On the basis of more than 1,000 first-time patients, the hospital found that about half suffered from psychoneurotic troubles, while one-third were psychotic and the rest had personality disorders. The psychoneurotic (often simplified to neurotic) person has an inner conflict that may lead to depression or anxiety.
Source: wiktionary