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PURPOSE OF REVIEW: Posttraumatic headache (PTH), a headache that develops within 7âdays of a causative injury, is one of the most common secondary headaches, mostly attributed to mild traumatic brain injury (mTBI). Because presence of preinjury headache is a risk factor for developing PTH and PTH symptoms often resemble migraine or tension-type headache, the association between PTH and primary headaches has attracted attention from clinicians and scientists. RECENT FINDINGS: Recent studies on epidemiological aspects, headache features, risk factors, imaging characteristics, and response to treatment, suggest overlapping features and distinct objective findings in PTH compared to migraine. SUMMARY: We argue that PTH is distinct from migraine. Therefore, PTH epidemiology, pathophysiology, diagnosis, treatment, and prognosis should continue to be investigated separately from migraine.
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Trastornos Migrañosos , Cefalea Postraumática , Humanos , Trastornos Migrañosos/complicaciones , Trastornos Migrañosos/diagnóstico , Trastornos Migrañosos/epidemiología , Cefalea Postraumática/etiología , Cefalea Postraumática/epidemiología , Cefalea Postraumática/diagnóstico , Cefalea Postraumática/fisiopatologíaRESUMEN
PURPOSE OF REVIEW: Headache disorders are highly prevalent worldwide. Rapidly advancing capabilities in artificial intelligence (AI) have expanded headache-related research with the potential to solve unmet needs in the headache field. We provide an overview of AI in headache research in this article. RECENT FINDINGS: We briefly introduce machine learning models and commonly used evaluation metrics. We then review studies that have utilized AI in the field to advance diagnostic accuracy and classification, predict treatment responses, gather insights from various data sources, and forecast migraine attacks. Furthermore, given the emergence of ChatGPT, a type of large language model (LLM), and the popularity it has gained, we also discuss how LLMs could be used to advance the field. Finally, we discuss the potential pitfalls, bias, and future directions of employing AI in headache medicine. Many recent studies on headache medicine incorporated machine learning, generative AI and LLMs. A comprehensive understanding of potential pitfalls and biases is crucial to using these novel techniques with minimum harm. When used appropriately, AI has the potential to revolutionize headache medicine.
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BACKGROUND: Anti-calcitonin gene-related peptide monoclonal antibodies (CGRPmAbs) have greatly changed migraine treatment options. In Japan, although CGRPmAb guidelines (≥ 4 monthly migraine days (MMDs) and ≥ 1 previous preventive failure) are well-acknowledged, the actual use of CGRPmAbs and the circumstances of the related headache care are unknown. METHODS: We conducted an online survey of Japanese Headache Society members, inquiring about the physicians' experience with CGRPmAbs and how they make decisions related to their use. RESULTS: Of the 397 respondents, 320 had prescribed CGRPmAbs. The threshold number of previous preventive failures for recommending a CGRPmAb was two for the majority of the respondents (n = 170, 54.5%), followed by one (n = 64, 20.5%). The MMD threshold was ≥ 4 for 71 respondents (22.8%), ≥ 6 for 68 (21.8%), ≥ 8 for 76 (24.4%), and ≥ 10 for 81 (26.0%). The respondents tended to assess treatment efficacy after 3 months (episodic migraine: n = 217, 69.6%, chronic migraine: n = 188, 60.3%). The cost of CGRPmAbs was described by many respondents in two questions: (i) any request for a CGRPmAb (27.7%), and (ii) the most frequently reported reason for responders to discontinue CGRPmAbs (24.4%). CONCLUSIONS: Most of the respondents recommended CGRPmAbs to patients with ≥ 2 preventive failures, followed by ≥ 1. The MMD threshold ranged mostly from ≥ 4 to ≥ 10. The concern for costs was raised as a major limiting factor for prescribing CGRPmAbs.
