Junior Moraes (17) and Marcos Antonio (73) scored for Shakhtar Donetsk and John Anthony Brooks (48) scored for Wolfsburg.
The match was held in an empty stadium at the Volkswagen Arena due to the coronavirus pandemic.
The return match will be played in Kharkiv on March 19.
The draw for the quarterfinals of the Europa League will be made on March 20.
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