bair lab / uw neurobiology & biophysics
cross-orientation suppression across
cortical depth in macaque v1
dec 2024 - present / ~12 hrs/week / surgical assistant + computational analysis
Two-photon calcium imaging in anesthetized macaque V1. We present orthogonal plaids and compare responses to a linear prediction from component gratings. I built the full XORI analysis pipeline and assist in non-human primate neurosurgery.
methods
Two-photon imaging + surgery in anesthetized macaque, with a custom Python pipeline for all analysis.
imaging
Two-photon calcium imaging in anesthetized macaque V1 using PHP.eB-CAG-GCaMP6s. Drifting gratings and orthogonal plaids at 50% contrast, 4 Hz, 4 cyc/deg.
- 28 fields of view, 140 to 518 um deep
- Superficial through deep layer 2/3
- Collaboration with Allen Institute and WANPRC
roi extraction
Suite2p for automated cell detection, adapted for primate cortical data. Neuropil correction applied to all traces.
- 4,785 ROIs across 28 depths
- Neuropil subtraction and signal cleanup
- SNR filtering at multiple thresholds
xori metric
For each ROI, build a linear prediction from component grating responses (shifted by 90 degrees, summed with baseline correction). Compare to actual plaid response.
- S: plaid / linear prediction ratio
- S > 1 = facilitation, S < 1 = suppression
- C: Pearson r between predicted and observed tuning
statistics
Mixed-effects models to handle the nested structure: ROIs within depths within sessions. Mediation analysis for covariates.
- Linear mixed-effects (statsmodels)
- Random intercepts for session and depth
- Mediation: spatial frequency (~40%), bandwidth (~21%)
results
Suppression increases with depth. Facilitation in superficial layer 2/3, suppression in deep layer 2/3.
my role
surgical
I assist in non-human primate neurosurgery: craniotomy prep, optical window implantation, perioperative monitoring. This gives us chronic two-photon imaging access to V1.
computational
I built the entire XORI analysis pipeline. ROI extraction, signal processing, cross-orientation index computation, mixed-effects modeling, mediation analysis, all figures. Every line of analysis code is mine.
publications + presentations
first-author arXiv preprint
Cross-orientation suppression across cortical depth in macaque V1. Target: April 2026.
second-author manuscript
Full study with expanded dataset and additional analyses. Journal TBD.
UW Research Symposium poster
University of Washington. May 2026.
SfN 2025 poster
Society for Neuroscience. San Diego, CA. Nov 2025.
WANPRC talk + poster
Washington National Primate Research Center. Seattle, WA. Dec 2025.
poster
Cross-orientation suppression across cortical depth in macaque V1. Presented at SfN San Diego and WANPRC Seattle.
source code
Full pipeline: Suite2p integration, metric computation, mixed-effects models, mediation analysis, and all figures.