endometrium

子宫内膜
  • 文章类型: Journal Article
    子宫内膜异位症对全球1.9亿女性的健康相关生活质量产生负面影响。迫切需要针对这种衰弱状况的非激素治疗的新进展。巨噬细胞在子宫内膜异位症的病理生理学中起着至关重要的作用,并且是有希望的治疗靶标。在目前的研究中,我们通过对实验性子宫内膜异位症临床前小鼠模型进行单细胞分析,揭示了子宫内膜异位症相关巨噬细胞亚群的全部转录组复杂性.我们已经确定了两个类似于i的关键病变居民群体)肿瘤相关巨噬细胞(以Folr2,Mrc1,Gas6和Ccl8的表达为特征),它们促进了人子宫内膜基质细胞中Col1a1和Tgfb1的表达,并增加了人脐静脉内皮细胞的血管生成网格,和ii)表现出与纤维化和基质重塑相关的表型的瘢痕相关巨噬细胞(Mmp12、Cd9、Spp1、Trem2+)。我们还描述了一群与脂质相关的巨噬细胞表型(Apoe,Saa3,Pid1)伴随着脂质代谢和胆固醇流出的改变。使用Apoe模拟物的功能实验增益导致病变大小和纤维化减小,和临床前模型中腹膜巨噬细胞群的修饰。使用小鼠和人类单细胞数据集的跨物种分析,我们确定了腹膜和病变驻留的巨噬细胞亚群的一致性,确定转录组表型的关键相似性和差异。最终,我们预计,这些发现将为特定巨噬细胞靶向治疗的设计和使用提供信息,并为子宫内膜异位症的治疗开辟广阔的途径.
    Endometriosis negatively impacts the health-related quality of life of 190 million women worldwide. Novel advances in nonhormonal treatments for this debilitating condition are desperately needed. Macrophages play a vital role in the pathophysiology of endometriosis and represent a promising therapeutic target. In the current study, we revealed the full transcriptomic complexity of endometriosis-associated macrophage subpopulations using single-cell analyses in a preclinical mouse model of experimental endometriosis. We have identified two key lesion-resident populations that resemble i) tumor-associated macrophages (characterized by expression of Folr2, Mrc1, Gas6, and Ccl8+) that promoted expression of Col1a1 and Tgfb1 in human endometrial stromal cells and increased angiogenic meshes in human umbilical vein endothelial cells, and ii) scar-associated macrophages (Mmp12, Cd9, Spp1, Trem2+) that exhibited a phenotype associated with fibrosis and matrix remodeling. We also described a population of proresolving large peritoneal macrophages that align with a lipid-associated macrophage phenotype (Apoe, Saa3, Pid1) concomitant with altered lipid metabolism and cholesterol efflux. Gain of function experiments using an Apoe mimetic resulted in decreased lesion size and fibrosis, and modification of peritoneal macrophage populations in the preclinical model. Using cross-species analysis of mouse and human single-cell datasets, we determined the concordance of peritoneal and lesion-resident macrophage subpopulations, identifying key similarities and differences in transcriptomic phenotypes. Ultimately, we envisage that these findings will inform the design and use of specific macrophage-targeted therapies and open broad avenues for the treatment of endometriosis.
