Skip to content

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
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
HC

Hongyoon Choi

Chief Technology Officer

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

2 articles