WASHINGTON—Russian forces appear to be expanding their military presence in Syria through the development of two additional bases that pose new challenges for the Obama administration as it struggles to avert a clash with Moscow in the Middle East.

Private satellite images released Tuesday revealed new construction at two Syrian military facilities near the Mediterranean coast, the latest sign Russia is preparing to inject its military forces into the country’s 4½-year war.

While...