2.Endometrial cancer lesion region segmentation based on large kernel convolution and combined attention.
Rushu PENG ; Qinghao ZENG ; Bin HE ; Junjie LIU ; Zhang XIAO
Journal of Biomedical Engineering 2025;42(5):928-935
Endometrial cancer (EC) is one of the most common gynecological malignancies, with an increasing incidence rate worldwide. Accurate segmentation of lesion areas in computed tomography (CT) images is a critical step in assisting clinical diagnosis. In this study, we propose a novel deep learning-based segmentation model, termed spatial choice and weight union network (SCWU-Net), which incorporates two newly designed modules: the spatial selection module (SSM) and the combination weight module (CWM). The SSM enhances the model's ability to capture contextual information through deep convolutional blocks, while the CWM, based on joint attention mechanisms, is employed within the skip connections to further boost segmentation performance. By integrating the strengths of both modules into a U-shaped multi-scale architecture, the model achieves precise segmentation of EC lesion regions. Experimental results on a public dataset demonstrate that SCWU-Net achieves a Dice similarity coefficient (DSC) of 82.98%, an intersection over union (IoU) of 78.63%, a precision of 92.36%, and a recall of 84.10%. Its overall performance is significantly outperforming other state-of-the-art models. This study enhances the accuracy of lesion segmentation in EC CT images and holds potential clinical value for the auxiliary diagnosis of endometrial cancer.
Humans
;
Endometrial Neoplasms/diagnostic imaging*
;
Female
;
Tomography, X-Ray Computed/methods*
;
Deep Learning
;
Algorithms
;
Image Processing, Computer-Assisted/methods*
;
Neural Networks, Computer
3.A Case of Endometrial Metastasis in Lung Adenocarcinoma after EGFR-TKIs Treatment Failure and Literature Review.
Fangqian SHEN ; Zuling HU ; Hua YANG ; Puyu LIU ; Yuju BAI ; Jianguo ZHOU ; Hu MA
Chinese Journal of Lung Cancer 2025;28(7):551-557
The incidence and mortality rates of lung cancer remain high, making it the leading cause of cancer-related deaths. In women, the predominant histological subtype is lung adenocarcinoma, commonly associated with epidermal growth factor receptor (EGFR) mutations, and EGFR-tyrosine kinase inhibitors (EGFR-TKIs) can significantly improve patient prognosis. Metastasis of primary lung cancer to the endometrium is extremely rare and is often misdiagnosed as a primary reproductive system tumor, and its occurrence indicates poor prognosis. This article reports a case of an advanced lung adenocarcinoma patient with EGFR mutation, who developed abnormal vaginal bleeding after EGFR-TKIs treatment failure, and biopsy confirmed endometrial metastasis. A review of similar cases is also presented.
.
Humans
;
Female
;
ErbB Receptors/metabolism*
;
Endometrial Neoplasms/genetics*
;
Lung Neoplasms/genetics*
;
Protein Kinase Inhibitors/therapeutic use*
;
Adenocarcinoma of Lung/drug therapy*
;
Treatment Failure
;
Middle Aged
;
Adenocarcinoma/genetics*
4.Correlations of MicroRNA-487a-3p and A Kinase-Interacting Protein 1 mRNA Levels in Endometrial Cancer Tissue With Patient Survival Within Five Years After Surgery.
