Academic Journal

A novel statistical methodology for quantifying the spatial arrangements of axons in peripheral nerves

التفاصيل البيبلوغرافية
العنوان: A novel statistical methodology for quantifying the spatial arrangements of axons in peripheral nerves
المؤلفون: Abida Sanjana Shemonti, Emanuele Plebani, Natalia P. Biscola, Deborah M. Jaffey, Leif A. Havton, Janet R. Keast, Alex Pothen, M. Murat Dundar, Terry L. Powley, Bartek Rajwa
المصدر: Frontiers in Neuroscience, Vol 17 (2023)
بيانات النشر: Frontiers Media S.A., 2023.
سنة النشر: 2023
المجموعة: LCC:Neurosciences. Biological psychiatry. Neuropsychiatry
مصطلحات موضوعية: peripheral nervous system, neuroanatomy, neuromodulation, spatial point process, optimal transport problem, Sinkhorn distance, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571
الوصف: A thorough understanding of the neuroanatomy of peripheral nerves is required for a better insight into their function and the development of neuromodulation tools and strategies. In biophysical modeling, it is commonly assumed that the complex spatial arrangement of myelinated and unmyelinated axons in peripheral nerves is random, however, in reality the axonal organization is inhomogeneous and anisotropic. Present quantitative neuroanatomy methods analyze peripheral nerves in terms of the number of axons and the morphometric characteristics of the axons, such as area and diameter. In this study, we employed spatial statistics and point process models to describe the spatial arrangement of axons and Sinkhorn distances to compute the similarities between these arrangements (in terms of first- and second-order statistics) in various vagus and pelvic nerve cross-sections. We utilized high-resolution transmission electron microscopy (TEM) images that have been segmented using a custom-built high-throughput deep learning system based on a highly modified U-Net architecture. Our findings show a novel and innovative approach to quantifying similarities between spatial point patterns using metrics derived from the solution to the optimal transport problem. We also present a generalizable pipeline for quantitative analysis of peripheral nerve architecture. Our data demonstrate differences between male- and female-originating samples and similarities between the pelvic and abdominal vagus nerves.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1662-453X
Relation: https://www.frontiersin.org/articles/10.3389/fnins.2023.1072779/full; https://doaj.org/toc/1662-453X
DOI: 10.3389/fnins.2023.1072779
URL الوصول: https://doaj.org/article/ec13564424114d20b07151bd0525e319
رقم الانضمام: edsdoj.13564424114d20b07151bd0525e319
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:1662453X
DOI:10.3389/fnins.2023.1072779