House, MD fans often say this to express excitement, fear, panic, etc.
Used the same way "Oh My God" is used.
Fan #1: "Hugh Laurie was on Ellen today talking about House, MD. Ellen gave him a guitar."
Fan #2: "Oh My House! That's awesome!"
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