1.Prediction of protein Kbhb sites based on learnable feature embedding.
Zhisen WEI ; Zhiwei WANG ; Jinyao YU ; Cheng DENG ; Dongjun YU
Journal of Biomedical Engineering 2025;42(5):1029-1035
Protein lysine β-hydroxybutyrylation (Kbhb) is a newly discovered post-translational modification associated with a wide range of biological processes. Identifying Kbhb sites is critical for a better understanding of its mechanism of action. However, biochemical experimental methods for probing Kbhb sites are costly and have a long cycle. Therefore, a feature embedding learning method based on the Transformer encoder was proposed to predict Kbhb sites. In this method, amino acid residues were mapped into numerical vectors according to their amino acid class and position in a learnable feature embedding method. Then the Transformer encoder was used to extract discriminating features, and the bidirectional long short-term memory network (BiLSTM) was used to capture the correlation between different features. In this paper, a benchmark dataset was constructed, and a Kbhb site predictor, AutoTF-Kbhb, was implemented based on the proposed method. Experimental results showed that the proposed feature embedding learning method could extract effective features. AutoTF-Kbhb achieved an area under curve (AUC) of 0.87 and a Matthews correlation coefficient (MCC) of 0.37 on the independent test set, significantly outperforming other methods in comparison. Therefore, AutoTF-Kbhb can be used as an auxiliary means to identify Kbhb sites.
Protein Processing, Post-Translational
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Lysine/chemistry*
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Proteins/chemistry*
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Machine Learning
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Algorithms
2.Development and validation of risk prediction model for carbapenem-resistant Klebsiella pneumoniae infection
Yinzhu MO ; Xianxiong CHENG ; Cangsang SONG ; Shijie LYU ; Baojun REN ; Zhiwei LI ; Jinying BAO ; Huanzhi YANG
China Pharmacy 2025;36(14):1786-1791
OBJECTIVE To investigate the independent risk factors for carbapenem-resistant Klebsiella pneumoniae (CRKP) infection, develop a nomogram prediction model and validate it. METHODS Clinical data of hospitalized patients infected with CRKP between April 2020 and May 2023 at Kunming First People’s Hospital were retrospectively collected and matched 1∶1 with patients infected with carbapenem-susceptible Klebsiella pneumoniae (CSKP) during the same period as the modeling group. Using the same criteria, data from patients hospitalized and infected with CRKP and matched CSKP between June 2023 and June 2024 were collected as the validation group. Univariate analysis, LASSO regression and multivariate Logistic regression were conducted to identify independent risk factors for CRKP infection and to develop a nomogram prediction model. Internal validation of the model was performed using Bootstrap resampling, and external validation was carried out using the data of validation group. The predictive performance of the model was evaluated using receiver operating characteristic (ROC) curves and calibration plots. RESULTS A total of 530 patients were enrolled, with 372 in the modeling group and 158 in the validation group. Cerebrovascular disease, indwelling gastric tube, mechanical ventilation, exposure to carbapenem antibiotics, and exposure to β-lactamase inhibitor compound agents were identified as independent risk factors for CRKP infection (P<0.05). The nomogram predicting CRKP infection risk achieved an area under ROC of 0.729 and 0.803 in internal and external validations, respectively. Calibration curves indicated a high degree of consistency between predicted and observed probabilities. CONCLUSIONS Cerebrovascular disease, indwelling gastric tube, mechanical ventilation, exposure to carbapenem antibiotics, and exposure to β-lactamase inhibitor compound agent are independent risk factors for CRKP infection. The developed nomogram model for predicting CRKP infection risk demonstrates good predictive performance and can aid in the early identification of patients at high risk for CRKP infection.
