SHANGHAI—Guo Guangchang became a billionaire by investing where China’s economy was going over the past two decades, pouring money into steel, property and finance while turning his gaze increasingly overseas.

On Friday, Mr. Guo indicated authorities are holding him in connection with an investigation, a stark illustration of how Chinese business and finance is coming under intense scrutiny.

After nearly two days of mystery…