Morphological Analyses of the Arterial Supply to the Brain
Bibliographic record
Abstract
Introduction Stroke is one of the leading causes of mortality and morbidity in North America. Specifically, lacunar infarcts – occurring within deeper cortical regions of the brain – account for up to 25% of all stroke incidence. These regions of the brain are supplied by short penetrating arteries (SPAs) that arise perpendicularly from their main arterial supply, such as the lateral lenticulostriate arteries which supply part of the basal ganglia. The penetrating arteries travel only a short distance before their systolic pressure must be reduced to capillary pressure. In contrast, the long circumferential arteries (LCAs) that supply the superficial cerebral cortex have a long course and oblique branching pattern, which permits a more gradual reduction in intraluminal pressure as the capillary bed is approached. This study compares the morphological design of the short vessels and the longer circumferential vessels to determine whether their structure reflects their different vascular pressure dynamics. Objective The objective of this study is to quantitatively assess the morphology of the SPAs and LCAs. Methods Histological sections from the cortex, mammillary bodies and brainstem were stained with Masson's trichrome and scanned with an Aperio ScanScope AT Turbo at 40x. Using Aperio ImageScope, four arterial measurements were obtained from an average of 40 vessels per section: thickness of the tunica adventitia; combined breadth of the tunica intima and media; luminal diameter; and the arterial luminal circumference. Results The preliminary results indicate that, in general, arteries at the brain base and adjacent to the brainstem (i.e., the SPAs) have a thicker tunica adventitia and a wider lumen as compared to the LCAs that supply the cortex. The ratio of tunica adventitia: tunica intima + tunica media is approximately 1.6 times higher for the basilar and rhombencephalic SPAs than the cortical LCAs. The ratio of luminal diameter: tunica intima + media is approximately 1.5 times higher for SPAs as compared to LCAs. Conclusion We have demonstrated a reliable quantitative method to assess cerebral arteries and have shown clear differences between the morphology of the SPAs and LCAs. This method is now being used to investigate age‐related arterial changes and the relationship between vessel morphology and various diseases, including hypertension and whether or not there are lacunar infarcts.
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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 | 0.002 | 0.001 |
| 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) | 0.002 | 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".