1.Multimodal Data-Driven Prediction of Gynecological Surgery Duration
Yong HUANG ; Zhilin YONG ; Banghua WU ; Xueying ZHOU ; Xiaoling LANG ; Yuming LI ; Miye WANG ; Qingke SHI ; Li RAO
Journal of Sichuan University (Medical Sciences) 2025;56(5):1392-1398
Objective Focusing on gynecological surgery,we constructed a prediction model for surgical duration by extracting features from unstructured surgical planning texts and integrating multimodal data via artificial intelligence technology.Methods The clinical data of 34 614 patients who underwent gynecologic surgeries at West China Second University Hospital,Sichuan University between January 2022 and October 2024 were collected.An embedding-transformer model was constructed to convert surgical planning texts into a one-dimensional numerical feature,referred to as the step feature.The predictive value of the step feature was assessed by comparing the performance improvements of linear regression,random forest,eXtreme Gradient Boosting(XGBoost),support vector regression,K-nearest neighbor regression,and artificial neural network algorithms in two scenarios—with and without the step feature as an input.The out-of-sample prediction accuracy of the models was assessed using mean absolute error(MAE),root mean squared error(RMSE),and R-squared(R2).Furthermore,the model interpretability was examined using SHapley Additive exPlanations(SHAP)values.Results SHAP results showed that the step feature had the highest predictive contribution.Temporal factors in surgical scheduling also influenced gynecological surgery duration.The XGBoost model demonstrated optimal performance on the test set,significantly improving prediction accuracy with a 40.43%increase in R2,while reducing MAE and RMSE by 21.27%and 20.13%,respectively,compared to the baseline model without the step feature.Conclusion The embedding-transformer model developed in this study effectively extracts features from surgical planning texts and enhances the predictive performance of machine learning models.The XGBoost prediction model can assist hospital administrators in implementing more refined management of gynecological surgeries and improving the utilization efficiency of surgical resources.
2.Application of indocyanine green fluorescence imaging technology in biliary atresia
Hanlin LI ; Yuming HE ; Ziyi LUO ; Xiaogang XU
Journal of Clinical Hepatology 2025;41(6):1235-1240
Biliary atresia (BA) is characterized by progressive inflammation and fibrous obstruction of bile ducts, ultimately leading to cholestatic liver cirrhosis. Kasai surgery is the standard procedure for the treatment of BA, and early diagnosis is a key influencing factor for the prognosis of BA. Indocyanine green (ICG) is a near-infrared photosensitive dye that is efficiently and selectively absorbed by hepatocytes after intravenous injection, and it enters the intestine via bile and is excreted with the feces in the free form, with a favorable safety profile. In addition, ICG can emit fluorescence under near-infrared light, which can be captured by camera instruments and converted into visual images, and ICG fluorescence imaging technology can reflect the intraoperative situation in real time and significantly improve the success rate of the surgical procedure. This article reviews the advances in the application of ICG in early preoperative diagnosis, intraoperative imaging, and postoperative liver function assessment in recent years.
3.Research progress on impacts of air pollutants, gut microbiota, and seminal microbiota on semen quality
Wenchao XIA ; Jiahua SUN ; Yuya JIN ; Ruixin LUO ; Ruyan YAN ; Yuming GUI ; Yongbin WANG ; Fengquan ZHANG ; Wei WU ; Weidong WU ; Huijun LI
Journal of Environmental and Occupational Medicine 2025;42(8):1003-1008
In recent years, China has been facing the dual challenges of declining fertility rates and births, with male reproductive health issues, especially the decline in semen quality, identified as a pivotal contributor to this phenomenon. Meanwhile, accumulating evidence indicates that air pollutants, an increasingly severe environmental problem, can damage semen quality not only directly through their biological toxicity but also indirectly by disrupting the composition of microbial communities in the gut and semen, thereby dysregulating immune function, endocrine homeostasis, and oxidative stress responses. The gut microbiota and semen microbiota, as important components of the human microecosystem, play crucial roles in maintaining reproductive health. This article comprehensively reviewed the research progress on the potential effects of air pollutants (particulate matter and gaseous pollutants), gut microbiota, and semen microbiota on semen quality. Specifically, it elucidated the mechanisms of interaction between these factors and explored how they affect male fertility.
4.Development of an abdominal acupoint localization system based on AI deep learning.
