Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 4 de 4
Filter
1.
Chinese Journal of Oncology ; (12): 395-401, 2022.
Article in Chinese | WPRIM | ID: wpr-935227

ABSTRACT

Objective: To construct the diagnostic model of superficial esophageal squamous cell carcinoma (ESCC) and precancerous lesions in endoscopic images based on the YOLOv5l model by using deep learning method of artificial intelligence to improve the diagnosis of early ESCC and precancerous lesions under endoscopy. Methods: 13, 009 endoscopic esophageal images of white light imaging (WLI), narrow band imaging (NBI) and lugol chromoendoscopy (LCE) were collected from June 2019 to July 2021 from 1, 126 patients at the Cancer Hospital, Chinese Academy of Medical Sciences, including low-grade intraepithelial neoplasia, high-grade intraepithelial neoplasia, ESCC limited to the mucosal layer, benign esophageal lesions and normal esophagus. By computerized random function method, the images were divided into a training set (11, 547 images from 1, 025 patients) and a validation set (1, 462 images from 101 patients). The YOLOv5l model was trained and constructed with the training set, and the model was validated with the validation set, while the validation set was diagnosed by two senior and two junior endoscopists, respectively, to compare the diagnostic results of YOLOv5l model and those of the endoscopists. Results: In the validation set, the accuracy, sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of the YOLOv5l model in diagnosing early ESCC and precancerous lesions in the WLI, NBI and LCE modes were 96.9%, 87.9%, 98.3%, 88.8%, 98.1%, and 98.6%, 89.3%, 99.5%, 94.4%, 98.2%, and 93.0%, 77.5%, 98.0%, 92.6%, 93.1%, respectively. The accuracy in the NBI model was higher than that in the WLI model (P<0.05) and lower than that in the LCE model (P<0.05). The diagnostic accuracies of YOLOv5l model in the WLI, NBI and LCE modes for the early ESCC and precancerous lesions were similar to those of the 2 senior endoscopists (96.9%, 98.8%, 94.3%, and 97.5%, 99.6%, 91.9%, respectively; P>0.05), but significantly higher than those of the 2 junior endoscopists (84.7%, 92.9%, 81.6% and 88.3%, 91.9%, 81.2%, respectively; P<0.05). Conclusion: The constructed YOLOv5l model has high accuracy in diagnosing early ESCC and precancerous lesions in endoscopic WLI, NBI and LCE modes, which can assist junior endoscopists to improve diagnosis and reduce missed diagnoses.


Subject(s)
Humans , Artificial Intelligence , Endoscopy/methods , Esophageal Neoplasms/pathology , Esophageal Squamous Cell Carcinoma/diagnostic imaging , Narrow Band Imaging , Precancerous Conditions/diagnostic imaging , Sensitivity and Specificity
2.
National Journal of Andrology ; (12): 826-829, 2010.
Article in Chinese | WPRIM | ID: wpr-294991

ABSTRACT

<p><b>OBJECTIVE</b>To assess whether intracytoplasmic morphologically selected sperm injection (IMSI) of testicular sperm improves the clinical outcome in patients with azoospermia.</p><p><b>METHODS</b>We performed conventional intracytoplasmic sperm injection (ICSI) for 66 patients diagnosed with azoospermia and IMSI for another 39 using testicular sperm selected at high magnification ( x 6000), and comparatively analyzed the clinical outcomes of the two techniques.</p><p><b>RESULTS</b>There were no statistically significant differences between conventional ICSI and IMSI in the rates of pregnancy (51.52% vs. 56.41%) and implantation (30.67% vs. 35.29%), although the rate of early abortion was lower in the IMSI than in the ICSI group (4.50% vs. 11.76%).</p><p><b>CONCLUSION</b>IMSI of testicular sperm may effect a lower rate of early abortion than conventional ICSI in patients with azoospermia.</p>


Subject(s)
Adult , Female , Humans , Male , Pregnancy , Azoospermia , Therapeutics , Pregnancy Rate , Sperm Injections, Intracytoplasmic , Methods , Treatment Outcome
3.
Chinese Journal of Medical Genetics ; (6): 86-88, 2008.
Article in Chinese | WPRIM | ID: wpr-229813

ABSTRACT

<p><b>OBJECTIVE</b>To establish a liquid chip technology to detect Y chromosome microdeletions in Chinese infertile males with azoospermia or oligozoospermia.</p><p><b>METHODS</b>Multiplex PCR and liquid chip technology were used to detect the Y chromosome microdeletions in AZF region in 178 infertile patients with azoospermia and 134 infertile patients with oligozoospermia as well as 40 fertile control men.</p><p><b>RESULTS</b>Forty out of 312 patients (12.8%) were found to have deletions in AZF region. The microdeletion frequency was 14%(25/178) in the azoospermic group, 9.6%(11/114) in the oligospermic and 20%(4/20) in the severe oligospermic group.</p><p><b>CONCLUSION</b>The authors developed a high-throughput, fast and simple assay to screen the AZF region microdeletions of Y chromosome.</p>


Subject(s)
Humans , Male , Asian People , Genetics , Azoospermia , Genetics , Base Sequence , Chromosome Deletion , Chromosomes, Human, Y , Genetics , Electrophoresis, Polyacrylamide Gel , Oligonucleotide Array Sequence Analysis , Methods , Oligospermia , Genetics , Sequence Tagged Sites
4.
Asian Journal of Andrology ; (6): 873-881, 2008.
Article in English | WPRIM | ID: wpr-284732

ABSTRACT

<p><b>AIM</b>To develop a high-throughput multiplex, fast and simple assay to scan azoospermia factor (AZF) region microdeletions on the Y chromosome and establish the prevalence of Y chromosomal microdeletions in Chinese infertile males with azoospermia or oligozoospermia.</p><p><b>METHODS</b>In total, 178 infertile patients with azoospermia (non-obstructed), 134 infertile patients with oligozoospermia as well as 40 fertile man controls were included in the present study. The samples were screened for AZF microdeletion using optimized multi-analyte suspension array (MASA) technology.</p><p><b>RESULTS</b>Of the 312 patients, 36 (11.5%) were found to have deletions in the AZF region. The microdeletion frequency was 14% (25/178) in the azoospermia group and 8.2% (11/134) in the oligospermia group. Among 36 patients with microdeletions, 19 had deletions in the AZFc region, seven had deletions in AZFa and six had deletions in AZFb. In addition, four patients had both AZFb and AZFc deletions. No deletion in the AZF region was found in the 40 fertile controls.</p><p><b>CONCLUSION</b>There is a high prevalence of Y chromosomal microdeletions in Chinese infertile males with azoospermia or oligozoospermia. The MASA technology, which has been established in the present study, provides a sensitive and high-throughput method for detecting the deletion of the Y chromosome. And the results suggest that genetic screening should be advised to infertile men before starting assisted reproductive treatments.</p>


Subject(s)
Adult , Female , Humans , Male , Azoospermia , Epidemiology , Genetics , China , Epidemiology , Chromosomes, Human, Y , Genetics , DNA , Genetics , Gene Deletion , Genetic Loci , Glyceraldehyde-3-Phosphate Dehydrogenases , Genetics , In Situ Hybridization , Infertility, Male , Epidemiology , Genetics , Oligonucleotide Probes , Oligospermia , Epidemiology , Genetics , Metabolism , Protein Array Analysis , Reproducibility of Results , Reverse Transcriptase Polymerase Chain Reaction , Seminal Plasma Proteins , Genetics
SELECTION OF CITATIONS
SEARCH DETAIL