A 52-year-old man with cirrhosis presents with a hepatic nodule detected on ultrasound. Serum alpha-fetoprotein (AFP) is markedly elevated at 1200 ng/mL. Which malignancy is most commonly associated with elevated AFP levels in this clinical context?

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