Dan-Dan ZHAO ; Su-E ZHANG ; Li-Ye MIAO ; Yan WANG
Acta Academiae Medicinae Sinicae 2025;47(5):792-800
Objective To investigate the relationships of the expression of microRNA-487a-3p (miR-487a-3p) and A kinase-interacting protein 1 (AKIP1) mRNA in the endometrial cancer (EC) tissue with the patient survival within 5 years after surgery. Methods The EC tissue and adjacent normal tissue samples were collected from 130 EC patients who underwent surgical treatment at the Fourth Hospital of Shijiazhuang from September 2016 to April 2019.qRT-PCR was employed to determine the expression levels of miR-487a-3p and AKIP1 mRNA.The patients were followed up for 5 years after surgery to record the survival status.After removal of the patients who missed follow-up,78 surviving patients were recorded as the EC survival group,and 34 deceased patients were recorded as the EC death group.The dual luciferase reporter gene assay was conducted to verify the targeting relationship between miR-487a-3p and AKIP1 mRNA.Comparison was conducted for the expression levels of miR-487a-3p and AKIP1 mRNA between adjacent normal tissue and EC tissue,the expression levels of miR-487a-3p and AKIP1 mRNA in the EC tissue among patients with different clinical pathological parameters,and the clinical pathological parameters and the expression levels of miR-487a-3p and AKIP1 mRNA in the EC tissue between the EC survival group and the EC death group.The correlations of miR-487a-3p and AKIP1 mRNA levels in the EC tissue with the degree of tumor differentiation,International Federation of Gynecology and Obstetrics (FIGO) stage,lymph node metastasis,and depth of muscle invasion were analyzed.The relationships of miR-487a-3p and AKIP1 mRNA with patient prognosis and the risk factors affecting the survival of EC patients within 5 years after surgery were analyzed to evaluate the value of miR-487a-3p and AKIP1 mRNA levels in predicting the survival of EC patients within 5 years after survival. Results The EC tissue showed lower miR-487a-3p level (0.41±0.08 vs. 1.00±0.05;t=71.306,P<0.001) and higher AKIP1 mRNA level (2.35±0.37 vs. 1.00±0.03;t=41.465,P<0.001) than the adjacent normal tissue.The miR-487a-3p low expression group and AKIP1 mRNA high expression group had higher proportions of patients with low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,and deep invasion of muscle layer than the miR-487a-3p high expression group and AKIP1 mRNA low expression group,respectively (all P<0.05).The results of dual luciferase reporter gene assay showed that the relative activity of luciferase in the miR-487a-3p small interfering RNA (siRNA)+AKIP1 mRNA-wild type (WT) group was higher than that in the miR-487a-3p empty vector+AKIP1 mRNA-WT group (2.85±0.19 vs. 1.00±0.04;t=23.339,P<0.001).There was no significant difference in the relative activity of luciferase between the miR-487a-3p empty vector+AKIP1 mRNA-mutant type (MUT) group and the miR-487a-3p siRNA+AKIP1 mRNA-MUT group (1.04±0.05 vs. 1.05±0.03;t=0.420,P=0.683).MiR-487a-3p in the EC tissue had negative correlations with AKIP1 mRNA,FIGO stage,lymph node metastasis,and depth of muscle invasion and a positive correlation with the degree of tumor differentiation (all P<0.001).AKIP1 mRNA had positive correlations with FIGO stage,lymph node metastasis,and depth of muscle invasion and a negative correlation with the degree of tumor differentiation (all P<0.001).The 5-year overall survival rates in the miR-487a-3p high expression group and AKIP1 mRNA low expression group (89.47% and 84.91%) were higher than those in the miR-487a-3p low expression group and AKIP1 mRNA high expression group (49.09% and 55.93%),respectively (both P<0.05).The EC death group had higher proportions of patients with low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,and deep invasion of muscle layer,higher AKIP1 mRNA level in the EC tissue,and lower miR-487a-3p level than the EC survival group (all P<0.05).Low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,deep invasion of muscle layer,low miR-487a-3p level,and high AKIP1 mRNA level were independent risk factors for the survival of EC patients within 5 years after surgery (all P<0.05).The area under curve (AUC) values of miR-487a-3p and AKIP1 mRNA alone (0.785 and 0.789,respectively) were lower than that of their combination (0.908) in predicting the survival of EC patients within 5 years after surgery (both P<0.05). Conclusion The EC tissue has a low miR-487a-3p level and a high AKIP1 mRNA level,both of which are correlated with clinicopathological parameters and prognosis and can be used to predict the survival of EC patients within 5 years after surgery.
Humans
;
Female
;
Endometrial Neoplasms/pathology*
;
MicroRNAs/genetics*
;
RNA, Messenger/genetics*
;
Adaptor Proteins, Signal Transducing/genetics*
;
Middle Aged
;
Survival Rate
;
Nuclear Proteins
6.Metformin as an adjunct to progestin therapy in endometrial hyperplasia and early-stage endometrial cancer: A systematic review and meta-analysis of randomized controlled trials.
