively published, highlight calcitonin gene-related peptide (CGRP) and pituitary adenylate cyclase-activating peptide-38 (PACAP-38) as biomarkers with the most substantiated clinical relevance. Genetic markers mainly focusing on gene mutations with resultant biochemical alterations continue to be studied and show promise. Conclusion Although there are several proposed biomarkers for migraine, continued research is needed to substantiate their role in clinical practice.
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Affiliation(s)
- Brian M Yan
- Sidney Kimmel Medical College, Thomas Jefferson University, USA
| | | | - Ayesha Ahmad
- Department of Neurology, Thomas Jefferson University, USA
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3
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Abstract
The aim of the present study was to evaluate the severity of vestibular drop attack (VDA) in Ménière's disease (MD) and to examine the association between VDA severity and other MD-related complaints. The study used a cross-sectional survey design using an electronic questionnaire. The mean age of participants was 56.7 years, and the mean duration of MD was 12.4 years. Four categories of VDA were identified based on level of severity. VDA occurred in 305 (50.7%) of the 602 patients. Of these, 133 patients (22%) experienced mild VDA (i.e., associated with tripping); 80 (13%) experienced moderate VDA (i.e., associated with fall threat unless they had been able to grab support); and 92 (15%) experienced severe VDA (i.e., patients fell to the ground, as in a classical Tumarkin attack). In 70%of participants, VDA occurred less than once a week. VDA lasted for only a few seconds in 90%of participants. 87%reported single attacks, whereas 13%experienced VDA in clusters. VDA was associated with visual auras, reduced quality of life, poor postural control, and fatigue. Approximately half of MD patients experience VDA with varying degrees of severity. If VDA causes falls or near-falls, the attacks should be appropriately treated.
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Affiliation(s)
- Ilmari Pyykkö
- Department of Otolaryngology, Hearing and Balance Research Unit, University of Tampere, Finland
| | - Nora Pyykkö
- Faculty of Medicine, University of Tartu, Tartu, Estonia.,Finnish Ménière Federation, Helsinki, Finland
| | - Vinaya Manchaiah
- Department of Speech and Hearing Sciences, Lamar University, Beaumont, Texas, USA.,Department of Speech and Hearing, School of Allied Health Sciences, Manipal University, Manipal, Karnataka, India
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Jahangir S, Adjepong D, Al-Shami HA, Malik BH. Is There an Association Between Migraine and Major Depressive Disorder? A Narrative Review. Cureus 2020; 12:e8551. [PMID: 32670688 PMCID: PMC7357317 DOI: 10.7759/cureus.8551] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Accepted: 06/10/2020] [Indexed: 12/30/2022] Open
Abstract
Various studies on the association of migraine with depression are published. The comorbidity may upgrade health conditions up to a critical degree. Besides, the duration of symptoms and treatment may be prolonged. Moreover, these conditions can force substantial financial and social hardships on patients and their families. In this literature review, we intend to examine the evidence obtained on the possible associations between migraine and major depressive disorder (MDD). This review is focused on aminergic neurons. One of the variables associated with patients who experience both of these two diseases might have a history of assault. In migraine and MDD patients, genetic evidence, such as single nucleotide polymorphisms (SNP), was found to be one of the associations. Another theory concluded that actual headache diagnosed in patients who received no treatment manifests a history of anxiety, and later, the patients display severe somatic symptoms. In conclusion, there is a robust molecular genetic background, explaining the relationship between migraines and MDD. This correlated data renders a combination of both diagnoses as single separate entities. However, further studies are encouraged to point out the issue of treatment strategies.
