DB design for combining two one to one table

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I have a legacy application which has below tables which has 1 to 1 mapping

 customer (has already 40 columns)
 customer_additional_attributes(has 20 columns)

My question :- Would not it be better design if customer and customer_additional_attributes tables were combined as it would have saves extra join or query sometime to fetch data from customer_additional_attributes ?

Is there any disadvantage of single table(like in above scenario) but large number of columns?

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