Futures prices for soybeans and other commodities pushed higher last week after President Donald Trump announced he plans to sign the initial phase of a trade deal with China on Jan. 15 in Washington, D.C. He plans to travel to Beijing later to negotiate a broader agreement.

In the initial phase of the agreement, China has committed to purchasing $32 billion worth of U.S....