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Hydrogel-enabled modulation of cryoinjury in oocyte vitrification: A pharmaceutical formulation perspective. 水凝胶对卵母细胞玻璃化冷冻损伤的调节:一个药物制剂的观点。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-19 DOI: 10.1007/s10815-025-03797-8
Yifei Yang, Wenjing Gong, Longfa Kou
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引用次数: 0
Unraveling the VEGF-ETS1 axis: a transcriptomic and single-cell analysis of angiogenesis in endometriosis. 解开VEGF-ETS1轴:子宫内膜异位症血管生成的转录组学和单细胞分析。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-16 DOI: 10.1007/s10815-025-03781-2
Xiaoxuan Liu, Ran An, Ping Zhang, Qi Yang, Shuang Wang, Xue Jiao, Le Xu, Qianhui Ren, Guoyun Wang

Purpose: Endometriosis (EM) is a chronic inflammatory gynecological disorder characterized by ectopic endometrial-like lesions, where aberrant angiogenesis is a hallmark driving lesion establishment and progression. However, the transcriptional mechanisms underlying pathological vascular remodeling in EM remain unclear.

Methods: In this study, we identified E26 transformation-specific 1 (ETS1) as a key transcriptional regulator in EM pathogenesis through integrative analysis of bulk and single-cell transcriptomic datasets.

Results: Across three independent transcriptome datasets and two validation cohorts, ETS1 expression was consistently elevated in endometriosis lesions, particularly in ovarian endometrioma. Single-cell RNA sequencing further revealed that ETS1 was predominantly expressed in endothelial cells and dynamically upregulated along the endothelial differentiation trajectory. Functional enrichment and pseudotime analyses indicated that ETS1 + endothelial cells exhibited enhanced angiogenic activity and vascular remodeling potential. Mechanistically, ETS1 amplified VEGF signaling by upregulating VEGFR1 and VEGFR2, while macrophage-derived VEGFA acted as the principal upstream activator within the lesion microenvironment.

Conclusions: Collectively, our findings delineate the VEGF-ETS1 axis as a central driver of pathological angiogenesis in endometriosis, positioning ETS1 as both a mechanistic hallmark and a promising therapeutic target for endometriosis.

目的:子宫内膜异位症(EM)是一种慢性炎症性妇科疾病,其特征是异位子宫内膜样病变,其中异常的血管生成是驱动病变建立和进展的标志。然而,EM病理性血管重构的转录机制尚不清楚。方法:在这项研究中,我们通过对大量和单细胞转录组数据集的综合分析,确定了E26转化特异性1 (ETS1)是EM发病机制中的关键转录调节因子。结果:在三个独立的转录组数据集和两个验证队列中,ETS1表达在子宫内膜异位症病变中持续升高,特别是在卵巢子宫内膜异位症中。单细胞RNA测序进一步显示,ETS1主要在内皮细胞中表达,并沿内皮细胞分化轨迹动态上调。功能富集和伪时间分析表明,ETS1 +内皮细胞表现出增强的血管生成活性和血管重塑潜力。在机制上,ETS1通过上调VEGFR1和VEGFR2来扩增VEGF信号,而巨噬细胞来源的VEGFA则是病变微环境中主要的上游激活因子。结论:总的来说,我们的研究结果描述了VEGF-ETS1轴是子宫内膜异位症病理性血管生成的核心驱动因素,将ETS1定位为子宫内膜异位症的机制标志和有希望的治疗靶点。
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引用次数: 0
Ovary laparoscopic incision and intraovarian platelet-rich plasma induce distinct cortical stiffness changes and follicular activation in aged sheep-a pilot study. 卵巢腹腔镜切口和卵巢内富血小板血浆诱导老年羊明显的皮质刚度变化和卵泡激活-一项初步研究。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-10 DOI: 10.1007/s10815-025-03780-3
Marta Méndez Justo, Janisse Ferreri Dos Anjos, Carolina Herranz-Diez, Jordi Otero Diaz, Jose Antonio Domínguez Arroyo, Ignacio Santiago Álvarez Miguel, Soledad Sanchez Mateos, Josep Maria Calafell, Salvadora Civico Vallejos, Ester Parraga, Ramon Farre, Francisco Miguel Sanchez Gargallo, Francesc Fabregues Gasol

Purpose: Poor ovarian response and primary ovarian insufficiency remain major challenges in assisted reproductive technologies. Recent advances propose mechanical approaches-such as in vitro activation, drug-free IVA, and whole ovarian laparoscopic incision (WOLI)-as well as biological strategies like platelet-rich plasma (PRP) injections to improve ovarian function. This study aims to evaluate the impact of WOLI and PRP on ovarian follicular activation, with a particular focus on the associated biomechanical alterations in the ovarian cortex.

Methods: Experimental pilot study includes six aged female Merino sheep. Group A underwent WOLI on one ovary, and group B received PRP injections. Contralateral ovaries served as controls. Laparoscopic bilateral oophorectomies were performed at 2, 4, and 6 months. Atomic force microscopy (AFM) measured ovarian cortical stiffness, and histological analysis assessed follicular activation. Analyses were performed by comparing the operated ovary to the contralateral, non-operated ovary.

