Daiki Hashimoto, Kota Fujimoto, Masanori Nakata, Takuya Suzuki, Shinji Kumegawa, Yuko Ueda, Kentaro Suzuki, Shinichi Asamura, Gen Yamada
{"title":"Developmental and functional roles of androgen and interactive signals for external genitalia and erectile tissues.","authors":"Daiki Hashimoto, Kota Fujimoto, Masanori Nakata, Takuya Suzuki, Shinji Kumegawa, Yuko Ueda, Kentaro Suzuki, Shinichi Asamura, Gen Yamada","doi":"10.1002/rmb2.12611","DOIUrl":"10.1002/rmb2.12611","url":null,"abstract":"<p><strong>Background: </strong>Recent progress in molecular and signal analyses revealed essential functions of cellular signals including androgen and related growth factors such as Wnt regulators for external genitalia (ExG) development and its pathogenesis. Accumulated data showed their fundamental functions also for erectile tissue (corporal body) development and its abnormalities. The current review focuses on such signals from developmental and functional viewpoints.</p><p><strong>Methods: </strong>Experimental strategies including histological and molecular signal analyses with conditional mutant mice for androgen and Wnt signals have been extensively utilized.</p><p><strong>Main findings: </strong>Essential roles of androgen for the development of male-type ExG and urethral formation are shown. Wnt signals are associated with androgen for male-type ExG organogenesis. Androgen plays essential roles in the development of erectile tissue, the corporal body and it also regulates the duration time of erection. Wnt and other signals are essential for the regulation of mesenchymal cells of erectile tissue as shown by its conditional mutant mouse analyses. Stress signals, continuous erection, and the potential of lymphatic characteristics of the erectile vessels with sinusoids are also shown.</p><p><strong>Conclusion: </strong>Reiterated involvement of androgen, Wnt, and other regulatory factors is stated for the development and pathogenesis of ExG and erectile tissues.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12611"},"PeriodicalIF":2.7,"publicationDate":"2024-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11456227/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142381555","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yasunari Miyagi, Toshihiro Habara, Rei Hirata, Nobuyoshi Hayashi
{"title":"Predicting implantation by using dual AI system incorporating three-dimensional blastocyst image and conventional embryo evaluation parameters-A pilot study.","authors":"Yasunari Miyagi, Toshihiro Habara, Rei Hirata, Nobuyoshi Hayashi","doi":"10.1002/rmb2.12612","DOIUrl":"10.1002/rmb2.12612","url":null,"abstract":"<p><strong>Purpose: </strong>To investigate the usefulness of an original dual artificial intelligence (AI) system, in which the first AI system eliminates the background of sliced tomographic blastocyst images, then the second AI system predicts implantation success using three-dimensional (3D) reconstructed images of the sequential images and conventional embryo evaluation parameters (CEE) such as maternal age.</p><p><strong>Methods: </strong>Patients (from June 2022 to July 2023) could opt out and there was additional information on the Web site of the clinic. Implantation and non-implantation cases numbered 458 and 519, respectively. A total of 10 747 tomographic images of the blastocyst in a time-lapse incubator system with the CEE were obtained.</p><p><strong>Results: </strong>The statistic values by the dual AI system were 0.774 ± 0.033 (mean ± standard error) for area under the characteristic curve, 0.727 for sensitivity, 0.719 for specificity, 0.727 for predictive value of positive test, 0.719 predictive value of negative test, and 0.723 for accuracy, respectively.</p><p><strong>Conclusions: </strong>The usefulness of the dual AI system in predicting implantation of blastocyst in handling 3D data with conventional embryo evaluation information was demonstrated. This system may be a feasible option in clinical practice.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12612"},"PeriodicalIF":2.