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Anticuerpos Monoclonales , Péptido Relacionado con Gen de Calcitonina , Trastornos Migrañosos , Humanos , Anticuerpos Monoclonales/uso terapéutico , Péptido Relacionado con Gen de Calcitonina/antagonistas & inhibidores , Cefalea/tratamiento farmacológico , Japón , Trastornos Migrañosos/tratamiento farmacológico , Trastornos Migrañosos/prevención & control , Médicos , Sociedades CientíficasRESUMEN
BACKGROUND: The burden and disability associated with headaches are conceptualized and measured differently at patients' and populations' levels. At the patients' level, through patient-reported outcome measures (PROMs); at population level, through disability weights (DW) and years lived with a disability (YLDs) developed by the Global Burden of Disease Study (GBD). DW are 0-1 coefficients that address health loss and have been defined through lay descriptions. With this literature review, we aimed to provide a comprehensive analysis of disability in headache disorders, and to present a coefficient referring to patients' disability which might inform future GBD definitions of DW for headache disorders. METHODS: We searched SCOPUS and PubMed for papers published between 2015 and 2023 addressing disability in headache disorders. The selected manuscript included a reference to headache frequency and at least one PROM. A meta-analytic approach was carried out to address relevant differences for the most commonly used PROMs (by headache type, tertiles of medication intake, tertiles of females' percentage in the sample, and age). We developed a 0-1 coefficient based on the MIDAS, on the HIT-6, and on MIDAS + HIT-6 which was intended to promote future DW iterations by the GBD consortium. RESULTS: A total of 366 studies, 596 sub-samples, and more than 133,000 single patients were available, mostly referred to cases with migraine. Almost all PROMs showed the ability to differentiate disability severity across conditions and tertiles of medication intake. The indexes we developed can be used to inform future iterations of DW, in particular considering their ability to differentiate across age and tertiles of medication intake. CONCLUSIONS: Our review provides reference values for the most commonly used PROMS and a data-driven coefficient whose main added value is its ability to differentiate across tertiles of age and medication intake which underlie on one side the increased burden due to aging (it is likely connected to the increased impact of common comorbidities), and by the other side the increased burden due to medication consumption, which can be considered as a proxy for headache severity. Both elements should be considered when describing disability of headache disorders at population levels.
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Trastornos de Cefalalgia , Trastornos Migrañosos , Femenino , Humanos , Carga Global de Enfermedades , Cefalea/diagnóstico , Cefalea/terapia , Trastornos de Cefalalgia/diagnóstico , Trastornos de Cefalalgia/terapia , EnvejecimientoRESUMEN
BACKGROUND: There have been very few real-world studies reported in the literature solely focusing on fremanezumab in Asia. This study aimed to evaluate the efficacy and safety of fremanezumab in a real-world setting in Japan. METHOD: This single-centered, observational, retrospective study examined patients with migraines who received four doses of fremanezumab between December 2021 and August 2022 at Keio University Hospital. We assessed the changes in monthly migraine days, responder rates, and migraine-associated symptoms, as well as injection site reactions and adverse events. RESULT: Twenty-nine patients were enrolled, wherein 79.3% were women. Compared with those at baseline, the monthly migraine days decreased by 5.9 days at 4 months. The 50% responder rate was 55.2% at 4 months. A total of 57.9%, 47.8%, and 65.0% of patients showed improvement in the severity of photophobia, phonophobia, and nausea/vomiting, respectively. Moreover, injection site reactions were the most common adverse events (55.2%). CONCLUSION: Fremanezumab is effective and safe for migraine prevention in Japan. Fremanezumab also improved migraine-associated symptoms in half of the patients.
