The root cause is usually a misfiring spark plug.
Over time a spark that is jumping can damage the plug wire or coil boot as the case may be.
With the spark plug out I would advise running a compression check on that cylinder. Low compression can cause a plug to misfire which in turn, yada, yada, yada.
Hope that helps.