meaning of “transverse”

The Oxford Advanced Learner’s Dictionary defines transverse as placed across something and gives the following example sentence and synonym:

A transverse bar joins the two posts.

-> Synonym: diagonal

I am wondering whether diagonal and transverse would mean the same if the former were used in the example sentence.

I’d appreciate your help.

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