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Reacción en el Punto de Inyección , Trastornos Migrañosos , Humanos , Femenino , Masculino , Estudios Retrospectivos , Japón/epidemiología , Resultado del Tratamiento , Método Doble Ciego , Trastornos Migrañosos/diagnósticoRESUMEN
BACKGROUND: Anti-calcitonin gene-related peptide monoclonal antibodies (CGRPmAbs) are a favourable option for patients with migraine who experience distressful headache disability and fail to respond to traditional preventive treatment options. However, since CGRPmAb has been available for only 2 years in Japan, the difference between good and poor responders remains unknown. We aimed to investigate the clinical characteristics of patients with migraine in Japan who responded well to CGRPmAb based on real-world data. METHODS: We analysed patients who visited Keio University Hospital, Tokyo, Japan, between the 12th of August 2021 and 31st of August 2022, and were prescribed one of three CGRPmAbs (erenumab, galcanezumab, and fremanezumab) for more than 3 months. We recorded the patients' basic migraine characteristics, such as pain quality, monthly migraine days (MMD)/monthly headache days (MHD), and the number of prior treatment failures. We defined good responders as patients whose MMDs decreased by more than 50% after 3 months of treatment and other patients as poor responders. We compared the baseline migraine characteristics between the two groups and performed logistic regression analysis based on the items that showed statistically significant differences. RESULTS: In total, 101 patients were considered eligible for the responder analysis (galcanezumab: 57 (56%), fremanezumab: 31 (31%), and erenumab: 13 (13%)). After 3 months of treatment, 55 (54%) patients achieved ≥ 50% reduction in MMDs. Comparisons between ≥ 50% responders and non-responders revealed that age was significantly higher (p = 0.003), and MHD and total prior treatment failures were significantly lower (p = 0.027, 0.040, respectively), in responders than in non-responders. Age was a positive predictive factor, and the total number of prior treatment failures and past medical history of immuno-rheumatologic diseases were negative predictive factors of CGRPmAb responsiveness in Japanese patients with migraine. CONCLUSIONS: Patients with migraine who are older, with fewer prior treatment failures and no past history of immuno-rheumatologic disease, may respond well to CGRPmAbs.
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Péptido Relacionado con Gen de Calcitonina , Trastornos Migrañosos , Humanos , Péptido Relacionado con Gen de Calcitonina/uso terapéutico , Japón , Resultado del Tratamiento , Método Doble Ciego , Anticuerpos Monoclonales/farmacología , Anticuerpos Monoclonales/uso terapéutico , Trastornos Migrañosos/tratamiento farmacológico , Cefalea/tratamiento farmacológicoRESUMEN
Objective In randomized clinical trials and real-world studies, calcitonin gene-related peptide (CGRP) monoclonal antibodies (mAbs), including erenumab, have demonstrated efficacy for migraine prevention. However, there have been no real-world studies focusing on erenumab in East Asia that investigated its efficacy on migraine-associated symptoms and patient-reported satisfaction levels. Methods This single-center, observational, retrospective, real-world study examined patients who received at least three doses of erenumab at Keio University Hospital, Tokyo, Japan, between December 2021 and March 2023 as their first CGRP mAb treatment in a real-world setting. The patients were administered 70 mg of erenumab monthly. We assessed changes in monthly migraine days (MMDs), responder rates, migraine-associated symptoms including photophobia, phonophobia, nausea/vomiting, and patient-reported satisfaction levels. In addition, injection site reactions and other adverse events were recorded to investigate safety. Results Nineteen patients were considered eligible for the analysis. At 3 months, erenumab decreased MMDs by 6.6 (95% confidence interval, 2.3-10.8; p<0.01). The 50% responder rate was 42%. A total of 83% (n=15), 56% (n=10), and 71% (n=10) of patients reported either improvement in or disappearance of photophobia, phonophobia, and nausea/vomiting, respectively, and 44% (n=8) and 28% (n=5) answered "very satisfied" and "somewhat satisfied", respectively, with erenumab treatment, leaving only 28% (n=5) as "unsatisfied". Injection site reactions (n=6, 32%) and constipation (n=4, 21%) were frequent adverse events. Conclusion In a real-world setting in Japan, erenumab proved to be effective in not only reducing migraine and headache frequency but also improving migraine-associated symptoms and satisfying the majority of patients.
