Projects

A selection of research and analysis work in single-cell/multi-omics, communication modeling, and imaging–genomics integration.

OPC lineage & treatment effects 2025

Subclustered oligodendrocyte lineage (7 subclusters); module scoring across states (proliferative → mature → senescent); treatment vs control/untreated contrasts with GO/Reactome overlays and cell-state summaries.

Seurat v5 Module scoring Visualization OPC
ApoE4 vs ApoE3 cell-cell communication 2025

CellChat comparisons across hippocampus and cortex with astrocytes as both source and target; pathway-level differentials (bubble plots) and ligand–receptor edges prioritized per condition.

CellChat ApoE Ligand–receptor Hippocampus/Cortex
Hypertension MRI × gene integration 2025

Cross-modal integration of AHBA/Nanostring gene expression with GMFW/GMFWMD measures; gene–region correlations, enrichment synthesis, and prioritized gene sets tied to diffusivity metrics.

AHBA Nanostring MRI R / Python
Patch-seq alignment & ephys integration 2024

Linked Patch-seq electrophysiology with integrated transcriptomic clusters; compared firing properties and AP kinetics across cluster assignments and regions.

Patch-seq AP properties Integration

Analysis stack

Seurat / Signac • Harmony/RPCA • DESeq2 • Slingshot/TSCAN/URD • CellChat • PLSRegression • Reproducible HPC pipelines (BU-SCC).