Single Cell Data Alliance

Unlocking the Full Potential 
of Single-Cell Data, Together

A collaborative effort to standardize and harmonize single-cell data so researchers
can analyze with confidence and build more reliable models.

A Shared Foundation for Trusted Single-Cell Data

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The Single Cell Data Alliance, led by Rancho BioSciences, is a pre-competitive collaboration bringing together pharma, biotech, and academic partners to address one of the biggest challenges in single-cell research: inconsistent and fragmented data.

By harmonizing and curating large-scale single-cell datasets using shared standards, ontologies, and proven workflows, the Alliance enables researchers to compare results across studies, reuse 
data with confidence, and apply advanced analytics and AI 
more effectively.

Together, we are building reproducible, interoperable, and AI-ready single-cell data foundations that reduce redundant effort and accelerate discovery across the scientific community.

AI-Ready Biomedical Datasets You Can Trust

From single-cell to spatial, bulk RNA, and cell painting, every dataset is expertly curated, ontology-aligned, and structured to support advanced analytics and seamless AI and ML integration. Join leading biopharma teams already accelerating discovery with access to exclusive, off-embargo data collections.

Therapeutic 
Focus Areas

Curated single-cell datasets spanning key disease areas and tissue types to support translational research and model development.
Areas of Focus
  • Arrow iconOncology and Immuno-Oncology
  • Arrow iconAutoimmune and Inflammatory Disorders
  • Arrow iconNeuroscience and Neurodegeneration
  • Arrow iconInfectious Diseases
  • Arrow iconCardiometabolic and Endocrine Health
  • Arrow iconKidney and Renal Disease
  • Arrow iconHealthy Tissue Atlases

Data Alliance Members

Join the Single Cell Data Alliance

Membership is open to organizations committed to advancing single-cell research
through shared standards, trusted data, and meaningful collaboration.
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Members Benefits

  • Harmonized, AI-ready single-cell datasets
  • Shared standards and best practices
  • Early access to schemas and ontologies
  • Joint benchmarking and publications
  • Collaboration across industry and academia
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New Members Receive

  • 75+ datasets to start
  • FAIR-aligned datasets and atlases
  • Direct access to Rancho experts
  • Shared data models and pipelines
  • Full data ownership, no restrictions