anterior horn disease anterior horn disease anterior horn disease is one of a number of medical disorders affecting the anterior horn of the spinal cord. anterior horn diseases include spinal muscular atrophy, poliomyelitis and amyotrophic lateral sclerosis. anterior horn diseaseanterior horn(#1above) is affected in this conditionspecialtyneurology