AIMC Topic: Myometrium

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Preoperative discrimination of absence or presence of myometrial invasion in endometrial cancer with an MRI-based multimodal deep learning radiomics model.

Abdominal radiology (New York) Jan 2, 2025
OBJECTIVE: Accurate preoperative evaluation of myometrial invasion (MI) is essential for treatment decisions in endometrial cancer (EC). However, the diagnostic accuracy of commonly utilized magnetic resonance imaging (MRI) techniques for this assess...
Humans Retrospective Studies Female Deep Learning Magnetic Resonance Imaging Aged Neoplasm Invasiveness Aged, 80 and over Endometrial Neoplasms Adult Myometrium Radiomics Middle Aged
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A Transvaginal Ultrasound-Based Deep Learning Model for the Noninvasive Diagnosis of Myometrial Invasion in Patients with Endometrial Cancer: Comparison with Radiologists.

Academic radiology Jan 5, 2024
RATIONALE AND OBJECTIVES: This study aimed to determine the feasibility of using the deep learning (DL) method to determine the degree (whether myometrial invasion [MI] >50%) of MI in patients with endometrial cancer (EC) based on ultrasound (US) ima...
Vagina Myometrium Neoplasm Invasiveness Radiologists Retrospective Studies Humans Feasibility Studies Female Adult Endometrial Neoplasms Aged Sensitivity and Specificity Aged, 80 and over Middle Aged Deep Learning Ultrasonography
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Using rADioMIcs and machine learning with ultrasonography for the differential diagnosis of myometRiAL tumors (the ADMIRAL pilot study). Radiomics and differential diagnosis of myometrial tumors.

Gynecologic oncology Apr 16, 2021
OBJECTIVE: To develop and evaluate the performance of a radiomics and machine learning model applied to ultrasound (US) images in predicting the risk of malignancy of a uterine mesenchymal lesion.
Pilot Projects Ultrasonography Magnetic Resonance Imaging Italy Sarcoma Aged, 80 and over Adult Sensitivity and Specificity Middle Aged Uterine Neoplasms Myometrium Myoma Humans Machine Learning Retrospective Studies Female Aged
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Using Deep Learning with Convolutional Neural Network Approach to Identify the Invasion Depth of Endometrial Cancer in Myometrium Using MR Images: A Pilot Study.

International journal of environmental research and public health Aug 18, 2020
Myometrial invasion affects the prognosis of endometrial cancer. However, discrepancies exist between pre-operative magnetic resonance imaging staging and post-operative pathological staging. This study aims to validate the accuracy of artificial int...
Neoplasm Invasiveness Neoplasm Staging Endometrial Neoplasms Myometrium Female Sensitivity and Specificity Deep Learning Pilot Projects Magnetic Resonance Imaging Humans Neural Networks, Computer Artificial Intelligence
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A Diagnostic Algorithm using Multi-parametric MRI to Differentiate Benign from Malignant Myometrial Tumors: Machine-Learning Method.

Scientific reports May 4, 2020
This study aimed to develop a diagnostic algorithm for preoperative differentiating uterine sarcoma from leiomyoma through a supervised machine-learning method using multi-parametric MRI. A total of 65 participants with 105 myometrial tumors were inc...
Myometrium Middle Aged Diagnosis, Computer-Assisted Image Processing, Computer-Assisted Algorithms Magnetic Resonance Imaging Female Predictive Value of Tests Decision Trees Reproducibility of Results Uterine Neoplasms Adult Humans Magnetic Resonance Spectroscopy Sensitivity and Specificity Machine Learning Leiomyoma Premenopause
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Deep learning for the determination of myometrial invasion depth and automatic lesion identification in endometrial cancer MR imaging: a preliminary study in a single institution.

European radiology Apr 26, 2020
OBJECTIVE: To determine the diagnostic performance of a deep learning (DL) model in evaluating myometrial invasion (MI) depth on T2-weighted imaging (T2WI)-based endometrial cancer (EC) MR imaging (ECM).
Humans Algorithms Retrospective Studies Female Middle Aged Deep Learning Magnetic Resonance Imaging Neoplasm Invasiveness Endometrial Neoplasms Myometrium
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Digital Image Analysis with Fully Connected Convolutional Neural Network to Facilitate Hysteroscopic Fibroid Resection.

Gynecologic and obstetric investigation Jul 5, 2018
AIMS: The study aimed to determine the accuracy of deep neural network in identifying the plane between myoma and normal myometrium.
Myometrium Image Processing, Computer-Assisted Predictive Value of Tests Leiomyoma Hysteroscopy Humans Uterine Myomectomy Neural Networks, Computer Retrospective Studies Female Adult
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The utility of sentinel lymph node mapping in the management of endometrial atypical hyperplasia.

Gynecologic oncology Dec 28, 2017
OBJECTIVES: To determine the risk of endometrial cancer (EC) and lymph node involvement in patients with a preoperative diagnosis of "AH-only" versus "AH - cannot rule out carcinoma" and to study the value of SLN mapping.
Endometrial Hyperplasia Myometrium Sentinel Lymph Node Biopsy Neoplasm Invasiveness Adult Humans Neoplasm Grading Lymph Node Excision Sensitivity and Specificity Female Predictive Value of Tests Pelvis Middle Aged Aged Neoplasm Staging Membrane Proteins Aged, 80 and over Endometrial Neoplasms Lymphatic Metastasis CA-125 Antigen Carcinoma, Endometrioid
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A novel technique for myometrial defect closure after robot-assisted laparoscopic adenomyomectomy: A retrospective cohort study.

Taiwanese journal of obstetrics & gynecology Jan 1, 2022
OBJECTIVE: To introduce our novel technique for myometrial defect closure after adenomyomectomy.
Retrospective Studies Female Adult Middle Aged Treatment Outcome Humans Uterine Myomectomy Myometrium Adenomyosis Robotics Pelvic Pain Laparoscopy Pain Gynecologic Surgical Procedures
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Robot-Assisted Laparoscopic Adenomyomectomy for Patients Who Want to Preserve Fertility.

Yonsei medical journal Nov 1, 2016
An adenomyomectomy is a conservative-surgical option for preserving fertility. Conventional laparoscopic adenomyomectomies present difficulties in adenomyoma removal and suturing of the remaining myometrium. Robot-assisted laparoscopic surgery could ...
Adenomyosis Humans Dysmenorrhea Female Laparoscopy Adenomyoma Treatment Outcome Pelvic Pain Fertility Magnetic Resonance Imaging Gynecologic Surgical Procedures Fertility Preservation Myometrium Robotics
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