I can currently query the join of two tables on the equality of a foreign/primary key in the following way.
$result = mysql_query(\"SELECT * FROM `table1`
SELECT * FROM table1 INNER JOIN table2 ON table1.primaryKey=table2.table1Id INNER JOIN table3 ON table1.primaryKey=table3.table1Id