1.Research Progress on Artificial Intelligence-Driven Drug-Target Interaction Prediction
Ting PAN ; Wenhao XU ; Guodong SHAN ; Xingchuang ZHANG ; Weijia SUN ; Changwei WANG ; Shibiao XU
Medical Journal of Peking Union Medical College Hospital 2026;17(4):909-923
Drug-target interaction (DTI) is fundamental to novel drug research and development (R &D), playing a critical role in elucidating drug mechanisms of action and improving the cost-effectiveness of drug discovery. Although China has seen rapid accumulation of drug-target resources in recent years, the industry still faces challenges such as a shortage of original targets and excessively high target concentration. The rapid advancement of artificial intelligence (AI) has provided an efficient technological pathway for DTI prediction, establishing it as a core tool for accelerating drug discovery. This paper systematically reviews the fundamental data support framework for DTI prediction tasks, elaborating in detail on three core data types— drug characterization, target characterization, and drug-target associations-as well as the classification and application boundaries of mainstream benchmark datasets tailored to different tasks within the field. On this basis, it comprehensively surveys the technological evolution of AI-driven DTI prediction, summarizing the core paradigms and technical advances of traditional machine learning and deep learning methods in a single-modality setting, alongside cutting-edge multimodal approaches that integrate two modalities (cross-subject/within-subject fusion) and three or more modalities for multidimensional information integration. Finally, this paper analyzes the current major challenges in data quality, model generalizability and interpretability, and real-world deployment, while also discussing future trends in standardized dataset construction, generative AI, and large-scale biomedical foundation models, aiming to provide a reference for both research and industrial applications in the AI-driven DTI prediction field.
2.Clinical efficacy and influencing factors of ceftazidime and avibactam monotherapy versus combination therapy in the treatment of CRGNB infection
Changwei LIU ; Xiaohua WANG ; Hui ZHANG ; Ranran WANG ; Rongcheng XIAO ; Ling FANG
China Pharmacy 2025;36(16):2030-2034
OBJECTIVE To compare the efficacy of ceftazidime and avibactam (CZA) monotherapy and combination therapy in the treatment of carbapenem-resistant Gram-negative bacteria (CRGNB) infections, and analyze the influencing factors. METHODS The data of patients with CRGNB infection who received CZA treatment from January 2020 to March 2025 were collected retrospectively. The patients were divided into the CZA monotherapy group (52 cases) and the CZA combination therapy group (85 cases) according to treatment regimen. The therapeutic effects of the two groups were compared, and the drug susceptibility results of isolated strains were recorded. The multivariate Logistic regression model was used to analyze the factors influencing clinical efficacy of CRGNB patients. RESULTS The bacterial clearance rate of patients was significantly higher in the CZA combination therapy group than in the CZA monotherapy group (P=0.012). However, when comparing the 30-day mortality rate and the clinical response rate between the two groups, no statistically significant differences were observed (P>0.05). Among the isolates, carbapenem-resistant Klebsiella pneumoniae had the highest sensitivity to tigecycline (87.3%) and carbapenem-resistant Pseudomonas aeruginosa showed 90.9% sensitivity to amikacin. Five isolates were resistant to CZA. The multivariate Logistic regression showed, lung infection, receiving continuous renal replacement therapy (CRRT), and inadequate treatment courses were significantly correlated with clinical treatment failure (P<0.05). CONCLUSIONS For CRGNB infection, the clinical efficacy of CZA combination therapy is similar to that of monotherapy, but the combination therapy has a higher bacterial clearance rate. Lung infections, receiving CRRT and inadequate treatment courses (No. are independent risk factors for clinical treatment failure.
