The latest computers are likely to have a mixture of PCI and PCI Express slots, or maybe only PCI Express, which means you may not be able to install the PCI cards that you used in your previous system.
ADLINK have produced a PCI Express digital I/O card that is a direct replacement for the PCI version, apart from the bus factor.