RESUMO
STUDY QUESTION: Could an artificial intelligence (AI) algorithm predict fetal heartbeat from images of vitrified-warmed embryos? SUMMARY ANSWER: Applying AI to vitrified-warmed blastocysts may help predict which ones will result in implantation failure early enough to thaw another. WHAT IS KNOWN ALREADY: The application of AI in the field of embryology has already proven effective in assessing the quality of fresh embryos. Therefore, it could also be useful to predict the outcome of frozen embryo transfers, some of which do not recover their pre-vitrification volume, collapse, or degenerate after warming without prior evidence. STUDY DESIGN, SIZE, DURATION: This retrospective cohort study included 1109 embryos from 792 patients. Of these, 568 were vitrified blastocysts cultured in time-lapse systems in the period between warming and transfer, from February 2022 to July 2023. The other 541 were fresh-transferred blastocysts serving as controls. PARTICIPANTS/MATERIALS, SETTING, METHODS: Four types of time-lapse images were collected: last frame of development of 541 fresh-transferred blastocysts (FTi), last frame of 467 blastocysts to be vitrified (PVi), first frame post-warming of 568 vitrified embryos (PW1i), and last frame post-warming of 568 vitrified embryos (PW2i). After providing the images to the AI algorithm, the returned scores were compared with the conventional morphology and fetal heartbeat outcomes of the transferred embryos (n = 1098). The contribution of the AI score to fetal heartbeat was analyzed by multivariate logistic regression in different patient populations, and the predictive ability of the models was measured by calculating the area under the receiver-operating characteristic curve (ROC-AUC). MAIN RESULTS AND THE ROLE OF CHANCE: Fetal heartbeat rate was related to AI score from FTi (P < 0.001), PW1i (P < 0.05), and PW2i (P < 0.001) images. The contribution of AI score to fetal heartbeat was significant in the oocyte donation program for PW2i (odds ratio (OR)=1.13; 95% CI [1.04-1.23]; P < 0.01), and in cycles with autologous oocytes for PW1i (OR = 1.18; 95% CI [1.01-1.38]; P < 0.05) and PW2i (OR = 1.15; 95% CI [1.02-1.30]; P < 0.05), but was not significantly associated with fetal heartbeat in genetically analyzed embryos. AI scores from the four groups of images varied according to morphological category (P < 0.001). The PW2i score differed in collapsed, non-re-expanded, or non-viable embryos compared to normal/viable embryos (P < 0.001). The predictability of the AI score was optimal at a post-warming incubation time of 3.3-4 h (AUC = 0.673). LIMITATIONS, REASONS FOR CAUTION: The algorithm was designed to assess fresh embryos prior to vitrification, but not thawed ones, so this study should be considered an external trial. WIDER IMPLICATIONS OF THE FINDINGS: The application of predictive software in the management of frozen embryo transfers may be a useful tool for embryologists, reducing the cancellation rates of cycles in which the blastocyst does not recover from vitrification. Specifically, the algorithm tested in this research could be used to evaluate thawed embryos both in clinics with time-lapse systems and in those with conventional incubators only, as just a single photo is required. STUDY FUNDING/COMPETING INTERESTS: This study was supported by the Regional Ministry of Innovation, Universities, Science and Digital Society of the Valencian Community (CIACIF/2021/019) and by Instituto de Salud Carlos III (PI21/00283), and co-funded by European Union (ERDF, 'A way to make Europe'). M.M. received personal fees in the last 5 years as honoraria for lectures from Merck, Vitrolife, MSD, Ferring, AIVF, Theramex, Gedeon Richter, Genea Biomedx, and Life Whisperer. There are no other competing interests. TRIAL REGISTRATION NUMBER: N/A.
