Answer
Lung surgery was the medical procedure Sergei Bagapsh underwent prior to his passing. This surgery aimed to address issues related to his lungs, which had been affected by an underlying condition. However, despite the surgical intervention, Bagapsh's health declined, ultimately leading to his demise.