PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
February 9, 20260 citations

Investigating the Cytoskeleton of DRGs Using Cryo-Electron Microscopy and Deep Learning.

View Full Paper
MWM Neal WaxhamMRMihir RelanMSMatthew T. Swulius

Key Points

  • The research aims to explore the ultrastructural organization of axons and varicosities in cultured dorsal root ganglion neurons using cryo-EM and deep learning.
  • Isolated cultured dorsal root ganglion neurons from animals of varying ages
  • Utilized cryogenic electron microscopy for imaging
  • Implemented deep-learning strategies for semi-automated tomographic segmentation
  • Processed tilt-series data for quantitative analysis
  • Cryo-EM effectively visualizes the cytoskeleton of axons and varicosities
  • Age-related changes in axonal morphology were observed
  • Deep learning improved the efficiency of data processing and segmentation

Abstract

We describe a method for determining the ultrastructural organization of axons and varicosities of cultured dorsal root ganglion (DRG) neurons using cryogenic electron microscopy (cryo-EM). Cryo-EM reveals the dimensions, proximity, and overall organization of biological specimens in a near-native state, avoiding artifacts of fixation and heavy metal staining employed in classic thin section ultramicroscopy. Cryo-EM excels with thin specimens, and the axons of cryo-preserved cultured DRG neurons are the ideal thickness for high-resolution cryo-electron tomography. DRG neurons are a particularly interesting neuronal preparation because they can be isolated from animals of any age, providing a unique resource to examine age-related changes in axonal morphology. We provide a detailed, step-by-step protocol from DRG isolation and culturing, through cryo-preservation and data acquisition and analysis. We also provide a description for data processing in batch and how implementing deep-learning strategies can facilitate taking tilt-series data through the process of semi-automated tomographic segmentation required for quantitative descriptions of ultrastructural features. We use segmentations focused on the cytoskeletal elements of axons and varicosities of young and old cultured DRG neurons to highlight the approach.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Waxham et al. (2026) studied this question.

synapsesocial.com/papers/69897a14f0ec2af6756e84e2https://doi.org/10.1002/cm.70100
Ask AI
Helpful
Bookmark
Share
View Full Paper