Farm leaders and food groups cheered the Senate Agriculture Committee’s passage of a bill last week that is designed to block mandatory labeling of foods made with ingredients from biotech crops, stop state-by-state labeling measures, create a nationwide voluntary labeling standard and save consumers money.

The measure, championed by committee chair Sen. Pat Roberts of Kansas,...