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  • 文章类型: Journal Article
    本研究旨在评估宫内臭氧治疗对患有子宫内膜炎的母马子宫内膜恢复的局部影响。我们的调查评估了抗炎(IL-1RA和IL-10)基因表达谱的变化,促炎(IL-R1B3i和TNFα)和多效性(IL-6)细胞因子,以及上皮和子宫内膜厚度以及腺体面积比的详细组织学测量。根据子宫内膜炎的诊断和治疗(对照或42μg/mL臭氧吹入),将20只母马分配给2×2因子设计,导致四组:NC(子宫内膜炎阴性/对照),NO(负电/臭氧),PC(阳性/对照)和PO(阳性/臭氧)。在第-1、1和3天用2mg苯甲酸雌二醇诱导发情,在第5天加1mg。第0天标志着最初的子宫治疗,然后在第1天和第2天用O3(臭氧)或O2(对照)吹气。在治疗前第0天和第6天进行子宫活检,用于组织学分析和基因表达评估。使用统计模型分析数据,包括子宫内膜炎状态,治疗类型,活检时间(D0和D6)及其相互作用,用ProcGlimmix分析。无论治疗或子宫内膜炎状态,显著的活检效应(p<0.01)表明第6天样本中上皮高度和子宫内膜厚度增加。IL-1和TNFα的分析显示子宫内膜炎之间存在显著的相互作用(p<0.05),治疗和活检,在PC组中在第6天具有较高的IL-1B3i表达。治疗效果(p<0.04)显示PC组(66.7%)与PO组(0.0%)相比具有正调节的动物的更高频率(p<0.01)。子宫内膜炎和治疗之间的相互作用效应(p=0.08)起因于与PO组相比在第6天PC组中更高的IL-1RA表达。IL-10活检效果显着(p<0.01),表明第二个样本中与组织修复相关的值较高。在短期评估中,臭氧治疗不影响子宫内膜形态,并可能调节细胞因子的表达,特别是IL-1和TNFα水平的降低。因此,这种疗法对于调节患有子宫内膜炎的母马的炎症反应似乎是一种安全且可能有效的治疗方法。
    This study aimed to evaluate the localised effects of intrauterine ozone therapy on endometrial recovery in mares with endometritis. Our investigation assessed changes in gene expression profiles of anti-inflammatory (IL-1RA and IL-10), proinflammatory (IL-R1B3i and TNFα) and pleiotropic (IL-6) cytokines, along with detailed histological measurements of epithelial and endometrial thickness and the glandular area ratio. Twenty mares were assigned to a 2 × 2 factorial design based on endometritis diagnosis and treatment (control or 42 μg/mL ozone insufflation), resulting in four groups: NC (negative for endometritis/control), NO (negative/ozone), PC (positive/control) and PO (positive/ozone). Oestrus was induced with 2 mg of oestradiol benzoate on Days -1, 1 and 3, plus 1 mg on Day 5. Day 0 marked the initial uterine treatment, followed by insufflations on Days 1 and 2 with O3 (ozone) or O2 (control). Uterine biopsies were taken before treatment on Day 0 and Day 6 for histological analysis and gene expression assessment. Data were analysed using a statistical model that included endometritis status, treatment type, biopsy times (D0 and D6) and their interactions, analysed with Proc Glimmix. Regardless of treatment or endometritis status, significant biopsy effects (p < 0.01) indicated increased epithelial height and endometrial thickness in Day 6 samples. Analysis of IL-1 and TNFα revealed a significant interaction (p < 0.05) among endometritis, treatment and biopsy, with higher IL-1B3i expression on Day 6 in the PC group. The treatment effect (p < 0.04) showed a higher frequency (p < 0.01) of animals with positive modulation in the PC group (66.7%) versus the PO group (0.0%). An interaction effect (p = 0.08) between endometritis and treatment resulted from higher IL-1RA expression on Day 6 in the PC group compared to the PO group. Biopsy effect was significant for IL-10 (p < 0.01), indicating higher values in the second sample associated with tissue repair. In the short-term evaluation, ozone therapy did not influence endometrial morphology and may modulate cytokine expression, specifically the reduction in IL-1 and TNFα levels. Therefore, this therapy appears to be a safe and potentially effective treatment for modulating the inflammatory response in mares with endometritis.