Results: AFM measurements showed that in group A, ovarian stiffness significantly increased at 6 months (8.683 kPa vs. 5.551 kPa; p < 0.001), with no significant differences at 2 or 4 months. In group B, stiffness increased significantly at 2 months (11.177 kPa vs. 6.590 kPa; p < 0.001), but not at 4 or 6 months post-intervention. Growing follicle proportions differed between treated and control ovaries respectively, with activation at 2 months (58.95% vs. 29.73%) in group A and 6 months in group B (53.01% vs. 20.33%).

Conclusion: The study suggests that the activating effect on ovarian folliculogenesis of both the surgical procedure and PRP administration shows a different time course and that could be related to its effect on ovarian cortex mechanobiology.

目的:卵巢反应差和原发性卵巢功能不全仍然是辅助生殖技术面临的主要挑战。最近的进展提出了机械方法-如体外激活,无药物IVA和全卵巢腹腔镜切口(WOLI)-以及生物策略,如富血小板血浆(PRP)注射来改善卵巢功能。本研究旨在评估WOLI和PRP对卵巢卵泡激活的影响,特别关注卵巢皮质相关的生物力学改变。方法:以6只老年美利奴母羊为试验对象进行初步研究。A组1个卵巢行WOLI, B组注射PRP。对侧卵巢作为对照。分别于2、4、6个月时行腹腔镜双侧卵巢切除术。原子力显微镜(AFM)测量卵巢皮质硬度,组织学分析评估卵泡活化。通过比较手术卵巢与对侧未手术卵巢进行分析。结果:AFM测量显示,A组在6个月时卵巢僵硬度明显增加(8.683 kPa vs. 5.551 kPa); p结论:本研究提示手术和PRP给药对卵巢卵泡发生的激活作用具有不同的时间过程,这可能与PRP给药对卵巢皮质力学生物学的影响有关。
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引用次数: 0
Transvaginal ovarian drilling prior to a second IVF cycle may improve the rate of euploidy in patients with polycystic ovarian syndrome when compared to controls. 与对照组相比,在第二次体外受精周期前经阴道卵巢钻孔可提高多囊卵巢综合征患者整倍体的发生率。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-09 DOI: 10.1007/s10815-025-03778-x
Moses Bibi, Sarah Rubin, Kaleb Noruzi, Rachel Stern, Shmuel Sashitzky, Adi Steinhart, Martin D Keltz

Purpose: To assess the impact of transvaginal ovarian drilling (TVOD) on euploidy rates following repeat in vitro fertilization (IVF) in subjects with polycystic ovarian syndrome (PCOS).

Materials and methods: A single institution retrospective cohort study between January 2017 and December 2024, all patients with PCOS, as confirmed by Rotterdam criteria, who had TVOD performed prior to a repeat IVF cycle and underwent PGT-A in both the prior and repeat cycles were included and compared to a well-matched control. The primary outcome was the number of transferable embryos per cycle. Secondary outcomes included: blastocyst yield, euploid yield, and rates of aneuploidy.

Results: Eighteen subjects met criteria in our study time frame and were compared to 57 control subjects. The mean age for the TVOD and control groups was 35.3 ± 4.6 and 36.5 ± 4.4 respectively (p = 0.34). TVOD was associated with a doubling of blastocyst yield, a sixfold increase in the yield of euploid blasts, and a nearly fourfold decrease in the percentage of aneuploid blasts. When compared to controls, TVOD resulted in a significant improvement in the yield of euploid embryos, from + 1.3 to + 2.4 (p = 0.01), and transferable embryos from + 1.5 to + 3.9 (p = 0.001). TVOD also resulted in a decrease in the percentage of aneuploid embryos from - 8.5 to - 49% (p < 0.001).

Conclusion: TVOD appears to have positively impacted the yield of transferable embryos and euploid embryos in patients with PCOS when compared to a well-matched control.

目的:评价经阴道卵巢钻孔(TVOD)对多囊卵巢综合征(PCOS)患者重复体外受精(IVF)后整倍体率的影响。材料和方法:2017年1月至2024年12月的一项单机构回顾性队列研究,纳入了所有经鹿特丹标准确认的PCOS患者,这些患者在重复IVF周期之前接受了TVOD,并在先前和重复周期中接受了PGT-A,并与匹配良好的对照组进行了比较。主要结果是每个周期可移植胚胎的数量。次要结果包括:囊胚产量、整倍体产量和非整倍体率。结果:18名受试者在我们的研究时间框架内符合标准,与57名对照受试者相比。TVOD组和对照组的平均年龄分别为35.3±4.6岁和36.5±4.4岁(p = 0.34)。TVOD与囊胚产量增加一倍,整倍体囊胚产量增加六倍,非整倍体囊胚百分比减少近四倍有关。与对照组相比,TVOD显著提高了整倍体胚胎的产量,从+ 1.3提高到+ 2.4 (p = 0.01),可移植胚胎的产量从+ 1.5提高到+ 3.9 (p = 0.001)。TVOD还导致非整倍体胚胎的百分比从- 8.5%下降到- 49% (p结论:与匹配良好的对照组相比,TVOD似乎对PCOS患者的可移植胚胎和整倍体胚胎的产量有积极影响。
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引用次数: 0
Study of comparative performance of general-purpose LLM-based systems in predicting IVF outcomes. 基于llm的通用系统预测IVF结果的比较性能研究。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-09 DOI: 10.1007/s10815-025-03793-y
Can Dinç, Ömer Faruk Öz, Saltuk Buğra Arıkan, Selen Doğan, Murat Özekinci, Nasuh Utku Doğan, İnanç Mendilcioğlu

