GMTK,
What color is your water??? Is it green or cloudy???
Most cartridges last 5 to 10 years, so it could not hurt to replace them... but... It could just as well be algae, or a bad gauge.
If you can clean the cartridges and the pressure is ok for a couple days and then goes back up, then most likely you have algae.
Thanks,
Jim R.