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The progressive ratio (PR) lever-press task serves as a benchmark for assessing goal-oriented motivation. However, a well-recognized limitation of the PR task is that only a single data point, known as the breakpoint, is obtained from an entire session as a barometer of motivation. Because the breakpoint is defined as the final ratio of responses achieved in a PR session, variations in choice behavior during the PR task cannot be captured. We addressed this limitation by constructing four reinforcement learning models: a simple Q-learning model, an asymmetric model with two learning rates, a perseverance model with choice traces, and a perseverance model without learning. These models incorporated three behavioral choices: reinforced and non-reinforced lever presses and void magazine nosepokes, because we noticed that male mice performed frequent magazine nosepokes during PR tasks. The best model was the perseverance model, which predicted a gradual reduction in amplitudes of reward prediction errors (RPEs) upon void magazine nosepokes. We confirmed the prediction experimentally with fiber photometry of extracellular dopamine (DA) dynamics in the ventral striatum of male mice using a fluorescent protein (genetically encoded GPCR activation-based DA sensor: GRABDA2m). We verified application of the model by acute intraperitoneal injection of low-dose methamphetamine (METH) before a PR task, which increased the frequency of magazine nosepokes during the PR session without changing the breakpoint. The perseverance model captured behavioral modulation as a result of increased initial action values, which are customarily set to zero and disregarded in reinforcement learning analysis. Our findings suggest that the perseverance model reveals the effects of psychoactive drugs on choice behaviors during PR tasks.
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In some models, animals approach aversive stimuli more than those housed in an enriched environment. Here, we found that male mice in an impoverished and unstimulating (i.e., boring) chamber without toys sought aversive air puffs more often than those in an enriched chamber. Using this animal model, we identified the insular cortex as a regulator of aversion-seeking behavior. Activation and inhibition of the insular cortex increased and decreased the frequencies of air-puff self-stimulation, respectively, and the firing patterns of insular neuron ensembles predicted the self-stimulation timing. Dopamine levels in the ventrolateral striatum decreased with passive air puffs but increased with actively sought puffs. Around 20% of mice developed intense self-stimulation despite being offered toys, which was prevented by administering opioid receptor antagonists. This study establishes a basis for comprehending the neural underpinnings of usually avoided stimulus-seeking behaviors.
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Cuerpo Estriado , Dopamina , Ratones , Masculino , Animales , Dopamina/fisiología , Cuerpo Estriado/fisiología , NeuronasRESUMEN
BACKGROUND: Anti-calcitonin gene-related peptide monoclonal antibodies (CGRPmAbs) have dramatically changed preventive treatment options for patients with migraine. Although there is emerging real-world evidence on the use of CGRPmAbs globally, the change in efficacy and safety after switching between CGRPmAbs owing to patients' frequency of hospital visits preference remains unknown. METHODS: We conducted a single-centre, retrospective, real-world study of patients with migraine who first received galcanezumab for 3 or 4 months and then switched to fremanezumab at Keio University Hospital. We investigated changes in monthly migraine days (MMD), responder rate, and adverse effects such as injection site reactions. RESULTS: MMD increased only by 0.7 (95% CI, -4.1-5.5; p = 0.748) after 4 months of treatment with fremanezumab (6.1, 95% CI, 2.3-9.9) compared to before switching (5.4, 95% CI, 2.2-8.6). Furthermore, switching from galcanezumab to fremanezumab produced only minor adverse events, such as injection site reactions. CONCLUSIONS: After switching from galcanezumab to fremanezumab out of the desire to visit the hospital less often, the reduction in MMD compared to baseline was sustained, and no serious adverse effects were observed.
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Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos , Trastornos Migrañosos , Humanos , Péptido Relacionado con Gen de Calcitonina , Reacción en el Punto de Inyección , Estudios Retrospectivos , Resultado del Tratamiento , Método Doble Ciego , Anticuerpos Monoclonales/efectos adversos , Hospitales UniversitariosRESUMEN
INTRODUCTION: Migraine pharmacological therapies targeting calcitonin gene-related peptide (CGRP), including monoclonal antibodies and gepants, have shown clinical effect and optimal tolerability. Interactions between treatments of COVID-19 and CGRP-related drugs have not been reviewed. AREAS COVERED: An overview of CGRP, a description of the characteristics of each CGRP-related drug and its response predictors, COVID-19 and its treatment, the interactions between CGRP-related drugs and COVID-19 treatment, COVID-19 and vaccination-induced headache, and the neurological consequences of Covid-19. EXPERT OPINION: Clinicians should be careful about using gepants for COVID-19 patients, due to the potential drug interactions with drugs metabolized via CYP3A4 cytochrome. In particular, COVID-19 treatment (especially nirmatrelvir packaged with ritonavir, as Paxlovid) should be considered cautiously. It is advisable to stop or adjust the dose (10 mg atogepant when used for episodic migraine) of gepants when using Paxlovid (except for zavegepant). CGRP moncolconal antibodies (CGRP-mAbs) do not have drug - drug interactions, but a few days' interval between a COVID-19 vaccination and the use of CGRP mAbs is recommended to allow the accurate identification of the possible adverse effects, such as injection site reaction. Covid-19- and vaccination-related headache are known to occur. Whether CGRP-related drugs would be of benefit in these circumstances is not yet known.
