This paper presents the analytical and numerical investigation on the global synchronization and anti-synchronization for a class of drive-response systems of fractional-order complex-valued gene regulatory networks with time-varying delays (DFGRNs). In our design, two kinds of adaptive feedback controllers are used to synchronize and anti-synchronize the proposed drive-response systems, and some sufficient conditions on the global asymptotical synchronization and anti-synchronization are given with the methods of the fractional Lyapunov-like functions and the fractional-order inequalities. In the numerical simulations, two minimum "estimated time", T 1 and T 2 , are computed to achieve the synchronization and anti-synchronization. We find that T 1 and T 2 increase with the decreasing of the fractional order of DFGRNs. INDEX TERMS Complex-valued, feedback controller, fractional-order, gene regulatory networks (GRNs), synchronization and anti-synchronization, time-varying delays.