1.Compact Fundus Imaging System Using Shack-Hartmann Wavefront Sensing for High-speed Auto-focus
Zhe-Kai LIN ; Long CHEN ; Geng-Yong ZHENG ; Jin-Tian HUANG ; Jia-Xin DONG ; Shang-Pan YANG ; Wen-Zheng DING ; Ding-An HAN ; Xue-Hua WANG ; Ya-Guang ZENG
Progress in Biochemistry and Biophysics 2026;53(4):1076-1086
ObjectiveThe widespread adoption of portable fundus cameras for primary care and community screening is hindered by limitations in current autofocus(AF) technologies. Image-based methods relying on sharpness evaluation require iterative searches, resulting in slow convergence, while projection-based techniques are susceptible to optical artifacts and calibration errors. To address these challenges, this study introduces a novel AF system based on direct wavefront sensing, designed to deliver simultaneous high speed, high precision, and operational robustness within the compact form factor essential for portable ophthalmic devices. MethodsOur approach fundamentally reimagines the AF process by directly measuring the ocular wavefront aberration. We developed a custom portable fundus camera integrating a miniaturized Shack-Hartmann wavefront sensor (SHWS) into the optical path. An 850 nm laser diode projects a point source onto the retina via oblique illumination to minimize corneal reflections. Light scattered from this spot carries the eye’s refractive error through the imaging optics and is directed to the SHWS, positioned at a plane optically conjugate to the primary color CMOS imaging sensor. A microlens array within the SHWS samples the incident wavefront, generating a pattern of focal spots on a CCD. Real-time centroid analysis of these spots provides a map of local wavefront slopes. These measurements are processed through a singular value decomposition (SVD) algorithm to fit a Zernike polynomial basis set, enabling real-time reconstruction of the wavefront phase. The defocus component (S) is extracted from the second-order Zernike coefficients, providing a direct, quantitative measure of the refractive error in diopters. This value serves as a precise error signal in a closed-loop control system, which commands a voice-coil actuated focusing lens to its null position in a single, deterministic step, eliminating the need for iterative search algorithms. ResultsComprehensive evaluation demonstrated the system’s high performance. Testing on a calibrated model eye (OEMI-7) established a highly linear relationship between the computed defocus S and the focusing lens position across a ±20 Diopter (D) compensation range, achievable within a 5 mm mechanical travel. The system achieved a focusing precision of 0.08 D, corresponding to an 18-fold improvement over a conventional projection spot-size method tested under identical conditions. The total focus acquisition time, encompassing wavefront measurement, computation, and lens actuation, averaged under 0.5 s. Clinical validation with 25 human volunteers (50 eyes, refractive range -15 D to +10 D) confirmed practical efficacy. The wavefront-sensing AF succeeded in 92% of attempts with a mean time of 0.5 s, substantially outperforming a projection-based benchmark which achieved only a 32% success rate with an average time of 4.25 s. The system provided instantaneous directional guidance and maintained stability during minor ocular movements. Objective assessment of image quality, via amplitude contrast of retinal vasculature, showed consistent and significant enhancement following AF correction across the entire tested diopter range. ConclusionThis work successfully implements and validates a direct wavefront-sensing autofocus paradigm for portable fundus cameras. By directly quantifying and compensating for the optical defocus aberration, this method bypasses the fundamental limitations of image-processing and projection-based techniques, enabling rapid, precise, and deterministic diopter compensation. The developed system delivers an exceptional combination of a wide operational range (±20 D), high accuracy (0.08 D), fast convergence (0.5 s), and a compact physical footprint. This technology provides a practical and high-performance focusing solution capable of enhancing the reliability, throughput, and diagnostic utility of portable retinal imaging in large-scale screening applications. Future efforts will be directed towards system cost optimization and performance adaptation for diverse ocular conditions.
