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Particle Swarm Algorithm-Based Analysis of Pelvic Dynamic MRI Images in Female Stress Urinary Incontinence
- Source :
- Contrast Media & Molecular Imaging, Contrast Media & Molecular Imaging, Vol 2021 (2021)
- Publication Year :
- 2021
- Publisher :
- Hindawi Limited, 2021.
-
Abstract
- This work aimed to study the application of pelvic floor dynamic images of magnetic resonance imaging (MRI) based on the particle swarm optimization (PSO) algorithm in female stress urinary incontinence (SUI). 20 SUI female patients were selected as experimental group, and another 20 healthy females were taken as controls. PSO algorithm, K-nearest neighbor (KNN) algorithm, and back propagation neural network (BPNN) algorithm were adopted to construct the evaluation models for comparative analysis, which were then applied to 40 cases of female pelvic floor dynamic MRI images. It was found that the model proposed had relatively high prediction accuracy in both the training set (87.67%) and the test set (88.46%). In contrast to the control group, there were considerable differences in abnormal urethral displacement, urethral length changes, bladder prolapse, and uterine prolapse in experimental patients ( P < 0.05 ). After surgery, the change of urethral inclination angle was evidently reduced ( P < 0.05 ). To sum up, MRI images can be adopted to assess the occurrence of female SUI with abnormal urethral displacement, shortening of urethra length, bladder prolapse, and uterine prolapse. After surgery, the abnormal urethral movement was slightly improved, but there was no obvious impact on bladder prolapse and uterine prolapse.
- Subjects :
- Adult
medicine.medical_specialty
Article Subject
Urinary Incontinence, Stress
Urinary incontinence
03 medical and health sciences
0302 clinical medicine
Particle swarm algorithm
Medical technology
medicine
Humans
Radiology, Nuclear Medicine and imaging
Displacement (orthopedic surgery)
030212 general & internal medicine
R855-855.5
Aged
Pelvic floor
medicine.diagnostic_test
business.industry
Uterine prolapse
Magnetic resonance imaging
Pelvic Floor
Middle Aged
Prognosis
medicine.disease
Magnetic Resonance Imaging
Urethra
medicine.anatomical_structure
Case-Control Studies
Dynamic contrast-enhanced MRI
Female
Radiology
medicine.symptom
business
Algorithms
030217 neurology & neurosurgery
Research Article
Follow-Up Studies
Subjects
Details
- ISSN :
- 15554317 and 15554309
- Volume :
- 2021
- Database :
- OpenAIRE
- Journal :
- Contrast Media & Molecular Imaging
- Accession number :
- edsair.doi.dedup.....748a4f658748fd58c6d9c05ea3ef75eb
- Full Text :
- https://doi.org/10.1155/2021/8233511