In HSP, mutations in SPG4 and SPG7 impact axonal transport and mitochondrial function, while ALS2 mutations are associated with juvenile ALS, PLS, and certain HSP forms, affecting autophagy and vesicle trafficking. The gene discussed is ALS2; the disease is hereditary spastic paraplegia.