2.Evaluation of the Immediate Effectiveness and Safety of Four Intranasal Localization Methods of Neiyingxiang (EX-HN 9) Acupuncture for Allergic Rhinitis
Xiaolong DING ; Zhe XU ; Hanzhong DUAN
Journal of Traditional Chinese Medicine 2026;67(15):1634-1639
ObjectiveTo evaluate the immediate effectiveness and safety of four intranasal acupuncture methods based on different intranasal localizations of Neiyingxiang (EX-HN 9) for improving nasal ventilation in patients with allergic rhinitis (AR). MethodsA total of 120 patients with AR were randomly divided into four groups with 30 cases in each group, the agger nasi group, the inferior turbinate-alar junction group, the inferior turbinate top group, and the nasal septum group. All patients received one 20-minute session of intranasal acupuncture. The agger nasi group received acupuncture at the agger nasi site, the inferior turbinate-alar junction group at the junction of the inferior turbinate and alar cartilage, the inferior turbinate top group at the top of the inferior turbinate directly facing the nostril, and the nasal septum group at Little's area of the nasal septum. Before acupuncture and within 5 min after treatment, the assessments and measurements were performed including nasal obstruction symptom evaluation (NOSE) scale used to evaluate the severity of nasal obstruction before and after acupuncture, a nasal resistance/nasal flow analyzer applied to detect nasal airway resistance (NAR) and nasal respiration volume (NS), the visual analogue scale (VAS) adopted to assess pain intensity. The incidence of nasal bleeding and other adverse events were recorded, and patients' willingness to receive repeat treatment was statistically analyzed. ResultsCompared with baseline within group, all four groups showed decreased NOSE scores and NAR as well as elevated NS after treatment (all P<0.05). Compared with the agger nasi group and the inferior turbinate-alar junction group, the inferior turbinate top group had higher NOSE scores and lower NS; the nasal septum group presented higher NOSE scores and NAR alongside lower NS (P<0.05). The nasal septum group yielded significantly higher VAS scores than the other three groups (P<0.05), with 11 cases (36.67%) of massive nasal bleeding observed, while no severe nasal hemorrhage occurred in the remaining groups. The proportions of patients willing to receive repeated intranasal acupuncture treatment were 70.00% (21/30) in the agger nasi group, 76.67% (23/30) in the inferior turbinate-alar junction group, 43.33% (13/30) in the inferior turbinate top group, and 3.33% (1/30) in the nasal septum group, respectively, with statistical significant difference among groups (χ² = 39.91, P<0.001). ConclusionAll four intranasal acupuncture methods can immediately improve nasal ventilation in patients with AR. The agger nasi group and inferior turbinate-alar cartilage junction group achieved superior therapeutic improvement compared with the inferior turbinate top group and nasal septum group, accompanied by better safety and higher patient acceptability.
3.Evaluation of the Immediate Effectiveness and Safety of Four Intranasal Localization Methods of Neiyingxiang (EX-HN 9) Acupuncture for Allergic Rhinitis
Xiaolong DING ; Zhe XU ; Hanzhong DUAN
Journal of Traditional Chinese Medicine 2026;67(15):1634-1639
ObjectiveTo evaluate the immediate effectiveness and safety of four intranasal acupuncture methods based on different intranasal localizations of Neiyingxiang (EX-HN 9) for improving nasal ventilation in patients with allergic rhinitis (AR). MethodsA total of 120 patients with AR were randomly divided into four groups with 30 cases in each group, the agger nasi group, the inferior turbinate-alar junction group, the inferior turbinate top group, and the nasal septum group. All patients received one 20-minute session of intranasal acupuncture. The agger nasi group received acupuncture at the agger nasi site, the inferior turbinate-alar junction group at the junction of the inferior turbinate and alar cartilage, the inferior turbinate top group at the top of the inferior turbinate directly facing the nostril, and the nasal septum group at Little's area of the nasal septum. Before acupuncture and within 5 min after treatment, the assessments and measurements were performed including nasal obstruction symptom evaluation (NOSE) scale used to evaluate the severity of nasal obstruction before and after acupuncture, a nasal resistance/nasal flow analyzer applied to detect nasal airway resistance (NAR) and nasal respiration volume (NS), the visual analogue scale (VAS) adopted to assess pain intensity. The incidence of nasal bleeding and other adverse events were recorded, and patients' willingness to receive repeat treatment was statistically analyzed. ResultsCompared with baseline within group, all four groups showed decreased NOSE scores and NAR as well as elevated NS after treatment (all P<0.05). Compared with the agger nasi group and the inferior turbinate-alar junction group, the inferior turbinate top group had higher NOSE scores and lower NS; the nasal septum group presented higher NOSE scores and NAR alongside lower NS (P<0.05). The nasal septum group yielded significantly higher VAS scores than the other three groups (P<0.05), with 11 cases (36.67%) of massive nasal bleeding observed, while no severe nasal hemorrhage occurred in the remaining groups. The proportions of patients willing to receive repeated intranasal acupuncture treatment were 70.00% (21/30) in the agger nasi group, 76.67% (23/30) in the inferior turbinate-alar junction group, 43.33% (13/30) in the inferior turbinate top group, and 3.33% (1/30) in the nasal septum group, respectively, with statistical significant difference among groups (χ² = 39.91, P<0.001). ConclusionAll four intranasal acupuncture methods can immediately improve nasal ventilation in patients with AR. The agger nasi group and inferior turbinate-alar cartilage junction group achieved superior therapeutic improvement compared with the inferior turbinate top group and nasal septum group, accompanied by better safety and higher patient acceptability.