Mo ZHANG ; Yuming LI ; Zongming SHI
Chinese Acupuncture & Moxibustion 2025;45(3):391-396
This study aims to develop an abdominal acupoint localization system based on computer vision and convolutional neural networks (CNNs). To address the challenge of abdominal acupoint localization, a multi-task CNNs architecture was constructed and trained to locate the Shenque (CV8) and human body boundaries. Based on the identified Shenque (CV8), the system further deduces key characteristics of four acupoints: Shangwan (CV13), Qugu (CV2), and bilateral Daheng (SP15). An affine transformation matrix is applied to accurately map image coordinates to an acupoint template space, achieving precise localization of abdominal acupoints. Testing has verified that this system can accurately identify and locate abdominal acupoints in images. The development of this localization system provides technical support for TCM remote education, diagnostic assistance, and advanced TCM equipment, such as intelligent acupuncture robots, facilitating the standardization and intelligent advancement of acupuncture.
Acupuncture Points
;
Humans
;
Deep Learning
;
Abdomen/diagnostic imaging*
;
Neural Networks, Computer
;
Acupuncture Therapy
;
Image Processing, Computer-Assisted
5.The interval of rescue treatment does not affect the efficacy and safety of Helicobacter pylori eradication: A prospective multicenter observational study.
Minjuan LIN ; Junnan HU ; Jing LIU ; Juan WANG ; Zhongxue HAN ; Xiaohong WANG ; Zhenzhen ZHAI ; Yanan YU ; Wenjie YUAN ; Wen ZHANG ; Zhi WANG ; Qingzhou KONG ; Boshen LIN ; Yuming DING ; Meng WAN ; Wenlin ZHANG ; Miao DUAN ; Shuyan ZENG ; Yueyue LI ; Xiuli ZUO ; Yanqing LI
Chinese Medical Journal 2025;138(12):1439-1446
BACKGROUND:
The effect of the interval between previous Helicobacter pylori (H. pylori) eradication and rescue treatment on therapeutic outcomes remains unknown. The aim of this study was to investigate the association between eradication rates and treatment interval durations in H. pylori infections.
METHODS:
This prospective observational study was conducted from December 2021 to February 2023 at six tertiary hospitals in Shandong, China. We recruited patients who were positive for H. pylori infection and required rescue treatment. Demographic information, previous times of eradication therapy, last eradication therapy date, and history of antibiotic use data were collected. The patients were divided into four groups based on the rescue treatment interval length: Group A, ≥4 weeks and ≤3 months; Group B, >3 and ≤6 months; Group C, >6 and ≤12 months; and Group D, >12 months. The primary outcome was the eradication rate of H. pylori . Drug compliance and adverse events (AEs) were also assessed. Pearson's χ2 test or Fisher's exact test was used to compare eradication rates between groups.
RESULTS:
A total of 670 patients were enrolled in this study. The intention-to-treat (ITT) eradication rates were 88.3% (158/179) in Group A, 89.6% (120/134) in Group B, 89.1% (123/138) in Group C, and 87.7% (192/219) in Group D. The per-protocol (PP) eradication rates were 92.9% (156/168) in Group A, 94.5% (120/127) in Group B, 94.5% (121/128) in Group C, and 93.6% (190/203) in Group D. There was no statistically significant difference in the eradication rates between groups in either the ITT ( P = 0.949) or PP analysis ( P = 0.921). No significant differences were observed in the incidence of AEs ( P = 0.934) or drug compliance ( P = 0.849) between groups.
CONCLUSION:
The interval duration of rescue treatment had no significant effect on H. pylori eradication rates or the incidence of AEs.
REGISTRATION
ClinicalTrials.gov , NCT05173493.
Humans
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Helicobacter Infections/drug therapy*
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Helicobacter pylori/pathogenicity*
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Male
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Female
;
Prospective Studies
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Middle Aged
;
Anti-Bacterial Agents/adverse effects*
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Adult
;
Aged
;
Treatment Outcome
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Proton Pump Inhibitors/therapeutic use*
6.Oral microbiome between patients with non-obstructive and obstructive hypertrophic cardiomyopathy.
