Sounds as if you may have some sort of problem with your flash drives. Your symptoms are consistent with it not being picked up in the later stages of the boot process, or it having file system corruption.
I would suggest plugging it into a PC/Mac and running a check on it. Also, while you are at it if you do have not already done so make a backup in case you need to redo the USB stick for any reason.