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11442056/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142352883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Recent progress in metabolomics for analyzing common infertility conditions that affect ovarian function.","authors":"Hiroshi Kobayashi, Shogo Imanaka","doi":"10.1002/rmb2.12609","DOIUrl":"10.1002/rmb2.12609","url":null,"abstract":"<p><strong>Background: </strong>Numerous efforts have been undertaken to identify biomarkers associated with embryo and oocyte quality to improve the success rate of in vitro fertilization. Metabolomics has gained traction for its ability to detect dynamic biological changes in real time and provide comprehensive metabolite profiles. This review synthesizes the most recent findings on metabolomic analysis of follicular fluid (FF) in clinical conditions leading to infertility, with a focus on the dynamics of energy metabolism and oocyte quality, and discusses future research directions.</p><p><strong>Methods: </strong>A literature search was conducted without time constraints.</p><p><strong>Main findings: </strong>The metabolites present in FF originate from five primary pathways: glycolysis, oxidative phosphorylation, lipid metabolism and β-oxidation, nucleic acid synthesis, and ketogenesis. Metabolomic profiling can broadly categorize infertile women into two groups: those with infertility due to aging and endometriosis, and those with infertility associated with polycystic ovarian syndrome and obesity. In the former group, glycolysis and lipid metabolism are upregulated to compensate for mitochondrial dysfunction, whereas the latter group exhibits the opposite trend. Assessing the levels of glucose, pyruvate, lactate, and plasmalogens in FF may be valuable for evaluating oocyte quality.</p><p><strong>Conclusion: </strong>Metabolomic analysis, particularly focusing on energy metabolism in FF, holds promise for predicting female reproductive outcomes.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12609"},"PeriodicalIF":2.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11442066/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142352884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Juan Yang, Jiahui Liang, Jinbang Xu, Tong Lin, Qiaoling Ye, Qiuping Lin, Feng Ji, Dan Shi
{"title":"The impact of dietary interventions on polycystic ovary syndrome patients with a BMI ≥25 kg/m<sup>2</sup>: A systematic review and meta-analysis of randomized controlled trials.","authors":"Juan Yang, Jiahui Liang, Jinbang Xu, Tong Lin, Qiaoling Ye, Qiuping Lin, Feng Ji, Dan Shi","doi":"10.1002/rmb2.12607","DOIUrl":"10.1002/rmb2.12607","url":null,"abstract":"<p><strong>Background: </strong>Dietary interventions, recommended as a primary approach globally, benefit women with polycystic ovary syndrome (PCOS) by inducing weight loss and improving clinical symptoms, metabolism, and pregnancy results. However, the impact of diet on PCOS in individuals with BMI ≥ 25 kg/m<sup>2</sup> is unclear. The aim of this review was to offer dietary guidance for these patients.</p><p><strong>Methods: </strong>Six databases, CNKI, Wanfang, VIP, PubMed, Cochrane Library, and Web of Science, were searched systematically from inception to December 2023 for clinical randomized controlled trials (RCT) on dietary interventions for PCOS. Two researchers independently screened and extracted data following pre-defined inclusion criteria, with bias assessment using the Cochrane Handbook and Review Manager (version 5.4) software.</p><p><strong>Results: </strong>Nine RCTs with 559 participants were included. Among women with PCOS and obesity, compared to the control group, individuals who underwent dietary interventions experienced improvements in weight-related Indicators, glycolipid metabolism, hormone-related indicators, and fertility-related outcomes. Subgroup analysis indicated that calorie-restricted diets (CRDs) and low-energy-low-carb combined diets had advantages over other dietary interventions. Moreover, the overweight period was the optimal intervention period.</p><p><strong>Conclusions: </strong>Dietary interventions can improve the clinical manifestations of PCOS and pregnancy rates in patients with a BMI ≥ 25 kg/m<sup>2</sup>. Particularly, CRDs, low-calorie-low-carb combined diets, and low-calorie-extract combined diets are recommended.