Gradient Analysis of #Spatialtranscriptomics Organization with Neural networks
"models gene expression as a Piecewise linear function of the Isodepth"
Work with Visium Xenium MERFISH Slide-seq V2 Stereo-seq
@uthsav.bsky.social @naturemethods.bsky.social 2025
www.nature.com/articles/s41...
Gradient Analysis of #Spatialtranscriptomics Organization with Neural networks
"models gene expression as a Piecewise linear function of the Isodepth"
Work with Visium Xenium MERFISH Slide-seq V2 Stereo-seq
@uthsav.bsky.social @naturemethods.bsky.social 2025
www.nature.com/articles/s41...
SpaBatch
Align multi-slice sequencing-based spatial data
Visium ST Stereo-seq
#VariationalGraphAutoEncoder
Masked data augmentation
vs STG3Net STAligner SEDR DeepST SpaGIC STitch3D
bioRxiv 2025
www.biorxiv.org/content/10.1...
SpaBatch
Align multi-slice sequencing-based spatial data
Visium ST Stereo-seq
#VariationalGraphAutoEncoder
Masked data augmentation
vs STG3Net STAligner SEDR DeepST SpaGIC STitch3D
bioRxiv 2025
www.biorxiv.org/content/10.1...
#MusicChallenge
24: 'Mr. Kiss, Kiss, Bang, Bang' - Shirley Bassey
The theme tune we should have had for 'Thunderball'.
youtu.be/l1debbldqGc?...
#MusicChallenge
24: 'Mr. Kiss, Kiss, Bang, Bang' - Shirley Bassey
The theme tune we should have had for 'Thunderball'.
youtu.be/l1debbldqGc?...
www.cell.com/cell/fulltex...
www.cell.com/cell/fulltex...
Visium
DynaSpatial
HDST
BMKMANU S1000
Slide-seq V2
Curio Seeker
Slide-tag
Stereo-seq
PIXEL-seq
Salus
DBiT-seq
Guess which behaves best for🧠microvasculature?😁
#naturemethods 2024
www.nature.com/articles/s41...
Visium
DynaSpatial
HDST
BMKMANU S1000
Slide-seq V2
Curio Seeker
Slide-tag
Stereo-seq
PIXEL-seq
Salus
DBiT-seq
Guess which behaves best for🧠microvasculature?😁
#naturemethods 2024
www.nature.com/articles/s41...
SpatioTemporal Omics eneRgIES
Learning Waddington epigenetic (+regulon) landscape from multi-time-point Stereo-seq #SpatialTranscriptomics
Fused Gromov-Wasserstein #OptimalTransport
Linear▶️gene expression error
Quadratic▶️spatial consistency
bioRxiv 2025
www.biorxiv.org/content/10.1...
SpatioTemporal Omics eneRgIES
Learning Waddington epigenetic (+regulon) landscape from multi-time-point Stereo-seq #SpatialTranscriptomics
Fused Gromov-Wasserstein #OptimalTransport
Linear▶️gene expression error
Quadratic▶️spatial consistency
bioRxiv 2025
www.biorxiv.org/content/10.1...
IntraPlaque #TertiaryLymphoidOrgan😎
CD138+ Plasma cells +diverse B cells
❎ #GerminalCenter
✅ #Lymphangiogenesis ✅#HEV
Col5A1+ fibroblast-like #SmoothMuscleCell as #LymphoidTissueOrganizer
#NatCVR 2025
www.nature.com/articles/s44...
IntraPlaque #TertiaryLymphoidOrgan😎
CD138+ Plasma cells +diverse B cells
❎ #GerminalCenter
✅ #Lymphangiogenesis ✅#HEV
Col5A1+ fibroblast-like #SmoothMuscleCell as #LymphoidTissueOrganizer
#NatCVR 2025
www.nature.com/articles/s44...
Stereo-seq v1.3
Visium HD FFPE
CosMx 6k
Xenium 5k
Human Tumors
Ground truth CODEX, +scRNAseq
#NatComm 2025
www.nature.com/articles/s41...
Stereo-seq v1.3
Visium HD FFPE
CosMx 6k
Xenium 5k
Human Tumors
Ground truth CODEX, +scRNAseq
#NatComm 2025
www.nature.com/articles/s41...
Unveiling cell types, #gene expression, & TF dynamics across the whole brain!
Awesome! ✨
#neuroskyence #neuroscience #compneurosky
www.cell.com/neuron/fullt...
Unveiling cell types, #gene expression, & TF dynamics across the whole brain!
Awesome! ✨
#neuroskyence #neuroscience #compneurosky
www.cell.com/neuron/fullt...
@plosbiology.org 🧪 plos.io/45bhRLU
@plosbiology.org 🧪 plos.io/45bhRLU
#SpatialBiology
#SpatialBiology
Partial alignment (based on a subset of spots) of multi-slice #SpatialTranscriptomics
3D reconstruction of 16-slide Stereo-seq Drosophila embryo
Partial fused Gromov-Wasserstein #OptimalTransport
vs PASTE Pamona Tangram
#GenomeRes 2023
genome.cshlp.org/content/33/7...
Partial alignment (based on a subset of spots) of multi-slice #SpatialTranscriptomics
3D reconstruction of 16-slide Stereo-seq Drosophila embryo
Partial fused Gromov-Wasserstein #OptimalTransport
vs PASTE Pamona Tangram
#GenomeRes 2023
genome.cshlp.org/content/33/7...
humangenetics.ucsf.edu/ucsf-ihg-cat...
humangenetics.ucsf.edu/ucsf-ihg-cat...
#SpatialTranscriptomics
Paper at: arxiv.org/abs/2412.01124
Code at: github.com/Szym29/SUICA
#SpatialTranscriptomics
Paper at: arxiv.org/abs/2412.01124
Code at: github.com/Szym29/SUICA
It identifies tertiary lymphoid organs within plaques and links them to symptomatic cerebrovascular disease (stroke/TIA) 🧠
It identifies tertiary lymphoid organs within plaques and links them to symptomatic cerebrovascular disease (stroke/TIA) 🧠
@plosbiology.org 🧪 plos.io/45bhRLU
@plosbiology.org 🧪 plos.io/45bhRLU