Later in life he became interested in politics, being chosen as senator from the department of Gers in 1906.
Lannelongue is remembered for his work involving bone diseases, especially osteomyelitis and bone tuberculosis.
In 1892 he performed the first craniectomy for craniosynostosis, an operation that involved correction of a sagittal synostosis.