1.Treatment Modalities and Long-Term Outcomes in Unruptured Vertebrobasilar Fusiform Aneurysms: A Nationwide Observational Cohort Study
Linggen DONG ; Dachao WEI ; Xiheng CHEN ; Mingtao LI ; Yang ZHAO ; Yong SUN ; Qingbin NIE ; Jun FENG ; Guomin XIAO ; Jinghua ZHOU ; Shengli HU ; Lifei FENG ; Lifeng QI ; Hongen LIU ; Geng GUO ; Yufang LI ; Renfu TIAN ; Jianghua YU ; Dianshi JIN ; Liang HAO ; Tian TIAN ; Shizhong ZHANG ; Yang WANG ; Liping LIU ; Ming LV
Journal of Stroke 2026;28(2):250-262
Background:
and Purpose Vertebrobasilar fusiform aneurysms (VBFAs) carry substantial morbidity and mortality, but optimal management for unruptured VBFAs remains unclear. We compared the safety and efficacy of conservative management (CM), stent-assisted coiling (SAC), and flow diverters (FDs) in patients with unruptured VBFAs, focusing on long-term prognosis.
Methods:
This study included data from a nationwide Chinese cohort of patients with vertebrobasilar dissecting aneurysms. Inverse probability of treatment weighting (IPTW) balanced confounders across groups. The primary outcome was poor prognosis (modified Rankin Scale score >2). Secondary outcomes included aneurysm rupture, ischemic stroke, compression symptoms, and VBFA-related deaths. Logistic regression estimated odds ratios (ORs) and 95% confidence intervals (CIs). Subgroup and sensitivity analyses were performed.
Results:
Among 1,115 patients with unruptured VBFAs, 838 (median age, 54 years; 655 men) were included. After IPTW, baseline characteristics were balanced. Median follow-up was 54 months. FD was associated with a lower risk of poor prognosis than CM (OR, 0.48 [95% CI, 0.30 to 0.77]; p=0.002), with no difference between CM and SAC. FD also reduced aneurysm rupture (OR, 0.20 [95% CI, 0.07 to 0.60]; p=0.004) and compression symptoms (OR, 0.30 [95% CI, 0.13 to 0.68]; p=0.004) versus CM. Time-to-event analyses further revealed significant differences in vertebral artery lesions and Type I–II VBFAs, whereas no significant differences were observed in basilar or vertebrobasilar junction lesions or in Type III–IV VBFAs.
Conclusions
Compared with CM, FD was associated with improved long-term outcomes in unruptured VBFAs, particularly in vertebral artery lesions and Type I–II VBFAs, although residual confounding cannot be excluded.
2.The study on the optimization of portal vein image quality in liver cirrhosis by combining deep learning image reconstruction with"three low techniques"spectrum CT with low keV
Ming LI ; Yongjun JIA ; Li SHEN ; Junfeng FAN ; Nan YU ; Yong YU ; Danqing ZHANG
Journal of Practical Radiology 2025;41(10):1729-1733
Objective To explore the value of deep learning image reconstruction(DLIR)combined with"three low(low radiation dose,low contrast dose,and low contrast injection rate)techniques"of spectrum CT with low keV in optimizing the image quality of portal vein for liver cirrhosis.Methods Sixty patients with liver cirrhosis who underwent computed tomography portal venography(CTPV)were selected and randomly divided into standard protocol group(group A,n=30)and"three-low"protocol group(group B,n=30).The group A with 120 kVp,contrast dose of 1.4 mL/kg,injection rate of 4.0-5.0 mL/s,and reconstructed 50%adaptive statistical iterative reconstruction-Veo(ASIR-V)image.The group B with 80 kVp/140 kVp double instantaneous switching gemstone spectral imaging(GSI)scan,contrast dose of 1.0 mL/kg,injection rate of 3.0-3.5 mL/s,and reconstructed 40 keV DLIR-M and DLIR-H images.The quality of portal vein images,effective dose(ED),contrast dose and injection rate were compared between the two groups.Results The ED of(4.10±1.56)mSv in group B was lower than that of(7.88±1.08)mSv in group A(P<0.001),and the contrast dose of(67.26±8.74)mL in group B was lower than that of(99.12±8.84)mL in group A(P<0.001).The injection rate of 3.0-3.5 mL/s in group B was reduced by 25%-30%compared with group A.Group B had the greatest contrast-to-noise ratio(CNR)and signal-to-noise ratio(SNR)of portal vein in the 40 keV DLIR-H.The subjective image quality scores were in good agreement between the two physicians(Kappa value>0.75).The subjective DLIR score in group B was higher than that in group A.Conclusion DLIR combined with"three low techniques"spectrum CT with low keV can improve the image quality of portal vein in liver cirrhosis patients.
