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Renaud J, Buissonnière P, Dulau C, Deloire M, Hontarrede F, Montcuquet A, Chansel-Debordeaux L, Hocké C, Ouallet JC, Ruet A, Bernard V. Gynaecological follow-up for women of reproductive age with multiple sclerosis: The GYNESEP study. Mult Scler Relat Disord 2024; 83:105448. [PMID: 38277979 DOI: 10.1016/j.msard.2024.105448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 12/21/2023] [Accepted: 01/13/2024] [Indexed: 01/28/2024]
Abstract
BACKGROUND The gynaecological care of women with Multiple Sclerosis has received little attention; most reports focussed on pregnancy or sexuality. The objective of the present study was to evaluate if gynaecological follow-up for women of reproductive age with Multiple Sclerosis was adequate. METHODS We performed a cross-sectional study on a large cohort of women with Multiple Sclerosis aged 18-40 years. All participants completed online questionnaires on general health status, gynaecological follow-up, and sexuality. Expanded Disability Status Scale (EDSS) scores were extracted from medical records. The study was registered in clinicaltrials.gov with the number NCT05248438, and in the European database ID-RCB with the number 2021-A02912-39. RESULTS Of the 192 patients who completed questionnaires, 157 (82.2%) reported gynaecological follow-up. Of the 155 patients on immunosuppressive treatments, only 31 (20%) underwent annual cervical screening. Of the 140 patients who met the French papillomavirus vaccination age recommendations, only 50 (35.7%) were vaccinated. A total of 128 (66.7%) patients used contraception. However, 16 (8.3%) patients reported unplanned pregnancies since the time of diagnosis. CONCLUSION Women with Multiple Sclerosis require more information on reproductive health and prevention of cancer. Better contraceptive advice would reduce the number of unplanned pregnancies and avoid foetal exposure to potentially teratogenic treatment.
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Affiliation(s)
- Juliette Renaud
- Department of Gynecology and Reproductive Medicine, CHU de Bordeaux, Bordeaux F-33000, France
| | | | - Cécile Dulau
- Department of Neurology, CHU de Bordeaux, Bordeaux F-33000, France
| | - Mathilde Deloire
- Department of Neurology, CHU de Bordeaux, Bordeaux F-33000, France
| | | | | | - Lucie Chansel-Debordeaux
- Department of Reproductive Biology-CECOS, CHU de Bordeaux, Bordeaux F- 33000, France; Bordeaux Institute of Oncology-BRIC-BioGo Team, INSERM U1312, University of Bordeaux, Bordeaux F-33000, France
| | - Claude Hocké
- Department of Gynecology and Reproductive Medicine, CHU de Bordeaux, Bordeaux F-33000, France
| | | | - Aurélie Ruet
- Department of Neurology, CHU de Bordeaux, Bordeaux F-33000, France; Neurocentre Magendie, INSERM U1215, University Bordeaux, Bordeaux F-33000, France
| | - Valérie Bernard
- Department of Gynecology and Reproductive Medicine, CHU de Bordeaux, Bordeaux F-33000, France; Bordeaux Institute of Oncology-BRIC-BioGo Team, INSERM U1312, University of Bordeaux, Bordeaux F-33000, France.
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Chansel-Debordeaux L, Carles M, Moreau J, Depuydt C, Gallo S, Genvrin E, Léandri R, Gatimel N. How and when to measure pH in IVF culture media: validation of a portable blood gas analyzer in two IVF culture dishes for time lapse and conventional incubators. J Assist Reprod Genet 2023:10.1007/s10815-023-02828-6. [PMID: 37314570 DOI: 10.1007/s10815-023-02828-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/12/2023] [Indexed: 06/15/2023] Open
Abstract
PURPOSE Maintaining a stable pH at optimal level in human embryo culture media is crucial for embryo development but poses a challenge for all IVF laboratories. We validate analytically reliable conditions for pH measurement that are as close as possible to the embryo microenvironment during IVF. METHODS This was a multicentric study. A Siemens EPOC portable blood gas analyzer was used. The analytical validation was carried out under the culture medium (Global Total HSA®) conditions of use (microdroplets, under oil overlay, in a IVF incubator with (EmbryoScope®) or without a time lapse system (K system G210+®) and using IVF dishes. The validation included repeatability ("within-run" precision), total precision (between-day precision), trueness based on inter-laboratory comparison, inaccuracy based on external quality assessment and comparison to the reference technique. We also assessed the pre-analytical medium incubation time required to obtain a target value. RESULTS A measurement after an incubation period of 24 to 48 h is more representative of the pH to which the embryo will be exposed throughout the culture. The "within-run" and "between-day" precision show very low coefficients of variation (CV%): 0.17 to 0.22% and 0.13 to 0.34%, respectively, with IVF culture media. Trueness (% bias) range from - 0.07 to - 0.03%. We demonstrate good correlation between EPOC and reference pH electrode with an overestimation of 0.03 pH units of EPOC. CONCLUSION Our method demonstrates good analytical performance for IVF laboratories wishing to implement a robust quality assurance system to monitor pH in embryo culture media. Compliance with stringent pre-analytical and analytical conditions is essential.