4.A time-stratified case-crossover study on effects of heatwaves on daily outpatient visits for skin diseases in Urumqi from 2016 to 2024
Ying ZHANG ; Zhe LIU ; Chunyu XU ; Na LI ; Jingyi LIU ; Haofeng YANG ; Li DING ; Jingxiu HAN
Journal of Environmental and Occupational Medicine 2026;43(8):967-971
Background Against the background of global warming, frequent heatwaves pose a major threat to public health. Objective To investigate the effects of heatwaves on outpatient visits for skin diseases in Urumqi, characterize the exposure–response relationship, identify the critical temperature threshold, and provide scientific evidence for targeted prevention and control of heat-related skin diseases. Methods Data on meteorological conditions, air quality, and dermatological outpatient visits from 10 hospitals in Urumqi were collected from January 1, 2016 to December 31, 2024. A time-stratified case-crossover design combined with a distributed lag model was adopted to construct a conditional logistic regression model, with adjustment for potential confounders, including relative humidity, air pollutants, and COVID-19 lockdown measures. With a maximum lag of 14 d, single-lag and cumulative-lag effects of heatwaves were examined, and the exposure–response relationship between temperature and the risk of dermatological outpatient visit was fitted. Results A total of 385 heatwave days were identified in Urumqi from January 1, 2016 to December 31, 2024. These days were concentrated between June and September and showed an increasing annual trend. The median daily number of dermatological outpatient visits during heatwave periods (165 cases) was significantly higher than that during control periods (114 cases) (Z=−5.108, P<0.001). After adjusting for confounders, the odds of dermatological outpatient visits during heatwaves were 1.088 times higher than those of the control period (OR=1.088, 95%CI: 1.069, 1.107). Single-lag effects were statistically significant from lag0 to lag11 (P<0.05), peaking at lag0 (OR=1.088, 95%CI: 1.069, 1.107), showing an acute and immediate effect. Cumulative-lag effects were statistically significant from 1 to 14 d (P<0.05), peaking at lag04 (OR=1.117, 95%CI: 1.099, 1.136). The exposure–response relationship indicated that the OR values increased steeply with increasing temperature when the daily mean temperature exceeded 24.2 ℃, peaking at approximately 28.1 ℃ (OR=1.400, 95%CI: 1.189, 1.649). Conclusions Heatwave exposure is significantly associated with an increased risk of dermatological outpatient visits among residents in Urumqi. The impact of high temperature on skin diseases is predominantly acute, with peak risks observed on the day of exposure and within the subsequent 4 d. A daily mean temperature of 24.2 ℃ can serve as the critical threshold for heightened dermatological consultation risk. Strengthened health education and early warning systems are recommended to mitigate heatwave-related adverse dermatological outcomes.