Qianyi QIN ; Yuming ZHU ; Liu YANG ; Runzhi GUO ; Lei SONG ; Dong WANG ; Weiran LI
Chinese Medical Journal 2025;138(18):2308-2315
BACKGROUND:
The profile and clinical significance of the oral microbiome in patients with non-obstructive hypertrophic cardiomyopathy (noHCM) and obstructive hypertrophic cardiomyopathy (oHCM) remain unexplored. The objective of this study was to evaluate the difference of oral microbiome between noHCM and oHCM patients.
METHODS:
This cross-sectional study enrolled 18 noHCM patients and 26 oHCM patients from Fuwai Hospital, Chinese Academy of Medical Sciences between 2020 and 2021. Clinical and periodontal evaluations were conducted, and subgingival plaque samples were collected. Metagenomic sequencing and subsequent microbial composition and functional analyses were performed.
RESULTS:
Compared to oHCM patients, those with noHCM had higher systolic blood pressure (138.1 ± 18.8 mmHg vs . 124.2 ± 13.8 mmHg, P = 0.007), a larger body circumference (neck circumference: 39.2 ± 4.0 cm vs . 35.1 ± 3.7 cm, P = 0.001; waist circumference: 99.7 ± 10.5 cm vs . 92.2 ± 10.8 cm, P = 0.027; hip circumference: 102.5 ± 5.6 cm vs . 97.5 ± 9.1 cm, P = 0.030), a greater left ventricular end-diastolic diameter (46.6 ± 4.9 mm vs . 43.1 ± 4.9 mm, P = 0.026), and a lower left ventricular ejection fraction (64.1 ± 5.7 % vs . 68.5 ± 7.8%, P = 0.048). While overall biodiversity and general microbial composition were similar between the noHCM and oHCM groups, ten taxa displayed significant differences at the genus and species levels, with Porphyromonas gingivalis showing the highest abundance and greater enrichment in noHCM (relative abundance: 7.79535 vs . 4.87697, P = 0.043). Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis identified ten distinct pathways, with pathways related to energy and amino acid metabolism being enriched in oHCM patients, and those associated with genetic information processing less abundant in the oHCM group. Metabolic potential analysis revealed ten significantly altered metabolites primarily associated with amino sugar and nucleotide sugar metabolism, porphyrin metabolism, pentose and glucuronate interconversion, and lysine degradation.
CONCLUSIONS
The higher abundance of Porphyromonas gingivalis , which is known to impact cardiovascular health, in noHCM patients may partially account for clinical differences between the groups. Pathway enrichment and metabolic potential analyses suggest microbial functional shifts between noHCM and oHCM patients, potentially reflecting inherent metabolic changes in HCM.
Humans
;
Cardiomyopathy, Hypertrophic/microbiology*
;
Female
;
Male
;
Microbiota/genetics*
;
Middle Aged
;
Cross-Sectional Studies
;
Adult
;
Mouth/microbiology*
;
Aged
7.Discussion on mechanical ventilation strategies for an obese patient with H10N3 avian influenza complicated with severe acute respiratory distress syndrome.
Youling LI ; Zhouhua XIE ; Ping CEN ; Sheng LIU ; Ning LU ; Shiji TAN ; Yuming LU ; Jing WEI
Chinese Critical Care Medicine 2025;37(9):871-874
Avian influenza H10N3 is a type of avian influenza virus that can occasionally infect humans and cause severe pneumonia and acute respiratory distress syndrome (ARDS). On December 25, 2024, a 23-year-old obese female patient with H10N3 avian influenza complicated with severe ARDS was admitted to the Fourth People's Hospital of Nanning. The patient was transferred to our department due to "fever, cough, and shortness of breath for 13 days". Physical examination revealed moist rales in bilateral lungs. Chest imaging showed large areas of ground-glass opacity and consolidation in both lungs. Based on the patient's medical history, clinical manifestations, and laboratory findings, she was diagnosed with human infection of H10N3 avian influenza, severe pneumonia, and severe ARDS. Supported by mechanical ventilation and extracorporeal membrane oxygenation (ECMO), daily monitoring of airway peak pressure, plateau pressure (Pplat), driving pressure (ΔP), and lung compliance was performed to guide the adjustment of tidal volume (VT) and positive end-expiratory pressure (PEEP) during invasive mechanical ventilation. Medications including anti-avian influenza virus agents, antibacterial drugs, and antifungals were administered. Eventually, the patient's condition improved gradually, and she was successfully weaned from ECMO. No ventilator-induced lung injury (VILI) or multiple organ dysfunction syndrome (MODS) related to ARDS occurred during ECMO support. However, during the final stage of ventilator weaning after the restoration of spontaneous breathing, a right pneumothorax occurred. Closed thoracic drainage was performed, after which the ventilator was successfully discontinued. The patient was successfully transferred out of the intensive care unit (ICU), recovered fully, and was discharged from the hospital. In the invasive mechanical ventilation management of patients infected with H10N3 avian influenza complicated by ARDS, monitoring airway peak pressure, Pplat, ΔP, and assessing pulmonary compliance may facilitate more standardized management of such ARDS patients and help reduce VILI.
