Call for Ideas: AI-Driven Multi-Omics Integration for Drug Discovery

CQDM is pleased to launch a call for ideas for the upcoming CQDM Connect-Pharma: Pitch Day, focused on AI-Driven Multi-Omics Integration for Drug Discovery. Selected applicants will present their innovations to experts from CQDM’s global pharmaceutical members on May 28, 2026.

Our objective is to bring ground-breaking, innovative Canadian research to CQDM’s pharmaceutical members and facilitate interactions between our pharma members and the Canadian ecosystem.

Pitch Day: May 28, 2026
Submission Deadline: April 28, 2026

Research Focus Areas include (but are not limited to):

We are seeking innovative AI-enabled approaches that integrate multi-omics data—genomics, transcriptomics, proteomics, metabolomics, epigenomics, spatial datasets, and clinical insights—to advance target discovery, biomarker identification, and translational research.

AI-Enabled Target Identification & Prioritization

  • Integration of multi-omic datasets to uncover causal disease drivers
  • Models bridging preclinical to human biology
  • Cross-species translation algorithms

Multi-Omics Biomarker Discovery

  • Patient stratification signatures
  • Spatial and longitudinal biomarkers
  • Predictive disease progression markers

Generative & Predictive Models for Mechanistic Biology

  • Foundation or LLM-based biological models
  • Perturbation-response prediction (CRISPR, RNA-seq, proteomics)
  • Pathway and network inference

Data Integration & Harmonization Technologies

  • Fusion of heterogeneous datasets (omics, imaging, phenotypic)
  • Normalization and batch-correction algorithms
  • Interoperable multimodal data frameworks

Experimental–Computational Hybrid Workflows

  • Closed-loop AI-driven screening
  • AI-guided CRISPR or functional genomics
  • Active learning for experiment prioritization

Translational Applications

  • Prediction of clinical outcomes
  • Models linking molecular signatures to patient phenotypes
  • Multi-omic precision medicine strategies

Therapeutic Areas of Interest

  • Oncology
  • Immunology & Inflammation
  • Rare Diseases
  • Neuroscience
  • Infectious Diseases
  • Cardiometabolic Disorders
  • Vaccines & Immunization Science

Process:

All submitted ideas will be evaluated by CQDM’s pharmaceutical members. Top-ranked proposals will be selected to present at CQDM Connect-Pharma: Pitch Day on May 28, 2026.

Who can apply:

  • Canadian academic researchers and research hospitals
  • Biotech companies and start-ups
  • Cross-sector or interdisciplinary collaborations
  • Academia–industry partnerships

About CQDM:

CQDM is a non-profit biopharmaceutical research consortium whose mission is to support and facilitate multi-stakeholder collaborative R&D that accelerates translation of leading-edge discoveries into vaccines, therapeutics and diagnostics addressing unmet medical needs while generating significant benefits for the Canadian economy.

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