The Railway Board has set up a high-level committee to conduct a "comprehensive inquiry" into the firing on board a Mumbai-bound train in which a Railway Protection Force Assistant Sub-Inspector and three passengers were shot dead allegedly by an RPF constable near here on Monday, an official said.