Humans
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Female
;
Influenza, Human/complications*
;
Respiratory Distress Syndrome/complications*
;
Respiration, Artificial/methods*
;
Obesity/complications*
;
Young Adult
;
Extracorporeal Membrane Oxygenation
;
Influenza A virus
8.A high-throughput plant canopy leaf area index inversion model based on UAV-LiDAR.
Yuming LIANG ; Xueyan FAN ; Muqing ZHANG ; Wei YAO ; Xiuhua LI ; Zeping WANG ; Sifan DONG ; Xuechen LI
Chinese Journal of Biotechnology 2025;41(10):3817-3827
To explore the feasibility of using UAV-LiDAR for measuring the leaf area index (LAI) of crop canopies, we employed UAV-LiDAR to scan sugarcane canopies during the tillering and elongation stages, acquiring canopy point cloud data. Subsequently, features such as average row height, projected row area, point cloud density at different canopy layers, and the ratios between these parameters were extracted. Three feature selection methods-partial least squares regression (PLSR), XGBoost feature importance (XGBoost-FI), and random forest-recursive feature elimination (RF-RFE)-were adopted to evaluate and identify the optimal input variables for modeling. With these selected variables, LAI inversion models were developed based on random forest (RF) and adaptive boosting (AdaBoost) algorithms, and their performance was assessed. Among the extracted features, the projected row area Sp and the total row point count Ctotal exhibited strong correlations with LAI, with correlation coefficients of 0.73 and 0.72, respectively. The AdaBoost-based LAI inversion model, using the projected row area Sp, average height Havg, mid-layer point cloud density Cm, and total row point count Ctotal as input variables, achieved the best performance, with a coefficient of determination (Rv²) of 0.713 and a root mean square error (RMSEv) of 0.25 on the validation set. This study provides an effective method for high-throughput acquisition of LAI in field crops, offering valuable scientific support for sugarcane field management and breeding efforts.
Plant Leaves/growth & development*
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Saccharum/growth & development*
;
Algorithms
;
Unmanned Aerial Devices
;
Remote Sensing Technology/methods*
;
Crops, Agricultural/growth & development*
9.Impact of cervical diffuse idiopathic skeletal hyperostosis on dysphagia and its surgical management
Junjie ZENG ; Xiaobin WANG ; Yonghang ZHANG ; Qinglai TANG ; Xiaojun TANG ; Miao ZENG ; Yuming ZHANG ; Haibo OU ; Shisheng LI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(11):1363-1369
Objective:To retrospectively analyze the efficacy and feasibility of surgical management in patients with cervical dysphagia secondary to Diffuse idiopathic skeletal hyperostosis(DISH)of the cervical spine.Methods:A retrospective analysis was conducted on 6 patients who presented with dysphagia as the primary symptom, were diagnosed with cervical DISH, and underwent surgical treatment in the Department of Otorhinolaryngology Head and Neck Surgery of The Second Xiangya Hospital of Central South University from January 2018 to February 2024. There were 5 males and 1 female, aged from 65 to 78 years (70.2±4.7 years). The duration of dysphagia prior to admission was 13 to 18 months (14.7±2.2 months). All patients had the symptom of dysphagia, and at least one other clinical manifestation of cervical DISH (dyspnea, restricted neck mobility, sleep apnea, odynophagia). One patient had undergone tracheotomy due to laryngeal obstruction before surgery. Surgical intervention was performed after failure of conservative management in all patients. All patients underwent anterior cervical osteophyte resection via the Smith-Robinson approach without concomitant spinal fusion. In the patient with prior tracheotomy for airway obstruction, epiglottoplasty and right arytenoidectomy were performed simultaneously. The swallowing function was evaluated by water swallow test, FEES, M. D. Anderson Dysphagia Inventory. Clinical and imaging evaluations were conducted for follow-uppostoperatively. Preoperative and 30-day post operative data were statistically