3.Efficacy of intelligent temperature-pressure-controlled flexible ureteroscopy combined with negative-pressure suction sheath lithotripsy in the treatment of ≤2.5 cm upper urinary tract stones
Xiaofu WANG ; Yunxiang ZHANG ; Xinyu SHI ; Yongli ZHAO ; Changbao XU ; Changwei LIU ; Haiyang WEI ; Xinghua ZHAO
Journal of Modern Urology 2025;30(4):311-314
Objective: To investigate the efficacy and safety of intelligent temperature-pressure-controlled flexible ureteroscopy combined with negative-pressure suction sheath lithotripsy in the treatment of upper urinary tract stones ≤2.5 cm. Methods: The clinical data of 225 patients with ≤2.5 cm upper urinary tract stones treated with this surgical method in our department during Aug. 2023 and Jul. 2024 were retrospectively analyzed. The patients were divided into the dual-control group (n=36) and conventional group (n=189) according to whether or not the intelligent temperature and pressure control device was used during operation. In the dual-control group,the intraoperative temperature and pressure in the renal pelvis were monitored and controlled in real time by the temperature and pressure sensors distributed at the end of the ureteral soft lens. The perioperative parameters,stone-removal rate,complication rate and renal function were compared between the two groups. Results: All operations were successfully completed in both groups. The postoperative procalcitonin (PCT) level [(22.75±5.85) ng/L vs. (29.08±6.60) ng/L,P=0.001],difference in the white blood cell (WBC) level [(0.24±2.12)×10
cells/L vs. (1.19±2.17)×10
cells/L,P=0.016],incidence of fever (2.8% vs. 16.9%,P=0.028) and overall complication rate (5.6% vs. 19.6%,P=0.042) were significantly lower in the dual-control group than in the conventional group,while the stone-clearance rate was slightly higher (88.9% vs. 82.5%,P=0.346),with no significant difference. Conclusion: For upper urinary tract stones ≤2.5 cm,intelligent temperature-pressure-controlled ureteroscopy combined with negative-pressure suction sheath lithotripsy has a satisfactory stone-removal rate and a low rate of complications,which is worthy of clinical promotion.
4.Establishment of a fit prediction model of N95 respirator based on facial images.
Guifang WANG ; Changwei LUO ; Can CUI ; Shengjin WANG ; Jing HUANG
Environmental Health and Preventive Medicine 2025;30():101-101
BACKGROUND:
The protective effectiveness of an N95 respirator depends on the filtration efficiency of the material from which the N95 respirator is made of, as well as the wearers' facial fit. The facial fit of an N95 respirator mainly depends on the degree of matching between the wearers' facial dimension characteristics and the N95 respirator. Quantitative fit testing objectively evaluates the fit of N95 respirators; however, it is not easy to promote because of the limitations of testing conditions. The aim of this study is to establish a fit prediction model of N95 respirator based on facial images.
METHODS:
Facial images and fit factor (FF) value of 5 N95 respirators were gathered from 299 medical staffs in 10 hospitals in Beijing. Face geometry measurement was based on 3D face modelling, and the American TSI-8038 Porta Count Pro+ was used to conduct quantitative fit test. Multiple linear regression analysis was employed to identify facial dimensional features that significantly influenced the fit of N95 respirators. Through matching training of facial image and FF values, a fit prediction model has been established, enabling rapid recommendation of N95 respirators meeting the fit standard via facial image recognition.
RESULTS:
A fit prediction model for N95 respirators based on facial images has been developed, which enables the rapid recommendation of N95 respirators with acceptable FF value for healthcare personnel. The model demonstrated an accuracy of 55.93%, a precision of 98.43%, a recall of 51.65%, and an F1 score of 0.68.
CONCLUSIONS
It is feasible to utilize computer-based facial recognition technology to rapidly recommend N95 respirators for medical personnel. Given the high level of accuracy achieved, the model demonstrates significant potential for practical application.
