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1.
Comput Biol Med ; 168: 107785, 2024 01.
Artículo en Inglés | MEDLINE | ID: mdl-38056209

RESUMEN

Cumulus expansion is an important indicator of oocyte maturation and has been suggested to be indicative of greater oocyte developmental capacity. Although multiple methods have been described to assess cumulus expansion, none of them is considered a gold standard. Additionally, these methods are subjective and time-consuming. In this manuscript, the reliability of three cumulus expansion measurement methods was assessed, and a deep learning model was created to automatically perform the measurement. Cumulus expansion of 232 cumulus-oocyte complexes was evaluated by three independent observers using three methods: (1) measurement of the cumulus area, (2) measurement of three distances between the zona pellucida and outer cumulus, and (3) scoring cumulus expansion on a 5-point Likert scale. The reliability of the methods was calculated in terms of intraclass-correlation coefficients (ICC) for both inter- and intra-observer agreements. The area method resulted in the best overall inter-observer agreement with an ICC of 0.89 versus 0.54 and 0.30 for the 3-distance and scoring methods, respectively. Therefore, the area method served as the base to create a deep learning model, AI-xpansion, which reaches a human-level performance in terms of average rank, bias and variance. To evaluate the accuracy of the methods, the results of cumulus expansion calculations were linked to embryonic development. Cumulus expansion had increased significantly in oocytes that achieved successful embryo development when measured by AI-xpansion, the area- or 3-distance method, while this was not the case for the scoring method. Measuring the area is the most reliable method to manually evaluate cumulus expansion, whilst deep learning automatically performs the calculation with human-level precision and high accuracy and could therefore be a valuable prospective tool for embryologists.


Asunto(s)
Aprendizaje Profundo , Femenino , Humanos , Animales , Bovinos , Reproducibilidad de los Resultados , Células del Cúmulo , Oocitos , Desarrollo Embrionario
2.
Reprod Domest Anim ; 57(10): 1277-1279, 2022 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-35694897

RESUMEN

Selenium is commonly used as an antioxidant in a serum-free culture medium setting. However, lycopene has emerged as a potent antioxidant being twice as efficient as ß-carotene and 10 times as efficient as α-tocopherol with beneficial effects when supplemented in a serum-free maturation medium. Here, we aimed to evaluate the effect of lycopene supplementation in a serum-free culture medium on blastocyst development and quality. After in vitro maturation and fertilization, presumed zygotes were cultured in groups of 25 in 50 µl droplets of synthetic oviductal fluid. Culture medium supplementation was done using four experimental groups: insulin, transferrin, selenium (ITS, control); ITS + DMSO (diluent control); ITS + DMSO-lycopene 0.1 µM (ITSL); and IT + DMSO-lycopene 0.1 µM (ITL). DMSO was used as a diluent for lycopene. Blastocyst development among experimental groups was fitted in mixed-effects models, and blastocyst quality parameters (assessed via differential apoptotic staining) were evaluated in mixed linear regression models. The cleavage (85.3 ± 2.4, 82.6 ± 2.7, 86 ± 2.3 and 86.4 ± 2.3% for control, diluent control, ITSL and ITL, respectively) and day 8 blastocyst rates (37.4 ± 3.3, 36.9 ± 3.4, 39.7 ± 3.3 and 46.2 ± 3.4% for control, diluent control, ITSL and ITL, respectively) were not different (p > .1) among experimental groups. Embryos produced in the ITL group resulted in blastocysts with higher total cell numbers (TCN; 141 ± 19.2), inner cell mass (ICM; 65.3 ± 11.6) and trophectoderm cells (TE; 75.2 ± 8.8) compared with the control (129 ± 19.2, 56.3 ± 11.6 and 72.7 ± 8.8, for TCN, ICM and TE; p < .01, respectively). Lycopene-supplemented groups (ITSL and ITL) resulted in blastocysts with similar TCN, ICM and TE (p > .2). The number of apoptotic cells was not different among experimental groups (p > .1). Lycopene supplementation to the culture medium only produced a numerical increase in the blastocyst rate but replacing selenium with lycopene in a serum-free culture medium resulted in blastocysts with more cells.


Asunto(s)
Insulinas , Selenio , Animales , Antioxidantes/farmacología , Blastocisto , Bovinos , Medios de Cultivo/farmacología , Suplementos Dietéticos , Dimetilsulfóxido/farmacología , Técnicas de Cultivo de Embriones/métodos , Técnicas de Cultivo de Embriones/veterinaria , Desarrollo Embrionario , Fertilización In Vitro/veterinaria , Insulinas/farmacología , Licopeno/farmacología , Selenio/farmacología , Transferrinas/farmacología , alfa-Tocoferol/farmacología , beta Caroteno/farmacología
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