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  • 文章类型: Journal Article
    怀孕的建立涉及母体免疫系统内保护和耐受性之间的微调平衡,因为女性需要接受外来抗原(半同种异体胎儿),同时仍然能够对抗来自子宫的病原体。在马,第一次子宫接触父系抗原是在交配期间,精子被引入子宫组织并排出子宫淋巴管。此外,有人认为,精浆及其中的蛋白质在为雌性肠道准备合适的免疫环境中起着至关重要的作用,但这在马中尚未得到证实。因此,本研究的目的是评估精浆授精或精浆减少授精后的子宫内膜转录组。我们假设精浆减少会改变子宫内膜转录组并影响与免疫耐受有关的转录本,抗原呈递和胚胎生长发育。要做到这一点,在四个发情周期的过程中,采用随机切换设计对六只(n=6)母马进行了授精。经直肠触诊母羊,通过超声检查检查发现排卵前卵泡(>35毫米),同时增加子宫水肿和宫颈松弛,然后用四个治疗组之一治疗,包括(1)30mL乳酸林格溶液(LRS;NegCon),(2)500×106精子与30mL精浆(SP),(3)30mL乳酸林格溶液(LRS;洗出)和(4)500×106个精子,精浆通过梯度离心减少,并重悬于30mLLRS(SP-)中。施用人绒毛膜促性腺激素(hCG)以标准化排卵时间,并在授精后7天收集子宫内膜活检。利用Trizol分离RNA,RNA-Seq由Novogene进行,总作图97.79%,读取深度4000万。p值设定为<0.05。比较SP+和SP-时,鉴定了158个差异表达基因(DEGs)。受影响的生物过程包括抗原加工和调节,胆固醇合成,和免疫/炎症反应。使用DAVIDv6.8进行的基因本体论(GO)富集分析显示,这些DEGs中的许多参与了诸如抗原呈递(HLA-DMβ链,HLA-DRB,HLA-DQA和RASGRP1),免疫细胞信号(CXCL9,CXCL1,DEFB1和MIP-2B),胚胎生长和发育(INHA,KLF2,RDH10,LAMA3和SLC34A2)和胚胎代谢(ABCA1,ABCA2,APOA1,LDL,INSR,IGFBP2和IGFBP3)。总的来说,在胚胎早期暴露于子宫环境时,从授精剂量减少的精浆会影响子宫内膜转录组。进一步的工作是合理的,以评估这些改变对胚胎成熟的影响,胎盘发育,妊娠结局和子代发育。
    The establishment of pregnancy involves a fine-tuned balance between protection and tolerance within the maternal immune system, as the female needs to accept a foreign antigen (the semi-allogenic fetus) while still being able to combat pathogens from the uterus. In the horse, the first uterine exposure to paternal antigens is during mating when sperm is introduced to the tissue and draining lymphatics of the uterus. Additionally, it has been suggested that seminal plasma and its proteins within it play an essential role in preparing the female tract for a suitable immunologic environment but this has not been confirmed in the horse. Therefore, the objective of this study was to evaluate the endometrial transcriptome following insemination either with seminal plasma or with reduced seminal plasma. We hypothesised that reduced seminal plasma would alter the endometrial transcriptome and affect transcripts relating to immunotolerance, antigen presentation and embryo growth and development. To do so, six (n = 6) mares were inseminated in a randomised switch-back design over the course of four oestrous cycles. Mares were rectally palpated and scanned via ultrasonography for the detection of a pre-ovulatory follicle (>35 mm) alongside increasing uterine oedema and relaxed cervix, and then treated with one of four treatment groups including (1) 30 mL lactated Ringers solution (LRS; NegCon), (2) 500 × 106 spermatozoa in conjunction with 30 mL seminal plasma (SP+), (3) 30 mL lactated Ringers solution (LRS; wash out) and (4) 500 × 106 spermatozoa with seminal plasma reduced via gradient centrifugation and resuspended in 30 mL LRS (SP-). Human chorionic gonadotropin (hCG) was administered to standardise the time to ovulation and endometrial biopsies were collected 7 days after insemination. RNA was isolated utilising Trizol, and RNA-Seq was performed by Novogene, with 97.79% total mapping and 40 million read depth. p value was set to <0.05. When comparing SP+ to SP-, 158 differentially expressed genes (DEGs) were identified. Biological processes impacted included antigen processing and regulation, cholesterol synthesis, and immune/inflammatory response. Gene ontology (GO) enrichment analysis using DAVID v6.8 revealed that many of these DEGs were involved in biological process such as antigen presentation (HLA-DM beta chain, HLA-DRB, HLA-DQA and RASGRP1), immune cell signalling (CXCL9, CXCL1, DEFB1 and MIP-2B), embryo growth and development (INHA, KLF2, RDH10, LAMA3 and SLC34A2) and embryo metabolism (ABCA1, ABCA2, APOA1, LDL, INSR, IGFBP2 and IGFBP3). Overall, reduction of seminal plasma from the insemination dose impacted the endometrial transcriptome at the time of early embryonic exposure to the uterine environment. Further work is justified to evaluate these alterations impact on embryo maturation, placental development, pregnancy outcome and development of offspring.