Poly(ADP-ribose) polymerase-1 (PARP-1), also referred to as ADP-ribosyltransferase Diphtheria toxin-like 1 (ARTD1), is an abundant nuclear protein that plays key roles in a variety of nuclear processes, including the regulation of transcription. PARP-1 possesses an intrinsic enzymatic activity that catalyzes the transfer of ADP-ribose (ADPR) units from nicotinamide adenine dinucleotide (NAD(+)) onto target gene regulatory proteins, thereby modulating their activities. Although great strides have been made in the past decade in deciphering the seemingly opposing and varied roles of PARP-1 in gene regulation, many puzzles remain. In this review, we discuss the current state of understanding in this area, especially how PARP-1 interfaces with various components of gene regulatory pathways (e.g., the basal transcription machinery, DNA-binding transcription factors, coregulators, chromatin remodeling, histone modifications, and DNA methylation). In addition, we discuss some gene-specific, cell type-specific, and cell state-specific effects of PARP-1 on gene regulation, which might contribute to its biological functions. Finally, we review some of the recent progress targeting PARPs using chemical inhibitors, some of which may alter PARP-1-dependent gene regulatory programs to promote therapeutic outcomes.