Artificial intelligence with Attention Branch Network and deep learning can predict live births by using time-lapse imaging of embryos after in vitro fertilisation

Author(s):  
Yuki Sawada ◽  
Takeshi Sato ◽  
Masashi Nagaya ◽  
Chieko Saito ◽  
Hiroyuki Yoshihara ◽  
...  
2020 ◽  
Author(s):  
Priya Bhide ◽  
Arasaratnam Srikanthara ◽  
Doris Lanz ◽  
Julie Dodds ◽  
Bonnie Collins ◽  
...  

Abstract • Background: Subfertility is a common problem for which in-vitro fertilisation (IVF) treatment is commonly recommended. Success rates following IVF are suboptimal and have remained static over the last few years. This imposes a considerable financial burden on overstretched healthcare resources. Time-lapse imaging (TLI) of developing embryos in IVF treatment is hypothesised to improve the success rates of treatment. This may be either by providing undisturbed culture conditions and/or improving the predictive accuracy for optimal embryo selection from a cohort of available embryos. However, current best evidence for its effectiveness is inconclusive. • Methods: The time-lapse imaging trial is a pragmatic, multi-centre, three-arm parallel group randomised controlled trial using re-randomisation. The primary objective of the trial is to determine if the use of TLI or undisturbed culture in IVF treatment results in a higher live birth rate when compared to current standard methods of embryo incubation and assessment. Secondary outcomes include measures of clinical efficacy and safety. The trial will randomise 1575 participants to detect an increase in live birth from 26.5% to 35.25%.• Discussion: In the absence of high quality evidence, there is no current national guidance, recommendation or policy for the use of TLI. The use of TLI is not consistently incorporated into standard IVF care. A large, pragmatic, multicentre, trial will provide much needed definitive evidence regarding the effectiveness of TLI. If proven to be effective, its incorporation into standard care would translate into significant clinical and economic benefits. If not, it would allow allocation of resources to more effective interventions.• Trial registration: ISRCTN registry, ISRCTN17792989, 18/04/2018, prospectively registered.


Lab on a Chip ◽  
2019 ◽  
Vol 19 (24) ◽  
pp. 4139-4145 ◽  
Author(s):  
Manoj Kumar Kanakasabapathy ◽  
Prudhvi Thirumalaraju ◽  
Charles L. Bormann ◽  
Hemanth Kandula ◽  
Irene Dimitriadis ◽  
...  

Artificial intelligence enabled inexpensive imaging hardware can be a valuable tool for reliable embryo assessments in in vitro fertilization.


Methods ◽  
2018 ◽  
Vol 133 ◽  
pp. 81-90 ◽  
Author(s):  
Katja M. Piltti ◽  
Brian J. Cummings ◽  
Krystal Carta ◽  
Ayla Manughian-Peter ◽  
Colleen L. Worne ◽  
...  

2021 ◽  
Vol 159 ◽  
pp. 147-152
Author(s):  
Karolina Fryc ◽  
Agnieszka Nowak ◽  
Barbara Kij ◽  
Joanna Kochan ◽  
Pawel M. Bartlewski ◽  
...  

2019 ◽  
Vol 31 (12) ◽  
pp. 1862 ◽  
Author(s):  
N. A. Martino ◽  
G. Marzano ◽  
A. Mastrorocco ◽  
G. M. Lacalandra ◽  
L. Vincenti ◽  
...  

Time-lapse imaging was used to establish the morphokinetics of equine embryo development to the blastocyst stage after invitro oocyte maturation (IVM), intracytoplasmic sperm injection (ICSI) and embryo culture, in oocytes held overnight at room temperature (22–27°C; standard conditions) before IVM. Embryos that developed to the blastocyst stage underwent precleavage cytoplasmic extrusion and cleavage to the 2-, 3- and 4-cell stages significantly earlier than did embryos that arrested in development. We then determined the rate of blastocyst formation after ICSI in oocytes held for 2 days at either 15°C or room temperature before IVM (15-2d and RT-2d treatment groups respectively). The blastocyst development rate was significantly higher in the 15-2d than in the RT-2d group (13% vs 0% respectively). The failure of blastocyst development in the RT-2d group precluded comparison of morphokinetics of blastocyst development between treatments. In any condition examined, development to the blastocyst stage was characterised by earlier cytoplasmic extrusion before cleavage, earlier cleavage to 2- and 4-cell stages and reduced duration at the 2-cell stage compared with non-competent embryos. In conclusion, this study presents morphokinetic parameters predictive of embryo development invitro to the blastocyst stage after ICSI in the horse. We conclude that time-lapse imaging allows increased precision for evaluating effects of different treatments on equine embryo development.


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