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12607"},"PeriodicalIF":2.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11442045/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142352885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Compound heterozygous <i>KCTD19</i> variants in a man with isolated nonobstructive azoospermia.","authors":"Yuki Muranishi, Yuko Katoh-Fukui, Atsushi Hattori, Yoshitomo Kobori, Akiyoshi Osaka, Hiroshi Okada, Toshiyuki Iwahata, Masafumi Kon, Nobuo Shinohara, Maki Fukami","doi":"10.1002/rmb2.12608","DOIUrl":"https://doi.org/10.1002/rmb2.12608","url":null,"abstract":"<p><strong>Case: </strong>A 40-year-old Japanese man with nonobstructive azoospermia (NOA) was found to carry rare variants in <i>KCTD19,</i> a newly identified causative gene for spermatogenic failure. This patient was identified through mutation screening of <i>KCTD19</i> in 97 men with etiology-unknown isolated NOA.</p><p><strong>Outcome: </strong>The patient had two heterozygous variants in <i>KCTD19</i> that affect consensus sequences of splice-donor sites [c.300+2T>A and c.2667C>T (p.E889E)]. Both variants were predicted to cause exon skipping. Long-read sequencing confirmed the compound heterozygosity of the variants. The patient exhibited small testes and a mildly elevated level of follicle-stimulating hormone but no other phenotypic abnormalities. Testicular histology showed borderline findings between spermatocyte maturation arrest and severe hypospermatogenesis.</p><p><strong>Conclusion: </strong>These results provide evidence that biallelic loss-of-function variants of <i>KCTD19</i> represent rare causes of isolated NOA.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12608"},"PeriodicalIF":2.7,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11420532/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142352882","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Spermatozoa from male mice with infertility due to <i>Odf4</i> deficiency can fertilize oocytes by in vitro fertilization.","authors":"Chizuru Ito, Tohru Mutoh, Kiyotaka Toshimori","doi":"10.1002/rmb2.12605","DOIUrl":"10.1002/rmb2.12605","url":null,"abstract":"<p><strong>Purpose: </strong>The purpose of this study is to confirm whether in vitro fertilization (IVF) with spermatozoa from <i>Odf4</i>-deficient infertile males (<i>Odf4</i> <sup>-/-</sup> spermatozoa) can lead to the development of zygotes, which was reported in a previous in vivo study.</p><p><strong>Methods: </strong>In vitro capacitation and IVF were performed using <i>Odf4</i> <sup>-/-</sup> spermatozoa in a small drop of TYH medium with pyruvate and glucose, for 60 min or up to 4 days. A capacitation test was performed by immunoblotting using an anti-p-Tyr antibody. A sperm movement test was performed using a computer-assisted sperm motility analysis system (SMAS). An IVF fertilization test was also performed to evaluate zygote production. Videos were taken by a DMi8 stereomicroscope equipped with a high-speed camera.</p><p><strong>Results: </strong>In in vitro condition, <i>Odf4</i> <sup>-/-</sup> spermatozoa with hairpin flagella harboring large cytoplasmic droplets (CDs) underwent capacitation, about 30% of large CDs were removed from spermatozoa, and the flagella became straight (capacitation test). The <i>Odf4</i> <sup>-/-</sup> spermatozoa with straight flagella swam forward (movement test) and fertilized <i>Odf4</i> <sup>+/+</sup> oocytes, which eventually developed into zygotes (fertilization test).</p><p><strong>Conclusions: </strong>By conventional IVF, spermatozoa from <i>Odf4</i>-deficient male mice can fertilize oocytes that then develop into zygotes. These findings can be translated to human males with infertility caused by <i>ODF4</i> deficiency.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12605"},"PeriodicalIF":2.7,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11418632/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142308531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sofwatul Mokhtarah Maluin, Farah Hanan Fathihah Jaffar, Khairul Osman, Aini Farzana Zulkefli, Mohd Farisyam Mat Ros, Siti Fatimah Ibrahim