Humans
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Face/anatomy & histology*
;
N95 Respirators/standards*
;
Male
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Adult
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Female
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Middle Aged
;
Beijing
5.Application of Simple Drawing Line Puncture Combined With Visual Articular Process Arthroplasty Technique in Lateral Foraminoscopy
Xiaoqiang LIU ; Jiayi LUO ; Changwei GU ; Kaixiang LI ; Zhanghua ZHONG ; Xiangjun ZHAO ; Ruibing LI ; Hongwei WANG
Chinese Journal of Minimally Invasive Surgery 2025;25(4):227-232
Objective To explore the application value of simple drawing line puncture combined with visual articular process arthroplasty in lateral foraminoscopy.Methods A retrospective analysis was performed on 89 patients with single-segment lumbar disc herniation treated with lateral foraminoscopy from May 2019 to December 2022,including traditional transforaminal endoscopic spine system(TESSYS)technology(conventional group,35 cases)and simple drawing line puncture combined with visual articular process arthroplasty(modified group,54 cases).The fluoroscopy times,puncture time,and operation time of the two groups were compared.The Visual Analogue Score(VAS),Oswestry Disability Index(ODI),and MacNab criteria were used to evaluate the surgical effect at 3 d after surgery and at the last follow-up.Results All the operations were successfully completed without conversion to open surgery.In the conventional group,there was 1 case of L4 nerve root injury,who was considered intraoperative nerve root compression injury.There was no abnormality in lower limb muscle strength after surgery,but hyperalgesia and numbness in the innervated cutaneous area accompanied by nocturnal cramps.The patient was given treatment with pregabalin,mecobalamin,vitamin B1 and B6 for 2 months,and returned to normal at 1 year of follow-up.The other cases had no complications such as dural injury,abdominal organ injury,or incision infection.Recurrence occurred in 1 case in the conventional group and 2 cases in the modified group,and all the 3 cases occurred within 3 months after operation.Among them,2 patients had severe symptoms and underwent endoscopic revision again,and the other patient improved after conservative treatment.Compared with the conventional group,the puncture times[(1.8±0.7)times vs.(7.5±1.1)times,t=27.543,P=0.000].fluoroscopy times[(5.7±1.8)times vs.(23.2±2.2)times,t=41.235,P=0.000]and operation time[(72.7±7.2)min vs.(92.7±7.7)min,t=12.317,P=0.000]in the modified group were significantly reduced or shortened,and there was no significant difference in postoperative hospital stay[(3.2±0.6)d vs.(3.3±0.6)d,t=0.062,P=0.951]between the two groups.The conventional group was followed up for(14.0±1.3)months and the modified group was followed up for(13.6±1.2)months.There were no significant differences in VAS scores[(1.5±0.6)points vs.(1.6±0.7)points,t=0.751,P=0.455].ODI[(10.8±3.4)%vs.(11.8±3.9)%,t=1.284,P=0.202].and excellent and good rate of MacNab criteria[100%(54/54)vs.100%(35/35),Z=-0.981,P=0.327]between the two groups at the last follow-up.Conclusions Simple drawing line puncture combined with visual articular process arthroplasty can significantly improve the accuracy of intervertebral foramen aspiration,with simple operation,reduced X-ray exposure for doctors and patients,shortened operation time,and improved surgical safety.It is worthy of promotion and application in percutaneous foraminoscopy.
6.The value of whole exome sequencing in the etiological diagnosis and treatment of urolithiasis
Yongli ZHAO ; Changbao XU ; Xiaofu WANG ; Xinyu SHI ; Changwei LIU ; Wuxue LI ; Danhua LIU ; Hongen XU
Chinese Journal of Urology 2025;46(10):739-744
Objective:To evaluate the role of whole exome sequencing(WES)in the etiological diagnosis and precision medicine management of patients with urolithiasis.Methods:We conducted a retrospective review of 21 patients with urolithiasis and pathogenic gene mutations identified by WES at The Second Affiliated Hospital of Zhengzhou University between April 2019 and March 2025. The cohort included 13 males and 8 females,with a mean age of(18.9 ± 11.1)years;18 patients were under 25 years old. Clinical presentations included nephrocalcinosis(8 patients)and urinary tract calculi(13 patients),with five patients exhibiting extra-renal manifestations such as renal tubular acidosis