3.Study on the effectiveness and safety of a novel intravascular shock wave balloon for pre-treatment of severe coronary artery calcification lesions
Rui-tao ZHANG ; Zhen-yu TIAN ; Yong ZENG ; Guo-sheng FU ; Li XU ; Jian LIU ; Jian-ping LI ; Zhi-hui ZHANG ; Xin-qun HU ; Xiang CHENG ; Wen LU ; Ming CUI ; Yi-da TANG
Chinese Journal of Interventional Cardiology 2025;33(2):61-70
Objective To evaluate the efficacy and safety of a novel intravascular lithotripsy(IVL)balloon—Vesscrack shockwave balloon—for vascular preparation before stent implantation in patients with severe coronary artery calcification(CAC).Methods This was a prospective,single-arm,multicenter study conducted in China from June 2022 to October 2022.Patients with severe CAC were treated with the Vesscrack shockwave balloon for lesion preparation,followed by drug-eluting stent(DES)implantation.Of these,33 patients underwent optical coherence tomography(OCT).The primary endpoint was procedural success,defined as successful stent implantation with residual stenosis≤30%and the absence of in-hospital major adverse events,including cardiac death,target vessel-related myocardial infarction,or target lesion revascularization.Results A total of 170 patients[mean age:(65.9±7.9)years,116 males]were enrolled.After treatment with IVL and DES,the minimum lumen diameter increased significantly compared to baseline[(2.34±0.40)mm vs.(0.95±0.33)mm,P<0.001],the degree of stenosis was significantly reduced[(13.24±6.60)%vs.(65.18±10.59)%,P<0.001].Procedural success was achieved in 100%of cases,and device success was 98.8%.The 30-day patient-related cardiovascular clinical composite endpoint(POCE)rate was 0.0,with no target lesion failure,no confirmed or potential thrombotic events were observed.The shockwave energy generator demonstrated excellent stability and ease of use.Among the 33 patients assessed with OCT,after IVL intervention,the maximum calcified area of the lumen[(3.51±1.51)mm2 vs.(2.85±1.80)mm2,P<0.001],and the minimum lumen area within the target lesion[(3.08±1.04)mm2 vs.(2.02±0.75)mm2,P<0.001],and after DES intervention,the luminal area of the largest calcified site[(6.59±1.64)mm2 vs.(2.85±1.80)mm2,P<0.001]and the minimum luminal area within the target lesion[(6.19±1.45)mm2 vs.(2.02±0.75)mm2,P<0.001]were significantly increased,and the differences were statistically significant.Conclusions The Vesscrack shockwave balloon is effective and safe for vascular preparation in patients with severe CAC prior to stent implantation.It achieves significant calcified plaque modification,high procedural success rates,and minimal complications.