analyzed using paired samples t-test.Results:Cervical computed tomography revealed osteophyte involvement from C2 to T1 with a median of 4 vertebral segments affected. The most frequently involved vertebral segments were C4-C6 (all 6 patients were involved). The anteroposterior diameter of the most prominent osteophyte was 12.0 to 20.0 mm (16±3.1 mm). The time to resumption of a regular diet was 6 to 20 days(12.7±5.3 days), and the time to remove the nasogastric tube was 8 to 25 days(15.2±6.2 days). In the patient with prior tracheotomy, the tracheostomy tube was successfully decannulated 30 days after initial tube capping following conversion to a metal tube. All cervical DISH-related symptoms except for limited neck mobility improved postoperatively. Both water swallow test and the Rosenbek Penetration-Aspiration Scale showed significant improvement postoperatively. At 30 days postoperatively, MDADI scores significantly improved in all domains: l global (73.33±10.33), emotional (85.56±8.35), functional (83.33±5.89), and physical (82.08±6.60). No major perioperative complications occurred. and the length of hospital stay was 7 to 10 days (7.8±1.2 days). The follow-up time was 12 to 84 months (43.7±27.2 months). All patients maintained sustained symptom relief, with no evidence of osteophyte recurrence during follow-up.Conclusion:Cervical DISH is an under-recognized causes of dysphagia in elderly patients and warrants attention from otolaryngologists. For patients erefractory to conservative treatment, anterior resection of cervical osteophytes via the Smith-Robinson approach is a safe, minimally invasive procedure with favorable short-and long-term outcomes in improving swallowing function.
10.Construction and application of enterovirus D68 infectious clone expressing enhanced green fluorescent protein
Dong ZHANG ; Fengyu CHI ; Xu ZHANG ; Yuting ZHAO ; Xiaoqian WANG ; Juan LI ; Zhenjie ZHANG ; Jie TONG ; Yuming LI
Chinese Journal of Microbiology and Immunology 2025;45(11):906-913
Objective:To construct a full-length infectious clone of enterovirus D68(EV-D68)expressing enhanced green fluorescent protein(EGFP)by reverse genetics in order to provide an efficient tool for studying the biological characteristics and screening antiviral drugs for EV-D68.Methods:Gene synthesis and overlap PCR techniques were used to construct the full-length clone plasmid pUC57-EV-D68 of EV-D68. The full-length viral sequence was then transferred into the pCAGGS plasmid to obtain the pCAGGS-EV-D68 plasmid. The EGFP gene was amplified and inserted into the pCAGGS-EV-D68 plasmid to construct the pCAGGS-EGFP-EV-D68 plasmid. Then,the two constructed plasmids were transfected into human rhabdomyosarcoma(RD)cells to rescue recombinant viruses RV-EV-D68 and RV-EGFP-EV-D68. The rescued viruses were identified using PCR,Western blot,and immunofluorescence techniques. The antiviral effect of doxycycline was evaluated using the rescued RV-EGFP-EV-D68. Statistical analysis was performed using the two independent samples t-test. Results:The recombinant virus RV-EGFP-EV-D68 capable of expressing EGFP was successfully rescued. Even after 15 serial passages,the virus retained EGFP expression with no significant difference in viral titers compared to the parental virus,indicating its stable passage in RD cells. Besides,the rescued strains exhibited similar replication characteristics to the parental virus. While at 24 and 36 h after infection,the titers of the rescued strains were significantly lower than that of the parental strain(both P<0.05). This study demonstrated that doxycycline significantly reduced the fluorescence intensity of RV-EGFP-EV-D68-infected RD cells( P<0.01). Meanwhile,a negative correlation was observed between the doxycycline concentration and the fluorescence intensity,indicating that the rescued virus could be used for antiviral drug evaluation. Conclusions:This study successfully constructs an infectious clone of EV-D68 expressing EGFP. The rescued recombinant virus RV-EGFP-EV-D68 has been verified to be applicable for the evaluation of antiviral drugs.

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