and hyperaldosteronism. Stone composition analysis identified calcium oxalate(16 patients),cystine(4 patients),and carbonate apatite(1 patient). Metabolic abnormalities were prevalent,including hypocitraturia(11 patients),hyperoxaluria(8 patients),and hypercalciuria(7 patients),with eight patients presenting two or more concurrent disorders. All patients underwent WES and comprehensive metabolic evaluation. Sequencing was performed on an Illumina Hiseq4000 platform,achieving a mean depth of > 100× and coverage of > 98% in target regions. Variants were classified according to the American College of Medical Genetics and Genomics(ACMG)guidelines.Results:WES identified 12 distinct genes across autosomal recessive(9 genes: AGXT, GRHPR, ATP6V1B1, SLC12A1, KCNJ1, SLC3A1, SLC7A9, SLC34A3, WFS1),autosomal dominant(2 genes: CASR, ADCY10),and X-linked recessive(1 gene: CLCN5)inheritance patterns. Genotype-phenotype correlations revealed mutations associated with primary hyperoxaluria(8 patients),hypercalciuria(7 patients),and renal malformation due to a WFS1 mutation(1 patient). A positive genetic diagnosis was achieved in 100% of patients with either urinary oxalate > 1 000 μmol/24 h or cystine stones. 8 patients received a diagnosis of hereditary stone disease at their first presentation(non-delayed group),while 13 experienced a mean diagnostic delay of(9.6 ± 3.9)years. The delayed diagnosis group had a significantly older age at initial stone onset[(10.2 ± 5.3)years vs.(6.8 ± 3.1)years, P = 0.03]and a higher incidence of impaired renal function(6 patients vs. 1 patient, P = 0.04). Analysis of diagnostic delay by gene subgroup showed delays in 2/4 patients with cystinuria[ SLC3A1/ SLC7A9;(8.2 ± 3.5)years],5/8 with primary hyperoxaluria[ AGXT/ GRHPR;(10.5 ± 4.1)years],5/7 with hypercalciuria-related genes[ CASR/ ADCY10/ SLC12A1/ KCNJ1/ SLC34A3;(9.8 ± 3.8)years],and 1/2 with other genes[ ATP6V1B1/ WFS1/ CLCN5;(7.6 ± 2.2)years]. Among 32 mutation sites detected,21 were classified as pathogenic/likely pathogenic and 11 as variants of uncertain significance. Four novel mutations were identified: ATP6V1B1(presenting with renal tubular acidosis,nephrocalcinosis,and hypocitraturia), WFS1(presenting with renal malrotation,hydronephrosis,and stones without metabolic abnormalities), SLC12A1(presenting with Bartter syndrome type 1,chronic renal insufficiency,hypercalciuria,hypocitraturia,alkalosis,and hyperaldosteronism),and SLC3A1(presenting with bilateral renal stones and cystinuria). Conclusions:WES is crucial in identifying the underlying etiology of urolithiasis and can guide targeted treatment. We recommend early WES for patients with an initial stone presentation before age 25,those with nephrocalcinosis,or those with abnormal metabolic workups to facilitate precise diagnosis and preventive care.
7.Clinical characteristics and risk factors in patients with upper urinary tract stones complicated with non-alcoholic fatty liver disease
Enxu XIE ; Xuelian GU ; Xiaohan CHU ; Shengwei ZHANG ; Xinze XIA ; Xiaofu WANG ; Changwei LIU ; Changbao XU
Journal of Modern Urology 2025;30(7):571-575
Objective To explore the clinical characteristics and risk factors of upper urinary tract stones complicated with non-alcoholic fatty liver disease(NAFLD),so as to provide reference for the prevention of this disease.Methods The clinical data of 158 NAFLD patients undergoing surgical treatment in our hospital during Jan.2022 and Jul.2023 were retrospectively analyzed.According to whether the patients were complicated with NAFLD,they were divided into the NAFLD group(n=56)and non-NAFLD group(n=102).The general data,laboratory indexes and 24-h urinary metabolic indexes were compared between the two groups,and the risk factors were analyzed with univariate and multivariate logistic regression analyses.Results Compared with the non NAFLD group,the NAFLD group had higher BMI[(28.17±4.17)vs.(24.11±3.72),P<0.001],blood uric acid[(354.13±111.01)μmol/L vs.(294.41±93.72)μmol/L,P<0.001],and 24-h urinary oxalate level[(37.74±15.00)mmol vs.(27.73±15.27)mmol,P<0.001].Multivariate logistic analysis showed that BMI(OR=1.311,P<0.001),24-h urinary oxalate(OR=1.046,P=0.004),and 24-h urinary magnesium(OR=0.599,P=0.002)were the independent factors for NAFLD with upper urinary tract stones.Conclusion NAFLD complicated with upper urinary tract stones is significantly associated with high BMI,high 24-h urinary oxalate,and low 24-h urinary magnesium.