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    马子宫内膜异位症是一种退行性和主要的纤维化疾病,由影响母马子宫内膜的进行性和不可逆的多因素原因引起。马子宫内膜的组织重塑是子宫内膜坏死发病机制的一部分,一种以细胞外基质(ECM)成分变化为特征的过程。基质金属蛋白酶与其特异性抑制剂之间的关系对于重塑过程至关重要。胶原蛋白在维持健康的子宫中起着重要作用,并可能促进纤维化过程。这项研究的目的是使用picrosirius25红色(PSR)染色来量化子宫内膜胶原沉积,并评估2型胶原(COL-2)和3型胶原(COL-3)的基因表达,基质金属蛋白酶1(MMP-1)和2(MMP-2),他们的组织抑制剂(TIMP-2),和肿瘤坏死因子(TNF-α)在不同纤维化程度的母马子宫内膜中的表达。根据子宫内膜纤维化相关变化的频率和分布,将样品(n=34)分为三类:I类(健康子宫内膜,n=12),II类(中度纤维化,n=12),和III类(严重纤维化,n=10)。胶原蛋白定量显示,在I类(11.72±1.39%)中,胶原蛋白沉积呈显著比例增加(P<0.0001)。第二类(17.76±1.29%),和III类(24.15±1.87%)。在成绩单评估中,在II类母马中发现的COL-2表达高于I类或III类母马。与III类子宫内膜样品相比,MMP-1在II类子宫内膜样品中显示出增加的转录物表达。在III类中检测到的MMP-2的表达高于I类和II类。TIMP-2在III类与I类和II类相比显示较低的mRNA表达。然而,II类TNF-α基因表达高于I类和III类。这项研究表明,使用PSR进行子宫内膜评估可以在常规分析中发挥重要作用,以检测和客观定量子宫内膜组织中的胶原蛋白。此外,这项研究通过基因表达分析证明MMP-1可能与生理性子宫内膜重塑有关。相比之下,MMP-2可能与子宫内膜纤维化有关,它由抑制剂TIMP-2调节。此外,COL-2和TNF-α可以被认为是参与母马内胎发展的生物学标志物。因此,这项研究的结果可能有助于未来抗纤维化疗法的发展,旨在延缓甚至逆转子宫细胞外基质的病理性重塑,除了优化诊断和子宫内膜纤维化的预后。
    Equine endometrosis is a degenerative and predominantly fibrotic condition resulting from progressive and irreversible multifactorial causes that influence the endometrium of mare. Tissue remodeling in the equine endometrium occurs as part of the pathogenesis of endometrosis, a process characterized by a shift in extracellular matrix (ECM) components. The relationship between matrix metalloproteinases and their specific inhibitors is crucial for the remodeling process. Collagen play a significant role in maintaining a healthy uterus and may promote fibrotic processes. The aim of this study was to quantify endometrial collagen deposition using picrosirius 25 red (PSR) staining, and to evaluate gene expression of collagen type 2 (COL-2) and 3 (COL-3), matrix metalloproteinases 1 (MMP-1) and 2 (MMP-2), their tissue inhibitor (TIMP-2), and tumor necrosis factor (TNF-α) in the endometrium of mares with different grades of fibrosis. The samples (n = 34) were classified into three categories based on the frequency and distribution of fibrosis-related changes in the endometrium: Category I (healthy endometrium, n = 12), Category II (moderate fibrosis, n = 12), and Category III (severe fibrosis, n = 10). Collagen quantification demonstrate a substantial proportional increase (P < 0.0001) in collagen deposition across Category I (11.72 ± 1.39 %), Category II (17.76 ± 1.29 %), and Category III (24.15 ± 1.87 %). In transcript evaluations, higher COL-2 expression was found in Category II than in mares classified as Category I or III. MMP-1 showed increased transcript expression in Category II compared to Category III endometrial samples. Higher expression of MMP-2 was detected in Category III than in Category I and II. TIMP-2 showed lower mRNA expression in Category III vs Category I and II. However, TNF-α gene expression was higher in Category II than in Categories I and III. This study demonstrates that endometrial evaluation using PSR can play an important role in routine analyses for the detection and objective quantification of collagen in endometrial tissues. Additionally, this study demonstrated through gene expression analysis that MMP-1 may be linked to physiological endometrial remodeling. In contrast, MMP-2 could be associated with fibrogenesis in the endometrium, which is regulated by the inhibitor TIMP-2. Furthermore, COL-2 and TNF-α could be considered as biological markers involved in the progression endometrosis in mares. As such, the results of this study may contribute to the development of future antifibrotic therapies that aim to delay or even reverse the pathological remodeling of the extracellular matrix in the uterus, in addition to optimizing the diagnosis and prognosis of endometrial fibrosis in mares.