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Affiliation(s)
- Lucie Chansel-Debordeaux
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, CHU de Bordeaux, Place Amélie Raba Léon, 33076, Boreaux Cedex, France
| | - Manon Carles
- Department of Reproductive Medicine, Paule de Viguier Hospital, Toulouse Teaching Hospital Group, 330 Avenue de Grande Bretagne, 31059, Toulouse, France
- DEFE (Développement Embryonnaire, Fertilité, Environnement), UMR1203, INSERM-Universités Toulouse et Montpellier, Paule de Viguier Hospital, 330 Avenue de Grande Bretagne, 31059, Toulouse, France
| | - Jessika Moreau
- Department of Reproductive Medicine, Paule de Viguier Hospital, Toulouse Teaching Hospital Group, 330 Avenue de Grande Bretagne, 31059, Toulouse, France
- Toxalim (Research Center in Food Toxicology), Université de Toulouse, INRAE, ENVT, INP-Purpan, UPS, Toulouse, France
| | - Chloé Depuydt
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, CHU de Bordeaux, Place Amélie Raba Léon, 33076, Boreaux Cedex, France
| | - Sylvie Gallo
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, CHU de Bordeaux, Place Amélie Raba Léon, 33076, Boreaux Cedex, France
| | - Edwige Genvrin
- Department of Reproductive Medicine, Paule de Viguier Hospital, Toulouse Teaching Hospital Group, 330 Avenue de Grande Bretagne, 31059, Toulouse, France
| | - Roger Léandri
- Department of Reproductive Medicine, Paule de Viguier Hospital, Toulouse Teaching Hospital Group, 330 Avenue de Grande Bretagne, 31059, Toulouse, France
- Toxalim (Research Center in Food Toxicology), Université de Toulouse, INRAE, ENVT, INP-Purpan, UPS, Toulouse, France
| | - Nicolas Gatimel
- Department of Reproductive Medicine, Paule de Viguier Hospital, Toulouse Teaching Hospital Group, 330 Avenue de Grande Bretagne, 31059, Toulouse, France.
- DEFE (Développement Embryonnaire, Fertilité, Environnement), UMR1203, INSERM-Universités Toulouse et Montpellier, Paule de Viguier Hospital, 330 Avenue de Grande Bretagne, 31059, Toulouse, France.
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Le Levreur B, Frantz S, Lambert M, Chansel-Debordeaux L, Bernard V, Carriere J, Verdy G, Hocke C. [No improvement in live birth rate after luteal phase support by GnRH agonist]. Gynecol Obstet Fertil Senol 2023; 51:249-255. [PMID: 36871830 DOI: 10.1016/j.gofs.2023.02.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 01/20/2023] [Accepted: 02/18/2023] [Indexed: 03/06/2023]
Abstract
OBJECTIVES To evaluate the impact of adding a GnRH agonist (GnRH-a) in luteal phase support (LPS) on live birth rates in IVF/ICSI in antagonist protocols. METHODS In total, 341 IVF/ICSI attempts are analyzed in this retrospective study. Patients were divided into two groups: A f: LPS with progesterone alone (179 attempts) between March 2019 and May 2020; B: LPS with progesterone and an injection of triptorelin (GnRH-a) 0.1mg 6 days after oocyte retrieval (162 attempts) between June 2020 and June 2021. The primary outcome was live birth rate. The secondary outcomes were miscarriage rate, pregnancy rate and ovarian hyperstimulation syndrome rate. RESULTS The baseline characteristic are identical between the two groups except the infertility duration (longer in the group B). There was no significant difference between the two groups in live birth rate (24.1% versus 21.2%), pregnancy rate (33.3% versus 28.1%), miscarriage rate (4.9% versus 3.4%) and no increase the SHSO rate. The multivariate regression analysis after adjustment for age, ovarian reserve and infertility duration did not reveal a significant difference in live birth rate between the two groups. CONCLUSION In this study, the results showed no statistically significant association with the single injection of a GnRH-a in addition to progesterone on live birth rate in luteal phase support.
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Affiliation(s)
- B Le Levreur
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France.