Patricia Ann A. Factor ; Koleen C. Pasamba
Acta Medica Philippina 2024;58(11):62-71
Background:
Metformin has been studied for its anti-proliferative effects on endometrial cells, and it is hypothesized to have a synergistic effect with progestin therapy in suppressing endometrial cell proliferation. This systematic review and meta-analysis aimed to determine the efficacy of adjunctive metformin in the clinical regression of endometrial hyperplasia and early-stage endometrial carcinoma.
Methodology:
This meta-analysis followed the Cochrane methodology and adhered to the PRISMA 2020 guidelines. Randomized controlled trials (RCTs) were included if they enrolled reproductive-aged women with endometrial hyperplasia (with and without atypia) and endometrial carcinoma who were treated with progestin and metformin. The primary outcome was the complete response rate at 12-16 weeks, and secondary outcomes included relapse rate, clinical pregnancy rate, and live birth rate. Odds ratios (ORs) and 95% confidence intervals (CIs) were used for dichotomous data.
Results:
Six RCTs were included. The addition of metformin to progestin therapy may increase the complete response rate of endometrial hyperplasia without atypia (OR 5.12, 95% CI 1.17 to 22.41; n=102) and live birth rates (OR 2.51, 95% CI 1.34 to 4.69; n=188) compared to progestin therapy alone, but the certainty of the evidence is low. Metformin did not have a significant effect on the clinical response of endometrial hyperplasia with atypia and endometrial carcinoma, relapse rates, and clinical pregnancy rates.
Conclusion
Current evidence is uncertain on the potential benefit of metformin with progestin in endometrial hyperplasia and carcinoma. Future high-quality randomized controlled trials with larger sample sizes and longer follow-up periods are needed to support practice recommendations.
Endometrial Hyperplasia
;
Endometrial Neoplasms
;
Metformin
;
Progesterone
7.Mechanism of miR-200b-3p-induced FOSL2 inhibitorion of endometrial cancer cell proliferation and metastasis.
Jing WANG ; Lijie HE ; Zhe HAN
Chinese Journal of Cellular and Molecular Immunology 2024;40(12):1089-1095
Objective The purpose of this study was to investigate how miR-200b-3p inhibitors the proliferation and metastasis of endometrial cancer(EC) cells by inducing the expression of FOS-like antigen 2(FOSL2) of activator protein 1(AP1) transcription family. Methods Endometrial cancer cell line HEC-1-A was divided into 12 groups: NC-mimic (transfected with negative control NC mimic), miR-200b-3p mimic (transfected with miR-200b-3p mimic), NC-inhibitor (transfected with negative control NC inhibitor), miR-200b-3p inhibitor group (transfected with miR-200b-3p inhibitor), si-NC (transfected with negative control Si-NC), si-FOSL2 (transfected with si-FOSL2), oe-NC (transfected with negative control oe-NC), oe-FOSL2 group (oe-FOSL2), miR-200b-3p mimic+oe-NC group (co-transfected with miR-200b-3p mimic and oe-NC), miR-200b-3p mimic+oe-FOSL2 group (co-transfected with miR-200b-3p mimic and oe-FOSL2), miR-200b-3p inhibitor+si-NC group (co-transfected with miR-200b-3p inhibitor and si-NC), miR-200b-3p inhibitor+si-FOSL2 group (co-transfected with miR-200b-3p inhibitor and si-FOSL2). Real-time fluorescence quantitative PCR, Western blot, CCK-8 assay, scratch test and Transwell assay were used to detect the expression of miR-200b-3p mRNA, FOSL2 mRNA and protein expression level, cell proliferation, migration and invasion. Results In endometrial cancer cell lines, the expression of miR-200b-3p was significantly down-regulated, while the expression of FOSL2 was significantly up-regulated. Compared with NC-mimic group, the expression of FOSL2, N-cadherin and Vimentin in miR-200b-3p mimic group was significantly decreased, and the expression of E-cadherin was significantly increased. The cell proliferation, migration rate and the number of transmembrane cells were significantly decreased. Compared with the miR-200b-3p mimic+oe-NC group, the expression of FOSL2, N-cadherin and Vimentin in miR-200b-3p mimic+oe-FOSL2 group was significantly increased, and the expression level of E-cadherin was significantly decreased, and the cell proliferation, migration rate and the number of transmembrane cells were significantly increased. Compared with NC-inhibitor group, the expression of FOSL2, N-cadherin and Vimentin in miR-200b-3p inhibitor group was significantly increased, and the expression of E-cadherin was significantly decreased. The cell proliferation, migration rate and the number of transmembrane cells were significantly increased. Compared with the miR-200b-3p inhibitor+si-NC group, the expression of FOSL2, N-cadherin and Vimentin in miR-200b-3p inhibitor+si-FOSL2 group was significantly decreased, and the expression of E-cadherin was significantly increased; the cell proliferation, migration rate and the number of transmembrane cells were significantly decreased. Conclusion The expression of miR-200b-3p in endometrial cancer cells is down-regulated, which can inhibitor the proliferation, migration and invasion of endometrial cancer cells by regulating the EMT process, and its mechanism is related to its targeted negative regulation of FOSL2 expression.