8.Flow diverter stents for blood blister-like aneurysms of the internal carotid artery
Fanyuan QIAO ; Fei WANG ; Changwei ZHANG
Journal of Interventional Radiology 2025;34(2):134-139
Objective To evaluate the safety and efficacy of flow diverter stent(FDS)implantation in treating blood blister-like aneurysms(BBA).Methods The clinical data and imaging findings(including baseline data,aneurysm data,surgical pattern,surgery-related complications and follow-up results)of 14 patients with BBA,who were admitted to West China hospital of Sichuan University from January 2022 to June 2023,were retrospectively analyzed.Results Of the 14 patients with BBA,pipeline embolization device-assisted(PED-assisted)coil embolization was performed in 5,only PED in 3,Tubridge close-mesh stent(TB)-assisted coil embolization in 5,only TB in one.In the 4 patients receiving only FDS,the immediate postoperative angiography showed that retention of contrast agent was seen in the aneurysm,and no aneurysm visualization was seen in the remaining patients.One patient,who received TB-assisted coil embolization,developed postoperative delayed massive cerebral infarction and died.One patient,who received only PED,developed right limb hemiplegia with an mRS score of 2 points at follow-up visit.In the remaining 12 patients,the mRS score was 0 point at the time of discharge as well as at the time of follow-up visit.In 13 patients,follow-up angiography demonstrated that the aneurysm was completely occluded.Conclusion For the treatment of BBA,FDS-assisted coil embolization or single FDS is clinically safe and effective,although there is potential risk of perioperative aneurysm rebleeding and cerebral infarction.
9.Research progress in quality and safety detection technologies for bear bile powder
Caishun HUANG ; Tingting HUO ; Zhihong LI ; Sujuan WANG ; Suying YUAN ; Wenyan ZHENG ; Changwei LAI
International Journal of Traditional Chinese Medicine 2025;47(11):1639-1644
In recent years, research on the quality and safety detection of bear bile powder has mainly involved three aspects. First, the identification of active components and substitutes. Quantitative analysis of bile acids and other components is performed using HPLC, HPLC-tandem mass spectrometry, and other techniques, combined with near-infrared spectroscopy, X-ray diffraction, and polymerase chain reaction to identify adulteration. Isotope fingerprint analysis and glycosylation modification detection are used to distinguish natural products from biosynthetic substitutes, revealing significant differences in δ13C values and the proportion of specific glycosylation modifications between natural bear bile powder and synthetic products. Second, the detection of veterinary drug residues, mainly based on ultra-high performance liquid chromatography-tandem mass spectrometry, which can screen over 100 types of residues, but targeted purification strategies are needed to address interference from the bile acid matrix. Thirdly, heavy metal detection, mainly using inductively coupled plasma mass spectrometry and atomic absorption spectrometry, has revealed that contamination is associated with the breeding environment, with significant regional differences. Related detection technologies are gradually evolving from single-target analysis to multi-modal and intelligent approaches. Existing research faces issues, such as matrix effect interference, lack of international standards, and ethical controversies. It is suggested that future efforts should focus on the interdisciplinary application of detection technologies, develop rapid detection methods such as non-invasive monitoring and microfluidic chips, promote the standardization and equivalence evaluation of synthetic alternatives, and establish a full-chain quality control system integrating spatially resolved mass spectrometry imaging, artificial intelligence, and big data.
10.Clinical characteristics and risk factors in patients with upper urinary tract stones complicated with non-alcoholic fatty liver disease
Enxu XIE ; Xuelian GU ; Xiaohan CHU ; Shengwei ZHANG ; Xinze XIA ; Xiaofu WANG ; Changwei LIU ; Changbao XU
Journal of Modern Urology 2025;30(7):571-575
Objective To explore the clinical characteristics and risk factors of upper urinary tract stones complicated with non-alcoholic fatty liver disease(NAFLD),so as to provide reference for the prevention of this disease.Methods The clinical data of 158 NAFLD patients undergoing surgical treatment in our hospital during Jan.2022 and Jul.2023 were retrospectively analyzed.According to whether the patients were complicated with NAFLD,they were divided into the NAFLD group(n=56)and non-NAFLD group(n=102).The general data,laboratory indexes and 24-h urinary metabolic indexes were compared between the two groups,and the risk factors were analyzed with univariate and multivariate logistic regression analyses.Results Compared with the non NAFLD group,the NAFLD group had higher BMI[(28.17±4.17)vs.(24.11±3.72),P<0.001],blood uric acid[(354.13±111.01)μmol/L vs.(294.41±93.72)μmol/L,P<0.001],and 24-h urinary oxalate level[(37.74±15.00)mmol vs.(27.73±15.27)mmol,P<0.001].Multivariate logistic analysis showed that BMI(OR=1.311,P<0.001),24-h urinary oxalate(OR=1.046,P=0.004),and 24-h urinary magnesium(OR=0.599,P=0.002)were the independent factors for NAFLD with upper urinary tract stones.Conclusion NAFLD complicated with upper urinary tract stones is significantly associated with high BMI,high 24-h urinary oxalate,and low 24-h urinary magnesium.

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