1.Auxiliary diagnostic model of proliferative lupus nephritis based on machine learning algorithm
Yaning WANG ; Yang DONG ; Na LI ; Linlin LI ; Lina ZHANG ; Huixia CAO ; Lei YAN ; Fengmin SHAO
Chinese Journal of Rheumatology 2025;29(1):31-37
Objective:This study aimed to construct a prediction model for diagnosis of proliferative lupus nephritis based on a machine learning algorithm. Additionally, a user-friendly platform was developed to propose a non-invasive method to assist the pathologic classification of lupus nephritis.Methods:A retrospective analysis was conducted on clinical and pathological data of lupus nephritis patients confirmed by renal biopsy at Zhengzhou University People′s Hospital from January 2017 to August 2023. The study population was randomly divided into training and testing sets in a 7∶3 ratio. Utilizing six machine learning algorithms, classification models were developed. The predictive performance of each model was assessed using metrics such as accuracy, sensitivity, specificity, and the area under the receiver operating characteristic curve (AUC). The optimal model, once identified, was deployed as a web-based calculator for convenient model application. SPSS 25.0 and R 4.2.2 were used to analyze the data.Results:The study included a total of 212 patients, with 138 cases with proliferative lupus nephritis and 74 cases with non-proliferative lupus nephritis. The AUC values for the six models, namely logistic regression, decision tree, random forest, support vector machine, extreme gradient boosting, and light gradient boosting machine, were 0.79, 0.62, 0.79, 0.88, 0.81, and 0.77, respectively; the accuracy rates were 82.54%, 65.08%, 74.60%, 85.71%, 69.84%, 71.43%, respectively. Among them, the support vector machine model demonstrated the optimal performance. This model had deployed as a web-based calculator. Based on feature importance scores, the top 10 influencing factors were identified, including anti URNP antibody, immunoglobulin G, serum globulin, estimated glomerular filtration rate, anti Smith antibody, BMI index, anti dsDNA antibody, uric acid, anti-Rib.p antibody, and gender.Conclusion:A prediction model based on machine learning algorithms was successfully established, and a web calculator was developed to offer a simple and non-invasive method for diagnosing proliferative lupus nephritis. This can assist clinicians in evaluating the risk-benefit ratio of kidney biopsy in patients with lupus nephritis.
2.Mechanisms of resistance to immune checkpoint inhibitor therapy in hepatocellular carcinoma: current status and challenges
Penghui LIU ; Na LI ; Yan DONG ; Lingyun GUO ; Jie MAO
Chinese Journal of Hepatobiliary Surgery 2025;31(2):141-146
This review is based on the research progress and challenges of immune checkpoint inhibitors (ICIs) in the treatment of hepatocellular carcinoma (HCC). ICIs block the PD-1/PD-L1 and CTLA-4 pathways; thereby reactivate the body’s anti-tumor immune response, providing a new therapeutic option for patients with advanced HCC. However, the effect of ICIs is still compromised by factors such as primary and acquired resistance, immune-related adverse events and tumor microenvironment inhibition. This reveiw deeply analyzes these key mechanisms that affect the efficacy of ICIs, and proposes strategies to optimize the treatment, including combination with targeted therapy, chemotherapy and radiotherapy, modulation of tumor microenvironment, and the development of novel biomarkers. Future research should focus on personalized treatment that integrates the molecular and immunological characteristics of patients to enhance the precision and efficacy of ICIs therapy for patients with HCC.