3.Effect of Tuina at "Weizhong (BL 40)" on Spinal Microglial Activation-related Proteins and the IL-10/β-EP Pathway in a Rat Model of Chronic Sciatic Nerve Compression Injury
Tianwei ZHANG ; Xiangqian LYU ; Yani XING ; Liuchen ZHU ; Qingguang ZHU ; Lingjun KONG ; Yanbin CHENG ; Zhen YAN ; Wuquan SUN ; Min FANG ; Zhiwei WU
Journal of Traditional Chinese Medicine 2025;66(7):734-740
ObjectiveTo investigate the analgesic effect of Tuina at the "Weizhong (BL 40)" on neuropathic pain in a rat model of chronic constriction injury (CCI) of the sciatic nerve and its potential central spinal mechanisms. MethodsThirty-two Sprague-Dawley rats were randomly divided into four groups (8 rats in each group), sham-operated group, model group, Tuina group, and blockade group. The CCI model was established in the model group, Tuina group, and the blockade group by ligating the sciatic nerve with catgut, while the sham-operated group underwent only sciatic nerve exposure without ligation. From postoperative day 4 to day 14, rats in the Tuina group and the blockade group received Tuina manipulation at the "Weizhong (BL 40)" using a dynamic pressure distribution measurement system (5 N pressure, 2 Hz frequency, 10 min per session, once daily). The blockade group also received intraperitoneal injections of the microglial inhibitor minocycline (10 mg/kg) once daily. The sham-operated and the model group underwent the same handling and fixation as the Tuina group without actual Tuina. Mechanical withdrawal threshold (MWT) and paw withdrawal latency (PWL) were measured before surgery and on day 3, 7, 10, and 14 post-surgery. Transmission electron microscopy was used to evaluate sciatic nerve injury and repair, measuring axon diameter and total myelinated fiber diameter to calculate the g-ratio. Western Blotting was performed to detect the protein levels of ionized calcium-binding adapter molecule 1 (Iba-1), CD206, CD68, interleukin-10 (IL-10), and β-endorphin (β-EP) precursor pro-opiomelanocortin (POMC) in the ipsilateral spinal dorsal horn. ResultsCompared with the sham-operated group, the model group showed significantly reduced MWT and PWL on day 3, 7, 10, and 14 (P<0.01). Compared with the model group, the Tuina group and the blockade group showed increased MWT and PWL on day 10 and 14 (P<0.05). Compared with the Tuina group, the blockade group exhibited higher MWT on day 7, 10, and 14, and higher PWL on day 10 (P<0.05). Sciatic nerve pathological morphology revealed intact and well-structured myelin in the sham-operated group, while the model group exhibited myelin collapse, distortion, and myelin ovoid formation. The Tuina group displayed partially irregular myelin with occasional myelin collapse, whereas the blockade group exhibited partial myelin irregularities and phospholipid shedding. Compared with the sham-operated group, the model group showed a decreased g-ratio and increased levels of Iba-1 and CD68 in the spinal dorsal horn (P<0.05 or P<0.01). Compared with the model group, the Tuina group and the blockade group exhibited an increased g-ratio and reduced Iba-1 and CD68 levels. Additionally, the Tuina group showed elevated levels of CD206, IL-10, and POMC, whereas the blockade group had decreased CD206 levels (P<0.05). ConclusionTuina at "Weizhong (BL 40)" alleviates neuropathic pain in CCI rats, potentially by regulating microglial activation in the spinal cord, inhibiting M1 polarization while promoting M2 polarization, and activating the IL-10/β-EP pathway to exert analgesic effects.
4.Application of Magnetic Resonance Imaging in the Diagnosis and Treatment of Middle Compartment Defect
Shuyu LUO ; Yuchen SUN ; Yuqin LEI ; Tianyi SUN ; Cheng PENG ; Zhiwei ZHAO ; Yali MIAO
Journal of Sichuan University (Medical Sciences) 2025;56(2):577-583
Middle compartment defects,a common subtype of pelvic floor dysfunction(PFD),are primarily characterized by the prolapse of the uterus or vaginal vault.Magnetic resonance imaging(MRI)has emerged as a valuable diagnostic tool for PFD,offering superior soft tissue resolution while eliminating exposure to ionizing radiation.This review comprehensive summarizes current applications of MRI in the diagnosis and treatment of PFD,covering measurement methods,manifestations of three-level structural defects,postoperative efficacy evaluation,vaginal axial assessment,and evaluation of the mesh status.The authors suggest that MRI enables precise preoperative evaluation of three-level defects,thereby facilitating the development of personalized treatment plans.Additionally,MRI provides an accurate postoperative assessment of surgical outcomes and mesh status,offering a new basis for postoperative assessment.MRI demonstrates unique value in the diagnosis and treatment of middle compartment defects.