Humans
;
Female
;
Cell Proliferation/drug effects*
;
MicroRNAs/genetics*
;
Cell Line, Tumor
;
Fos-Related Antigen-2/metabolism*
;
Endometrial Neoplasms/metabolism*
;
Neoplasm Metastasis/genetics*
;
Cell Movement/drug effects*
;
Gene Expression Regulation, Neoplastic
;
Cadherins/metabolism*
8.A comparative study of subjective and objective techniques using two‑dimensional ultrasound in the preoperative assessment of cervical and myometrial invasion in patients with endometrial cancer
Doreen Baco Abria-Ybañ ; ez ; Lara Marie David-Bustamante ; Kareen Nora Reforma
Philippine Journal of Obstetrics and Gynecology 2023;47(5):249-259
Context:
Endometrial cancer is the third most common malignancy of the female genital tract in
the Philippines, following cervical and ovarian cancer. Ultrasound as the first line in imaging has a
major role in preoperative treatment and planning.
Aims:
To compare the diagnostic accuracy of subjective versus objective ultrasound
measurement techniques in detecting cervical stromal invasion (CSI) and deep myometrial
invasion (MI).
Materials and Methods:
Fifty‑seven patients were enrolled in this cross‑sectional study. Deep
MI and CSI were evaluated both subjectively and objectively by measuring tumor‑free distance (TFD),
distance from the outer cervical os to lowest edge of the tumor border (Dist‑OCO), and distance
from the internal cervical os to caudal tumor border (Dist‑ICO). Histopathological result used as the
gold standard.
Results:
Subjective assessment for deep (MI) had 79.3% sensitivity, 82.1% specificity, 82.1%
positive predictive value (PPV), 82.1% negative predictive value (NPV), and 80.7%. Subjective
assessment for CSI had a sensitivity, specificity, PPV, NPV, and overall accuracy of 80%, 90.4%,
44.4%, 97.9%, and 89.5%. Objective measurement (TFD ≤0.8 cm) to detect deep MI had 86.2%
sensitivity, 57.1% specificity, 67.4% PPV, 80% NPV, and 71.9% overall accuracy. Adjusting TFD
cutoff to 0.65 increased to 71.4% specificity, making it comparable with subjective assessment.
Dist‑OCO (≤2.1 cm) yielded 100% sensitivity, 86.3% specificity, 30% PPV, 100% NPV, and 87%
overall accuracy. Dist‑ICO was first used in this study, hence no cutoff yet. By using receiver operating
characteristics, cutoff was 0.45 cm, which yielded a 60% sensitivity and 92% specificity (area under
the curve 0.731, P = 0.09).
Conclusions
Subjective assessment of CSI and deep MI performs better than objective
measurement techniques. TFD and Dist‑OCO as the objective measurements showed clinically
comparable accuracy to subjective assessment by an expert. Dist‑ICO needs to be validated to a
larger population to determine its clinical value in predicting CSI.
Endometrial Neoplasms
9.Comparison of ZOOMit-DWI sequence and conventional DWI sequence in endometrial cancer.
Shixiong TANG ; Chun FU ; Hongliang CHEN ; Enhua XIAO ; Yicheng LONG ; Dujun BIAN
Journal of Central South University(Medical Sciences) 2023;48(1):76-83
OBJECTIVES:
Magnetic resonance diffusion-weighted imaging (DWI) has important clinical value in diagnosis and curative effect evaluation on endometrial carcinoma. How to improve the detection rate of endometrial small lesions by DWI is the research focus of MRI technology. This study aims to analyze the image quality of small field MRI ZOOMit-DWI sequence and conventional single-shot echo-planar imaging (SS-EPI) DWI sequence in the scanning of endometrial carcinoma, and to explore the clinical value of ZOOMit-DWI sequence.