{"title":"Exploring edible bird nest's potential in mitigating Wi-Fi's impact on male reproductive health.","authors":"Sofwatul Mokhtarah Maluin, Farah Hanan Fathihah Jaffar, Khairul Osman, Aini Farzana Zulkefli, Mohd Farisyam Mat Ros, Siti Fatimah Ibrahim","doi":"10.1002/rmb2.12606","DOIUrl":"https://doi.org/10.1002/rmb2.12606","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to evaluate the protective effects of edible bird nest (EBN) against the detrimental impact of Wi-Fi on male reproductive health. Specifically, it examines whether EBN can mitigate Wi-Fi-induced changes in male reproductive hormones, estrogen receptors (ER), spermatogenesis, and sperm parameters.</p><p><strong>Methods: </strong>Thirty-six adult male rats were divided into six groups (<i>n</i> = 6): Control, Control EBN, Control E2, Wi-Fi, Wi-Fi+EBN, and Wi-Fi+E2. Control EBN and Wi-Fi+EBN groups received 250 mg/kg/day EBN, while Control E2 and Wi-Fi+E2 groups received 12 μg/kg/day E2 for 10 days. Wi-Fi exposure and EBN supplementation lasted eight weeks. Assessments included organ weight, hormone levels (FSH, LH, testosterone, and E2), ERα/ERβ mRNA and protein expression, spermatogenic markers (c-KIT and SCF), and sperm quality.</p><p><strong>Results: </strong>Wi-Fi exposure led to decreased FSH, testosterone, ERα mRNA, and sperm quality (concentration, motility, and viability). EBN supplementation restored serum FSH and testosterone levels, increased serum LH levels, and the testosterone/E2 ratio, and normalized mRNA ERα expression. Additionally, EBN increased sperm concentration in Wi-Fi-exposed rats without affecting motility or viability.</p><p><strong>Conclusions: </strong>EBN plays a crucial role in regulating male reproductive hormones and spermatogenesis, leading to improved sperm concentration. This could notably benefit men experiencing oligospermia due to excessive Wi-Fi exposure.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12606"},"PeriodicalIF":2.7,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11387989/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294194","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Conditions for improved accuracy of noninvasive preimplantation genetic testing for aneuploidy: Focusing on the zona pellucida and early blastocysts.","authors":"Hiroki Takeuchi, Midori Morishita, Midori Uemura, Tadashi Maezawa, Takashi Shibahara, Erina Takayama, Mikiko Nishioka, Eiji Kondo, Hiroyuki Minoura, Tomoaki Ikeda","doi":"10.1002/rmb2.12604","DOIUrl":"https://doi.org/10.1002/rmb2.12604","url":null,"abstract":"<p><strong>Purpose: </strong>Recently, noninvasive preimplantation genetic testing for aneuploidy (niPGT-A) using cell-free deoxyribonucleic acid has been developed; however, there are few reports on this and the results are inconsistent. This study was conducted to optimize the cultural environment.</p><p><strong>Methods: </strong>We used 35 blastocysts that had been discarded after in-vitro fertilization. The concordance rate of karyotype analysis results between whole embryos (WEs), spent culture mediums (SCMs), and trophectoderms after 8, 16, and 24 h of culture was examined. Next, zona pellucida (ZP)-free blastocysts and then early blastocysts were cultured for 24 h each.</p><p><strong>Results: </strong>Regarding the optimal culture times, the concordance rate between WEs and SCMs was 20%, 60%, and 100% at 8, 16, and 24 h, respectively. Significant differences were found between 8 and 24 h. The concordance rate with ZP cultures was 40.0%, and no significant differences were found. The concordance rate of early blastocysts thawed and cultured for 24 h was 40.0%, which was significantly lower than that of day 5 blastocysts.</p><p><strong>Conclusions: </strong>The optimal culture times for niPGT-A were 24 h, and the concordance rate with free ZP was higher. The concordance rate for early blastocysts was low, suggesting that optimization of the conditions may be necessary.