5.Clinical and pathological features and prognostic analysis of early-onset intrahepatic cholangiocarcinoma
Delong QIN ; Yue TANG ; Zonglong LI ; Jialu CHEN ; Zhimin GENG ; Chuandong SUN ; Hong WU ; Yinghe QIU ; Tianqiang SONG ; Xianhai MAO ; Yu HE ; Zhangjun CHENG ; Wenlong ZHAI ; Jingdong LI ; Xiao LIANG ; Ruixin LIN ; Di TANG ; Zhaohui TANG ; Zhiwei QUAN
Chinese Journal of Surgery 2025;63(6):500-507
Objective:To explore the clinical and pathological features and survival outcomes of patients with early-onset intrahepatic cholangiocarcinoma (EOICC).Methods:This is a multicenter, retrospective cohort study. Data of 1 160 intrahepatic cholangiocarcinoma patients undergoing radical resection in 14 tertiary Grade A hospitals in China from January 2010 to November 2021 were retrospectively collected. The cohort included 632 males and 528 females, aged( M (IQR)) 61 (14) years (range: 22 to 93 years). ICC aged ≤50 years at the time of diagnosis was defined as EOICC and >50 years as late-onset intrahepatic cholangiocarcinoma (LOICC). Of these, there were 247 cases in the EOICC group and 913 cases in the LOICC. The clinical and pathological characteristics of both groups were analyzed and compared using the independent sample t-test, Mann-Whitney U test or Kaplan-Meier method. Univariate and multivariate Cox regression models for patient outcomes were constructed and forest graphed. Results:Compared with the patients in the LOICC group, patients in the EOICC group had lower carcinoembryonic antigen levels (2.5(4.0) μg/L vs. 3.1(5.2)μg/L, U=124 899, P=0.009) and CA19-9 level (63.4(524.7)U/ml vs. 77.9(611.3)U/ml, U=120 320, P=0.013), higher levels of ALT (29(35)U/L vs. 24(26)U/L, U=101 214, P=0.013), a lower score of the Eastern US Cooperative Oncology Group (0 score patients: 54.7% vs. 44.1%, χ2=12.472, P=0.014), higher TNM stage ( χ2=11.807, P=0.038), and proportion of lymph node dissection (62.3% vs. 54.1%, χ2=5.355, P=0.021). Patients in the two groups in sex, first diagnosis symptoms, intrahepatic bile duct stone history, nail protein, albumin, total bilirubin, transaminase, liver function Child-Pugh grade, T stage, stage, N stage, preoperative laparoscopic exploration proportion, tumor diameter, vascular invasion proportion, differentiation, margin, intraoperative bleeding, postoperative complications, postoperative hospital days were no statistical significance (all P>0.05). Patients in the EOICC group had better outcomes than the LOICC group (median survival time: 29.7 months vs. 25.0 months, 3-year overall survival: 45.1% vs. 37.8%, P=0.027). Conclusion:EOICC patients are better than LOICC patients in carcinoembryonic antigen, CA19-9, ALT, physical strength status and TNM stage, and the long-term prognosis is also better than LOICC patients.
