Heat oil in a large soup pot or Dutch oven over medium heat. Add onion, garlic and ginger and cook, stirring, for 5 minutes. Pour in the reserved mushroom liquid, broth, soy sauce, cinnamon stick, star anise and pepper. Bring to a boil. Reduce to a simmer and stir in chicken. Simmer for 20 minutes.