| | - S Frantz
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - M Lambert
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - L Chansel-Debordeaux
- Service de biologie de la reproduction-CECOS, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - V Bernard
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - J Carriere
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - G Verdy
- Pôle santé publique, CHU de Bordeaux, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
| | - C Hocke
- Service de gynécologie et de médecine de la reproduction, CHU de Bordeaux, centre Aliénor d'Aquitaine, place Amélie-Raba-Léon, 33076 Bordeaux cedex, France
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Duval A, Nogueira D, Dissler N, Maskani Filali M, Delestro Matos F, Chansel-Debordeaux L, Ferrer-Buitrago M, Ferrer E, Antequera V, Ruiz-Jorro M, Papaxanthos A, Ouchchane H, Keppi B, Prima PY, Regnier-Vigouroux G, Trebesses L, Geoffroy-Siraudin C, Zaragoza S, Scalici E, Sanguinet P, Cassagnard N, Ozanon C, De La Fuente A, Gómez E, Gervoise Boyer M, Boyer P, Ricciarelli E, Pollet-Villard X, Boussommier-Calleja A. A hybrid artificial intelligence model leverages multi-centric clinical data to improve fetal heart rate pregnancy prediction across time-lapse systems. Hum Reprod 2023; 38:596-608. [PMID: 36763673 PMCID: PMC10068266 DOI: 10.1093/humrep/dead023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 01/10/2023] [Indexed: 02/12/2023] Open
Abstract
STUDY QUESTION Can artificial intelligence (AI) algorithms developed to assist embryologists in evaluating embryo morphokinetics be enriched with multi-centric clinical data to better predict clinical pregnancy outcome? SUMMARY ANSWER Training algorithms on multi-centric clinical data significantly increased AUC compared to algorithms that only analyzed the time-lapse system (TLS) videos. WHAT IS KNOWN ALREADY Several AI-based algorithms have been developed to predict pregnancy, most of them based only on analysis of the time-lapse recording of embryo development. It remains unclear, however, whether considering numerous clinical features can improve the predictive performances of time-lapse based embryo evaluation. STUDY DESIGN, SIZE, DURATION A dataset of 9986 embryos (95.60% known clinical pregnancy outcome, 32.47% frozen transfers) from 5226 patients from 14 European fertility centers (in two countries) recorded with three different TLS was used to train and validate the algorithms. A total of 31 clinical factors were collected. A separate test set (447 videos) was used to compare performances between embryologists and the algorithm. PARTICIPANTS/MATERIALS, SETTING, METHODS Clinical pregnancy (defined as a pregnancy leading to a fetal heartbeat) outcome was first predicted using a 3D convolutional neural network that analyzed videos of the embryonic development up to 2 or 3 days of development (33% of the database) or up to 5 or 6 days of development (67% of the database). The output video score was then fed as input alongside clinical features to a gradient boosting algorithm that generated a second score corresponding to the hybrid model. AUC was computed across 7-fold of the validation dataset for both models. These predictions were compared to those of 13 senior embryologists made on the test dataset. MAIN RESULTS AND THE ROLE OF CHANCE The average AUC of the hybrid model across all 7-fold was significantly higher than that of the video model (0.727 versus 0.684, respectively, P = 0.015; Wilcoxon test). A SHapley Additive exPlanations (SHAP) analysis of the hybrid model showed that the six first most important features to predict pregnancy were morphokinetics of the embryo (video score), oocyte age, total gonadotrophin dose intake, number of embryos generated, number of oocytes retrieved, and endometrium thickness. The hybrid model was shown to be superior to embryologists with respect to different metrics, including the balanced accuracy (P ≤ 0.003; Wilcoxon test). The likelihood of pregnancy was linearly linked to the hybrid score, with increasing odds ratio (maximum P-value = 0.001), demonstrating the ranking capacity of the model. Training individual hybrid models did not improve predictive performance. A clinic hold-out experiment was conducted and resulted in AUCs ranging between 0.63 and 0.73. Performance of the hybrid model did not vary between TLS or between subgroups of embryos transferred at different days of embryonic development. The hybrid model did fare better for patients older than 35 years (P < 0.001; Mann-Whitney test), and for fresh transfers (P < 0.001; Mann-Whitney test). LIMITATIONS, REASONS FOR CAUTION Participant centers were located in two countries, thus limiting the generalization of our conclusion to wider subpopulations of patients. Not all clinical features were available for all embryos, thus limiting the performances of the hybrid model in some instances. WIDER IMPLICATIONS OF THE FINDINGS Our study suggests that considering clinical data improves pregnancy predictive performances and that there is no need to retrain algorithms at the clinic level unless they follow strikingly different practices. This study characterizes a versatile AI algorithm with similar performance on different time-lapse microscopes and on embryos transferred at different development stages. It can also help with patients of different ages and protocols used but with varying performances, presumably because the task of predicting fetal heartbeat becomes more or less hard depending on the clinical context. This AI model can be made widely available and can help embryologists in a wide range of clinical scenarios to standardize their practices. STUDY FUNDING/COMPETING INTEREST(S) Funding for the study was provided by ImVitro with grant funding received in part from BPIFrance (Bourse French Tech Emergence (DOS0106572/00), Paris Innovation Amorçage (DOS0132841/00), and Aide au Développement DeepTech (DOS0152872/00)). A.B.-C. is a co-owner of, and holds stocks in, ImVitro SAS. A.B.-C. and F.D.M. hold a patent for 'Devices and processes for machine learning prediction of in vitro fertilization' (EP20305914.2). A.D., N.D., M.M.F., and F.D.M. are or have been employees of ImVitro and have been granted stock options. X.P.-V. has been paid as a consultant to ImVitro and has been granted stocks options of ImVitro. L.C.-D. and C.G.-S. have undertaken paid consultancy for ImVitro SAS. The remaining authors have no conflicts to declare. TRIAL REGISTRATION NUMBER N/A.