5.Construction of mineralized GelMA/HAMA double network hydrogel and its performance characterization and cell compatibility study
Yuwen WANG ; Ruirui DING ; Zhe WANG ; Lingrong LIU
International Journal of Biomedical Engineering 2025;48(2):137-144
Objective:A mineralized gelatin methacryloyl/hyaluronic acid methacryloyl (GelMA/HAMA) double network hydrogel was constructed, its performance was characterized, and its cell compatibility was studied.Methods:The hydrogel was constructed by photocrosslinking technology, and the biomimetic mineralized hydrogel was prepared by alternating mineralization with calcium and phosphorus solution. The hydrogel was mineralized for three times, for 24 h each time. The control groups were the non-mineralized groups, named the GelMA-0 group and GelMA/HAMA-0 group, respectively. The experimental groups were the mineralized treatment groups. The GelMA hydrogel and GelMA/HAMA double network hydrogel mineralized for 1, 2 and 3 times were named the GelMA-1, 2 and 3 group and GelMA/HAMA-1, 2 and 3 group, respectively. The microstructure of the mineralized hydrogel was characterized by scanning electron microscope and energy dispersive X-ray spectroscopy. The chemical composition of the mineralized hydrogel was characterized by Fourier transform infrared spectroscopy and X-ray diffraction. The mineralization rate of the mineralized hydrogel was evaluated by the ashing method. The compressive strength of the mineralized hydrogel was evaluated by a compression test. The cell compatibility of bone marrow mesenchymal stem cells (BMSCs) on the mineralized hydrogel surface was evaluated by a cell counting kit-8 assay and living/dead cell staining experiment. The datas were analyzed by one-way analysis of variance and Tukey test.Results:With the increase in the number of mineralization cycles, the mineralized layer gradually thickened, and the mineral layer on the cross section of the hydrogel uniformly penetrated into the interior of the hydrogel, with the amount of internal mineral deposition increased. The microstructure of the hydrogel and the distribution of inorganic particles also changed. The surface of the GelMA-3 group and the GelMA/HAMA-3 group contained Ca and P elements, and the distribution was consistent. The inorganic particles generated by mineralization may be immature hydroxyapatite (HAP) crystal precursors. To further verify the chemical composition of inorganic particles, the GelMA-0 and 3 groups as well as the GelMA/HAMA-0 and 3 groups of hydrogels showed GelMA amide Ⅰ, Ⅱ and Ⅲ bands. The GelMA-3 group and GelMA/HAMA-3 group hydrogels contained phosphate, and the diffraction peaks confirmed that the inorganic particles are mainly HAP crystal precursors with low crystallinity. The mineralization rates of the GelMA-1, 2 and 3 groups were (12.48±1.06)%, (21.12±0.62)% and (27.31±0.45)%, while those of the GelMA/HAMA-1, 2 and 3 groups were (15.54±1.03)%, (23.39±0.25)% and (32.26±0.62)%, and the compressive elastic modulus of the GelMA-0, 1, 2 and 3 groups were (69.01±1.04, 91.76±2.05, 105.16±2.95, 131.65±2.21) kPa, and those of the GelMA/HAMA-0, 1, 2 and 3 groups were (270.76±4.56, 347.47±4.60, 388.98±6.96, 430.6±15.47) kPa. Under the same cyclic mineralization times, the mineralization rates and compressive elastic modulus of the GelMA/HAMA double network hydrogel were significantly higher than those of the GelMA hydrogel (all P<0.01). The cell proliferation rates of BMSCs on the GelMA/HAMA-0, 1, 2 and 3 hydrogel surfaces were (49.80±3.38)%, (52.32±1.28)%, (58.00±4.64)% and (62.46±2.74)% on the first day of culture, (58.86±3.36)%, (58.26±3.45)%, (73.08±2.61)% and (76.40±3.45)% on the third day of culture, and (85.89±4.23)%, (90.75±3.21)%, (103.35±4.11)% and (113.42±3.40)% on the fifth day of culture. The cell proliferation rates of the GelMA/HAMA-3 group were significantly higher than those of GelMA/HAMA-0 and 1 groups (all P<0.01). Living/dead cell staining experiment showed that BMSCs on the surface of the GelMA/HAMA-0, 1, 2 and 3 groups were dominated by living cells on the third and fifth days of culture. Conclusions:The mineralized GelMA/HAMA double network hydrogel was constructed, which significantly improved the mineralization rate, mechanical performance and cell compatibility of the biomimetic mineralized hydrogel.
