Portfolio Hero Background

Proof of Concept Portfolio

Real-world validation of single-cell intelligence across target discovery, MoA/ perturbation analysis, and clinical applications

From Target Discovery to Clinical Validation

See how innovation teams and bioinformatics validators aligned on WittGen output across
clinical applications, target discovery, and drug development programs.

See How We Apply Our Technology

Explore real-world applications across clinical validation, target discovery, and drug development

Case Studies

Detailed validation across therapeutic modalities

Clinical ApplicationOngoingBreast Cancer

Hidden Subtype Detection in Breast Cancer

Revealing Misdiagnosed Cancer Populations at Single-Cell Resolution

Discovered hidden cancer subtypes missed by traditional bulk diagnostics. Found ER+ cells in TNBC-diagnosed patients and TNBC cells in ER+-diagnosed patients, preventing inappropriate treatment selection.

Clinical ApplicationOngoingHER2+ Breast Cancer

The Hidden Enemy in HER2+ Breast Cancer

Identifying Pre-Existing Resistant Clones (TOP2A+/RAD21+) Invisible to Traditional Profiling

Identified pre-existing drug-resistant cancer cell populations (TOP2A+/RAD21+) in treatment-naïve HER2+ breast cancer patients that are invisible to traditional bulk sequencing methods. T-DXd resistance isn't just acquired—it's often waiting there before treatment begins.

Clinical ApplicationOngoingBreast Cancer

Mechanism-Based Patient Stratification

Beyond Expression: Identifying Functionally Active Targets

Distinguished between high expression and high functional activity using Gene Regulatory Network analysis. Eliminates false positive targets by confirming which pathways are actually driving disease.

Target DiscoveryCompletedPDACHGSOCSCLC

bsADC Target Identification

Bispecific ADC Target Discovery

Identified validated druggable gene pairs across cancer subtypes with minimal off-tumor toxicity.

Drug DevelopmentCompletedBreast Cancer

CDK-inhibitor MoA Analysis

Pathway Understanding in Breast Cancer

Identified transcription factors regulating CDK-inhibitor expression through regulatory network analysis.

Drug DevelopmentCompletedMultiple

PROTAC E3 Ligase Optimization

Cell-Type Specific Ligase Selection

Optimized E3 ligase selection at cellular resolution for PROTAC development.

Drug DevelopmentCompletedMultiple

ICI Response Biomarkers

T-cell Trajectory Analysis

Mapped T-cell trajectories to identify immune checkpoint inhibitor response biomarkers.

Drug DevelopmentCompletedNSCLC

TKI Resistance Mechanisms

Resistance Pathway Analysis

Decoded cellular heterogeneity in TKI response to identify resistance mechanisms.

You have the data, We have the lens

Let's run a blind test on your dataset & see
what we can discover together