hmm never did this before, but I would grab the table field from mysql (one at a time in a loop), remove the word and update the record
something like:
//...get your data from mysql
//$datafrommysql assuming this is the variable with your string from the db
str_replace("theword", "", $datafrommysql);
//now update that record in mysql
// update tablename set fieldyouedited='$datafrommysql'
hope that gives you some direction.