4.Single-cell and Spatial Omics Technologies:Deciphering The Process of Animal Skeletal Muscle Development
Ming-Fu XIONG ; Si-Yuan KONG ; Yong-Sheng ZHANG
Chinese Journal of Biochemistry and Molecular Biology 2025;41(11):1566-1578
As an important tissue of the body(accounting for approximately 40%of body weight),skel-etal muscle is composed of various cell types such as muscle fibers,muscle stem cells,and endothelial cells.It participates in physiological processes including movement,energy metabolism,and internal en-vironment homeostasis through temporal and spatial specific regulation.Its development is divided into two critical stages:embryonic and postnatal periods.Abnormal development can lead to diseases such as muscular dystrophy and directly affect the yield and quality of livestock meat.In recent years,the combi-nation of single-cell transcriptomics(scRNA-seq)and spatial omics(single-cell spatial omics technolo-gy)has provided a high-resolution research tool for analyzing the spatiotemporal dynamic regulatory net-work and intercellular interactions in skeletal muscle development.This article reviews the molecular mechanisms of skeletal muscle development and its application value in animal husbandry breeding,and systematically combs the research progress,analysis processes,data resources,and future directions of single-cell omics,spatial omics,and single-cell spatial omics technology in skeletal muscle development.Among them,single-cell omics can reveal the heterogeneity of skeletal muscle cells,myofiber differentia-tion trajectories in different livestock and poultry(such as cattle,pigs,and Tibetan chickens)through methods like pseudotime analysis and RNA velocity analysis.Furthermore,single-cell omics can identify key transcription factors(e.g.,MYF5,MYOD1)and cell communication pathways(e.g.,FGF7-FG-FR2),and simultaneously clarify the molecular differences in myoblast differentiation timing and cell composition ratio among different breeds.Relying on technologies such as Visium and Seq-Scope,spatial omics realizes the spatial localization of gene expression in pathological models of mice,Atlantic salmon,and broiler chickens.Spatial omics also clarifies the spatial distribution laws of neuromuscular junction region-specific genes and inflammation-fibrosis cascade reactions,and makes up for the defect of losing spatial context in single-cell technology.Although there are limited direct application cases of single-cell spatial omics technology,it has already analyzed the abnormal fate of myoblasts in facioscapulohumeral muscular dystrophy through MERFISH technology.In terms of technology selection,it is necessary to consider research objectives,molecular modalities,and resolution requirements.At the same time,data analysis needs to address challenges such as data sparsity through methods like DCA denoising and RCTD cell type mapping.In addition,this article summarizes 16 muscle development-related databases inclu-ding HCA and PanglaoDB.This review further discusses the potential applications of these three types of technologies in the directional regulation of myoblast fate,precise intervention in the growth cycle,im-provement of microenvironment interactions,and the development of multi-omics genetic breeding mod-els.This paper is providing a more comprehensive and detailed theoretical reference and technical sup-port for basic research on skeletal muscle development and practical applications in the animal husbandry industry.
5.Mechanism of Lizhong decoction in treating cold-damp diarrhea through network pharmacology,molecular docking and animal experiments
Hao ZHANG ; Wen-wen MI ; Rong-xia GUO ; Chun NIU ; Bao-xia CHEN ; Peng JI ; Yan-ming WEI ; Fang YANG ; Zhen-he LI ; Yong-li HUA
Chinese Pharmacological Bulletin 2025;41(8):1552-1561
Aim To explore the key components and mechanisms of Lizhong decoction in treating rats with cold-damp diarrhea based on network pharmacology,molecular docking technology and animal experiments.Methods By literature review and database collec-tion,the components of Lizhong decoction,therapeutic targets,and the mapping with diarrhea disease targets were conducted to construct an intersection target pro-tein-protein interaction network for screening core tar-gets,and GO and KEGG pathway enrichment analysis was performed to build an"active component-target-pathway"network,followed by molecular docking vali-dation.Forty-eight rats were randomly divided into the normal control group(K),model group(DG),Lizhong decoction group(LZDG),and Pulsatilla decoction group(BTDG).Subsequently,a rat cold-damp diar-rhea model was established using Senna combined with low-temperature high-humidity environment,and the rats were intervened with Lizhong decoction and Pul-satilla decoction.HE staining was used to detect path-ological changes in intestinal tissue,ELISA was em-ployed to measure the levels of peripheral blood IL-6,IL-10,IL-1 β,and TNF-α,and western blot was used to determine the expression of colon tight junction pro-teins.Results Network pharmacology initially identi-fied 125 compounds in Lizhong decoction,5 186 drug target components,438 disease targets,and 60"drug-disease"shared targets.GO and KEGG enrichment a-nalysis showed that signaling pathways such as IL-17 and TNF were highly enriched.Molecular docking in-dicated that the core components of the drug had good binding activity with corresponding key targets.Liz-hong decoction could effectively improve the clinical symptoms of rats with cold-damp diarrhea,and com-pared with the DG group,the diarrhea rate,diarrhea in-dex,and other related indicators also gradually de-creased to normal levels.Compared with the DG group,the LZDG group showed reduced inflammation levels and a recovery in energy metabolism levels.Conclusion It can regulate targets such as MMP9 and IL-17 signaling pathways through multi-components like Calycosin and formononetin to exert its therapeutic effect on cold-damp diarrhea.
