NMN treatment reverses unique deep radiomic signature morphology of oocytes from aged mice

Abstract One of the earliest physiological consequences of advancing age is the loss of female reproductive potential. This is primarily due to oocyte quality and developmental competence, which is highly sensitive to biological age. We applied deep learning, swarm intelligence and discriminative analysis to images of mouse oocytes taken by common bright field microscopy and were successfully able to identify a highly informative deep radiomic signature (DRS) of oocyte age. This signature distinguished morphological changes in oocytes associated with maternal age with 92% accuracy (AUC~1), reflecting this decline in oocyte quality. We then employed the DRS to evaluate the impact of the treatment of reproductively aged mice with the NAD+ precursor nicotinamide mononucleotide (NMN). The DRS signature classified 60% of oocytes from NMN-treated aged mice as having a 'young' morphology, suggesting that NMN was able to rejuvenate the morphological changes identified by the DRS. These findings indicate that NMN therapy may be able to restore the quality of a sizable subset of oocytes affected by reproductive ageing, and that these oocytes will be able to be distinguished and selected by DRS.