Horizons Ventures, the Hong Kong-based firm of billionaire investor Li Ka-shing, led a $10 million Series A investment in Modern Meadow Inc., a startup that can grow meat and leather in the lab, Venture Capital Dispatch has learned.

The company aims to help fashion designers and makers of leather goods meet the increasing global demand for their wares without taking such a toll on animals and the environment.

The...