A comprehensive evaluation of non-vascular prepontine cistern anatomy influencing trigeminal nerve vulnerability using machine learning-based morphometric analysis

Non-vascular morphometric variation in the prepontine cistern, particularly at the porus level nerve caliber, Meckel cave size, and sagittal angle, contributes to TN pathophysiology. An AI-assisted, leakage-free morphometry pipeline yields reproducible and interpretable discrimination, supporting the integration of vascular and non-vascular anatomy into diagnostic and treatment planning workflows.

Authors

Institutions

Publication Details

Journal
Frontiers in Medicine
Published
2026-03-03
DOI
https://doi.org/10.3389/fmed.2026.1745815
Primary Topic
Trigeminal Neuralgia and Treatments
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A comprehensive evaluation of non-vascular prepontine cistern anatomy influencing trigeminal nerve vulnerability using machine learning-based morphometric analysis

Gökalp Tulum, Ömer Karadaş, Muhammet İkbal IŞIK, Akçay Övünç Karadaş et al.
Frontiers in Medicine
Trigeminal Neuralgia and Treatments
article

A comprehensive evaluation of non-vascular prepontine cistern anatomy influencing trigeminal nerve vulnerability using machine learning-based morphometric analysis

Gökalp Tulum, Ömer Karadaş, Muhammet İkbal IŞIK, Akçay Övünç Karadaş, Onur Osman, Necibe Sare Mert, Zehra Şimşek, Berza Özcan, Tuba Baldan Ağaoğlu, Ferhat Cüce, Niray Baş
article en

Abstract

Non-vascular morphometric variation in the prepontine cistern, particularly at the porus level nerve caliber, Meckel cave size, and sagittal angle, contributes to TN pathophysiology. An AI-assisted, leakage-free morphometry pipeline yields reproducible and interpretable discrimination, supporting the integration of vascular and non-vascular anatomy into diagnostic and treatment planning workflows.

Frontiers in MedicineVol. 13
Istanbul University (TR), University of Health Sciences Antigua (AG)
Reduced inequalities
Openalex Percentile: Top 37%
Trigeminal Neuralgia and Treatments
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A comprehensive evaluation of non-vascular prepontine cistern anatomy influencing trigeminal nerve vulnerability using machine learning-based morphometric analysis — Gökalp Tulum, Ömer Karadaş, et al. · Frontiers in Medicine (2026) | TGRS Research Map | TGRS