Mr Vanderpuye, who is seeking re-election on the ticket of the main opposition National Democratic Congress (NDC) was arrested together with his wife and daughter and about a dozen others.
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Mr Vanderpuye had earlier alleged that the police stormed his hotel and fired tear gas.
The MP has been taken to the Accra Central Police Station.
Currently, there are no supporters or leaders of the NDC with him at the police station.
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