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COVID-19 , Trastornos Migrañosos , Humanos , Péptido Relacionado con Gen de Calcitonina , Tratamiento Farmacológico de COVID-19 , Vacunas contra la COVID-19/uso terapéutico , Trastornos Migrañosos/tratamiento farmacológico , Cefalea/tratamiento farmacológico , Cefalea/inducido químicamente , Antagonistas del Receptor Peptídico Relacionado con el Gen de la Calcitonina/efectos adversos , Anticuerpos Monoclonales/efectos adversosRESUMEN
OBJECTIVE: To establish a prediction model of qi stagnation referring to two existing models. DESIGN: Prospective observational study. SETTING: We recruited patients who visited the Kampo Clinic at Keio University from February 2011 to March 2013. METHODS: We constructed a random forest algorithm with 202 items as independent variables to predict qi stagnation patterns using full agreement data of the physicians' diagnosis and the result of two existing scores as a reference standard. To compare the new model with the two existing models, we calculated the discriminant ratio (prediction accuracy), precision, sensitivity (recall), specificity, and F-measure of these models. RESULTS: The number of eligible participants was 1,194, and 29.1% of them were diagnosed with qi stagnation by Kampo physicians. The discriminant ratio, precision, sensitivity, specificity, and F-measure in our new model were 0.960, 0.672, 0.911, 0.964, and 0.774, respectively. Our new model had a significantly higher discriminant ratio than the two existing models. CONCLUSIONS: We constructed a better qi stagnation prediction model than the previously established ones. Our results can be utilized to reach an international agreement on qi stagnation pattern diagnosis in traditional East Asian medicine.
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Medicina Kampo , Qi , Humanos , Medicina Tradicional China , Estudios ProspectivosRESUMEN
We studied the clinical features and factors of successful catheter ablation for common and uncommon atrioventricular nodal reentrant tachycardia(AVNRT). The study population consisted of 41 consecutive patients, 33 with common type AVNRT (16 males mean age of 57.8 years), and 8 patients with uncommon type AVNRT (4 males, mean age of 57.1 years). In all patients with common type AVNRT, the earliest atrial activation during tachycardia was recorded at the His bundle region. The effective ablation sites were located in the medial septal area and all cases were successfully ablated without complication. In patients with uncommon type AVNRT, dual pathway was observed in 5 patients(63%) and triple pathway in 3 patients(38%). The earliest atrial activation during tachycardias was recorded at the ostium of the coronary sinus. Radiofrequency ablation therapy was performed during sinus rhythm in 5 patients, and during tachycardia in 3 others. The effective ablation sites were located at the posterior septal area around the coronary sinus ostium. All cases were successfully ablated without any major complication, but one case had second-grade atrioventricular block after ablation. There were no significant differences between the common and uncommon type AVNRT cases with regard to the therapeutic success rate, the mean application number or the total energy applied. However, the successful ablation sites were different between the two groups. We concluded that radiofrequency catheter ablation would be effective in patients with both common and uncommon types AVNRT. Selective ablation at the site of the retrograde slow pathway exit was the most important factor for successful catheter ablation for uncommon type AVNRT. However, it should be performed only after careful analysis, taking into account the complex mechanism of uncommon type AVNRT.