6.A retrospective study of nutritional interventions in children with cerebral palsy who meet the indications for tube feeding
Lihong ZHANG ; Kaili SHI ; Gongxun CHEN ; Ruixia WANG ; Zhiwei CHENG ; Dengna ZHU
Chinese Journal of Applied Clinical Pediatrics 2025;40(3):201-206
Objective:To investigate the improvement in nutritional indicators, clinical complications, and respiratory infections among children with cerebral palsy (CP) and malnutrition who meet the indications for tube feeding under oral feeding and tube feeding interventions.Methods:In this retrospective cohort study, 82 children with CP and malnutrition that met the indications for tube feeding from the Children′s Rehabilitation Hospital of the Third Affiliated Hospital of Zhengzhou University from January 2022 to April 2024 were included.These patients were divided into an oral feeding group and a tube feeding group.The t-test, Mann-Whitney U test, or Kruskal-Wallis test was used to analyze nutritional indices such as weight-for-age Z-score (WAZ), height/length-for-age Z-score (HAZ), and weight-for-height/length Z-score (WHZ) before and after intervention in both groups.The improvement in clinical complications and respiratory infections was also analyzed. Results:After 3-month nutritional intervention, there were 60 cases in the oral feeding group and 22 cases in the tube feeding group.The tube feeding group showed better improvement in WHZ [-0.23(-1.79, 0.88) vs.-1.62(-2.02, -0.91) ] than the oral feeding group ( P<0.05).After 6-month nutritional intervention, there were 50 cases in the oral feeding group and 16 cases in the tube feeding group.The tube feeding group showed better improvement in WAZ [-0.80(-1.92, -0.42) vs. -2.26(-2.88, -1.84)], HAZ (-1.31±1.23 vs. -2.32±1.19), and WHZ (-0.74±1.39 vs. -1.58±1.03) than the oral feeding group (all P<0.05).After 12-month nutritional intervention, there were 30 cases in the oral feeding group and 10 cases in the tube feeding group.The tube feeding group showed better improvement in WAZ [-1.06(-1.77, -0.88) vs.-2.25(-3.06, -1.47) ] and HAZ (-1.22±1.63 vs. -2.54±1.50) than the oral feeding group (all P<0.05).Clinical complications improved better in the tube feeding group than those in the oral feeding group.In the tube feeding group, significant differences in choking ( χ2=16.29, P=0.001) and vomiting ( χ2=6.81, P=0.013) were observed before and after nutritional intervention.There was a statistically significant difference in frequency of lower respiratory infections 3 and 6 months after nutritional intervention between the 2 groups (all P<0.05). Conclusions:Compared with oral feeding, tube feeding can effectively improve the clinical nutritional indicators and reduce the clinical complications and the risk of respiratory infections in CP children that meet the indications for tube feeding.
7.A retrospective study of nutritional interventions in children with cerebral palsy who meet the indications for tube feeding
Lihong ZHANG ; Kaili SHI ; Gongxun CHEN ; Ruixia WANG ; Zhiwei CHENG ; Dengna ZHU
Chinese Journal of Applied Clinical Pediatrics 2025;40(3):201-206
Objective:To investigate the improvement in nutritional indicators, clinical complications, and respiratory infections among children with cerebral palsy (CP) and malnutrition who meet the indications for tube feeding under oral feeding and tube feeding interventions.Methods:In this retrospective cohort study, 82 children with CP and malnutrition that met the indications for tube feeding from the Children′s Rehabilitation Hospital of the Third Affiliated Hospital of Zhengzhou University from January 2022 to April 2024 were included.These patients were divided into an oral feeding group and a tube feeding group.The t-test, Mann-Whitney U test, or Kruskal-Wallis test was used to analyze nutritional indices such as weight-for-age Z-score (WAZ), height/length-for-age Z-score (HAZ), and weight-for-height/length Z-score (WHZ) before and after intervention in both groups.The improvement in clinical complications and respiratory infections was also analyzed. Results:After 3-month nutritional intervention, there were 60 cases in the oral feeding group and 22 cases in the tube feeding group.The tube feeding group showed better improvement in WHZ [-0.23(-1.79, 0.88) vs.