Does the IRS audit low-income taxpayers more often?

U.S. Sen. Ron Johnson, R-Wisc., said in an Aug. 7 press release that "last year, the IRS audited Americans earning less than $25,000 a year at five times the rate of other groups." PolitiFact checks his claim.