Yes, there is a possibility the plugs could be causing the problem. Check the spark plugs ,One at a Time, to see what the electrode end inside the engine looks like. It would be a good idea to change them anyway. There are other reasons for a misfire. I have attached a link giving a list of other causes of misfires.
https://www.arnoldclark.com/newsroom/2502-the-most-common-causes-of-engine-misfires
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