Assuntos
Algoritmos , Inteligência Artificial , Blastocisto , Transferência Embrionária , Frequência Cardíaca Fetal , Vitrificação , Humanos , Feminino , Estudos Retrospectivos , Blastocisto/fisiologia , Gravidez , Frequência Cardíaca Fetal/fisiologia , Transferência Embrionária/métodos , Criopreservação/métodos , Imagem com Lapso de Tempo/métodos , Adulto , Técnicas de Cultura EmbrionáriaRESUMO
RESEARCH QUESTION: How can laboratory and clinical outcomes of spontaneously, early maturing germinal-vesicle oocytes and sibling in-vivo-matured (metaphase II [MII]) oocytes be quantified and compared? DESIGN: A prospective, non-randomized intra-cohort study of oocytes from women aged 38 years or younger, with six or fewer MII oocytes and four or more germinal vesicles retrieved. No indication was identified for genetic tests or oocyte or embryo cryopreservation. The study was carried out at IVIRMA-Valencia. Early maturing germinal vesicles were selected for reproductive purposes. In vitro- and in-vivo MII oocytes were fertilized. After time-lapse culture, hatching blastocysts from germinal vesicles were biopsied for aneuploidy screening and vitrified. Laboratory and clinical outcomes were compared according to oocyte origin. RESULTS: Almost 70% of germinal vesicles had matured early and spontaneously, and had comparable in vitro-outcomes and morphokinetics to sibling in vivo-matured oocytes. Fifty per cent of biopsied blastocysts were euploid. Germinal-vesicle rescue increased the number of MII oocytes per cycle to 3.9, finally adding one extra-blastocyst per cycle. A live birth confirmed the feasibility of this approach. Further data, however, are needed to quantify its real contribution to standard intracytoplasmic sperm injection cycles. Nevertheless, 40% of patients obtained either an immediate advantage (reduction of cancellation rate) or long-term benefit (availability of extra blastocysts of attempts). CONCLUSIONS: Germinal-vesicle rescue can be considered as a complementary approach when folliculometry (expected) and number of MII (observed) are unequal.
Assuntos
Técnicas de Maturação in Vitro de Oócitos , Oócitos/fisiologia , Adulto , Estudos de Coortes , Transferência Embrionária , Feminino , Humanos , Recuperação de Oócitos , Oócitos/citologia , Oócitos/crescimento & desenvolvimento , Gravidez , Taxa de Gravidez , Resultado do TratamentoRESUMO
We present a case of malignant neuroleptic syndrome in a 55 years old male diagnosed 3 years ago of alcoholic paranoid psychosis who was chronically treated with haloperidol, clothiapine, and phenobarbital. Twenty one days after neuroleptic drug withdrawal the patient was admitted to the recovery room because of hyperthermia (40.2 degrees C), left basal pneumonia, acute respiratory insufficiency, extrapyramidal rigidity, mutism, dysarthria, deep coma, hypotension, and tachycardia. Two days after he presented massive rhabdomyolysis, atrial flutter with hemodynamic deterioration which reverted to sinus rhythm and acute anterolateral and inferior myocardial infarction documented by enzyme rise and electrocardiographic alterations. Rhabdomyolysis and myocardial infarction were the precipitating factors of the renal insufficiency. A malignant neuroleptic syndrome was suspected and intravenous treatment with dantrolene sodium 1.5 mg/kg every 24 hours was initiated. Bromocriptine was not administered. The patient died 14 days after in the course of a sepsis and cardiogenic shock.
Assuntos
Injúria Renal Aguda/etiologia , Dibenzotiazepinas/efeitos adversos , Haloperidol/efeitos adversos , Infarto do Miocárdio/etiologia , Síndrome Maligna Neuroléptica/complicações , Rabdomiólise/etiologia , Dantroleno/uso terapêutico , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Síndrome Maligna Neuroléptica/tratamento farmacológico , Síndrome Maligna Neuroléptica/epidemiologia , Fenobarbital/efeitos adversos , Psicoses Alcoólicas/complicações , Psicoses Alcoólicas/tratamento farmacológico , Fatores de RiscoRESUMO
The axonal guidance and outgrowth in retinal neurons were investigated in cultures of pure retinal neurons (control) or in cocultures with heterologous BC3H-1 cells. Under control conditions, only about 10% of retinal neurons developed axons; coculturing with BC3H-1 cells induced early axonal outgrowth and guidance to BC3H-1 cells in most amacrine neurons. Both mechanisms were dependent on laminin and neural cell-adhesion molecules (N-CAMs) released by BC3H-1 cells, because they were prevented by antibodies directed against these molecules. The protein kinase C (PKC) inhibitor, staurosporine, reduced the effect of laminin on amacrine axonal outgrowth, suggesting that this effect was mediated by PKC. The occurrence of structures resembling synaptic boutons and the expression of synaptophysin at the amacrine axon ends of heterologous connections suggested that amacrine axons establish true synaptic contacts rather than simply overlapping with the BC3H-1 cells. In contrast to the heterologous contacts with BC3H-1 cells, the amacrine-amacrine axonal contacts observed in the cocultures were independent of laminin and N-CAM. Axonal outgrowth occurred in about 10% of the photoreceptors and was not affected by BC3H-1 cells or by substratum pretreatment with laminin or N-CAM. These results show that different mechanisms affect axonal outgrowth and guidance in amacrine and photoreceptor neurons in vitro, and they suggest that similar mechanisms could contribute to the development of the scaffold of axon pathways in the retina in vivo.