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Affiliation(s)
| | - D Nogueira
- INOVIE Fertilité, Institut de Fertilité La Croix Du Sud, Toulouse, France
- Art Fertility Clinics, IVF laboratory, Abu Dhabi, United Arab Emirate
| | | | | | | | - L Chansel-Debordeaux
- Service de la biologie et de la reproduction et CECOS, CHU Bordeaux Groupe Hospitalier Pellegrin, Bordeaux, France
| | - M Ferrer-Buitrago
- Crea Centro Médico de Fertilidad y Reproducción Asistida, Valencia, Spain
| | - E Ferrer
- Crea Centro Médico de Fertilidad y Reproducción Asistida, Valencia, Spain
| | - V Antequera
- Crea Centro Médico de Fertilidad y Reproducción Asistida, Valencia, Spain
| | - M Ruiz-Jorro
- Crea Centro Médico de Fertilidad y Reproducción Asistida, Valencia, Spain
| | - A Papaxanthos
- Service de la biologie et de la reproduction et CECOS, CHU Bordeaux Groupe Hospitalier Pellegrin, Bordeaux, France
| | - H Ouchchane
- INOVIE Fertilité, Gen-Bio, Clermont-Ferrand, France
| | - B Keppi
- INOVIE Fertilité, Gen-Bio, Clermont-Ferrand, France
| | - P-Y Prima
- Laboratoire FIV PMAtlantique - Clinique Santé Atlantique, Nantes, France
| | | | | | - C Geoffroy-Siraudin
- Hopital Saint Joseph, Service Médicine et Biologie de la Reproduction, Marseille, France
| | - S Zaragoza
- INOVIE Fertilité, Bioaxiome, Avignon, France
| | - E Scalici
- INOVIE Fertilité, Bioaxiome, Avignon, France
| | - P Sanguinet
- INOVIE Fertilité, LaboSud, Montpellier, France
| | - N Cassagnard
- INOVIE Fertilité, Institut de Fertilité La Croix Du Sud, Toulouse, France
| | - C Ozanon
- Clinique Hôtel Privé Natecia, Centre Assistance Médicale à la Procréation, Lyon, France
| | | | - E Gómez
- Next Fertility, Murcia, Spain
| | - M Gervoise Boyer
- Hopital Saint Joseph, Service Médicine et Biologie de la Reproduction, Marseille, France
| | - P Boyer
- Hopital Saint Joseph, Service Médicine et Biologie de la Reproduction, Marseille, France
| | | | - X Pollet-Villard
- Nataliance, Centre Assistance Médicale à la Procréation, Saran, France
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Tartaglia M, Chansel-Debordeaux L, Rondeau V, Hulin A, Levy A, Jimenez C, Bourquin P, Delva F, Papaxanthos-Roche A. Effects of air pollution on clinical pregnancy rates after in vitro fertilisation (IVF): a retrospective cohort study. BMJ Open 2022; 12:e062280. [PMID: 36446461 PMCID: PMC9710341 DOI: 10.1136/bmjopen-2022-062280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
OBJECTIVE To evaluate the effect of air pollution, from oocyte retrieval to embryo transfer, on the results of in vitro fertilisation (IVF) in terms of clinical pregnancy rates, at two fertility centres, from 2013 to 2019. DESIGN Exploratory retrospective cohort study. SETTING This retrospective cohort study was performed in the Reproductive Biology Department of Bordeaux University Hospital localised in Bordeaux, France and the Jean Villar Fertility Center localised in Bruges, France. PARTICIPANTS This study included 10 763 IVF attempts occurring between January 2013 and December 2019, 2194 of which resulted in a clinical pregnancy. PRIMARY AND SECONDARY OUTCOME MEASURES The outcome of the IVF attempt was recorded as the presence or absence of a clinical pregnancy; exposure to air pollution was assessed by calculating the cumulative exposure of suspended particulate matter, fine particulate matter, black carbon, nitrogen dioxide and ozone (O3), over the period from oocyte retrieval to embryo transfer, together with secondary exposure due to the presence of the biomass boiler room, which was installed in 2016, close to the Bordeaux University Hospital laboratory. The association between air pollution and IVF outcome was evaluated by a random-effects logistic regression analysis. RESULTS We found negative associations between cumulative O3 exposure and clinical pregnancy rate (OR=0.92, 95% CI = (0.86 to 0.98)), and between biomass boiler room exposure and clinical pregnancy rate (OR=0.75, 95% CI = (0.61 to 0.91)), after adjustment for potential confounders. CONCLUSION Air pollution could have a negative effect on assisted reproductive technology results and therefore precautions should be taken to minimise the impact of outdoor air on embryo culture.
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Affiliation(s)
- Marie Tartaglia
- Environmental Health Platform Dedicated to Reproduction, ARTEMIS Center, CHU Bordeaux GH Pellegrin, Bordeaux, France
- Bordeaux Population Health Research Center, Inserm UMR1219-EPICENE, University of Bordeaux, Bordeaux, France
| | | | - Virginie Rondeau
- Bordeaux Population Health Research Center, Inserm UMR1219-EPICENE, University of Bordeaux, Bordeaux, France
| | - Agnès Hulin
- Partnerships and Innovation Department, ATMO Nouvelle Aquitaine, Bordeaux, France
| | | | - Clément Jimenez
- Department of Reproductive Medicine, CHU Bordeaux GH Pellegrin, Bordeaux, France
| | - Patrick Bourquin
- Partnerships and Innovation Department, ATMO Nouvelle Aquitaine, Bordeaux, France
| | - Fleur Delva
- Environmental Health Platform Dedicated to Reproduction, ARTEMIS Center, CHU Bordeaux GH Pellegrin, Bordeaux, France
- Bordeaux Population Health Research Center, Inserm UMR1219-EPICENE, University of Bordeaux, Bordeaux, France
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Delestro F, Nogueira D, Ferrer-Buitrago M, Boyer P, Chansel-Debordeaux L, Keppi B, Sanguinet P, Trebesses L, Scalici E, De La Fuente A, Gómez E, Pollet-Villard X, Ruiz-Jorro M, Boussommier-Calleja A. O-124 A new artificial intelligence (AI) system in the block: impact of clinical data on embryo selection using four different time-lapse incubators. Hum Reprod 2022. [DOI: 10.1093/humrep/deac105.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Study question
Can AI algorithms assist embryologists in evaluating embryos from any time-lapse system (TLS) along with clinical data to better predict pregnancy outcomes and reduce time-to-pregnancy?