Background and objective: Artificial intelligence (AI) has emerged as a promising tool for clinical decision support in reproductive medicine, yet the performance of general-purpose large language models (LLMs) in predicting in vitro fertilization (IVF) outcomes remains insufficiently characterized. This exploratory proof-of-concept study aimed to evaluate and compare the out-of-the-box performance of three widely accessible LLM-based systems (ChatGPT, DeepSeek, and Gemini) in forecasting key clinical and laboratory outcomes of IVF treatments.

Methods: This retrospective single-center study used data from 1473 autologous IVF/ICSI cycles, each representing a unique patient. For each cycle, relevant clinical and laboratory variables were incorporated into a standardized anonymized patient-level vignette and submitted via the publicly available web interfaces of three LLMs (ChatGPT, DeepSeek, Gemini) without any fine-tuning or internal customization. The models were asked to predict stimulation protocol, ovulation trigger type, total and mature oocyte counts, usable embryo counts, and clinical pregnancy. Predictive performance was evaluated using accuracy and tolerance-based accuracy for categorical and count-based outcomes, mean absolute error for numerical predictions, and the area under the receiver operating characteristic (ROC) curve for clinical pregnancy.

Results: Gemini achieved the highest accuracy in predicting stimulation protocols (51.26%) and embryo counts (68.22%), while DeepSeek demonstrated the lowest numerical error for oocyte count predictions. Clinical pregnancy prediction was the most challenging task; all models showed only moderate discrimination, with Gemini achieving the highest AUC (0.711), followed by ChatGPT (0.690) and DeepSeek (0.676). Overall, model performance varied considerably across tasks and remained below thresholds that would be considered sufficient for reliable stand-alone clinical use.

Conclusions: In this exploratory proof-of-concept setting, general-purpose AI systems showed variable and overall suboptimal performance in predicting IVF outcomes from standardized clinical vignettes. Although certain models demonstrated relative strengths in specific tasks, none reached the reliability, consistency, or interpretability required for safe clinical implementation. These findings indicate that, in their current form, such models should not be used as clinical decision-support tools for IVF decision-making and that their use should remain restricted to carefully controlled research settings until they have been prospectively validated in multicenter cohorts and systematically compared with rigorously developed, task-specific prediction models. This study provides comparative insight into how these AI systems behave in IVF-related prediction tasks and underscores the need for cautious interpretation of AI-generated outputs.