METHODS:
A total of 37 patients with endometrial carcinoma diagnosed by operation and pathology in the Second Xiangya Hospital of Central South University from July 2019 to May 2021 were collected. All patients were scanned with MRI ZOOMit-DWI sequence and SS-EPI DWI sequence before operation. Two radiologists subjectively evaluated the anatomical details, artifacts, geometric deformation and focus definition of the 2 groups of DWI images. At the same time, the signal intensity were measured and the signal-to-noise ratio (SNR), contrast to noise ratio (CNR), and apparent diffusion coefficient (ADC) of the 2 DWI sequences were calculated for objective evaluation. The differences of subjective score, objective score and ADC value of the 2 DWI sequences were analyzed.
RESULTS:
The SNR of the ZOOMit-DWI group was significantly higher than that of the SS-EPI DWI group (301.96±141.85 vs 94.66±41.26), and the CNR of the ZOOMit-DWI group was significantly higher than that of the SS-EPI DWI group (185.05±105.45 vs 57.91±31.54, P<0.05). There was no significant difference in noise standard deviation between the ZOOMit-DWI group and the SS-EPI DWI group (P>0.05). The subjective score of anatomical detail and focus definition in the ZOOMit-DWI group was significantly higher than that of the SS-EPI DWI group (both P<0.05). The subjective score of artifacts and geometric deformation of ZOOMit-DWI group was significantly lower than that of the SS-EPI DWI group (both P<0.05). ADC had no significant difference between the ZOOMit-DWI group and the SS-EPI DWI group (P>0.05).
CONCLUSIONS
The image quality of ZOOMit-DWI is significantly higher than that of conventional SS-EPI DWI. In the MRI DWI examination of endometrial carcinoma, ZOOMit-DWI can effectively reduce the geometric deformation and artifacts of the image, which is more conducive to clinical diagnosis and treatment.
Female
;
Humans
;
Signal-To-Noise Ratio
;
Endometrial Neoplasms/diagnostic imaging*
;
Diffusion Magnetic Resonance Imaging/methods*
;
Endometrium
;
Echo-Planar Imaging/methods*
;
Reproducibility of Results
10.Estrogen upregulates DNA2 expression through the PI3K-AKT pathway in endometrial carcinoma.
Xinyan WANG ; Xiuling XU ; Ting ZHANG ; Yang JIN ; Sheng XU ; Lifeng CHEN ; Yucheng LAI ; Ling ZHANG ; Ruolang PAN ; Yan YU
Journal of Zhejiang University. Science. B 2023;24(3):262-268
Endometrial cancer is the most common gynecological malignancy, affecting up to 3% of women at some point during their lifetime (Morice et al., 2016; Li and Wang, 2021). Based on the pathogenesis and biological behavioral characteristics, endometrial cancer can be divided into estrogen-dependent (I) and non-estrogen-dependent (II) types (Ulrich, 2011). Type I accounts for approximately 80% of cases, of which the majority are endometrioid carcinomas, and the remaining are mucinous adenocarcinomas (Setiawan et al., 2013). It is generally recognized that long-term stimulation by high estrogen levels with the lack of progesterone antagonism is the most important risk factor; meanwhile, there is no definite conclusion on the specific pathogenesis. The incidence of endometrial cancer has been on the rise during the past two decades (Constantine et al., 2019; Gao et al., 2022; Luo et al., 2022). Moreover, the development of assisted reproductive technology and antiprogestin therapy following breast cancer surgery has elevated the risk of developing type I endometrial cancer to a certain extent (Vassard et al., 2019). Therefore, investigating the influence of estrogen in type I endometrial cancer may provide novel concepts for risk assessment and adjuvant therapy, and at the same time, provide a basis for research on new drugs to treat endometrial cancer.
Female
;
Humans
;
Proto-Oncogene Proteins c-akt
;
Phosphatidylinositol 3-Kinases
;
Endometrial Neoplasms
;
Estrogens
;
Breast Neoplasms
;
DNA Helicases


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