3.Application value of ultrasound TI-RADS classification in the differential diagnosis of thyroid nodules and its correlation with patients' midkine, thymidine kinase 1, and thyroid function indicators
Guoting LI ; Yanjin DONG ; Na WEI ; Xiuli WANG
Chinese Journal of Primary Medicine and Pharmacy 2025;32(3):409-413
Objective:To analyze the application value of ultrasound Thyroid Imaging Reporting and Data System (TI-RADS) classification in the differential diagnosis of thyroid nodules and its correlation with patients' midkine, thymidine kinase 1, and thyroid function indicators.Methods:This study was a prospective study. A total of 108 patients with thyroid nodules (120 nodules) who visited Jinan 2 nd People's Hospital from December 2022 to February 2024 were included. Ultrasound examinations were conducted to complete the TI-RADS classification, and serum levels of midkine (MK) and thymidine kinase 1 (TK1), as well as thyroid function indicators, were measured. Based on the patients' pathological results, the consistency between the TI-RADS diagnostic results and the pathological findings was analyzed. The diagnostic efficacy of TI-RADS classification was calculated. The incidence of malignant nodules across various TI-RADS categories was assessed, and the differences in serum levels of MK, TK1, and thyroid function indicators between patients with benign and malignant nodules were compared. Additionally, a correlation analysis was performed to analyze the correlation between the TI-RADS classification of thyroid nodules and the serum levels of MK, TK1, and thyroid function indicators. Results:Pathological examination results revealed 38 malignant nodules and 82 benign nodules. The consistency between ultrasound TI-RADS classification diagnoses and pathological results was good ( Kappa = 0.90, P < 0.001), with diagnostic sensitivity, specificity, and accuracy of 86.84% (33/38), 97.56% (80/82), and 94.17% (113/120), respectively. Among the ultrasound TI-RADS classifications, the malignant rates for category Ⅳb and category Ⅴ thyroid nodules were the highest, at 92.00% (23/25) and 100.00% (10/10), respectively. Serum levels of MK, TK1, and thyroid-stimulating hormone (TSH) were significantly higher in patients with malignant thyroid nodules than in those with benign thyroid nodules (all P < 0.05). Correlation analysis indicated that TI-RADS classification was positively correlated with serum levels of MK, TK1, and TSH ( r = 0.56, 0.60, 0.52, all P < 0.05). Conclusions:Ultrasound TI-RADS classification can be used to differentiate the nature of thyroid nodules, demonstrating high accuracy with low risks of missed or misdiagnoses. It is also closely related to indicators such as MK, TK1, and TSH, providing a basis for the detection of thyroid cancer.
4.Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study.
Jian-Feng TU ; Xue-Zhou WANG ; Shi-Yan YAN ; Yi-Ran WANG ; Jing-Wen YANG ; Guang-Xia SHI ; Wen-Zheng ZHANG ; Li-Na JIN ; Li-Sha YANG ; Dong-Hua LIU ; Li-Qiong WANG ; Bao-Hong MI
Journal of Integrative Medicine 2025;23(3):289-296
OBJECTIVE:
Varied acupoint selections represent a potential cause of the uncertainty surrounding the efficacy of acupuncture for knee osteoarthritis (OA). Skin temperature, a guiding factor for acupoint selection, may help to address this issue. This study explored thermal sensitization of acupoints used for the treatment of knee OA.
METHODS:
This cross-sectional case-control study enrolled cases aged 45-75 years with symptomatic knee OA and age- and gender-matched non-knee OA controls in a 1:1 ratio. All participants underwent infrared thermographic imaging. The primary outcome was the relative skin temperature of acupoint (STA), and the secondary outcome was the absolute STA of 11 acupoints. The Z test was used to compare the relative and absolute STAs between the groups. Principal component analysis was used to extract the common factors (CFs, acupoint cluster) in the STAs. A general linear model was used to identify factors affecting the STA in the knee OA cases. For the group comparisons of relative STA, P < 0.0045 (adjusted for 11 acupoints through Bonferroni correction) was considered to indicate statistical significance. For other analyses, P < 0.05 was used as the threshold for statistical significance.
RESULTS:
The analysis included 308 participants, consisting of 151 cases (mean age: [64.58 ± 6.67] years; male: 25.83%; mean body mass index: [25.70 ± 3.16] kg/m2) and 157 controls (mean age: [63.37 ± 5.96] years; male: 26.11%; mean body mass index: [24.47 ± 2.84] kg/m2). The relative STAs of ST34 (P = 0.0001), EX-LE2 (P < 0.0001), EX-LE5 (P = 0.0006), SP10 (P < 0.0001), BL40 (P = 0.0012) and GB39 (P = 0.0037) were higher in the knee OA group. No difference was found in the STAs of ST35, ST36, SP9, GB33 and GB34. Four CFs were identified for relative STA in both groups. The acupoints within each CF were consistent between the groups. The mean values of the relative STAs across each CF were higher in the knee OA group. In the knee OA cases, no factors were observed to affect the relative STA, while age and gender were found to affect the absolute STA.