6.Research progress in hydrogel-based cell mechanics and related detection technology
Ruirui DING ; Yuwen WANG ; Zhe WANG ; Lingrong LIU
International Journal of Biomedical Engineering 2025;48(3):303-312
In vivo, cells exist within the mechanical microenvironment of the extracellular matrix (ECM), and their biological processes are regulated by various mechanical factors. However, existing technology limits the direct study of the interaction between cells and ECM in vivo. Using hydrogel to mimic the natural ECM and to construct a suitable mechanical microenvironment for isolated cells, which indirectly reflects the cell-ECM interactions in real organisms through in vitro studies. Thus, in this review, the effects of mechanical factors in hydrogel on different types of cells were summarized, and the development of cell mechanical detection technology using hydrogel as carriers was introduced. Moreover, the future work of using hydrogel to study cell mechanical behavior and related detection technology, as well as standardized preparation, was discussed.
7.Research progress on the application of intelligent medical treatment in abdominal war trauma
Si-Zhe WANG ; Xu SUN ; Ding-Chang LI ; Xian-Qiang LIU ; Wen-Xing GAO ; Wen ZHAO ; Hao LIU ; Guang-Long DONG
Medical Journal of Chinese People's Liberation Army 2025;50(1):22-27
Abdominal war trauma is a common and high-risk type of injury in the modern battlefield,with rapid changes in condition and a high mortality rate.There is an urgent need for emerging medical technologies to improve the efficiency and success rate of first aid for military casualties.With the development of artificial intelligence(AI),5G,and other emerging technologies,the concept of intelligent medical treatment is gradually forming and can assist in the diagnosis and treatment of abdominal trauma.This paper reviews the characteristics of abdominal war trauma in modern wars,discusses the application of intelligent medical treatment for abdominal war trauma and its drawbacks to be solved,aiming to provide reference for research related to abdominal war trauma.
8.Biparametric MRI-based peritumoral radiomics for preoperative prediction of extracapsular extension in prostate cancer
Honghao XU ; Qicong DU ; Yuanhao MA ; Xueyi NING ; Baichuan LIU ; Xu BAI ; Di CHEN ; Yun ZHANG ; Zhe DONG ; Chuang JIA ; Xiaojing ZHANG ; Xiaohui DING ; Baojun WANG ; Aitao GUO ; Jian XUE ; Xuetao MU ; Huiyi YE ; Haiyi WANG
Chinese Journal of Radiology 2025;59(9):1055-1062
Objective:To investigate the value of biparametric-MRI (bpMRI) based peritumoral radiomics for preoperative prediction of extraprostatic extension (EPE) in prostate cancer (PCa).Methods:In this cross-sectional study, consecutive bpMRI of patients undergoing prostatectomy for PCa were retrospectively collected from the First Medical Center (center 1) and the Third Medical Center (center 2) of Chinese PLA General Hospital. A total of 274 patients were finally enrolled. Patients at center 1 from January 2020 to December 2022 were randomly divided into a training set (149 cases) and an internal validation set (63 cases) by stratified random sampling. Patients at center 2 from January 2023 to March 2024 were assigned to the external test set (62 cases). Patients were categorized into EPE-positive group and EPE-negative group according to pathological assessment postoperatively. In the training set, there were 49 cases in EPE-positive group and 100 cases in EPE-negative group. In the internal validation set, there were 26 cases in EPE-positive group and 37 cases in EPE-negative group. In the external test set, there were 22 cases in EPE-positive group and 40 cases in EPE-negative group. Axial T 2WI and apparent diffusion coefficient (ADC) images were manually annotated to obtain index lesion regions of interest (ROIs), with the peritumoral ROIs subsequently delineated by semi-automatic segmentation technique. Radiomics features were extracted from intra-tumoral, peri-tumoral, and intra-tumoral plus peri-tumoral ROIs. The training set data was employed to select and optimize features to build the radiomics models. The logistic regression analysis was used to develop radiomics, clinical, and integrated models. The predictive performance was assessed by the area under the receiver operating characteristic curve (AUC) in the external test set, and compared by the DeLong test. The sensitivity and specificity were compared by the exact McNemar test. Results:In the external test set, the peri-tumoral radiomics model based on bpMRI showed the highest performance in evaluating EPE, with an AUC of 0.739 (95% CI 0.611-0.842), which was identified as the optimal radiomics model. EPE grade ( OR=6.151, 95% CI 3.371-11.226, P<0.001) was incorporated into the clinical model, with an AUC of 0.780 (95% CI 0.657-0.875) in the external test set. The integrated model had an AUC of 0.817 (95% CI 0.698-0.904) in the external test set. There was no statistically significant difference in comparisons of AUCs among the three models (all P>0.05). The sensitivity of the integrated model (68.2%) showed no significant difference from those of the clinical model and the optimal radiomics model (77.3% and 86.4%, respectively; P=0.500 and P=0.289). However, the specificity of the integrated model (85.0%) was significantly higher than those of the clinical model (67.5%, P=0.016) and the optimal radiomics model (50.0%, P<0.001). Conclusion:A bpMRI-based peritumoral radiomics integrating clinical model demonstrates high performance for preoperative prediction of EPE in PCa.