6.Single-cell and Spatial Omics Technologies:Deciphering The Process of Animal Skeletal Muscle Development
Ming-Fu XIONG ; Si-Yuan KONG ; Yong-Sheng ZHANG
Chinese Journal of Biochemistry and Molecular Biology 2025;41(11):1566-1578
As an important tissue of the body(accounting for approximately 40%of body weight),skel-etal muscle is composed of various cell types such as muscle fibers,muscle stem cells,and endothelial cells.It participates in physiological processes including movement,energy metabolism,and internal en-vironment homeostasis through temporal and spatial specific regulation.Its development is divided into two critical stages:embryonic and postnatal periods.Abnormal development can lead to diseases such as muscular dystrophy and directly affect the yield and quality of livestock meat.In recent years,the combi-nation of single-cell transcriptomics(scRNA-seq)and spatial omics(single-cell spatial omics technolo-gy)has provided a high-resolution research tool for analyzing the spatiotemporal dynamic regulatory net-work and intercellular interactions in skeletal muscle development.This article reviews the molecular mechanisms of skeletal muscle development and its application value in animal husbandry breeding,and systematically combs the research progress,analysis processes,data resources,and future directions of single-cell omics,spatial omics,and single-cell spatial omics technology in skeletal muscle development.Among them,single-cell omics can reveal the heterogeneity of skeletal muscle cells,myofiber differentia-tion trajectories in different livestock and poultry(such as cattle,pigs,and Tibetan chickens)through methods like pseudotime analysis and RNA velocity analysis.Furthermore,single-cell omics can identify key transcription factors(e.g.,MYF5,MYOD1)and cell communication pathways(e.g.,FGF7-FG-FR2),and simultaneously clarify the molecular differences in myoblast differentiation timing and cell composition ratio among different breeds.Relying on technologies such as Visium and Seq-Scope,spatial omics realizes the spatial localization of gene expression in pathological models of mice,Atlantic salmon,and broiler chickens.Spatial omics also clarifies the spatial distribution laws of neuromuscular junction region-specific genes and inflammation-fibrosis cascade reactions,and makes up for the defect of losing spatial context in single-cell technology.Although there are limited direct application cases of single-cell spatial omics technology,it has already analyzed the abnormal fate of myoblasts in facioscapulohumeral muscular dystrophy through MERFISH technology.In terms of technology selection,it is necessary to consider research objectives,molecular modalities,and resolution requirements.At the same time,data analysis needs to address challenges such as data sparsity through methods like DCA denoising and RCTD cell type mapping.In addition,this article summarizes 16 muscle development-related databases inclu-ding HCA and PanglaoDB.This review further discusses the potential applications of these three types of technologies in the directional regulation of myoblast fate,precise intervention in the growth cycle,im-provement of microenvironment interactions,and the development of multi-omics genetic breeding mod-els.This paper is providing a more comprehensive and detailed theoretical reference and technical sup-port for basic research on skeletal muscle development and practical applications in the animal husbandry industry.
7.The impact of prophylactic cranial irradiation on the prognosis of patients with limited-stage small cell lung cancer
Xiao HU ; Mengyuan CHEN ; Shuohan ZHENG ; Qing WU ; Yue KONG ; Fang PENG ; Qun ZHANG ; Chao ZHENG ; Yong BAO ; Yujin XU ; Ming CHEN
Chinese Journal of Radiation Oncology 2025;34(3):249-255
Objective:To evaluate the impact of prophylactic cranial irradiation (PCI) on the prognosis of patients with limited-stage small cell lung cancer (SCLC) in the era of widespread application of MRI.Methods:Clinical data were collected from an open-lable prospective clinical trial on thoracic radiotherapy target volumes for limited-stage SCLC conducted in Sun Yat-sen University Cancer Center and Zhejiang Cancer Hospital between June 2002 and January 2017. In this study, patients who achieved complete remission (CR) or partial remission (PR) after definitive chemoradiotherapy (CRT) were retrospectively analyzed. Stratified analysis was performed according to different clinical efficacies. Patients were divided into different groups according to whether PCI was conducted or not. Survival analysis of patients was carried out. Survival data were calculated by Kaplan-Meier method, and Cox