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Affiliation(s)
- Saira Jahangir
- Neuroscience, California Institute of Behavioral Neurosciences and Psychology, Fairfield, USA
| | - Dennis Adjepong
- Neurological Surgery, California Institute of Behavioral Neurosciences and Psychology, Fairfield, USA
| | | | - Bilal Haider Malik
- Internal Medicine, California Institute of Behavioral Neurosciences and Psychology, Fairfield, USA
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Current Evidence on Potential Uses of MicroRNA Biomarkers for Migraine: From Diagnosis to Treatment. Mol Diagn Ther 2019; 23:681-694. [DOI: 10.1007/s40291-019-00428-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Pyykkö I, Manchaiah V, Färkkilä M, Kentala E, Zou J. Association between Ménière’s disease and vestibular migraine. Auris Nasus Larynx 2019; 46:724-733. [DOI: 10.1016/j.anl.2019.02.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Revised: 01/16/2019] [Accepted: 02/03/2019] [Indexed: 12/17/2022]
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Hansen TF, Chalmer MA, Haspang TM, Kogelman L, Olesen J. Predicting treatment response using pharmacy register in migraine. J Headache Pain 2019; 20:31. [PMID: 30940092 PMCID: PMC6734320 DOI: 10.1186/s10194-019-0987-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Accepted: 03/20/2019] [Indexed: 12/01/2022] Open
Abstract
Background Precision medicine may offer new strategies to treat migraine, and access to existing large cohorts may be a key resource to increase statistical power. Treatment response data is not routinely collected for large cohorts; however, such information could be extracted from pharmacy databases. Using a clinical migraine sample with treatment effect data, we assessed whether treatment response can be predicted based on the number of drug purchases. Methods A clinical cohort including 1913 migraineurs were interviewed using a semi-structured interview to retrieve treatment response data for acute and prophylactic migraine drugs. The purchase history was obtained from the Danish national pharmacy database. We assessed whether number of purchases at different thresholds could predict the specificity and sensitivity of treatment response. Results Purchase history of drugs was significantly associated with treatment response. For triptan treatment the specificity and sensitivity were above 80% for individuals with at least ten purchases. For prophylactic treatment (beta-blockers, angiotensin II antagonists or antiepileptic) we observed a sensitivity and specificity above 80% and 50% for individuals purchasing any prophylactic drug at least four times. In the Danish pharmacy database, 73% of the migraine patients have purchased at least ten triptans, while 55–63% have purchased at least one of the four prophylactic drugs. Conclusion Pharmacy databases are a valid source for identification of treatment response. Specifically for migraine drugs, we conclude that ten purchases of triptans or four purchases of prophylactic drugs are sufficient to predict a positive treatment response. Precision medicine may be accelerated with the use of pharmacy databases. Electronic supplementary material The online version of this article (10.1186/s10194-019-0987-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Thomas Folkmann Hansen
- Danish Headache Centre, Department of Neurological department, Copenhagen University Hospital, Nordreringvej 69, DK-2600, Glostrup, Denmark. .,Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
| | - Mona Ameri Chalmer
- Danish Headache Centre, Department of Neurological department, Copenhagen University Hospital, Nordreringvej 69, DK-2600, Glostrup, Denmark
| | - Thilde Marie Haspang
- Danish Headache Centre, Department of Neurological department, Copenhagen University Hospital, Nordreringvej 69, DK-2600, Glostrup, Denmark.,Institute of Biological Psychiatry, Mental Health Centre Sct. Hans, Copenhagen University Hospital, Roskilde, Denmark
| | - Lisette Kogelman
- Danish Headache Centre, Department of Neurological department, Copenhagen University Hospital, Nordreringvej 69, DK-2600, Glostrup, Denmark
| | - Jes Olesen
- Danish Headache Centre, Department of Neurological department, Copenhagen University Hospital, Nordreringvej 69, DK-2600, Glostrup, Denmark
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Rainero I, Vacca A, Roveta F, Govone F, Gai A, Rubino E. Targeting MTHFR for the treatment of migraines. Expert Opin Ther Targets 2018; 23:29-37. [PMID: 30451038 DOI: 10.1080/14728222.2019.1549544] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
INTRODUCTION Migraine is a common neurovascular disorder classified by the World Health Organization as one of the most debilitating diseases. Migraine is a complex disease and is a consequence of an interaction between genetic, epigenetic and environmental factors. The MTHFR gene is one of the few replicated genetic risk factors for migraine and encodes an enzyme that is crucial for the folate and the methionine cycles. Individuals carrying the T allele of the MTHFR C677T polymorphism have increased plasma concentrations of homocysteine which leads to endothelial cell injury and alterations in coagulant properties of blood. Areas covered: This review focuses on the recent advances in genetics and the role of the MTHFR gene and homocysteine metabolism in migraine etiopathogenesis. The article summarizes the potential of targeting MTHFR and homocysteine for disease prevention. Expert opinion: Determination of MTHFR C677T polymorphisms as well as measurement of homocysteine concentrations may be useful to migraine patients, particularly those suffering from migraine with aura. Preliminary studies support the use of folate, vitamin B6 and vitamin B12 for the prevention of migraine. However, the results of these studies await replication in larger randomized controlled clinical trials.
