CellKb Immune
CellKb Immune provides manually curated marker gene sets and literature-derived cell-type matches to support assignment of hematopoietic immune cell types from single-cell RNA sequencing (scRNA-seq) data in mammalian systems, with a focus on mouse models.
Key Features:
- Manually Curated Marker Gene Sets: Marker gene sets are compiled from peer-reviewed scientific literature to represent a wide range of immune cell types.
- Comprehensive Ontological Annotation: Each gene set is annotated with ontologies for cell type, tissue origin, and associated diseases to provide biological context.
- Single-Cell RNA Sequencing Support: The database is intended for assignment of cell types based on scRNA-seq gene expression profiles.
- Gene-List Matching Search Methodology: The search method accepts input gene lists and returns matching immune cell type signatures derived from the literature.
- Validation and Reliability: Contents and search capabilities have been evaluated using a leave-one-out approach and validated by annotating marker gene sets from bulk RNA-seq datasets.
Scientific Applications:
- Single-Cell Transcriptomics Annotation: Assigning and interpreting cell types in scRNA-seq datasets focused on immune and hematopoietic populations.
- Immune Response Studies: Characterizing dynamics and composition of immune cell populations during immune responses.
- Disease Modeling: Linking specific immune cell types to pathological conditions for mechanistic studies.
- Translational Research: Supporting development of targeted therapies by providing precise immune cell type annotations.
Methodology:
Marker gene sets were manually compiled from peer-reviewed literature; ontological annotations for cell type, tissue, and disease were integrated; a literature-based search matches input gene lists to marker gene sets; performance was evaluated using a leave-one-out approach and validated by annotating marker gene sets from bulk RNA-seq datasets.
Topics
Details
- Added:
- 1/18/2021
- Last Updated:
- 2/10/2021
Operations
Publications
Patil A, Patil A. CellKb Immune: a manually curated database of mammalian hematopoietic marker gene sets for rapid cell type identification. Unknown Journal. 2020. doi:10.1101/2020.12.01.389890.