Importantly, the OB cluster of Gli1+ MMPs is dramatically decreased in response to MPS analyzed by scRNA-seq and lineage tracing experiments indicating the OB cluster is a potential cell type mediating MPS-induced osteoporosis. This evidence concerns the gene GLI1 and mucopolysaccharidosis.