背景和目的:人工智能(AI)已经成为生殖医学临床决策支持的一个有前途的工具,但通用大语言模型(LLMs)在预测体外受精(IVF)结果方面的表现仍然不够充分。这项探索性的概念验证研究旨在评估和比较三种广泛使用的基于法学硕士的系统(ChatGPT、DeepSeek和Gemini)在预测试管婴儿治疗的关键临床和实验室结果方面的开箱即用性能。方法:这项回顾性单中心研究使用了1473个自体IVF/ICSI周期的数据,每个周期代表一个独特的患者。对于每个周期,相关的临床和实验室变量被纳入标准化的匿名患者级小图,并通过三个llm (ChatGPT, DeepSeek, Gemini)的公开web界面提交,没有任何微调或内部定制。这些模型被要求预测刺激方案、排卵触发类型、总卵母细胞计数和成熟卵母细胞计数、可用胚胎计数和临床妊娠。通过分类结果和计数结果的准确性和基于容忍度的准确性、数值预测的平均绝对误差和临床妊娠的受试者工作特征(ROC)曲线下面积来评估预测效果。结果:Gemini在预测刺激方案(51.26%)和胚胎计数(68.22%)方面的准确性最高,而DeepSeek在预测卵母细胞计数方面的数值误差最低。临床妊娠预测是最具挑战性的任务;所有模型均表现出中等程度的歧视,其中Gemini的AUC最高(0.711),其次是ChatGPT(0.690)和DeepSeek(0.676)。总的来说,模型的性能在不同的任务中差异很大,并且仍然低于被认为足以用于可靠的独立临床使用的阈值。结论:在这个探索性的概念验证设置中,通用人工智能系统在从标准化临床小片段预测试管婴儿结果方面表现出可变的和整体的次优性能。尽管某些模型在特定任务中表现出相对优势,但没有一个模型达到安全临床实施所需的可靠性、一致性或可解释性。这些发现表明,以目前的形式,这些模型不应该被用作试管婴儿决策的临床决策支持工具,它们的使用应该限制在仔细控制的研究环境中,直到它们在多中心队列中得到前瞻性验证,并与严格开发的任务特异性预测模型进行系统比较。这项研究提供了对这些人工智能系统在试管婴儿相关预测任务中的表现的比较见解,并强调了对人工智能生成的输出进行谨慎解释的必要性。
{"title":"Study of comparative performance of general-purpose LLM-based systems in predicting IVF outcomes.","authors":"Can Dinç, Ömer Faruk Öz, Saltuk Buğra Arıkan, Selen Doğan, Murat Özekinci, Nasuh Utku Doğan, İnanç Mendilcioğlu","doi":"10.1007/s10815-025-03793-y","DOIUrl":"https://doi.org/10.1007/s10815-025-03793-y","url":null,"abstract":"<p><strong>Background and objective: </strong>Artificial intelligence (AI) has emerged as a promising tool for clinical decision support in reproductive medicine, yet the performance of general-purpose large language models (LLMs) in predicting in vitro fertilization (IVF) outcomes remains insufficiently characterized. This exploratory proof-of-concept study aimed to evaluate and compare the out-of-the-box performance of three widely accessible LLM-based systems (ChatGPT, DeepSeek, and Gemini) in forecasting key clinical and laboratory outcomes of IVF treatments.</p><p><strong>Methods: </strong>This retrospective single-center study used data from 1473 autologous IVF/ICSI cycles, each representing a unique patient. For each cycle, relevant clinical and laboratory variables were incorporated into a standardized anonymized patient-level vignette and submitted via the publicly available web interfaces of three LLMs (ChatGPT, DeepSeek, Gemini) without any fine-tuning or internal customization. The models were asked to predict stimulation protocol, ovulation trigger type, total and mature oocyte counts, usable embryo counts, and clinical pregnancy. Predictive performance was evaluated using accuracy and tolerance-based accuracy for categorical and count-based outcomes, mean absolute error for numerical predictions, and the area under the receiver operating characteristic (ROC) curve for clinical pregnancy.</p><p><strong>Results: </strong>Gemini achieved the highest accuracy in predicting stimulation protocols (51.26%) and embryo counts (68.22%), while DeepSeek demonstrated the lowest numerical error for oocyte count predictions. Clinical pregnancy prediction was the most challenging task; all models showed only moderate discrimination, with Gemini achieving the highest AUC (0.711), followed by ChatGPT (0.690) and DeepSeek (0.676). Overall, model performance varied considerably across tasks and remained below thresholds that would be considered sufficient for reliable stand-alone clinical use.</p><p><strong>Conclusions: </strong>In this exploratory proof-of-concept setting, general-purpose AI systems showed variable and overall suboptimal performance in predicting IVF outcomes from standardized clinical vignettes. Although certain models demonstrated relative strengths in specific tasks, none reached the reliability, consistency, or interpretability required for safe clinical implementation. These findings indicate that, in their current form, such models should not be used as clinical decision-support tools for IVF decision-making and that their use should remain restricted to carefully controlled research settings until they have been prospectively validated in multicenter cohorts and systematically compared with rigorously developed, task-specific prediction models. This study provides comparative insight into how these AI systems behave in IVF-related prediction tasks and underscores the need for cautious interpretation of AI-generated outputs.</p>","PeriodicalId":15246,"journal":{"name":"Journal of Assisted Reproduction and Genetics","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145944135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urgent fertility preservation following second trimester termination in a patient with pregnancy-associated colorectal cancer: a case report and literature review. 妊娠相关性结直肠癌患者妊娠中期终止后紧急保留生育能力:1例报告及文献回顾
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-06 DOI: 10.1007/s10815-025-03775-0
Anne E Kim, Pak H Chung, Joshua D Stewart, Zev Rosenwaks

We report a case of fertility preservation using random-start controlled ovarian stimulation and embryo cryopreservation in a patient with a recent second trimester termination. A 32-year-old patient at 17 weeks of gestation was diagnosed with advanced colorectal cancer after presenting with hematochezia and acute blood loss anemia. To initiate urgent chemotherapy, the patient underwent an elective termination at 18-week gestation. Random-start controlled ovarian stimulation (COS) was initiated seven days later using a gonadotropin-releasing hormone antagonist protocol. Despite a β-human chorionic gonadotropin level of 52.4 mIU/mL, ovarian stimulation was started. Nineteen oocytes were retrieved after 10 days of ovarian stimulation, of which 15 were mature. Eleven mature oocytes fertilized successfully using intracytoplasmic sperm injection. All 11 embryos developed into the blastocyst stage and underwent biopsy for preimplantation genetic testing for aneuploidy screening. Five blastocysts were found to be euploid. The patient subsequently initiated chemotherapy seven days after her oocyte retrieval. This case highlights the feasibility of random-start COS and embryo cryopreservation for fertility preservation immediately after a second trimester termination in a patient with newly diagnosed colorectal cancer.

