The brain function state in different phase and relation with clinical symptoms in migraine: an fMRI study based on Reho
Bibliographic record
Abstract
Abstract Objective Through regional homogeneity (ReHo) to analyze the activation of brain regions at different phase in migraineurs and to explore its relationship with clinical symptoms. Methods we analyzed resting-state Resting brain functional magnetic resonance in 19 patients with episodes and 22 patients with interictal phase,22 healthy controls. Using regional homogeneity (ReHo) method to do post-processing. All subjects were evaluated by Montreal cognitive assessment scale (MoCA), simple mental state examination (MMSE), Hamilton anxiety scale (HAMA), Hamilton depression scale (HAMD). Subjects' clinical indicators (such as frequency of attack, course of disease, duration of each headache, and severity of headache) were correlated with ReHo values of brain regions. This study was approved by the ethics committee of Yangtze river shipping general hospital. Results the episodes group compared with the interictal group, Montreal Neurological Institute (MNI) (-9,42༌15)༌is that the ReHo value of bilateral anterior cingulate cortex was lower active than the interictal group; and Montreal Neurological Institute (MN) (-3༌-24༌66) ,the ReHo value of bilateral paracentrallobule was stronger active than the interictal group(P < 0.01). Compared with the control group, patients in interictal phase had lower activation in bilateral cuneus and bilateral lingual gyrus, MNI of the two are (9, -84, 36) and (0,-72,6). No significant different brain area was found between the episodes group and the control group. In episodes group, significant correlation was found between attack frequency and ReHo value of the bilateral paracentrallobule (r = 0.492; p = 0.038). Conclusion We need to observe the course of migraine as a whole. Even in the interictal, it may affect the development of the disease through the cuneus and lingual gyrus. ACC regulates different states of migraine by inducing anti-injury sensation regulation function. Paracentric lobule is not only associated with migraine attacks, but also with the frequency. it may have an effect with the outcome of subsequent migraines, whether become chronic, and the remodeling of the brain.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".