showing multiple reference details from single query

I have a table (table_one) with two columns, both of which are integers
which reference the same column (on a one-to-many relationship) row back
at another table (table_two) which has more detailed info on these
integer columns:

table_one has the following columns:
id (SERIAL), column_one (INTEGER REFERENCES table_two(id)), column_two
(INTEGER REFERENCES table_two(id))

table_two has the following columns:
id (SERIAL), more_detailed_info (TEXT)

How can I write a single query which will can uniquely identify in the
result the separated values of the more_detailed_info field of
table_two? For instance, if I write the following query:
SELECT * FROM table_one WHERE id = 4 AND table_one.column_one =
table_two.id;

I'll get rows which will list the more_detailed_info fields one time for
each match but table_two has more_detailed_info for both column_one and
column_two. However the query above will only be able to show the
more_detailed_info field for column_one. How can I show the
more_detailed_info field for column_two as well on the same row,
simultaneously with that of column_one

Sorry if this is confusing. I don't know of all the technical jargon
which involves my question above.

Ferindo