我们报告一例使用随机启动控制卵巢刺激和胚胎冷冻保存的生育能力保存在一个病人与最近的中期妊娠终止。一位32岁的患者在妊娠17周被诊断为晚期结直肠癌后,出现了便血和急性失血性贫血。为了开始紧急化疗,患者在妊娠18周时选择终止妊娠。随机启动对照卵巢刺激(COS) 7天后开始使用促性腺激素释放激素拮抗剂方案。尽管β-人绒毛膜促性腺激素水平为52.4 mIU/mL,但仍开始卵巢刺激。卵巢刺激10天后取出19个卵母细胞,其中15个成熟。11个成熟卵母细胞通过胞浆内单精子注射成功受精。所有11个胚胎都发育到囊胚阶段,并进行了植入前基因检测以进行非整倍体筛查。5个囊胚为整倍体。患者在取卵7天后开始化疗。该病例强调了随机启动COS和胚胎冷冻保存在新诊断的结直肠癌患者妊娠中期终止后立即保存生育能力的可行性。
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引用次数: 0
The new ethical challenges raised by the authorization of elective egg freezing in France since 2021. 自2021年起,法国批准选择性卵子冷冻带来了新的伦理挑战。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-06 DOI: 10.1007/s10815-025-03782-1
Maxime Chaillot, Arnaud Reignier, Thomas Fréour, Guillaume Durand

Purpose: Since 2021, elective egg freezing (EEF) without medical indication has been authorized and fully reimbursed in France for women aged 29 to 37. While this regulatory change represents a significant advancement in reproductive rights, it also raises new ethical and organizational challenges. This study aimed to explore the ethical issues experienced by infertility specialists involved in the clinical implementation of EEF in France.

Methods: This prospective, qualitative, monocentric study was conducted in a university-based ART center. All physicians involved in EEF at the center were invited to participate in semi-structured interviews. Data were analyzed inductively using Grounded Theory methodology.

Results: Eight practitioners participated. Four main themes emerged: (1) challenges in accessing EEF due to resource constraints and growing demand; (2) a new relationship between caregiver and patient in a context where care is no longer strictly medical; (3) a need to redefine the role of EEF in society, including the terminology used and funding mechanisms; and (4) questions about the future of EEF, including prioritization criteria, equitable access, and sustainability of the current model.

Conclusions: While EEF is widely supported by healthcare professionals, its integration into routine practice reveals tensions between autonomy, justice, beneficence, and public resource management. National guidelines, improved access to information, and further research-particularly incorporating women's perspectives-are essential to ensure ethically sound implementation.

目的:自2021年以来,法国已批准29至37岁妇女进行无医学指征的选择性卵子冷冻(EEF)并全额报销。虽然这一监管变化代表了生殖权利的重大进步,但它也提出了新的伦理和组织挑战。本研究旨在探讨法国不孕不育专家参与EEF临床实施时所遇到的伦理问题。方法:本前瞻性、定性、单中心研究在一所大学ART中心进行。该中心所有参与EEF的医生都被邀请参加半结构化访谈。采用扎根理论方法对数据进行归纳分析。结果:8名从业人员参与。出现了四个主要主题:(1)由于资源限制和需求增长,获取EEF面临挑战;(2)在医疗不再是严格意义上的医疗的背景下,护理者与患者之间的新关系;(3)需要重新定义环境教育在社会中的作用,包括使用的术语和资助机制;(4)关于EEF未来的问题,包括优先级标准、公平获取和当前模式的可持续性。结论:虽然EEF得到医疗专业人员的广泛支持,但将其纳入日常实践揭示了自治、正义、慈善和公共资源管理之间的紧张关系。国家准则、改善信息获取和进一步研究——特别是纳入妇女观点——对于确保合乎道德的实施至关重要。
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引用次数: 0
An artificial intelligence platform for automated measurement and count estimation of ovarian follicles during ovarian stimulation and IVF: a multicenter study. 用于卵巢刺激和体外受精过程中卵泡自动测量和计数估计的人工智能平台:一项多中心研究。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-03 DOI: 10.1007/s10815-025-03777-y
Piotr Wygocki, Andrzej Zapała, Mateusz Ulfig, Marcin Zieleń, Krystian Zieliński, Natalia Gajewska, Damian Drzyzga, Marcin Wrochna, Piotr Sankowski, Gerard Letterie

Purpose: Ultrasound measurement of follicle diameter is essential in IVF monitoring. This study evaluates the analytical performance of follicle counts and size measurements from two-dimensional images using an AI-based platform, compared to assessments by certified sonographers.

Methods: A total of 5508 TVUS scans from 1689 patients undergoing controlled ovarian stimulation across four IVF centers (Poland, Argentina, Colombia, and the USA) were retrospectively analyzed. All visible follicles were marked using bounding boxes. The dataset included three subsets: training/validation for model development, independent test for evaluating performance across ultrasound systems, and a consensus test set (102 scans from 27 patients) annotated by three expert sonographers. Model performance was assessed using precision, recall, and F1 score. Annotation efficiency was measured by comparing manual and AI-assisted times. Real-world performance was evaluated on a prospective cohort of 904 scans from 269 patients, based on expert adjustments to AI annotations.

