Current status data arises commonly in epidemiology surveys where we only know whether the subject has developed a disease or not. Our research interest is to extracting information of the relationship between two diseases or biological processes (e.g. hypertension and cardiovascular disease, HIV infection and AIDS, etc.) from such type of data.