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  • 文章类型: Journal Article
    目的:子宫内膜息肉(EP)是一种在临床实践中非常常见的病理类型。虽然其确切病因尚不完全清楚,有证据支持它对荷尔蒙刺激敏感。我们旨在通过比较子宫内膜正常患者EP病变中KP的遗传(组织血液)和免疫组织化学(IHC)表达,研究KP与EP之间的关系。
    方法:对50例EP(N=25)和正常子宫内膜活检和/或切除材料的患者进行了前瞻性病例对照研究。从所有患者获得的血液和活检样品储存在-80°C。从石蜡块中确定KP基因表达水平,和从活检标本中获得的外周静脉血样本,并从石蜡块中进行IHC-H评分分析。比较EP和匹配的对照的KP。
    结果:在IHC之后,对照组的KPH评分高于EP组,差异有统计学意义;H评分:对照组:5(++;1-15);息肉:1(+;0-12)(P<0.05)。尽管对照组的组织和血液中的KP表达高于EP组,差异无统计学意义(P>0.05)。IHCH评分与组织和血液中的KP表达水平之间没有发现显着相关性。根据ROC分析,预测发生EP可能性的组织和血液KP表达临界值和曲线下面积(AUC)无统计学意义(组织KP:1.04,AUC:0.570,P=0.388,敏感性56%,特异性60%,血KP:1.06,AUC:0.569,P=0.401,敏感性80%,特异性40%)。
    结论:EP病变中KP表达水平的降低可预测EP的诊断。在未来,KP可能对良性妇科疾病如息肉具有治疗潜力。
    OBJECTIVE: Endometrial polyp (EP) is a type of pathology that is quite common in clinical practice. Although its exact etiology is not fully known, there is evidence to support that it is sensitive to hormonal stimuli. We aimed to investigate the relationship between kisspeptin (KP) and EP by comparing the genetic (tissue-blood) and immunohistochemical (IHC) expression of KP in EP lesions in patients with normal endometrial findings.
    METHODS: A prospective case-control study of 50 patients with EP (N = 25) and normal endometrial findings (N = 25) on biopsy and/or excision material was performed. Blood and biopsy samples obtained from all patients were stored at -80 °C. KP gene expression levels were determined from paraffin blocks, and peripheral venous blood samples obtained from biopsy specimens and IHC-H-score analysis were performed from paraffin blocks. EP and matched controls were compared for KP.
    RESULTS: After IHC, the KP H-score of the control group was higher than the EP group, and this difference was statistically significant; H-score: control: 5 (++; 1-15); polyp: 1 (+; 0-12) (P < 0.05). Although KP expression in both tissue and blood was higher in the control group than in the EP group, this difference was not statistically significant (P > 0.05). No significant correlation was found between IHC H-score and KP expression levels in tissue and blood. According to the ROC analysis, the tissue and blood KP expression cut-off value and area under the curve (AUC) predicting the likelihood of developing EP were not significant (tissue KP: 1.04, AUC: 0.570, P = 0.388, sensitivity 56%, specificity 60%, Blood KP: 1.06, AUC: 0.569, P = 0.401, sensitivity 80%, specificity 40%).
    CONCLUSIONS: Decreased KP expression level in EP lesions may predict the diagnosis of EP, and in the future, KP may have therapeutic potential for benign gynecological pathologies such as polyps.
