Exploring the cellular basis of human disease through a large-scale mapping of deleterious genes to cell types.
BACKGROUND
Each cell type found within the human body performs a diverse and unique set of functions, the disruption of which can lead to disease. However, there currently exists no systematic mapping between cell types and the diseases they can cause.


METHODS
In this study, we integrate protein-protein interaction data with high-quality cell-type-specific gene expression data from the FANTOM5 project to build the largest collection of cell-type-specific interactomes created to date. We develop a novel method, called gene set compactness (GSC), that contrasts the relative positions of disease-associated genes across 73 cell-type-specific interactomes to map genes associated with 196 diseases to the cell types they affect. We conduct text-mining of the PubMed database to produce an independent resource of disease-associated cell types, which we use to validate our method.


RESULTS
The GSC method successfully identifies known disease-cell-type associations, as well as highlighting associations that warrant further study. This includes mast cells and multiple sclerosis, a cell population currently being targeted in a multiple sclerosis phase 2 clinical trial. Furthermore, we build a cell-type-based diseasome using the cell types identified as manifesting each disease, offering insight into diseases linked through etiology.


CONCLUSIONS
The data set produced in this study represents the first large-scale mapping of diseases to the cell types in which they are manifested and will therefore be useful in the study of disease systems. Overall, we demonstrate that our approach links disease-associated genes to the phenotypes they produce, a key goal within systems medicine.
Department of Life Sciences, Imperial College London, Exhibition Road, London, SW7 2AZ, UK. a.cornish12@imperial.ac.uk.
Alex J
AJ
Cornish
Department of Life Sciences, Imperial College London, Exhibition Road, London, SW7 2AZ, UK. i.filippis@imperial.ac.uk.
Ioannis
I
Filippis
Department of Life Sciences, Imperial College London, Exhibition Road, London, SW7 2AZ, UK. alessia.david09@imperial.ac.uk.
Alessia
A
David
Department of Life Sciences, Imperial College London, Exhibition Road, London, SW7 2AZ, UK. m.sternberg@imperial.ac.uk.
Michael J E
MJ
Sternberg
D002477:Cells; D057225:Data Mining; D030541:Databases, Genetic; D004194:Disease / Q000235:genetics; D015870:Gene Expression; D020022:Genetic Predisposition to Disease; D006801:Humans; D010641:Phenotype; D060066:Protein Interaction Maps