Results: For follicles ≥ 10 mm, the model achieved 98.2% precision (95% CI, 96.5-99.2), 88.9% recall (85.0-91.8), and 93.3% F1 score (90.7-95.1). For all follicles, precision and recall were 94.2% (92.8-95.4) and 68.9% (65.9-71.9). Annotation time was reduced 2.5-fold (p < 0.01), with an average of 0.54 expert adjustments per scan (CI, 0.47-0.62). Model performance was stable across ultrasound platforms.

Conclusion: This AI platform enables accurate, automated follicle counting and measurement during ovarian stimulation. It matches expert-level performance, improves efficiency, and supports scalable, cost-effective fertility care without compromising quality.

目的:超声测量卵泡直径在体外受精监测中是必不可少的。本研究使用基于人工智能的平台评估卵泡计数和二维图像尺寸测量的分析性能,并与认证超声医师的评估进行比较。方法:回顾性分析来自四个IVF中心(波兰、阿根廷、哥伦比亚和美国)的1689例接受控制卵巢刺激的患者的5508次TVUS扫描。所有可见的卵泡都用边界框标记。该数据集包括三个子集:用于模型开发的训练/验证,用于评估超声系统性能的独立测试,以及由三名超声专家注释的共识测试集(来自27名患者的102次扫描)。模型性能评估使用精度,召回率和F1分数。通过比较人工和人工智能辅助的标注时间来衡量标注效率。基于专家对人工智能注释的调整,对269名患者的904次扫描进行了前瞻性队列评估。结果:对于≥10 mm的卵泡,模型准确率达到98.2% (95% CI, 96.5 ~ 99.2),召回率达到88.9% (85.0 ~ 91.8),F1评分达到93.3%(90.7 ~ 95.1)。所有卵泡的精密度和召回率分别为94.2%(92.8 ~ 95.4)和68.9%(65.9 ~ 71.9)。结论:该人工智能平台可在卵巢刺激过程中实现准确、自动的卵泡计数和测量。它匹配专家级的性能,提高效率,并支持可扩展的,具有成本效益的生育护理,而不影响质量。
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引用次数: 0
Genetic diversity of infertile males in India. 印度不育雄性的遗传多样性。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-03 DOI: 10.1007/s10815-025-03789-8
Harsh Sheth, Pritti Priya, Vineet Mishra, Shrutikaa Kale, Manali Ajagekar, Tejasvi Dhondekar, Manisha Desai, Deepak Modi, Stacy Colaco, Manish Banker, Azadeh Patel, Naresh Bhanushali, Tejanshu Shah, Pankti Jasani, Apurvasinh Puvar, Bilal Kamil Alobaidi, Frenny Sheth, Jayesh Sheth, Joris Andre Veltman

Purpose: To systematically investigate the genetic architecture of severe male infertility in Indian men, with a specific focus on chromosomal abnormalities and the contribution of de novo variants.

Method: We recruited 247 infertile males between 2021 and 2024 presenting with severe quantitative and qualitative sperm defects. All patients underwent karyotyping and Y chromosome microdeletion STS-PCR. A single molecule molecular inversion probe-based targeted sequencing assay covering 39 male infertility genes was performed in 120 patients, while whole exome sequencing (WES) was conducted in 48 patients using a duo/trio-based approach to enable segregation and de novo variant detection.

Result: Gonosomal aneuploidies were observed in 3/247 patients (1.2%, 95% CI 0.3-3.5%) and causal AZF microdeletions in 8/247 (3.2%, 95% CI 1.4-6.3%). Targeted sequencing identified pathogenic/likely pathogenic (P/LP) variants in 4/120 patients (3.3%, 95% CI 0.9-8.3%), with additional CFTR variants in 3 patients where parental DNA was unavailable for phasing. WES yielded P/LP variants in 4/48 patients (8.3%, 95% CI 2.3-19.9%) affecting PMFBP1, DNAH1, and AR genes, confirmed via segregation analysis. No de novo or copy number variants were confirmed as causative, though several candidate genes were prioritised. Sequencing-based approaches provided an additional ~ 6-8% diagnostic yield, with the overall diagnostic rate reaching 7.7% (19/247; 95% CI 4.7-11.8%).

Conclusion: Sequencing-based strategies, particularly family-based trio WES, significantly enhance diagnostic yield beyond current guideline-recommended tests, with data supporting their adoption as first-tier investigations for severe male infertility. This represents India's largest cohort-based genomic study on male infertility to date. Larger family-based cohorts will be essential to delineate the contribution of de novo variants to male infertility genetics.

