Mr García was rushed to hospital in the capital, Lima. His death was confirmed by current President Martín Vizcarra. A crowd of supporters gathered outside the hospital building, and were held back by a line of police officers.
Mr García was accused of taking bribes from Brazilian construction company Odebrecht - claims he denied.
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