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Portrai Insights

Insights on data analysis, AI, and the platform we're building at Portrai.

Latest

14 articles
Vision-Gene-Language model — three modalities feeding a shared latent
Engineering-12 min read

Designing VGL — a multimodal foundation model for cancer cell biology

How we built Vision-Gene-Language: combining histopathology images, gene expression, and clinical text into one model that classifies tumor cells at scale.

HCHongyoon Choi-Apr 22, 2026
Benchmark bar chart across cancer types
AI / ML-9 min read

Benchmarking spatial transcriptomics models — what we measure, and why

Most public benchmarks for spatial transcriptomics over-index on a few well-curated tissues. We share the evaluation suite Portrai uses internally to keep VGL and PortraiTME™ honest.

HCHongyoon Choi-Apr 15, 2026
Schematic of glycosylated albumin nanoplatform binding to tumor microenvironment
Research Journal-18 min read

Engineering a precision-glycosylated clickable albumin nanoplatform

How Portrai's team built a glyco-clickable HSA nanoplatform for tumor-microenvironment targeting, validated dual-modality with PET imaging + spatial transcriptomics.

HIHyung-Jun Im-Apr 14, 2026
Drug distribution heatmap — purple gradient with dispersed dots
Drug Discovery-14 min read

Mapping drug distribution at single-cell resolution

PortraiDRUG turns spatial transcriptomics into a quantitative readout of where a payload actually lands. Here's why we think this is the missing piece for ADC and RPT design.

KNKwonjoong Na-Apr 4, 2026
Spatial transcriptomics analysis of the AMG 794 target landscape
Drug Discovery-8 min read

Target-based understanding of the termination of the AMG 794 clinical trial — a deep dive with spatial transcriptomics

Why did AMG 794 stop, and what does spatial transcriptomics tell us about the target landscape? A deep dive into the clinical trial termination through the lens of tissue-level biology.

DLDaeseung Lee-Dec 1, 2025
PortraiTARGET POR-PBPK predicts bispecific antibody distribution in the tumor microenvironment
Drug Discovery-9 min read

Unlocking the full potential of bispecific antibodies with PortraiTARGET™ POR-PBPK

PortraiTARGET™ POR-PBPK combines spatial transcriptomics with physiologically-based pharmacokinetic modeling to predict tissue-level bispecific antibody exposure — up to 4.5× over monospecifics in the same tumor context.

DLDaeseung Lee-Jun 1, 2025
AACR 2025 — Portrai posters covering spatial transcriptomics and precision oncology
Research Journal-5 min read

AACR 2025 — Portrai abstracts

Eleven posters spanning bispecific ADC target pairs, image-based ST platform comparisons, in-silico ADC modeling, CAF-targeting antibodies, CELLama, and AI lymphocyte identification in NSCLC.

DLDaeseung Lee-Apr 8, 2025
STAMP — image-based spatial transcriptomics at single-cell scale
Spatial Biology-5 min read

Weekly data spotlight — cost-effective single-cell analysis through spatial transcriptomics

STAMP profiles individual cells via image-based spatial transcriptomics — ~50× cheaper per cell than scRNA-seq, with rare-cell detection at 1:100,000 dilutions and direct visual validation.

DLDaeseung Lee-Oct 19, 2024
Cancer-associated fibroblast spatial diversity in lung squamous cell carcinoma
Research Journal-9 min read

Spatial transcriptomics reveals spatially diverse cancer-associated fibroblasts in lung squamous cell carcinoma linked to tumor progression

Image-based spatial transcriptomics across 33 LUSC patients shows CAF–tumor epithelium spatial interactions correlate with tumor size, metabolic activity, and recurrence-free survival — with glycolysis-upregulated fibroblast regions in barcode ST.

DLDaeseung Lee-Aug 1, 2024

WRITTEN BY

Portrai's Authors

Capturing and compounding Portrai's insights.

DL

Daeseung Lee

Chief Executive Officer

Physician-scientist who left clinical practice to bring spatial biology into oncology drug discovery.

10 articles
HC

Hongyoon Choi

Chief Technology Officer

Builds the algorithms that turn spatial transcriptomics into actionable target intelligence.

2 articles
HI

Hyung-Jun Im

Chief Scientific Officer

Nuclear medicine specialist linking imaging biomarkers to next-generation radiopharmaceuticals.

1 articles
KN

Kwonjoong Na

Chief Medical Officer

Translates platform insights into IND-enabling decisions across oncology programs.

1 articles
TS

Taesoo Shin

Senior Research Scientist

Spatial transcriptomics methodology lead. Builds Portrai's analysis pipelines that turn raw spot-level data into publishable cell-composition maps.

0 articles