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.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.
3.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.
4.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.
5.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.
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.Concentrations and sociodemographic determinants of per- and polyfluoroalkyl substances in women pregnant using assisted reproduction technology in comparison with women pregnant naturally
Dandan MAO ; Jiuru ZHAO ; Hong LI ; Zixia WANG ; Xiaomeng CHENG ; Yan ZHANG ; Zhiwei LIU ; Yu GAO ; Ying TIAN
Journal of Environmental and Occupational Medicine 2024;41(6):632-639
Background Per- and polyfuoroalkyl substances (PFAS) are categorized as persistent organic pollutants and commonly detected in humans, and their toxicity has attracted widespread attention. However, few studies have reported comparison of PFAS levels and potential factors between women pregnant using assisted reproduction technology (ART) and women pregnant naturally. Objective To analyze and compare serum concentrations and sociodemographic determinants of PFAS in pregnant women conceiving through ART and conceiving naturally from Shanghai. Methods Based on the China National Birth Cohort (CNBC) in Shanghai from 2017 to 2019, 333 pregnant women conceiving through ART and 689 pregnant women conceiving naturally were recruited during the same period as study subjects. The concentrations of 32 PFAS were measured in early-pregnancy serum of all pregnant women, and four PFAS with the highest co-exposure levels in both groups were included in the subsequent analysis. Multiple linear regression models were performed to evaluate the associations of sociodemographic factors with serum PFAS concentrations in the two groups respectively. Beta coefficients and 95% confidence intervals (CI) were exponentiated to calculate the ratio of the geometric mean (GM) of PFAS concentrations after each unit change in the independent variable. Results Perfluorooctanoic acid (PFOA), perfluorooctanesulfonic acid (PFOS), 6∶2 chlorinated polyfluoroethersulfonic acid (6∶2 Cl-PFESA), and perfluorohexanesulfonic acid (PFHxS) were four major PFAS in serum of pregnant women conceiving through ART and conceiving naturally, and the concentrations of PFOA, PFOS, and 6∶2 Cl-PFESA were higher in pregnant women conceiving through ART than in pregnant women conceiving naturally (P <0.05). The results of multiple linear regression analysis showed that age at pregnancy and household income were associated with serum PFAS levels in both groups. The serum concentrations of PFOS were higher in pregnant women aged ≥35 years old who conceiving through ART (GM ratio=1.26, 95%CI: 1.04, 1.54) and conceiving naturally (GM ratio=1.24, 95%CI: 1.08, 1.42) than pregnant women aged <30 years old respectively. Pregnant women conceiving through ART and conceiving naturally whose household annual income >300000 CNY had lower serum concentrations of PFOA [GM ratio (95%CI): 0.82 (0.72, 0.95) and 0.89 (0.81, 0.97), respectively] and PFHxS [GM ratio (95%CI): 0.66 (0.51, 0.86) and 0.77 (0.66, 0.90), respectively] than those women whose household annual income <200000 CNY. Additionally, pregnant women conceiving naturally with a graduate education or above had lower serum 6∶2 Cl-PFESA concentrations than women with an education below college (GM ratio: 0.81), and multiparous pregnant women conceiving naturally had higher serum concentrations of PFOS, 6∶2 Cl-PFESA, and PFHxS than primiparous pregnant women (GM ratio: 1.14, 1.25, and 1.27 respectively). Conclusion Although differences in serum PFAS levels are found between pregnant women conceiving through ART and women conceiving naturally in this study, maternal age and household income are common determinants of PFAS exposure levels in both populations. We find no special sociodemographic factors to affect PFAS concentrations of pregnant women conceiving through ART compared to pregnant women conceiving naturally. Further research is required to explore other potential factors.
10.A proteomic landscape of pharmacologic perturbations for functional relevance
Zhiwei LIU ; Shangwen JIANG ; Bingbing HAO ; Shuyu XIE ; Yingluo LIU ; Yuqi HUANG ; Heng XU ; Cheng LUO ; Min HUANG ; Minjia TAN ; Jun-Yu XU
Journal of Pharmaceutical Analysis 2024;14(1):128-139
Pharmacological perturbation studies based on protein-level signatures are fundamental for drug dis-covery.In the present study,we used a mass spectrometry(MS)-based proteomic platform to profile the whole proteome of the breast cancer MCF7 cell line under stress induced by 78 bioactive compounds.The integrated analysis of perturbed signal abundance revealed the connectivity between phenotypic behaviors and molecular features in cancer cells.Our data showed functional relevance in exploring the novel pharmacological activity of phenolic xanthohumol,as well as the noncanonical targets of clinically approved tamoxifen,lovastatin,and their derivatives.Furthermore,the rational design of synergistic inhibition using a combination of histone methyltransferase and topoisomerase was identified based on their complementary drug fingerprints.This study provides rich resources for the proteomic landscape of drug responses for precision therapeutic medicine.

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