proportional hazards model was applied for multivariate prognostic analysis.Results:Among 309 patients with limited-stage SCLC who received CRT, 133 patients achieved CR and 140 cases obtained PR. These 273 patients were enrolled in this study. Among 133 patients with CR, 29 of them did not receive PCI, and 89 (85.6%) of the remaining 104 patients receiving PCI underwent brain MRI to exclude brain metastasis (BM) before PCI. With a median follow-up time of 22.1 months, the cumulative BM rates were 18.3% and 37.9% in patients who received or did not receive PCI ( P=0.020). The median overall survival (OS) was 30.2 and 30.5 months, and the 1-, 3- and 5-year OS rates were 93.3%, 41.9%, 27.7% and 82.8%, 44.8%, 40.8%, respectively ( P=0.910). Multivariate analysis indicated that baseline Karnofsky performance status (KPS) = 90 was a favorable independent prognostic factor for OS in CR patients ( HR=0.93, 95% CI: 0.89-0.98, P=0.006). Among 140 patients achieving PR, 52 cases did not receive PCI and 80 (90.9%) of the remaining 88 patients received brain MRI before PCI. With a median follow-up time of 18.9 months, the cumulative BM rates were 10.2% and 44.2% ( P<0.001). The median OS was 26.0 and 18.0 months, and the 1-, 3-, and 5-year OS rates were 86.4%, 37.9%, 32.2% and 75.0%, 17.3%, 10.8%, respectively ( P=0.001). Baseline KPS = 90 ( HR=0.93, 95% CI: 0.89-0.97, P=0.001) and PCI ( HR=0.54, 95% CI: 0.36-0.80, P=0.002) were favorable prognostic factors for OS in PR patients. Conclusions:PCI significantly reduces the incidence of BM and prolongs the OS in patients with limited-stage SCLC who achieve PR after CRT, but it fails to significantly prolong the OS of CR patients.
8.A preliminary study on the vertical traction weight of cervical kyphosis treated by bidirectional cervical traction.
Hai-Lian CHEN ; Yu-Ming ZHANG ; Wen-Jie ZHANG ; Yan-Ying HUANG ; Yong ZHANG
China Journal of Orthopaedics and Traumatology 2025;38(8):822-827
OBJECTIVE:
To explore the optimal vertical traction weight, clinical efficacy, and safety of bidirectional cervical traction in the treatment of cervical kyphosis.
METHODS:
A total of 130 patients with neck pain and cervical kyphosis confirmed by cervical DR who visited the hospital from April 2023 to April 2024 were enrolled. They were divided into 4 groups according to the vertical traction weight accounting for 5%, 10%, 15%, and 20% of their body weight, respectively. The 5% body weight traction group included 33 cases (13 males and 20 females) with an average age of (34.00±10.58) years old;the 10% body weight traction group included 35 cases (17 males and 18 females) with an average age of (32.23±8.39) years old;the 15% body weight traction group included 32 cases (14 males and 18 females) with an average age of (33.88±10.09) years old;the 20% body weight traction group included 30 cases (11 males and 19 females) with an average age of (36.20±9.13) years old. Each group received treatment for 2 weeks. The visual analogue scale (VAS) score, neck disability index (NDI), and C2-C7 Cobb angle on cervical lateral X-ray films before and after treatment were recorded to evaluate the clinical efficacy of the 4 groups.
RESULTS:
When the traction weight was 10% and 15% of body weight, the pain VAS and NDI were significantly improved, and the C2-C7 Cobb angle increased, with statistically significant differences (P<0.05), and no adverse reactions occurred. However, in the 5% body weight group, the above indicators showed no significant changes, with no statistically significant differences (P>0.05). In the 20% body weight group, some patients could not tolerate the treatment, and adverse reactions such as dizziness, nausea, and aggravated neck pain occurred.
CONCLUSION
The optimal vertical traction weight of bidirectional cervical traction for cervical kyphosis is 10%-15% of body weight, which can effectively improve neck pain and cervical function, increase the C2-C7 Cobb angle of the cervical spine, with high safety, and is worthy of promotion and application.
Humans
;
Male
;
Female
;
Traction/methods*
;
Kyphosis/physiopathology*
;
Adult
;
Cervical Vertebrae/physiopathology*
;
Middle Aged
;
Neck Pain
;
Young Adult
9.Clinical effects of single Kirschner wire assisted reduction in children with Gartland type Ⅲ supracondylar humerus fractures.
Yong HE ; Wei-Ping LI ; Zhi-Long CHEN ; Guo-Peng JIANG ; Shi-Hai CHEN ; Jun ZHAO ; Hua-Ming WANG ; Chen ZHANG
China Journal of Orthopaedics and Traumatology 2025;38(10):1071-1075
OBJECTIVE:
To investigate the clinical efficacy and safety of single Kirschner wire assisted poking and closed reduction in the treatment of Gartland type Ⅲ supracondylar humeral fractures in children.