CONCLUSION
Among patients with knee OA, thermal sensitization occurs in the acupoints of the lower extremity, exhibiting localized and regional thermal consistencies. The thermally sensitized acupoints that we identified in this study, ST34, SP10, EX-LE2, EX-LE5, GB39 and BL40, may be good choices for the acupuncture treatment of knee OA. Please cite this article as: Tu JF, Wang XZ, Yan SY, Wang YR, Yang JW, Shi GX, Zhang WZ, Jing LN, Yang LS, Liu DH, Wang LQ, Mi BH. Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study. J Integr Med. 2025; 23(3): 289-296.
Humans
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Osteoarthritis, Knee/physiopathology*
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Male
;
Cross-Sectional Studies
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Middle Aged
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Female
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Acupuncture Points
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Case-Control Studies
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Aged
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Skin Temperature
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Acupuncture Therapy
5.Application value of ultrasound TI-RADS classification in the differential diagnosis of thyroid nodules and its correlation with patients' midkine, thymidine kinase 1, and thyroid function indicators
Guoting LI ; Yanjin DONG ; Na WEI ; Xiuli WANG
Chinese Journal of Primary Medicine and Pharmacy 2025;32(3):409-413
Objective:To analyze the application value of ultrasound Thyroid Imaging Reporting and Data System (TI-RADS) classification in the differential diagnosis of thyroid nodules and its correlation with patients' midkine, thymidine kinase 1, and thyroid function indicators.Methods:This study was a prospective study. A total of 108 patients with thyroid nodules (120 nodules) who visited Jinan 2 nd People's Hospital from December 2022 to February 2024 were included. Ultrasound examinations were conducted to complete the TI-RADS classification, and serum levels of midkine (MK) and thymidine kinase 1 (TK1), as well as thyroid function indicators, were measured. Based on the patients' pathological results, the consistency between the TI-RADS diagnostic results and the pathological findings was analyzed. The diagnostic efficacy of TI-RADS classification was calculated. The incidence of malignant nodules across various TI-RADS categories was assessed, and the differences in serum levels of MK, TK1, and thyroid function indicators between patients with benign and malignant nodules were compared. Additionally, a correlation analysis was performed to analyze the correlation between the TI-RADS classification of thyroid nodules and the serum levels of MK, TK1, and thyroid function indicators. Results:Pathological examination results revealed 38 malignant nodules and 82 benign nodules. The consistency between ultrasound TI-RADS classification diagnoses and pathological results was good ( Kappa = 0.90, P < 0.001), with diagnostic sensitivity, specificity, and accuracy of 86.84% (33/38), 97.56% (80/82), and 94.17% (113/120), respectively. Among the ultrasound TI-RADS classifications, the malignant rates for category Ⅳb and category Ⅴ thyroid nodules were the highest, at 92.00% (23/25) and 100.00% (10/10), respectively. Serum levels of MK, TK1, and thyroid-stimulating hormone (TSH) were significantly higher in patients with malignant thyroid nodules than in those with benign thyroid nodules (all P < 0.05). Correlation analysis indicated that TI-RADS classification was positively correlated with serum levels of MK, TK1, and TSH ( r = 0.56, 0.60, 0.52, all P < 0.05). Conclusions:Ultrasound TI-RADS classification can be used to differentiate the nature of thyroid nodules, demonstrating high accuracy with low risks of missed or misdiagnoses. It is also closely related to indicators such as MK, TK1, and TSH, providing a basis for the detection of thyroid cancer.
