Before revision:  This method is based on a special relationship between correlation and causality , and allows for the identification and to removal of approximately half of all erroneous edges.
After revision:  This method is based on a special relationship between sign of correlation (positive/negative) and directionality (up/down) of gene regulation , and allows for the identification and to removal of approximately half of all erroneous edges.