Cell and gene therapy (CGT) has a variety of potential applications in HIV prevention and management. Bibliometric and network analyses suggest potential points of entry for gene therapists into HIV cure research. The existing network of CGT researchers for HIV cure will benefit from an influx of fresh ideas and energy from CGT researchers keen to embrace a new challenge for an old virus.