Summary answer
Our algorithm (Embryoly) significantly increases accuracy in predicting clinical pregnancy by 26.9% amongst embryos deemed of fair and good quality when clinical data is included.
What is known already
Embryologists routinely use defined morpho-kinetic criteria to decide which embryo to transfer, and yet, many embryos deemed of good quality fail to lead to a pregnancy. Thus, AI algorithms to assist embryologists in objectively selecting the most promising embryos are in demand. To date, several reports indicate that AI algorithms are capable of predicting pregnancy clinical outcomes but to the best of our knowledge they only consider visual data (or together with a small set of clinical features) from individual TLI systems to generate their predictions.
Study design, size, duration
A dataset of 6790 embryos (97.82% known clinical pregnancy outcome, 31.47% frozen transfers) from 2519 patients from 11 European fertility centers recorded with 4 different TLS (GERI-Merck, Embryoscope & EmbryoscopePlus-Vitrolife and MIRI-Esco) was used to train and validate Embryoly. Nine out of 93 clinical factors were identified as being the most predictive, including woman age, woman and man BMI and AMH levels. Performances were evaluated on a separate test dataset (393 videos).
Participants/materials, setting, methods
Clinical pregnancy outcome was predicted using a 3D convolutional neural network that analyzed up to 5 days of embryo development. The output score was further analyzed considering the clinical features to generate a second clinical score. Both predictions were compared to those of 10 senior embryologists made on the same test dataset (with and without clinical features). Embryo quality was assessed as: poor, fair, good. Unless specified otherwise, McNemar test was used for statistical tests.
Main results and the role of chance
Overall accuracy of embryologists in predicting clinical pregnancy based on videos alone was 57.25% (CI 95% : 52.34% - 62.16%) compared to 60.56% (CI 95% : 55.71% - 65.41%) for Embryoly (p = 0.35).
When videos were analyzed together with the clinical factors, overall accuracy of embryologists was significantly lower than Embryoly (60.05% [CI 95% : 55.19% - 64.91%] vs 68.19% [CI 95% : 63.57% - 72.82%], p-value=0.015, respectively). Clinical factors significantly increased our accuracy by 7.63% (p-value=0.030). More specifically, Embryoly algorithms fared better in terms of detecting false positives (31.30% vs 19.34%) compared to embryologists, with a specificity of 74.4% vs. 58.6%, respectively.
If we consider only embryos of fair and good quality (71.50% of our test dataset) Embryoly’s accuracy was 13.52% higher than that of embryologists. This translates into AI having an even better ability to detect false positives for embryos that could be seen as good candidates for transfer (20.28% false positives against 42.70% for the embryologists). Embryoly performs differently across selected TLS when analyzing videos alone, but not when clinical data was also considered (chi2 test, p < 0.001 and 0.5, respectively). Further work will investigate these discrepancies across TLS.
Limitations, reasons for caution
As of today, Embryoly’s accuracy in predicting the outcome of poor-quality embryos is not different to that of embryologists (79.46% vs 84.96%; p-value=0.19). We are improving this by exposing Embryoly to more “poor quality” embryos, so as to also identify poor quality embryos with unexpected potential for implantation.
Wider implications of the findings
Our pioneering findings support the use of AI for a standardized and couple-centered care in clinical embryology, integrating male and female factors with embryo development analyses from multiple TLS. Our approach has the potential to cost-effectively reduce time to pregnancy and is another step toward a personalized embryo transfer strategy.
Trial registration number
Not applicable
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Affiliation(s)
| | - D Nogueira
- Inovie Fertility, Croix du Sud , Toulouse, France
| | | | - P Boyer
- Hôpital Saint Joseph, Centre Saint Colette , Marseille, France
| | - L Chansel-Debordeaux
- Centre Hospitalier Universitaire CHU, Centre Aliénor d'Aquitaine , Bordeaux, France
| | - B Keppi
- Inovie Fertility, Gen-Bio , Clermont-Ferrand, France
| | - P Sanguinet
- Inovie Fertility, Labosud St Roch , Montpellier, France
| | - L Trebesses
- Inovie Fertility, Ax Bio Océan , Bayonne, France
| | - E Scalici
- Inovie Fertility , Bioaxiome, Avignon, France
| | - A De La Fuente
- Instituto Europeo de Fertilidad, Assisted reproductive technology , Madrid, Spain
| | - E Gómez
- Next Fertility Murcia, Assisted reproductive technology , Murcia, Spain
| | | | - M Ruiz-Jorro
- CREA, Assisted reproductive technology , Valencia, Spain
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Chansel-Debordeaux L, Rault E, Depuydt C, Soula V, Hocké C, Jimenez C, Creux H, Papaxanthos-Roche A. Successful live birth after in vitro maturation treatment in a patient with autoimmune premature ovarian failure: a case report and review of the literature. Gynecol Endocrinol 2021; 37:1138-1142. [PMID: 34008458 DOI: 10.1080/09513590.2021.1928065] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
Abstract
OBJECTIVE We report a successful live birth after oocytes in vitro maturation (IVM) and fresh embryo transfer in a patient with autoimmune premature ovarian failure (POF) and performed a review of the literature of livebirths obtained after oocytes IVM treatment in this indication. METHODS The patient was a 24-year-old woman with autoimmune POF diagnosed post-partum, who developed autoimmune polyglandular syndrome with serum anti-ovarian and anti-21-hydroxylase antibodies. The patient had typical symptoms of POF: secondary amenorrhea with hypoestrogenism, elevated gonadotropins and infertility; however, the serum anti-Müllerian hormone level and total antral follicle count remained normal. IVM of immature oocytes was performed after the administration of 150 IU highly purified human menopausal gonadotropin for three consecutive days and an injection of 10,000 IU human chorionic gonadotropin to trigger ovulation. RESULTS The six oocyte-cumulus complexes collected matured in vitro. After intracytoplasmic sperm injection (ICSI), five embryos were obtained. Pregnancy was achieved after the fresh transfer of two embryos and appropriate endometrial preparation. A normal female child was delivered following a 37-weeks pregnancy characterized by the onset of adrenal insufficiency and unstable diabetes. CONCLUSIONS We report a successful livebirth after IVM treatment in a patient with autoimmune premature ovarian failure (POF). Management of reproductive age women with autoimmune pathology requires fertility counseling. Early diagnosis of autoimmune POF is important for early conception and oocyte preservation, because the only other option at present is ovum donation.
