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Portrai Insights

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

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27 articles
Portrai Insight

Comprehensive PortrAIgent Visium Analysis

This six-part series demonstrates an end-to-end spatial transcriptomics workflow using the PortrAIgent platform to analyze TNBC and ER+ breast cancer tissues by integrating Visium data with a…

POPortrai-
Portrai Insight

[Sid’s Data Journey - Part 3] Virtual Tissue Pharmacology: Bringing In Silico Drug Testing to a Patient Tissue

From target expression to tissue pharmacology: modeling how radiopharmaceuticals distribute, accumulate, and deliver dose across Sid’s tumor tissue.

HCHongyoon Choi-
Portrai Insight

[Sid’s Data Journey - Part 2] Beyond Expression: How to Evaluate Drug Targets

Why target expression alone is not enough. We compare coverage, heterogeneity, spatial distribution, and normal-tissue risk in Sid’s tumor.

HCHongyoon Choi-
Portrai Insight

[Sid’s Data Journey - Part 1] Single-Patient PortraiTARGET: Data-Driven Target Discovery for Personalized Drug Development

How one patient’s longitudinal single-cell and spatial data can be used to identify and prioritize therapeutic targets with PortraiTARGET.

HCHongyoon Choi-
Portrai Insight

The Spatial Requirement for Digital Twins: Why Virtual Patients Need an ‘Address’

The Virtual Patient Is Coming In October 2025, SOPHiA GENETICS launched an AI-powered digital twin platform — SOPHiA DDM Digital Twins.

KNKwonjoong Na-
Portrai Insight

The Spatial Anatomy of Immunotherapy Resistance: Why Checkpoint Inhibitors Stall

Immune Cells Are There — So Why Aren't They Working? Immune checkpoint inhibitors (ICIs) have transformed the landscape of oncology.

KNKwonjoong Na-
Portrai Insight

On-Target Off-Tumor: Recalculating the Therapeutic Index of Drugs Through Spatial Biology

The cruelest paradox in drug development is that the more effective a drug, the stronger its toxicity can be. Take ADCs (antibody-drug conjugates) as an example. ADCs are designed to deliver...

KNKwonjoong Na-
Portrai Insight

From AACR 2026: Spatial Biology Is No Longer a Variable — It Is a Constant

What I Confirmed in San Diego Last week, I attended the AACR 2026 Annual Meeting. Every year when I attend this conference, I carry one question with me: "Where does spatial biology stand right now?"

KNKwonjoong Na-
Portrai Insight

Same Target, Different Destiny: The Spatial Pharmacology of ADCs

Knocking on the Same Target — Why Do the Results Differ? Antibody-drug conjugates (ADCs) are the hottest modality in cancer treatment right now.

KNKwonjoong Na-

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