目的:系统地研究印度男性严重男性不育症的遗传结构,特别关注染色体异常和新生变异的贡献。方法:选取2021 ~ 2024年间存在严重精子定量和定性缺陷的247例不育男性。所有患者均行核型分析和Y染色体微缺失STS-PCR。对120例患者进行了39个男性不育基因的单分子分子倒置探针靶向测序,同时对48例患者进行了全外显子组测序(WES),采用基于二/三的方法进行分离和从头变异检测。结果:247例患者中有3例出现性腺非整倍体(1.2%,95% CI 0.3 ~ 3.5%), 8例患者出现AZF微缺失(3.2%,95% CI 1.4 ~ 6.3%)。靶向测序在4/120例患者中鉴定出致病性/可能致病性(P/LP)变异(3.3%,95% CI 0.9-8.3%),另外3例患者的CFTR变异无法获得亲本DNA进行分阶段分析。通过分离分析,WES在4/48例患者中发现影响PMFBP1、DNAH1和AR基因的P/LP变异(8.3%,95% CI 2.3-19.9%)。没有新生或拷贝数变异被证实是致病的,尽管有几个候选基因被优先考虑。基于测序的方法提供了额外的~ 6-8%的诊断率,总诊断率达到7.7% (19/247;95% CI 4.7-11.8%)。结论:基于测序的策略,特别是基于家庭的三组WES,比目前指南推荐的测试显著提高了诊断率,数据支持将其作为严重男性不育症的一线调查。这是印度迄今为止最大的基于队列的男性不育基因组研究。更大的以家庭为基础的队列将是必不可少的,以描绘新的变异对男性不育遗传学的贡献。
{"title":"Genetic diversity of infertile males in India.","authors":"Harsh Sheth, Pritti Priya, Vineet Mishra, Shrutikaa Kale, Manali Ajagekar, Tejasvi Dhondekar, Manisha Desai, Deepak Modi, Stacy Colaco, Manish Banker, Azadeh Patel, Naresh Bhanushali, Tejanshu Shah, Pankti Jasani, Apurvasinh Puvar, Bilal Kamil Alobaidi, Frenny Sheth, Jayesh Sheth, Joris Andre Veltman","doi":"10.1007/s10815-025-03789-8","DOIUrl":"https://doi.org/10.1007/s10815-025-03789-8","url":null,"abstract":"<p><strong>Purpose: </strong>To systematically investigate the genetic architecture of severe male infertility in Indian men, with a specific focus on chromosomal abnormalities and the contribution of de novo variants.</p><p><strong>Method: </strong>We recruited 247 infertile males between 2021 and 2024 presenting with severe quantitative and qualitative sperm defects. All patients underwent karyotyping and Y chromosome microdeletion STS-PCR. A single molecule molecular inversion probe-based targeted sequencing assay covering 39 male infertility genes was performed in 120 patients, while whole exome sequencing (WES) was conducted in 48 patients using a duo/trio-based approach to enable segregation and de novo variant detection.</p><p><strong>Result: </strong>Gonosomal aneuploidies were observed in 3/247 patients (1.2%, 95% CI 0.3-3.5%) and causal AZF microdeletions in 8/247 (3.2%, 95% CI 1.4-6.3%). Targeted sequencing identified pathogenic/likely pathogenic (P/LP) variants in 4/120 patients (3.3%, 95% CI 0.9-8.3%), with additional CFTR variants in 3 patients where parental DNA was unavailable for phasing. WES yielded P/LP variants in 4/48 patients (8.3%, 95% CI 2.3-19.9%) affecting PMFBP1, DNAH1, and AR genes, confirmed via segregation analysis. No de novo or copy number variants were confirmed as causative, though several candidate genes were prioritised. Sequencing-based approaches provided an additional ~ 6-8% diagnostic yield, with the overall diagnostic rate reaching 7.7% (19/247; 95% CI 4.7-11.8%).</p><p><strong>Conclusion: </strong>Sequencing-based strategies, particularly family-based trio WES, significantly enhance diagnostic yield beyond current guideline-recommended tests, with data supporting their adoption as first-tier investigations for severe male infertility. This represents India's largest cohort-based genomic study on male infertility to date. Larger family-based cohorts will be essential to delineate the contribution of de novo variants to male infertility genetics.</p>","PeriodicalId":15246,"journal":{"name":"Journal of Assisted Reproduction and Genetics","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145892598","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predictors of referral for fertility preservation counseling in patients diagnosed with cancer. 癌症患者保留生育能力咨询转诊的预测因素。
IF 2.7 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2026-01-02 DOI: 10.1007/s10815-025-03784-z
Paris N Chey, Miranda L M Delwalla, Julia Shuford, Natalie Albright, Katharina Goebel, Julia Grigorian, Sheila Rajagopalan, D Austin Schirmer, Heather S Hipp

Objective: Fertility preservation (FP) is an important aspect of care for reproductive-aged cancer patients since treatment can significantly impact fertility. Despite professional recommendations for early referral to FP, rates remain low. This study evaluates predictors of FP referrals by Oncologists to Reproductive Endocrinology and Infertility (REI) physicians among reproductive-aged cancer patients at a large academic institution.

