Why is EPS misleading?

Could you elaborate on why EPS, or Earnings Per Share, can sometimes be misleading for investors? Is it due to non-cash expenses or other one-time charges that might distort the true profitability of a company? Are there any other factors that investors should be aware of when analyzing EPS figures? Understanding the nuances of EPS is crucial for making informed investment decisions, so I'd appreciate a more detailed explanation.