To mitigate the effects of high peak-to-average power ratio (PAPR) problem in optical orthogonal frequency division multiplexing (O-OFDM), spatial summation provides opportunity of simultaneously transmitting narrowband O-OFDM signals using grouped light emitting diodes (LEDs). However, the number of transmit chains increases with increasing number of groups, G. In this paper, we present a study of the combined use of pilot-assisted (PA) electrical PAPR reduction technique and grouped LEDs in O-OFDM system. PAPR reduction in the PA technique is achieved by rotating the phase of data symbols with P randomly generated pilot sequences. In comparison with basic O-OFDM with G = 16, simulation results show that PA technique is capable of reducing G to 3 in order to achieve the same PAPR of approximately 11 dB using P = 5 at a complementary cumulative distribution function (CCDF) of 10 −3 . The PAPR reduction gain using PA technique in multiple LEDs O-OFDM is achieved without sacrificing the bit-error rate (BER) performance of the system, but at the expense of increased computational complexity at the transmitter.