The extraction of neuroimaging features of migraine patients and the design of identification models are of great significance for the auxiliary diagnosis of related diseases. Compared with the commonly used image features, this study directly uses time-series signals to characterize the functional state of the brain in migraine patients and healthy controls, which can effectively utilize the temporal information and reduce the computational effort of classification model training. Firstly, Group Independent Component Analysis and Dictionary Learning were used to segment different brain areas for small-sample groups and then the regional average time-series signals were extracted. Next, the extracted time series were divided equally into multiple subseries to expand the model input sample. Finally, the time series were modeled using a bi-directional long-short term memory network to learn the pre-and-post temporal information within each time series to characterize the periodic brain state changes to improve the diagnostic accuracy of migraine. The results showed that the classification accuracy of migraine patients and healthy controls was 96.94%, the area under the curve was 0.98, and the computation time was relatively shorter. The experiments indicate that the method in this paper has strong applicability, and the combination of time-series feature extraction and bi-directional long-short term memory network model can be better used for the classification and diagnosis of migraine. This work provides a new idea for the lightweight diagnostic model based on small-sample neuroimaging data, and contributes to the exploration of the neural discrimination mechanism of related diseases.
Humans ; Time Factors ; Migraine Disorders/diagnostic imaging* ; Magnetic Resonance Imaging ; Brain/diagnostic imaging* ; Neuroimaging

Migraine is one of the most prevalent and disabling neurological disease, but the current pharmacotherapies show limited efficacy and often accompanied by adverse effects. Acupuncture is a promising complementary therapy, but further clinical evidence is needed. The influence of acupuncture on migraine is not an immediate effect, and its mechanism remains unclear. This study aims to provide further clinical evidence for the anti-migraine effects of acupuncture and explore the mechanism involved. A randomized controlled trial was performed among 10 normal controls and 38 migraineurs. The migraineurs were divided into blank control, sham acupuncture, and acupuncture groups. Patients were subjected to two courses of treatment, and each treatment lasted for 5 days, with an interval of 1 day between the two courses. The effectiveness of treatment was evaluated using pain questionnaire. The functional magnetic resonance imaging (fMRI) data were analyzed for investigating brain changes induced by treatments. Blood plasma was collected for metabolomics and proteomics studies. Correlation and mediation analyses were performed to investigate the interaction between clinical, fMRI and omics changes. Results showed that acupuncture effectively relieved migraine symptoms in a way different from sham acupuncture in terms of curative effect, affected brain regions, and signaling pathways. The anti-migraine mechanism involves a complex network related to the regulation of the response to hypoxic stress, reversal of brain energy imbalance, and regulation of inflammation. The brain regions of migraineurs affected by acupuncture include the lingual gyrus, default mode network, and cerebellum. The effect of acupuncture on patients' metabolites/proteins may precede that of the brain.
Humans ; Migraine Disorders/etiology* ; Brain/diagnostic imaging* ; Acupuncture Therapy/methods* ; Magnetic Resonance Imaging

OBJECTIVETo investigate the incidence rate of the different width in two sides of vertebra and C2 spinal process tilt, and analyze the different incidence rate between the unusual change of open situation x-ray and migraine.

METHODSAmong the 350 investigators, testing the open situation x-ray of cervical vertebra and the questionnaire of migraine situation (163 male and 187 female with an average age of 39.6 years ranging from 26 to 54 years). They were divided into several groups according to the age, including 94 people from 26 to 34 years, 103 people from 35 to 44 years, 153 people from 45 to 54 years. The method of contrasting the incidence rate of open situation x-ray with the rate of migraine was used.

RESULTSAmong the 350 investigated people, the incidence rate of the different width in two sides of vertebra and C2 spinal process tilt was 32.28%. The relationship between the different width in two sides of vertebra and the rate of migraine is not obvious (P > 0.05). However,the relationship between C2 spinal process tilt and the migraine was obvious (0.05 > P > 0.01).

CONCLUSIONThe difference between the different width in two sides of vertebra and the rate of migraine is not obvious in the investigated people, so it is not reliable to diagnose the illness as cervical vertebra disease. While the difference between the C2 spinal process tilt and the migraine is obvious, it is one of the reasons to diagnose the migraine.

Adult ; Cervical Vertebrae ; diagnostic imaging ; Female ; Humans ; Incidence ; Male ; Middle Aged ; Migraine Disorders ; diagnostic imaging ; epidemiology ; Radiography ; X-Rays

Adult ; Echocardiography ; Ergotamine ; adverse effects ; Female ; Fibrosis ; chemically induced ; diagnostic imaging ; drug therapy ; pathology ; Humans ; Migraine Disorders ; drug therapy ; Serotonin Receptor Agonists ; adverse effects

Adolescent ; Child ; Electroencephalography ; Female ; Fructose ; analogs & derivatives ; therapeutic use ; Humans ; Male ; Migraine Disorders ; diagnostic imaging ; drug therapy ; physiopathology ; Ultrasonography, Doppler, Transcranial

OBJECTIVETo observe response characteristics of human brain to acupuncture of corresponding channel point selection and probe into the central nervous mechanism of acupuncture at the points selected along channel.

METHODSSix cases of chronic migraine were treated with acupuncture at Fengchi (GB 20), Waiguan (TE 5), Yang-lingquan (GB 34) on the Shaoyang Channel. Positron emission computerized tomography (PET-CT) was used for scanning and statistic parameter map (SPM 2) software was used to analyze the data and compare with healthy human brain function imaging and investigate the changes of metabolism of glucose in the brain of the patient of migraine before and after acupuncture.

RESULTSAfter acupuncture, excitation areas of the pain brain regions such as the brain stem, insula, etc. obviously reduced, and the brain function-reducing area turned from the right temporal lobe as main to bilateral temporal lobes with symmetry.

CONCLUSIONThe pons, insula, anterior frontal gyrus, etc. possibly are the target points of analgesic effect of acupuncture at the Shaoyang Channel on chronic migraine, and the change of metabolism reduction on bilateral temporal lobes induced by acupuncture possibly is one of the mechanisms for acu-puncture at points on the Shaoyang Channel for treatment of migraine. Acupuncture achieves whole and beneficial therapeutic effect possibly through coordination and redistribution of energy metabolism in the brain.

Acupuncture Points ; Acupuncture Therapy ; Adult ; Brain ; metabolism ; Cerebrum ; diagnostic imaging ; metabolism ; Chronic Disease ; therapy ; Female ; Glucose ; metabolism ; Humans ; Male ; Migraine Disorders ; diagnostic imaging ; therapy ; Positron-Emission Tomography ; Treatment Outcome