Insurance companies are looking at billions in losses from the earthquake and tsunami in Japan, with one early estimate placing the figure as high as $35 billion.

German reinsurer Munich Re said Monday, however, that private insurers do not face a significant bill from damage to Japan's nuclear power plants.