Though many market players don't believe that the $145 billion punitive-damages award against the tobacco industry would put it out of business, the verdict has served as a warning sign for investors who want to buy these bonds.

"This was just Florida; there are still 49 other states who could potentially bring class-action suits against the industry," said an investor who has closely studied the bonds but has chosen not to buy them.

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