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Affiliation(s)
| | - Elisabeth Rault
- Service de Gynécologie Chirurgicale et Médecine de la Reproduction, Centre Aliénor d'Aquitaine, Bordeaux, France
| | - Chloé Depuydt
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, Bordeaux, France
| | - Volcy Soula
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, Bordeaux, France
| | - Claude Hocké
- Service de Gynécologie Chirurgicale et Médecine de la Reproduction, Centre Aliénor d'Aquitaine, Bordeaux, France
| | - Clément Jimenez
- Service de Biologie De la Reproduction-CECOS, Centre Aliénor d'Aquitaine, Bordeaux, France
| | - Hélène Creux
- Service de Gynécologie Chirurgicale et Médecine de la Reproduction, Centre Aliénor d'Aquitaine, Bordeaux, France
- Centre D'assistance Médicale à la Procréation, Polyclinique Saint-Roch, Montpellier, France
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Creux H, Diaz M, Grynberg M, Papaxanthos-Roche A, Chansel-Debordeaux L, Jimenez C, Frantz S, Chevalier N, Takefman J, Hocké C. National survey on the opinions of French specialists in assisted reproductive technologies about social issues impacting the future revision of the French Bioethics laws. J Gynecol Obstet Hum Reprod 2020; 49:101902. [PMID: 32889113 DOI: 10.1016/j.jogoh.2020.101902] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Revised: 08/16/2020] [Accepted: 08/29/2020] [Indexed: 10/23/2022]
Abstract
INTRODUCTION France is known for its conservative and unique position in assisted reproductive technologies (ARTs). At the eve of the future revision of French Bioethics laws, we decided to conduct a national survey to examine the opinions of French specialists in ARTs about social issues. MATERIAL AND METHODS Descriptive study conducted in May 2017 in a university teaching hospital using an anonymous online questionnaire on current issues in ARTs. The questionnaire was sent by email to 650 French ARTs specialists, both clinicians and embryologists. RESULTS After 3 reminders, 408 responses were collected resulting in a participation rate of 62.7% (408/650). Concerning pre-implantation genetic testing, 80% of the physicians were in favor of expanding the indications, which in France are presently limited to incurable genetic diseases. Authorizing elective Fertility Preservation was supported by 93.4% of the specialists, but without social coverage for 86.3% of them. Concerning gamete donation, 77.4% of the French ARTs specialists were in favor of giving a financial compensation to donors, 92% promoted preserving their anonymity and 80.9% were against a directed donation. ARTs for single heterosexual women were supported by 63.4% of the French specialists and by 72.5% for lesbian couples. The legalization of surrogacy was requested by 55.2%. DISCUSSION Pending the revision of the French Bioethics laws, this survey provides an overview of the opinion of the specialists in ARTs on expanding ARTs for various social indications.Because of the evolution of social values, a more liberal and inclusive ART program is desired by the majority of ART specialists in France.
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Affiliation(s)
- Hélène Creux
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France; Reproductive Center, Polyclinique Saint Roch, 550 avenue du colonel André Pavelet, 34070 Montpellier, France.
