If you assume that "it" in the second example refers to "my explanation" then they mean about the same. It may be clearer to explicitly write "my explanation" though. For me, the first example feels just slightly convoluted and awkward to read, and "explained about the reason" is a bit vaguer than "explained to her the reason", and not necessarily specifically directed to "her".
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