-1.62(-2.02, -0.91) ] than the oral feeding group ( P<0.05).After 6-month nutritional intervention, there were 50 cases in the oral feeding group and 16 cases in the tube feeding group.The tube feeding group showed better improvement in WAZ [-0.80(-1.92, -0.42) vs. -2.26(-2.88, -1.84)], HAZ (-1.31±1.23 vs. -2.32±1.19), and WHZ (-0.74±1.39 vs. -1.58±1.03) than the oral feeding group (all P<0.05).After 12-month nutritional intervention, there were 30 cases in the oral feeding group and 10 cases in the tube feeding group.The tube feeding group showed better improvement in WAZ [-1.06(-1.77, -0.88) vs.-2.25(-3.06, -1.47) ] and HAZ (-1.22±1.63 vs. -2.54±1.50) than the oral feeding group (all P<0.05).Clinical complications improved better in the tube feeding group than those in the oral feeding group.In the tube feeding group, significant differences in choking ( χ2=16.29, P=0.001) and vomiting ( χ2=6.81, P=0.013) were observed before and after nutritional intervention.There was a statistically significant difference in frequency of lower respiratory infections 3 and 6 months after nutritional intervention between the 2 groups (all P<0.05). Conclusions:Compared with oral feeding, tube feeding can effectively improve the clinical nutritional indicators and reduce the clinical complications and the risk of respiratory infections in CP children that meet the indications for tube feeding.
8.Clinical and pathological features and prognostic analysis of early-onset intrahepatic cholangiocarcinoma
Delong QIN ; Yue TANG ; Zonglong LI ; Jialu CHEN ; Zhimin GENG ; Chuandong SUN ; Hong WU ; Yinghe QIU ; Tianqiang SONG ; Xianhai MAO ; Yu HE ; Zhangjun CHENG ; Wenlong ZHAI ; Jingdong LI ; Xiao LIANG ; Ruixin LIN ; Di TANG ; Zhaohui TANG ; Zhiwei QUAN
Chinese Journal of Surgery 2025;63(6):500-507
Objective:To explore the clinical and pathological features and survival outcomes of patients with early-onset intrahepatic cholangiocarcinoma (EOICC).Methods:This is a multicenter, retrospective cohort study. Data of 1 160 intrahepatic cholangiocarcinoma patients undergoing radical resection in 14 tertiary Grade A hospitals in China from January 2010 to November 2021 were retrospectively collected. The cohort included 632 males and 528 females, aged( M (IQR)) 61 (14) years (range: 22 to 93 years). ICC aged ≤50 years at the time of diagnosis was defined as EOICC and >50 years as late-onset intrahepatic cholangiocarcinoma (LOICC). Of these, there were 247 cases in the EOICC group and 913 cases in the LOICC. The clinical and pathological characteristics of both groups were analyzed and compared using the independent sample t-test, Mann-Whitney U test or Kaplan-Meier method. Univariate and multivariate Cox regression models for patient outcomes were constructed and forest graphed. Results:Compared with the patients in the LOICC group, patients in the EOICC group had lower carcinoembryonic antigen levels (2.5(4.0) μg/L vs. 3.1(5.2)μg/L, U=124 899, P=0.009) and CA19-9 level (63.4(524.7)U/ml vs. 77.9(611.3)U/ml, U=120 320, P=0.013), higher levels of ALT (29(35)U/L vs. 24(26)U/L, U=101 214, P=0.013), a lower score of the Eastern US Cooperative Oncology Group (0 score patients: 54.7% vs. 44.1%, χ2=12.472, P=0.014), higher TNM stage ( χ2=11.807, P=0.038), and proportion of lymph node dissection (62.3% vs. 54.1%, χ2=5.355, P=0.021). Patients in the two groups in sex, first diagnosis symptoms, intrahepatic bile duct stone history, nail protein, albumin, total bilirubin, transaminase, liver function Child-Pugh grade, T stage, stage, N stage, preoperative laparoscopic exploration proportion, tumor diameter, vascular invasion proportion, differentiation, margin, intraoperative bleeding, postoperative complications, postoperative hospital days were no statistical significance (all P>0.05). Patients in the EOICC group had better outcomes than the LOICC group (median survival time: 29.7 months vs. 25.0 months, 3-year overall survival: 45.1% vs. 37.8%, P=0.027). Conclusion:EOICC patients are better than LOICC patients in carcinoembryonic antigen, CA19-9, ALT, physical strength status and TNM stage, and the long-term prognosis is also better than LOICC patients.