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  • 文章类型: Journal Article
    已知上皮-间质转化(EMT)在子宫内膜异位症(EMs)的发展中起关键作用。然而,EMs中EMT调控的确切机制尚不清楚。在这项研究中,我们使用临床样本进行了全面的研究,单细胞测序,和体内/体外模型,以研究高级氧化蛋白产物(AOPP)对EMT的影响以及EM中的潜在机制。结合生物信息学分析与实验验证,我们的结果表明,AOPP在EMs组织中积累,它们的水平与EMT标志物在EMs患者纤维化病变中的表达呈正相关。用AOPP刺激导致体外和体内模型中EMT标志物表达的浓度和时间依赖性改变。这些效应主要由活性氧和亚硝酸盐的产生介导,随着ERK和P38信号通路的激活。在使用正常大鼠的慢性给药研究中,AOPP诱导EMT并增强胶原沉积。这些发现极大地促进了我们对EMs分子机制的理解,并为该领域的未来研究和治疗发展奠定了基础。
    Epithelial-mesenchymal transition (EMT) is known to play a crucial role in the development of endometriosis (EMs). However, the exact mechanisms involved in EMT regulation in EMs are not well understood. In this study, we performed comprehensive research using clinical samples, single-cell sequencing, and in vivo/in vitro models to investigate the effects of advanced oxidation protein products (AOPPs) on EMT and the underlying mechanisms in EMs. Combining bioinformatics analysis with experimental validation, our results show that AOPPs accumulate in EMs tissues, and their levels positively correlate with the expression of EMT markers in fibrotic lesions of EMs patients. Stimulation with AOPPs leads to a concentration- and time-dependent alteration of EMT markers expression in both in vitro and in vivo models. These effects are mainly mediated by the generation of reactive oxygen species and nitrite, along with the activation of the ERK and P38 signaling pathways. In chronic administration studies using normal rats, AOPPs induce EMT and enhance collagen deposition. These findings significantly contribute to our understanding of the molecular mechanisms of EMs and provide a foundation for future research and therapeutic development in this field.
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  • 文章类型: Journal Article
    宫腔镜手术是许多情况下常见的妇科过程。子宫内膜变薄是与许多术前准备相关的该过程的主要成功关键。这项研究旨在评估DE(Desogestrel-雌二醇)与对照组相比减少子宫内膜厚度。
    这项随机临床试验是针对息肉切除术的患者进行的,这些患者被随机分为干预组和对照组;第一组在月经周期的第1天至第5天每天一次接受DEOCP(口服避孕药30微克炔雌醇+150微克Desogestrel),持续21天,然后在下一个月经周期的第1天,该药物在周期的第5至第8天进行宫腔镜检查前1天使用。第二组没有服用药物。两组均在卵泡早期进行宫腔镜检查,所有受试者均在手术前一晚接受一次剂量的米索前列醇。
    奇偶校验之间没有显着差异,息肉大小,两组的BMI(身体质量指数)。手术的平均持续时间,宫腔镜检查前平均子宫内膜厚度,子宫内膜组织的质量,和外科医生满意度两组比较差异有统计学意义。然而,干预组外科医生的视力质量优于对照组,但两组间无显著差异。
    术前通过口服避孕药(如DE)使子宫内膜变薄可能是一种有效的方法,可以减少手术时间。
    UNASSIGNED: Hysteroscopic surgery is a common gynecologic process in many conditions. Endometrial thinning is the main successful key for this process associated with many preoperative preparations. This study aimed to evaluate DE (Desogestrel-estradiol) to reduce endometrial thickness in comparison with the control group.
    UNASSIGNED: This Randomized clinical trial was done on the patients candidate for polypectomy that were randomly divided into two groups of intervention and control; the first group received DE OCP (oral contraceptive pill with 30 microgram Ethinyl estradiol + 150 micro gram Desogestrel) once daily from the 1st to 5th day of the menstrual cycle for 21 days and then in the first day of next menstruation cycle, the drug was used up to one day before hysteroscopy done in the 5th to 8th day of the cycle. The second group received no drugs. Hysteroscopy was done in the early follicular phase in both groups and all the subjects received one dosage of Misoprostol a night before surgery.
    UNASSIGNED: There were no significant differences between the parity, polyp size, and BMI (Body Mass Index) in the two groups. The mean duration of surgery, mean endometrial thickness before hysteroscopy, the quality of endometrial tissue, and surgeon satisfaction were significantly difference between the two groups. However, the quality of the surgeon\'s vision in the intervention group was better than the control group but there was no significant difference between the two groups.