METHODS:
A retrospective analysis was performed on patients diagnosed with Gravland type Ⅲ supracondylar humeral fractures between January 2022 and June 2023. A total of 46 patients were treated with closed reduction assisted by Kirschner wires and percutaneous Kirschner wire internal fixation.There were 25 males and 21 females. The age ranged from 5 to 10 years old, with an average of (5.8±1.8) years old. The left side was involved in 28 patients and the right side in 18 patients. Record the operative duration for patients, the number of fluoroscopic exposures, fracture healing time, postoperative carrying angle, Baumann angle, elbow joint function score at three months post-operation, and any associated complications.
RESULTS:
All 46 patients were followed up for a period of 12 to 16 weeks, with an average of (13.74±1.44 )weeks. The operation duration was (30.7±5.1) minutes, the fluoroscopy count was (10.2±2.7) times, the postoperative carrying angle of the elbow joint was (8.7±2.2) degrees, and the Baumann angle was (71.5±2.9) degrees. All fractures achieved successful union in all patients, with a mean healing time of (25.5±1.7) days.At the final follow-up, elbow joint function was assessed using the Flynn criteria, with 43 patients rated as excellent and 3 patients rated as good. No complications were observed, including cubitus varus, nerve injury, or local infection.
CONCLUSION
The use of a single Kirschner wire assisted prying reduction for treating Gartland type Ⅲ supracondylar humeral fractures in children demonstrates excellent clinical efficacy and safety.
Humans
;
Male
;
Female
;
Child
;
Bone Wires
;
Child, Preschool
;
Humeral Fractures/physiopathology*
;
Retrospective Studies
;
Fracture Fixation, Internal/instrumentation*
;
Treatment Outcome
;
Fracture Healing
10.Prediction of testicular histology in azoospermia patients through deep learning-enabled two-dimensional grayscale ultrasound.
Jia-Ying HU ; Zhen-Zhe LIN ; Li DING ; Zhi-Xing ZHANG ; Wan-Ling HUANG ; Sha-Sha HUANG ; Bin LI ; Xiao-Yan XIE ; Ming-De LU ; Chun-Hua DENG ; Hao-Tian LIN ; Yong GAO ; Zhu WANG
Asian Journal of Andrology 2025;27(2):254-260
Testicular histology based on testicular biopsy is an important factor for determining appropriate testicular sperm extraction surgery and predicting sperm retrieval outcomes in patients with azoospermia. Therefore, we developed a deep learning (DL) model to establish the associations between testicular grayscale ultrasound images and testicular histology. We retrospectively included two-dimensional testicular grayscale ultrasound from patients with azoospermia (353 men with 4357 images between July 2017 and December 2021 in The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China) to develop a DL model. We obtained testicular histology during conventional testicular sperm extraction. Our DL model was trained based on ultrasound images or fusion data (ultrasound images fused with the corresponding testicular volume) to distinguish spermatozoa presence in pathology (SPP) and spermatozoa absence in pathology (SAP) and to classify maturation arrest (MA) and Sertoli cell-only syndrome (SCOS) in patients with SAP. Areas under the receiver operating characteristic curve (AUCs), accuracy, sensitivity, and specificity were used to analyze model performance. DL based on images achieved an AUC of 0.922 (95% confidence interval [CI]: 0.908-0.935), a sensitivity of 80.9%, a specificity of 84.6%, and an accuracy of 83.5% in predicting SPP (including normal spermatogenesis and hypospermatogenesis) and SAP (including MA and SCOS). In the identification of SCOS and MA, DL on fusion data yielded better diagnostic performance with an AUC of 0.979 (95% CI: 0.969-0.989), a sensitivity of 89.7%, a specificity of 97.1%, and an accuracy of 92.1%. Our study provides a noninvasive method to predict testicular histology for patients with azoospermia, which would avoid unnecessary testicular biopsy.
Humans
;
Male
;
Azoospermia/diagnostic imaging*
;
Deep Learning
;
Testis/pathology*
;
Retrospective Studies
;
Adult
;
Ultrasonography/methods*
;
Sperm Retrieval
;
Sertoli Cell-Only Syndrome/diagnostic imaging*

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