9.The Mechanism of Calcium Handling Proteins and NF-κB in Calcium Dyshomeo-stasis of Cardiomyocytes Caused by Acute MDMA Exposure
Rong-Shuai WANG ; Si-Zhe HUANG ; Yun-Yun WANG ; Yan-Fei DENG ; Zi-Jiao DING ; Jie ZHANG ; Yong LIU ; Liang REN ; Liang LIU
Journal of Forensic Medicine 2025;41(2):144-151,159
Objective To explore the mechanism of myocardial toxicity caused by N-methyl-3,4-methyle-nedioxyamphetamine(MDMA),the changes of intracellular calcium oscillation mode and calcium han-dling proteins during acute exposure to different concentrations of MDMA were detected,and the in-volvement of nuclear factor κB(NF-κB)and its effect on calcium handling proteins were investigated.Methods Primary rat cardiomyocytes were cultured to establish MDMA acute exposure model,and a control group was set up.The MDMA poisoning model was divided into three concentration groups of 10,100 and 1 000 μmol/L.After 1 h of exposure,the morphological changes of cardiomyocytes were ob-served,the cytotoxicity and changes in calcium signals were measured,and the changes in calcium handling proteins RyR2,SERCA2a,PLN,NCX1 and Cav1.2 were detected.The changes of NF-κB activity and the expression of nucleoprotein p-p65(Ser311)and PKCζ after MDMA exposure,and the intervention of NF-κB inhibitors pyrrolidine dithiocarbamate ammonium(PDTC)and protein kinase C(PKC)inhibitor chelerythrine(CHE)were detected by electrophoretic mobility shift assay(EMSA)and Western blotting.The effects of PDTC intervention on calcium signals,and the expressions of RyR2,SERCA2a,PLN,NCX1 and Cav1.2 after acute MDMA exposure were also observed.Results No obvious changes were observed in the morphology of cardiomyocytes after acute exposure to MDMA,whereas the oscillation waveform of intracytoplasmic calcium ion showed irregular changes with increased oscillation amplitude,intense fluctuations,irregular frequency,and increased fluctuation range of relative optical density values.The expression of RyR2,SERCA2a and NCX1 increased,while the expression of Cav1.2 and PLN de-creased.Acute MDMA exposure could increase NF-κB activity,while PDTC and CHE intervention could inhibit NF-κB activity.In MDMA exposed group,the expression of PKCζ and nucleoprotein p-p65(Ser311)both increased and could be inhibited by CHE.After the intervention of PDTC to block NF-κB,the amplitude of calcium oscillation was lower than that of the MDMA exposed group,and the expres-sion of RyR2,SERCA2a and NCX1 decreased.There was no significant change in PLN,while the ex-pression of Cav1.2 increased.Conclusion MDMA can lead to an increase of calcium ion concentration in cardiomyocytes.Calcium ions are involved in myocardial toxicity of MDMA.The mechanism is re-lated to changes in calcium handling proteins,mainly associated with the increased expression of RyR2.MDMA can up-regulate the intracellular activity of NF-κB through the PKCζ-NF-κB pathway and affect calcium handling proteins,which aggravate intracellular calcium overload during acute MDMA exposure.
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*

Result Analysis
Print
Save
E-mail