Materials and methods: This cross-sectional study evaluated patients ages 14-42 years seen by an Oncologist from 2022 to 2024 with a new diagnosis of cancer for whom planned treatment is either gonadotoxic or requires delayed pregnancy. Referral rates to REI physicians were assessed by patient demographics and cancer and Oncologist characteristics as potential predictors. Statistical analysis used chi-square tests, Fisher's exact tests, and multivariable logistic regression.

Results: Of 510 patients seen by an Oncologist for a newly diagnosed cancer, only 127 (22.5%) were referred for FP. Patients > 30 years were less likely to be referred than younger patients (aOR = 0.15, 95% CI = 0.05, 0.47, p = 0.001). Patients with breast cancer were most likely to be referred compared to other cancers. There was no difference in referral rates by physician gender. Physicians with 21-30 years of experience were more likely to refer than those with < 10 years (aOR = 2.89, 95% CI = 1.50, 5.62, p = 0.002).

Conclusions: There was a low rate of FP referral and significant disparities based on patient demographics and clinical factors. Referral rates were higher among younger patients and breast cancer patients. Standardizing FP referrals across oncology specialties, consideration of electronic health record "soft stops" for referral and increasing patient and provider education are essential to improving referral rates.

目的:生育能力保存(FP)是育龄癌症患者护理的一个重要方面,因为治疗会显著影响生育能力。尽管专业人士建议尽早转诊到计划生育,但比率仍然很低。本研究评估了一家大型学术机构的肿瘤学家向生殖内分泌和不孕症(REI)医生推荐生育年龄癌症患者的预测因素。材料和方法:本横断面研究评估了2022年至2024年间由肿瘤学家诊断为新癌症的14-42岁患者,其计划治疗要么是促性腺毒素,要么是需要延迟妊娠。对REI医生的转诊率进行了评估,以患者人口统计学和癌症和肿瘤学家特征作为潜在的预测因素。统计分析采用卡方检验、Fisher精确检验和多变量逻辑回归。结果:在一位肿瘤学家为新诊断的癌症就诊的510例患者中,只有127例(22.5%)被转诊为FP。0 ~ 30岁患者转诊的可能性低于年轻患者(aOR = 0.15, 95% CI = 0.05, 0.47, p = 0.001)。与其他癌症相比,乳腺癌患者最有可能被转诊。转诊率在医生性别方面没有差异。具有21-30年经验的医生比具有以上经验的医生更有可能转诊。结论:基于患者人口统计学和临床因素,FP转诊率低,差异显著。年轻患者和乳腺癌患者的转诊率更高。标准化肿瘤专业的FP转诊,考虑转诊的电子健康记录“软停止”以及增加患者和提供者的教育对提高转诊率至关重要。
{"title":"Predictors of referral for fertility preservation counseling in patients diagnosed with cancer.","authors":"Paris N Chey, Miranda L M Delwalla, Julia Shuford, Natalie Albright, Katharina Goebel, Julia Grigorian, Sheila Rajagopalan, D Austin Schirmer, Heather S Hipp","doi":"10.1007/s10815-025-03784-z","DOIUrl":"https://doi.org/10.1007/s10815-025-03784-z","url":null,"abstract":"<p><strong>Objective: </strong>Fertility preservation (FP) is an important aspect of care for reproductive-aged cancer patients since treatment can significantly impact fertility. Despite professional recommendations for early referral to FP, rates remain low. This study evaluates predictors of FP referrals by Oncologists to Reproductive Endocrinology and Infertility (REI) physicians among reproductive-aged cancer patients at a large academic institution.</p><p><strong>Materials and methods: </strong>This cross-sectional study evaluated patients ages 14-42 years seen by an Oncologist from 2022 to 2024 with a new diagnosis of cancer for whom planned treatment is either gonadotoxic or requires delayed pregnancy. Referral rates to REI physicians were assessed by patient demographics and cancer and Oncologist characteristics as potential predictors. Statistical analysis used chi-square tests, Fisher's exact tests, and multivariable logistic regression.</p><p><strong>Results: </strong>Of 510 patients seen by an Oncologist for a newly diagnosed cancer, only 127 (22.5%) were referred for FP. Patients > 30 years were less likely to be referred than younger patients (aOR = 0.15, 95% CI = 0.05, 0.47, p = 0.001). Patients with breast cancer were most likely to be referred compared to other cancers. There was no difference in referral rates by physician gender. Physicians with 21-30 years of experience were more likely to refer than those with < 10 years (aOR = 2.89, 95% CI = 1.50, 5.62, p = 0.002).</p><p><strong>Conclusions: </strong>There was a low rate of FP referral and significant disparities based on patient demographics and clinical factors. Referral rates were higher among younger patients and breast cancer patients. Standardizing FP referrals across oncology specialties, consideration of electronic health record \"soft stops\" for referral and increasing patient and provider education are essential to improving referral rates.</p>","PeriodicalId":15246,"journal":{"name":"Journal of Assisted Reproduction and Genetics","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145892577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Assisted Reproduction and Genetics
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