Hi @JackieXiao,
Issues are not tied to the specific analysis when they were created, but rather to their creation date/time. So you could search for the date/time period of the analysis that you’re interested in and retrieve all issues at that time. Via the web interface you can use the Creation date search facet. If you prefer the Web API, you can take a look at the full list of parameters for api/issues/search in the onboard documentation: simply follow the Web API link in the footer of any SonarQube page.
Regards,
Cameron.