The gonadotropin-dependent phase of ovarian folliculogenesis primarily requires follicle-stimulating hormone (FSH) to support one or multiple antral follicles, dependent on the species, to mature fully, enabling ovarian steroidogenesis, oogenesis, and ovulation to sustain female reproductive cycles and fertility. FSH binds to its membrane receptor in granulosa cells to activate various signal transduction pathways and gene regulatory networks. Poor female reproductive outcomes can result from both FSH insufficiency owing to genetic or non-genetic factors and FSH excess as encountered with ovarian stimulation in assisted reproductive technology (ART), but the underlying molecular mechanisms remain elusive. Herein, we conducted single-follicle and single-oocyte RNA sequencing analysis along with other approaches in anex vivomouse folliculogenesis and oogenesis system to investigate the effects of different concentrations of FSH on key follicular events. Our study revealed that a minimum FSH threshold is required for follicle maturation into the high estradiol-secreting preovulatory stage, and the threshold is moderately variable among individual follicles. FSH at subthreshold, threshold, and suprathreshold levels induced distinct expression patterns of follicle maturation-related genes and the follicular transcriptomics. The RNA-seq analysis identified novel genes and signaling pathways that may critically regulate follicle maturation. Suprathreshold FSH resulted in multiple ovarian disorders including premature luteinization, high production of androgen and proinflammatory factors, and reduced expression of energy metabolism-related genes in oocytes. Together, this study improves our understanding of gonadotropin-dependent folliculogenesis and provides crucial insights into how high doses of FSH used in ART may impact follicular health, oocyte quality, pregnancy outcome, and systemic health.