In addition, we explored the association between genotypes and phenotypes in WS with the manually collected 443 cases from published literature.<h4>Results</h4>We predicted two possible WS pathogenic genes (KIT, CHD7) through multi-data integration analysis, which were further supported by gene expression profiles in single cells and phenotypes in gene knockout mouse. The gene discussed is CHD7; the disease is Werner syndrome.