    UNASSIGNED: Pre-operation endometrial thinning by oral contraceptives such as DE could be an effective method and reduce the duration of surgery.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    复发性妊娠丢失(RPL)通常与子宫内膜容受性(ER)窗口延长有关,导致无法存活的胚胎植入。现有的ER评估方法在可靠性和侵入性方面面临挑战。医学成像领域的影像组学为ER分析提供了一种非侵入性解决方案,但复杂,RPL中的非线性影像-ER关系需要高级分析。机器学习(ML)为解释这些数据集提供了准确性,尽管将影像组学与ML整合用于RPL中ER评估的研究有限。
    为了开发和验证ML模型,该模型采用了从多模态经阴道超声图像得出的影像组学特征,重点改进RPL中的ER评估。
    这次回顾展,对照研究分析了346例原因不明的RPL患者和369例对照的数据.参与者被分为训练和测试队列,用于模型开发和准确性验证,分别。从灰度(GS)和剪切波弹性成像(SWE)图像得出的放射学特征,在植入窗口期间获得的,经历了一个全面的五步选择过程。五个ML分类器,每个人都接受了放射学的训练,临床,或组合数据集,接受了RPL风险分层培训。选择在鉴定RPL患者方面表现最高的模型用于使用测试队列进一步验证。通过应用Shapley加性解释(SHAP)分析,增强了该最佳模型的可解释性。
    训练队列分析(242RPL,258名对照)确定了与RPL风险相关的9个关键影像学特征。极端梯度提升(XGBoost)模型,结合放射学和临床数据,表现出优越的辨别能力。这通过其0.871的曲线下面积(AUC)评分证明,优于其他ML分类器。215名受试者的测试队列中的验证(104RPL,111个对照)确认了其准确性(AUC:0.844)和一致性。SHAP分析确定了四个子宫内膜SWE特征和两个GS特征,以及年龄等临床变量,SAPI,VI,作为RPL风险分层的关键决定因素。
    在WOI期间将ML与来自多模式子宫内膜超声的影像组学相结合,可有效识别RPL患者。XGBoost模型,合并放射学和临床数据,提供了一种非侵入性的,RPL管理的准确方法,显著加强诊断和治疗。
    UNASSIGNED: Recurrent pregnancy loss (RPL) frequently links to a prolonged endometrial receptivity (ER) window, leading to the implantation of non-viable embryos. Existing ER assessment methods face challenges in reliability and invasiveness. Radiomics in medical imaging offers a non-invasive solution for ER analysis, but complex, non-linear radiomic-ER relationships in RPL require advanced analysis. Machine learning (ML) provides precision for interpreting these datasets, although research in integrating radiomics with ML for ER evaluation in RPL is limited.
    UNASSIGNED: To develop and validate an ML model that employs radiomic features derived from multimodal transvaginal ultrasound images, focusing on improving ER evaluation in RPL.
    UNASSIGNED: This retrospective, controlled study analyzed data from 346 unexplained RPL patients and 369 controls. The participants were divided into training and testing cohorts for model development and accuracy validation, respectively. Radiomic features derived from grayscale (GS) and shear wave elastography (SWE) images, obtained during the window of implantation, underwent a comprehensive five-step selection process. Five ML classifiers, each trained on either radiomic, clinical, or combined datasets, were trained for RPL risk stratification. The model demonstrating the highest performance in identifying RPL patients was selected for further validation using the testing cohort. The interpretability of this optimal model was augmented by applying Shapley additive explanations (SHAP) analysis.
    UNASSIGNED: Analysis of the training cohort (242 RPL, 258 controls) identified nine key radiomic features associated with RPL risk. The extreme gradient boosting (XGBoost) model, combining radiomic and clinical data, demonstrated superior discriminatory ability. This was evidenced by its area under the curve (AUC) score of 0.871, outperforming other ML classifiers. Validation in the testing cohort of 215 subjects (104 RPL, 111 controls) confirmed its accuracy (AUC: 0.844) and consistency. SHAP analysis identified four endometrial SWE features and two GS features, along with clinical variables like age, SAPI, and VI, as key determinants in RPL risk stratification.
    UNASSIGNED: Integrating ML with radiomics from multimodal endometrial ultrasound during the WOI effectively identifies RPL patients. The XGBoost model, merging radiomic and clinical data, offers a non-invasive, accurate method for RPL management, significantly enhancing diagnosis and treatment.
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