Somalia's al-Shabaab militants say they stormed the campus at dawn, targeting Christians and releasing Muslims.
A rescue operation lasting 16 hours resulted in the deaths of the four gunmen.
The Kenyan health authorities have requested the support of Médecins Sans Frontières/Doctors Without Borders.
