The reasons not to use the PC USB are twofold. First there is the potential for a flat out short circuit -- atties do go bad sometimes, wires get loose. Even on a good USB design this should blow the USB fusing mechanism, and if it doesn't you have potential knock-on effects taking out electronics and/or PC power supply.
The second is that even if you don't have a short, you may significantly over-drive things within the PC. The USB spec calls for 500 mA drive capacity on a USB port. Although a given port may indeed have enough oomph to handle 1.5A, or even 2A, draw, there's no guaranty, and you may be overdriving the electronics (USB controller, power supply,...) into early failure.
Sometimes you'll try something and it "works", but it turns out to not be quite as warm/powerful as expected precisely because you are seeing a voltage sag off of the PC -- there isn't enough oomph in the system to handle the demand, and that nominal 5V is dropping to, say, 4V. That is not a healthy operating state for the power supply.
Replacing/repairing any PC component is going to cost more than the $10 of a dedicated 2A USB supply.
(The techie side of PVs is interesting to me as an engineer. On the other hand it can cause confusion for people who think that as long as it is a USB connector it should be okay to plug into any USB port.)