That depends (naturally!). What you want is for your blog and website to inherit domain authority (DA) and domain trust (DT) from each other. It is a very common practice for websites to use subdomains for blogs because they use hosted blog services to power their blogs. Google knows it a common practice. From what I've read and seen with my own experience, Google will treat your blog and website as one site (by that I mean share the DA and DT) if you: 1) have a small number of subdomains and 2) the navigation of both the website and blog are very similar. Frequently I have seen Google use the URLs from subdomains in sitelinks for the main domain, further supporting this conclusion. Some more ideas to improve the domain - sub-domain connection. You could submit a sitemap to GWT that shows the blog in the subdomain for the site. You could create a folder called mysite.com/blog that has a redirect to blog.mysite.com. (Last two ideas not validated, just ideas).
Hope that makes sense and helps.