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12604"},"PeriodicalIF":2.7,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11387587/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Endometrial pattern predicts pregnancy outcome in single-blastocyst frozen-embryo transfer: An analysis of 1383 cycles.","authors":"Kazutaka Kuramoto, Norio Hamada, Keiko Kawamura, Katsuko Egashira, Seiichi Morokuma, Misako Otsuka, Naomi Yoshioka, Takeshi Kuramoto, Kiyoko Kato","doi":"10.1002/rmb2.12599","DOIUrl":"https://doi.org/10.1002/rmb2.12599","url":null,"abstract":"<p><strong>Purpose: </strong>Several studies investigated endometrial patterns, with respect to pregnancy rates following the transfer of embryos but did not distinguish between single- and multiple-blastocyst procedures. We clarified how the endometrial pattern imaged to transfer a frozen embryo is associated with pregnancy outcomes in single-blastocyst frozen-embryo transfer (sbFET).</p><p><strong>Methods: </strong>Patients ≤35 years who underwent sbFET on the hormone replacement protocol. We analyzed endometrial patterns' associations with pregnancy outcomes in relation to blastocyst grade and pregnancy-related factors.</p><p><strong>Results: </strong>Of the 1383 cycles, 483 were Lf, 840 were partial-Lf, and 60 were non-Lf. Leaf pattern (Lf): central echogenic line present and continuous. Overall, decreasing distinctness of the central echogenic line was associated with significantly lower rates of clinical pregnancy (Lf: 70.4%; partial-Lf: 58.1%; non-Lf: 28.3%) and live birth (56.3%, 45.5%, and 15.0%) and a higher miscarriage rate (20.0%, 21.7%, and 47.1%). Logistic regressions showed pregnancy and live birth to be significantly more likely and miscarriage less likely in Lf than non-Lf: OR (95% CI): 6.07 (3.24-11.37), 7.43 (3.47-15.39), and 0.20 (0.07-0.57).</p><p><strong>Conclusions: </strong>Non-Lf presentation was associated with lower rates of pregnancy and live birth, suggesting it signals unsuitable conditions for embryo transfer. We provide information on the pregnancy outcomes of sbFET for endometrial patterns.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12599"},"PeriodicalIF":2.7,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11386251/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142294193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Development of an AI-based support system for controlled ovarian stimulation.","authors":"Yoshimasa Asada, Tomoya Shinohara, Sho Yonezawa, Tomoki Kinugawa, Emiko Asano, Masae Kojima, Noritaka Fukunaga, Natsuka Hashizume, Yoshiki Hashiba, Daichi Inoue, Rie Mizuno, Masaya Saito, Yoshinori Kabeya","doi":"10.1002/rmb2.12603","DOIUrl":"10.1002/rmb2.12603","url":null,"abstract":"<p><strong>Purpose: </strong>Controlled ovarian stimulation (COS) is vital for IVF. We have developed an AI system to support the implementation of COS protocols in our clinical group.</p><p><strong>Methods: </strong>We developed two models as AI algorithms of the AI system. One was the oocyte retrieval decision model, to determine the timing of oocyte retrieval, and the other was the prescription inference model, to provide a prescription similar to that of an expert physician. Data was obtained from IVF treatment records from the In Vitro Fertilization (IVF) management system at the Asada Ladies Clinic, and these models were trained with this data.</p><p><strong>Results: </strong>The oocyte retrieval decision model achieved superior sensitivity and specificity with 0.964 area under the curve (AUC). The prescription inference model achieved an AUC value of 0.948. Four models, namely the hCG prediction model, the hMG prediction model, the Cetrorelix prediction model, and the Estradiol prediction model included in the prescription inference model, achieved AUC values of 0.914, 0.937, 0.966, and 0.976, respectively.</p><p><strong>Conclusion: </strong>The AI algorithm achieved high accuracy and was confirmed to be useful. The AI system has now been implemented as a COS tool in our clinical group for self-funded treatments.</p>","PeriodicalId":21116,"journal":{"name":"Reproductive Medicine and Biology","volume":"23 1","pages":"e12603"},"PeriodicalIF":2.7,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11366684/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142120505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}