| | - Marie Diaz
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
| | - Michaël Grynberg
- Department of Reproductive Medicine and Fertility Preservation, Hôpital Antoine Béclère, Hôpitaux Universitaires Paris Sud, Assistance Publique - Hôpitaux de Paris, Clamart, France; Department of Reproductive Medicine and Fertility Preservation, Hôpital Jean Verdier, Hôpitaux Universitaires Paris-Seine-Saint-Denis, Assistance Publique- Hôpitaux de Paris, Bondy, France
| | - Aline Papaxanthos-Roche
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
| | - Lucie Chansel-Debordeaux
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
| | - Clément Jimenez
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
| | - Sandrine Frantz
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
| | - Nicolas Chevalier
- Reproductive Center, Polyclinique Saint Roch, 550 avenue du colonel André Pavelet, 34070 Montpellier, France
| | - Janet Takefman
- Department of Obstetrics and Gynecology, McGill UniversityHealth Center Reproductive Center, McGill University, Montreal, Quebec, Canada
| | - Claude Hocké
- Department of reproductive medicine, Bordeaux University Hospital, Hôpital Pellegrin, Place Amélie Raba-Léon, 33076 Bordeaux, France
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Papaxanthos-Roche A, Maillard A, Chansel-Debordeaux L, Albert M, Patrat C, Lidove O, Germain DP, Perez P, Lacombe D. Semen and male genital tract characteristics of patients with Fabry disease: the FERTIFABRY multicentre observational study. Basic Clin Androl 2019; 29:7. [PMID: 31123589 PMCID: PMC6518714 DOI: 10.1186/s12610-019-0088-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 04/15/2019] [Indexed: 12/27/2022] Open
Abstract
Background Fabry disease (FD) is a rare disorder caused by the deficient activity of α-galactosidase A (α-Gal A). This enzymatic deficit results in the cellular accumulation of globotriaosylceramide (GL-3 or Gb3) and related glycosphingolipids in practically all organs and tissues in the body. The identification of deposits of Gb3 at the reproductive tract level suggests that this part of the body might be involved. We undertook this study to assess the impact of Fabry disease in male gonadal function. Materials and methods This was a multicentre cross-sectional, prospective study that included patients aged 18 to 65 years with Fabry disease, receiving care in a specialized institution. The prevalence of at least one abnormal category in the semen analysis was presented with 95% confidence intervals (CI). The association between infertility and semen analysis abnormality was assessed by Fisher’s exact test. The association of factors associated with fertility or semen analysis abnormality were analysed by a multivariable logistic regression model and expressed by an odds ratio (OR) and its bilateral 95% CI. Results Overall, 14 (82.4% [95% CI, 56.6–96.2]) of the patients had at least one abnormal category in the semen analysis based on WHO criteria. Sixteen patients responded to the questionnaire on fertility, 11 of whom were classified as fertile. Nine of the 11 fertile patients presented at least one abnormal category in the semen analysis. No association was found between infertility and semen analysis abnormality (p = 1.0000). Age of patient at inclusion (OR, 1.19; 95% CI, 0.98 to 1.45; p = 0.0854) and duration of replacement therapy (OR, 1.28; 95% CI, 0.96 to 1.65; p = 0.1263) were associated with sperm abnormalities. Eleven of the 16 patients had a normal hormonal profile. An ultrasound anomaly of the genital tract was observed in 12 patients. Conclusions These results suggest that, while FD might have a detrimental effect on the semen characteristics, the reproductive function diminished only slightly. Further studies are warranted to assess the impact of the disease and of sperm abnormalities in the fertility of male patients with FD.
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Affiliation(s)
- Aline Papaxanthos-Roche
- 1Reproductive biology laboratory-CECOS, Centre Aliénor d'Aquitaine, Hôpital Pellegrin CHU de Bordeaux, F-33000 Bordeaux, France
| | - Aline Maillard
- 2Methodology and data management centre, USMR Unit, CHU de Bordeaux, F-33000 Bordeaux, France
| | - Lucie Chansel-Debordeaux
- 1Reproductive biology laboratory-CECOS, Centre Aliénor d'Aquitaine, Hôpital Pellegrin CHU de Bordeaux, F-33000 Bordeaux, France
| | - Martine Albert
- Reproductive biology unit, Centre Hospitalier Intercommunal Poissy/St-Germain-en-Laye, F-78300 Poissy, France.,4UFR Université de Versailles St Quentin-en-Yvelines, F-78000 Versailles, France
| | - Catherine Patrat
- 5Histology, embriology, reproductive biology unit, Assistance Publique-Hôpitaux de Paris, Hôpital Cochin, F-75014 Paris, France
| | - Olivier Lidove
- Internal medicine department, Hôpital La Croix St-Simon, F-75020 Paris, France.,7Sorbonne Universités UPMC, F-75005 Paris, France.,8INSERM CNRS, Centre de recherche en Biologie, GH Pitié Salpêtriere, F-75013 Paris, France
| | - Dominique P Germain
- French Reference Centre for Fabry disease, Division of Medical Genetics Unit, CHU Raymond Poincaré, F-92380 Garches, France.,Inserm U1179, F-78180 Montigny-le-Bretonneux, France
| | - Paul Perez
- 2Methodology and data management centre, USMR Unit, CHU de Bordeaux, F-33000 Bordeaux, France
| | - Didier Lacombe
- 11Medical Genetics Departement, CHU de Bordeaux, INSERM U1211, F-33076 Bordeaux Cedex, France
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Frantz S, Parinaud J, Kret M, Rocher-Escriva G, Papaxanthos-Roche A, Creux H, Chansel-Debordeaux L, Bénard A, Hocké C. Decrease in pregnancy rate after endometrial scratch in women undergoing a first or secondin vitrofertilization. A multicenter randomized controlled trial. Hum Reprod 2018; 34:92-99. [DOI: 10.1093/humrep/dey334] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Accepted: 10/22/2018] [Indexed: 11/13/2022] Open