6.Vasovagal syncope patients' experience of emotion management and program needs from the doctor-nurse-patient perspective: a phenomenological research
Yili GAO ; Haiping YU ; Baoxin TANG ; Yanfen DONG ; Ying XU ; Jiawen QIN ; Na LI ; Yongqing ZHANG
Chinese Journal of Modern Nursing 2025;31(4):462-469
Objective:To explore the experience of emotion management and program needs of patients with vasovagal syncope (VVS) from the doctor-nurse-patient perspective.Methods:This study was a phenomenological study in qualitative research. Using purposive sampling method, four medical specialists, four nursing specialists, and 10 patients with VVS from the Syncope Center of Shanghai East Hospital, Tongji University were selected from March to May 2024 for semi-structured interviews. Colaizzi's phenomenological data analysis was used to analyze the data.Results:Theme 1 was the initial perception and experience of emotion management, in which the doctor-nurse perspective included two sub-themes of emotion management met the actual needs of clinical patients and the management program was too specialized and unknown, and the patient perspective included three sub-themes of differences in the ability of individuals to recognize their own emotional state, lack of knowledge related to emotion management, and lack of social support. Theme 2 was the need for emotion management programs, in which the doctor-nurse perspective involved two sub-themes of multidisciplinary cooperation, suitable for clinical operation and follow-up, and the combination of online and offline, and in-hospital and out-of-hospital linkage, and the patient perspective involved two sub-themes of the need for healthcare guidance, easy to operate, and the diversification of forms, personalization, and meeting the needs of different populations.Conclusions:The content of emotion management is relatively unknown to doctors, nurses and patients, and even more so to patients. VVS emotion management work is still in its infancy, and emotion management as a branch of rehabilitation needs to be emphasized for its development, and psychological assessment and intervention work should be incorporated into the routine of syncope rehabilitation.
7.Identification of a case with novel HLA-DRB1*12: 106 allele
Li′na DONG ; Nanying CHEN ; Yizhen HE ; Wei ZHANG ; Faming ZHU
Chinese Journal of Medical Genetics 2025;42(2):151-155
Objective:To identify the nucleotide sequence of a novel HLA-DRB1*12: 106 allele. Methods:A blood donor who was joined into the database for platelet matching transfusion at the Blood Center of Zhejiang Province in 2023 was selected as the study subject. HLA genotyping was carried out through next-generation sequencing based on AllType NGS 11 locus, AllType FASTPlex NGS reagents, and Sanger sequencing method. The HLA genotype of the donor by Sanger sequencing and next generation sequencing were assigned by using uTYPE 7.3 and TypeStream Visual 3.0 software, respectively. This study was approved by Medical Ethics Committee of the Zhejiang Blood Center (Ethics No. Provincial Blood Center Ethics Review 2022 Research No. 001). Results:A novel HLA-DRB1*12 allele has been identified, and the full coding sequence has been submitted to the GenBank database (No. OR101190), and the length of submitted sequence was 801 bp, which was officially named as HLA-DRB1*12: 106 by the WHO Nomenclature Committee for Factors of the HLA System (submission No. HWS10066755). Compared with the sequence of the highest homology ( HLA-DRB1*12: 01: 01: 01 allele), a single nucleotide change was identified at position 344 T>G in the exon 2 of the HLA-DRB1*12: 106, which has resulted in replacement of Valine by Glycine at residue 86. The HLA genotype of the proband was determined as HLA-A*02: 01, 11: 01; -B*13: 02, 40: 01; -C*01: 02, 03: 03; -DRB1*07: 01, 12: 106; -DRB3*01: 01; -DRB4*01: 03; -DQA1*02: 01, 04: 01; -DQB1*02: 02, 04: 02; -DPA1*01: 03, 01: 03; -DPB1*02: 01: 02G, 04: 01: 01G. Conclusion:A novel HLA-DRB1 allele has been identified in the Chinese population. The mutated amino acid, located in the peptide binding region of the β chain, may affect the binding characteristics of antigen peptides.
