Alterations in Functional Connectivity During Different Phases of the Triggered Migraine Attack
Bibliographic record
Abstract
OBJECTIVE: To understand the changes in functional connectivity between brain areas of potential importance in migraine during different phases of the attack. BACKGROUND: Migraine is a symptomatically heterogeneous disorder. Understanding the possible changes in brain function and, therefore, neurobiology during different phases of the migraine attack is important in developing disease biomarkers and advancing therapeutics. DESIGN: Randomized, double-blind, placebo-controlled, multi-visit experimental study. METHODS: Subjects aged 18-50 years with migraine with and without aura (≤22 headache days per month) were recruited from across the UK using advertising, from both population and hospital clinic samples (n = 53). Consented subjects were randomized to a 0.5 µg/kg/min nitroglycerin infusion or to placebo over 20 minutes across different study visits, during the period February 2015-July 2017.* All subjects were exposed to a nitroglycerin infusion at least on 1 occasion at screening.** For those subjects who consented to participate in imaging visits (n = 25), structural T1, T2 and FLAIR sequences and resting state blood oxygen level dependant contrast (rsBOLD) time series, using a multiecho EPI sequence, were conducted over 30-40 minutes at baseline and rsBOLD during premonitory symptoms and migraine headache on a 3T General Electric MR750 MRI scanner. For the placebo visit, the imaging was conducted at the same times following infusion in the absence of symptoms. RESULTS: Montreal Neurological Institute (MNI) coordinates were used to characterize identified brain areas of connectivity change. Using repeated measures ANOVA models with time (visit number) and trigger substance (nitroglycerin/placebo) as factors, significant positive functional coupling was found between the thalami bilaterally and the right precuneus and cuneus regions during the nitroglycerin-triggered premonitory phase (T = 3.23, peak connectivity change at [-6, -68, 40] for left thalamus, P = 0.012 and [-4, -68, 40] for right thalamus, P = 0.019). The nitroglycerin-triggered premonitory phase was associated with a change in the direction of connectivity from positive to negative between the pons and the limbic lobe (T = 3.47, peak connectivity change at [2, 8, 50], P < 0.001). The headache phase of the nitroglycerin-triggered migraine attack was associated with ongoing negative functional coupling between the pons and the cingulate and frontal cortices, and positive functional coupling between the pons and the cerebellar tonsils and medulla (T = 3.47, peak connectivity change at [-8, -52, -58], P = 0.007). CONCLUSIONS: Understanding the functional reorganization between subcortical and cortical brain areas in different phases of the migraine attack provides novel insights into the abnormal sensory processing and integration during migraine, as well as functional correlation with clinical symptoms displayed during each phase. [*Correction added on July 22, 2020 after first online publication: This sentence was revised from, "Consented subjects had a 0.5 μg/kg/min nitroglycerin infusion…".] [**Correction added on July 22, 2020 after first online publication: This sentence was revised from, "… at least on 1 occasion at screening."].
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| 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) | 0.000 | 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 teacher head, 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".