Affiliation(s)
- Sandrine Frantz
- CHU de Bordeaux, Endocrinology and Metabolism, Reproductive Medicine Unit, Bordeaux, France
| | - Jean Parinaud
- CHU Toulouse, Department of Reproductive Medicine, Toulouse, France
| | - Marion Kret
- CHU de Bordeaux, Pôle de Santé Publique, Clinical Epidemiology Unit (USMR), F-33000 Bordeaux, France
| | - Gaelle Rocher-Escriva
- CHU de Bordeaux, Endocrinology and Metabolism, Reproductive Medicine Unit, Bordeaux, France
| | | | - Hélène Creux
- CHU de Bordeaux, Endocrinology and Metabolism, Reproductive Medicine Unit, Bordeaux, France
| | | | - Antoine Bénard
- CHU de Bordeaux, Pôle de Santé Publique, Clinical Epidemiology Unit (USMR), F-33000 Bordeaux, France
| | - Claude Hocké
- CHU de Bordeaux, Endocrinology and Metabolism, Reproductive Medicine Unit, Bordeaux, France
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Chansel-Debordeaux L, Bourdenx M, Dutheil N, Dovero S, Canron MH, Jimenez C, Bezard E, Dehay B. Systemic Gene Delivery by Single-Dose Intracardiac Administration of scAAV2/9 and scAAV2/rh10 Variants in Newborn Rats. Hum Gene Ther Methods 2018; 29:189-199. [PMID: 30064266 DOI: 10.1089/hgtb.2017.192.r3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Recombinant adeno-associated virus serotype 9 (rAAV2/9) and pseudotype rhesus-10 (rAAV2/rh10) are used for gene delivery, especially into the central nervous system. Both serotypes cross the blood-brain barrier and mediate stable long-term transduction in dividing and nondividing cells. Among possible routes of administration, intracardiac injection holds the potential for widespread vector diffusion associated with a relatively simple approach. In this study adopting the intracardiac route, we compare the cell-specific tropism and transfection efficacy of a panel of engineered rAAV2/9 and rAAV2/rh10 vectors encoding the enhanced green fluorescent protein. We observed transduction in the brain and peripherally, with a predominant neuronal tropism while the various serotypes achieved different expression patterns.
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Affiliation(s)
- Lucie Chansel-Debordeaux
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,3 CHU Bordeaux , Service de Biologie de la reproduction-CECOS, F-33000 Bordeaux, France
| | - Mathieu Bourdenx
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
| | - Nathalie Dutheil
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
| | - Sandra Dovero
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
| | - Marie-Helene Canron
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
| | - Clement Jimenez
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,3 CHU Bordeaux , Service de Biologie de la reproduction-CECOS, F-33000 Bordeaux, France
| | - Erwan Bezard
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
| | - Benjamin Dehay
- 1 Univ. Bordeaux, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France .,2 CNRS, Institut des Maladies Neurodégénératives , UMR 5293, F-33000 Bordeaux, France
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Debordeaux F, Chansel-Debordeaux L, Pinaquy JB, Fernandez P, Schulz J. What about αvβ3 integrins in molecular imaging in oncology? Nucl Med Biol 2018; 62-63:31-46. [DOI: 10.1016/j.nucmedbio.2018.04.006] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2018] [Revised: 03/19/2018] [Accepted: 04/30/2018] [Indexed: 10/17/2022]
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Margot H, Chansel-Debordeaux L, Pennamen P, Papaxanthos A, Toutain J. [Risk of confined placental mosaicism after assisted reproductive technologies]. Gynecol Obstet Fertil Senol 2018; 46:57-59. [PMID: 29292097 DOI: 10.1016/j.gofs.2017.11.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Indexed: 06/07/2023]
Affiliation(s)
- H Margot
- Génétique médicale, CHU de Bordeaux, 33000 Bordeaux, France
| | - L Chansel-Debordeaux
- Biologie de la reproduction, CHU de Bordeaux, 33000 Bordeaux, France; University of Bordeaux, 33000 Bordeaux, France
| | - P Pennamen
- Génétique médicale, CHU de Bordeaux, 33000 Bordeaux, France; University of Bordeaux, 33000 Bordeaux, France
| | - A Papaxanthos
- Biologie de la reproduction, CHU de Bordeaux, 33000 Bordeaux, France
| | - J Toutain
- Génétique médicale, CHU de Bordeaux, 33000 Bordeaux, France.
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Chansel-Debordeaux L, Bourdenx M, Dovero S, Grouthier V, Dutheil N, Espana A, Groc L, Jimenez C, Bezard E, Dehay B. In utero delivery of rAAV2/9 induces neuronal expression of the transgene in the brain: towards new models of Parkinson’s disease. Gene Ther 2017; 24:801-809. [DOI: 10.1038/gt.2017.84] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 06/26/2017] [Accepted: 08/23/2017] [Indexed: 12/21/2022]
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Chansel-Debordeaux L, Dandieu S, Bechoua S, Jimenez C. Reproductive outcome in globozoospermic men: update and prospects. Andrology 2015; 3:1022-34. [DOI: 10.1111/andr.12081] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2015] [Revised: 06/24/2015] [Accepted: 06/26/2015] [Indexed: 01/24/2023]
Affiliation(s)
- L. Chansel-Debordeaux
- Service de Biologie de la Reproduction-CECOS; CHU de Bordeaux; Centre Aliénor d'Aquitaine; Bordeaux France
| | | | - S. Bechoua
- Service de Biologie de la Reproduction-CECOS; CHU de Dijon; Maternité du Bocage; Dijon France
| | - C. Jimenez
- Service de Biologie de la Reproduction-CECOS; CHU de Bordeaux; Centre Aliénor d'Aquitaine; Bordeaux France
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