9.Chinese expert consensus on clinical application of molecularly targeted drugs for hepatocellular carcinoma (2022 edition).
Juxian SUN ; Qiu LI ; Xueli BAI ; Jianqiang CAI ; Yajin CHEN ; Minshan CHEN ; Chaoliu DAI ; Chihua FANG ; Weidong JIA ; Xiangcheng LI ; Tianfu WEN ; Jinglin XIA ; Mingang YING ; Zhiwei ZHANG ; Xuewen ZHANG ; Zhaochong ZENG ; Shuqun CHENG
Chinese Medical Journal 2024;137(21):2630-2632
10.Expert consensus on the diagnosis and treatment of osteoporotic proximal humeral fracture with integrated traditional Chinese and Western medicine (version 2024)
Xiao CHEN ; Hao ZHANG ; Man WANG ; Guangchao WANG ; Jin CUI ; Wencai ZHANG ; Fengjin ZHOU ; Qiang YANG ; Guohui LIU ; Zhongmin SHI ; Lili YANG ; Zhiwei WANG ; Guixin SUN ; Biao CHENG ; Ming CAI ; Haodong LIN ; Hongxing SHEN ; Hao SHEN ; Yunfei ZHANG ; Fuxin WEI ; Feng NIU ; Chao FANG ; Huiwen CHEN ; Shaojun SONG ; Yong WANG ; Jun LIN ; Yuhai MA ; Wei CHEN ; Nan CHEN ; Zhiyong HOU ; Xin WANG ; Aiyuan WANG ; Zhen GENG ; Kainan LI ; Dongliang WANG ; Fanfu FANG ; Jiacan SU
Chinese Journal of Trauma 2024;40(3):193-205
Osteoporotic proximal humeral fracture (OPHF) is one of the common osteoporotic fractures in the aged, with an incidence only lower than vertebral compression fracture, hip fracture, and distal radius fracture. OPHF, secondary to osteoporosis and characterized by poor bone quality, comminuted fracture pattern, slow healing, and severely impaired shoulder joint function, poses a big challenge to the current clinical diagnosis and treatment. In the field of diagnosis, treatment, and rehabilitation of OPHF, traditional Chinese and Western medicine have accumulated rich experience and evidence from evidence-based medicine and achieved favorable outcomes. However, there is still a lack of guidance from a relevant consensus as to how to integrate the advantages of the two medical systems and achieve the integrated diagnosis and treatment. To promote the diagnosis and treatment of OPHF with integrated traditional Chinese and Western medicine, relevant experts from Orthopedic Expert Committee of Geriatric Branch of Chinese Association of Gerontology and Geriatrics, Youth Osteoporosis Group of Orthopedic Branch of Chinese Medical Association, Osteoporosis Group of Orthopedic Surgeon Branch of Chinese Medical Doctor Association, and Osteoporosis Committee of Shanghai Association of Integrated Traditional Chinese and Western Medicine have been organized to formulate Expert consensus on the diagnosis and treatment of osteoporotic proximal humeral fracture with integrated traditional Chinese and Western medicine ( version 2024) by searching related literatures and based on the evidences from evidence-based medicine. This consensus consists of 13 recommendations about the diagnosis, treatment and rehabilitation of OPHF with integrated traditional Chinese medicine and Western medicine, aimed at standardizing, systematizing, and personalizing the diagnosis and treatment of OPHF with integrated traditional Chinse and Western medicine to improve the patients ′ function.

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