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Affiliation(s)
- Innocenzo Rainero
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
| | - Alessandro Vacca
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
| | - Fausto Roveta
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
| | - Flora Govone
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
| | - Annalisa Gai
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
| | - Elisa Rubino
- a Headache Center, Department of Neuroscience "Rita Levi Montalcini" , University of Torino , Torino , Italy
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Cowan RP. The Future of Migraine Prevention. Headache 2018; 58 Suppl 3:291-297. [DOI: 10.1111/head.13418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/27/2018] [Indexed: 11/30/2022]
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Low levels of serum serotonin and amino acids identified in migraine patients. Biochem Biophys Res Commun 2018; 496:267-273. [DOI: 10.1016/j.bbrc.2017.11.203] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2017] [Accepted: 11/29/2017] [Indexed: 12/27/2022]
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Yellepeddi VK. Stability of extemporaneously prepared preservative-free prochlorperazine nasal spray. Am J Health Syst Pharm 2018; 75:e28-e35. [PMID: 29273610 DOI: 10.2146/ajhp160531] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
PURPOSE The stability of an extemporaneously prepared preservative-free prochlorperazine 5-mg/mL nasal spray was evaluated. METHODS The preservative-free prochlorperazine nasal spray was prepared by adding 250 mg of prochlorperazine edisylate to 50 mL of citrate buffer in a low-density polyethylene nasal spray bottle. A stability-indicating high-performance liquid chromatography (HPLC) method was developed and validated using the major degradant prochlorperazine sulfoxide and by performing forced-degradation studies. For chemical stability studies, 3 100-μL samples of the preservative-free prochlorperazine from 5 nasal spray bottles stored at room temperature were collected at days 0, 20, 30, 45, and 60 and were assayed in triplicate using the stability-indicating HPLC method. Microbiological testing involved antimicrobial effectiveness testing based on United States Pharmacopeia (USP) chapter 51 and quantitative microbiological enumeration of aerobic bacteria, yeasts, and mold based on USP chapter 61. Samples for microbiological testing were collected at days 0, 30, and 60. RESULTS The stability-indicating HPLC method clearly identified the degradation product prochlorperazine sulfoxide without interference from prochlorperazine. All tested solutions retained over 90% of the initial prochlorperazine concentration for the 60-day study period. There were no detectable changes in color, pH, and viscosity in any sample. There was no growth of bacteria, yeast, and mold for 60 days in all samples tested. CONCLUSION An extemporaneously prepared preservative-free nasal spray solution of prochlorperazine edisylate 5 mg/mL was physically, chemically, and microbiologically stable for 60 days when stored at room temperature in low-density polyethylene bottles.
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Affiliation(s)
- Venkata K Yellepeddi
- College of Pharmacy, Roseman University of Health Sciences, South Jordan, UT .,Department of Pharmaceutics and Pharmaceutical Chemistry, University of Utah, Salt Lake City, UT
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Affiliation(s)
- Paolo Martelletti
- a Department of Clinical and Molecular Medicine , Sapienza University , Rome , Italy
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Pellacani S, Sicca F, Di Lorenzo C, Grieco GS, Valvo G, Cereda C, Rubegni A, Santorelli FM. The Revolution in Migraine Genetics: From Aching Channels Disorders to a Next-Generation Medicine. Front Cell Neurosci 2016; 10:156. [PMID: 27378853 PMCID: PMC4904011 DOI: 10.3389/fncel.2016.00156] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2016] [Accepted: 05/30/2016] [Indexed: 12/14/2022] Open
Abstract
Channelopathies are a heterogeneous group of neurological disorders resulting from dysfunction of ion channels located in cell membranes and organelles. The clinical scenario is broad and symptoms such as generalized epilepsy (with or without fever), migraine (with or without aura), episodic ataxia and periodic muscle paralysis are some of the best known consequences of gain- or loss-of-function mutations in ion channels. We review the main clinical effects of ion channel mutations associated with a significant impact on migraine headache. Given the increasing and evolving use of genetic analysis in migraine research-greater emphasis is now placed on genetic markers of dysfunctional biological systems-we also show how novel information in rare monogenic forms of migraine might help to clarify the disease mechanisms in the general population of migraineurs. Next-generation sequencing (NGS) and more accurate and precise phenotyping strategies are expected to further increase understanding of migraine pathophysiology and genetics.
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Affiliation(s)
- Simona Pellacani
- Clinical Neurophysiology Laboratory, IRCCS Stella Maris FoundationPisa, Italy
| | - Federico Sicca
- Clinical Neurophysiology Laboratory, IRCCS Stella Maris FoundationPisa, Italy
- Molecular Medicine, IRCCS Stella Maris FoundationPisa, Italy
| | | | - Gaetano S. Grieco
- Genomic and Post-Genomic Center, C. Mondino National Institute of NeurologyPavia, Italy
| | - Giulia Valvo
- Clinical Neurophysiology Laboratory, IRCCS Stella Maris FoundationPisa, Italy
| | - Cristina Cereda
- Genomic and Post-Genomic Center, C. Mondino National Institute of NeurologyPavia, Italy
| | - Anna Rubegni
- Molecular Medicine, IRCCS Stella Maris FoundationPisa, Italy
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