8.Clinical effects of Tongfu Jiangzhuo Formula on ICU delirium patients with Internal Accumulation of Turbid Toxins
Yan-na GENG ; Xu DONG ; Yan-tao LI ; Yan DONG
Chinese Traditional Patent Medicine 2025;47(9):2918-2922
AIM To explore the clinical effects of Tongfu Jiangzhuo Formula on ICU delirium patients with Internal Accumulation of Turbid Toxins.METHODS Based on Turbid Toxins theory,two hundred and ten patients were randomly assigned into control group(105 cases)for intervention of conventional treatment,and observation group(105 cases)for intervention of both Tongfu Jiangzhuo Formula and conventional treatment.The changes in clinical effects,delirium scores(CAM-ICU,ICDSC),TCM syndrome score,inflammatory factors(IL-1β,IL-6,IL-8),Raf-1,MEK-2,ERK-1 mRNA and incidence of adverse reactions were detected.RESULTS The observation group demonstrated higher total effective rate than the control group(P<0.05).After the treatment,the two groups displayed decreased delirium scores,TCM syndrome score,inflammatory factors and Raf-1,MEK-2,ERK-1 mRNA(P<0.05),especially for the observation group(P<0.05).No significant difference in incidence of adverse reactions was found between the two groups(P>0.05).CONCLUSION For the patients with ICU delirium due to Internal Accumulation of Turbid Toxins,Tongfu Jiangzhuo Formula can safely and effectively improve symptoms,and reduce inflammation levels and Raf-1,MEK-2,ERK-1 mRNA expressions.
9.Analysis of pathogenic bacteria distribution and influencing factors of complex abdominal infection in ICU after abdominal operation
Jianhua DONG ; Yamin ZHANG ; Na SHEN ; Bin LI ; Shanshan ZHAO
Journal of Clinical Surgery 2025;33(3):310-312
Objective To explore the characteristics and influencing factors of complicated intra-abdominal infection in ICU patients after abdominal surgery.Methods A retrospective study was performed on ICU patients(n=92,observation group)developing complicated intra-abdominal infection after abdominal surgery versus patients(n=104,control group)without complicated intra-abdominal infection after abdominal surgery in our hospital from January 2020 to December 2023.The characteristics of patients who developed complicated intra-abdominal infections were analyzed and the relevant influencing factors were identified using multivariate Logistic regression analysis.Results A total of 124 strains of pathogenic bacteria were isolated and identified in 92 infected patients,with 64.52%(80/124)of Gram-negative strains comprising mainly 29.03%(36/124)of Escherichia coli,25.81%(32/124)of Gram-positive strains comprising mainly 12.90%(16/124)of Enterococcus faecalis,and 9.68%(12/124)of fungi comprising mainly 6.45%(8/124)of Candida albicans.Multivariate Logistic regression results showed that preoperative underlying disease,surgical methods,duration of surgery,invasive procedures,antibiotic use,and length of ICU stay,enteral nutrition were the influencing factors of complicated intra-abdominal infection in ICU patients after abdominal surgery(P<0.0 5).Conclusion Patients with complicated intra-abdominal infection are infected with a variety of pathogenic bacteria,predominantly Gram-negative.The patient's preoperative underlying disease,surgical approach,duration of surgery,invasive procedures,use of antibiotics,length of ICU stay,and early enteral nutrition all affect the risk of complicated intra-abdominal infection in ICU patients after abdominal surgery.
10.Regulation of white adipose tissue in mice by immunization with recombinant Bacillus Calmette-Gue?rin with c-di-AMP adjuvant
Meng-juan DONG ; Yu-xiao CHANG ; Huan-huan NING ; Yan-zhi LU ; Jian KANG ; Ming-ze XU ; Ting DAI ; Jia-ling LI ; Le-ran HAO ; Lin-na ZHANG ; Yin-lan BAI
Chinese Journal of Zoonoses 2025;41(4):370-375
This study assessed the role and mechanism of the recombinant Bacillus Calmette-Gue?rin vaccine(rBCG)with c-di-AMP adjuvant in regulating metabolism and immunity in epididymal white adipose(eWAT)in mice.Male C57BL/6 mice were intravenously immunized with BCG and rBCG,and their body weights were monitored.eWAT was isolated from the mice,and the stromal vascular fractions(SVFs)cell number was counted with a hemocytometer.Sections of mouse adipose tissue were prepared,and the size,number,and morphology of eWAT adipocytes and crown-like structure(CLS)formation were compared under a microscope after HE staining.The transcription levels of lipid metabolism-associated factors,cytokines and aging-associated genes in each group were determined with qRT-PCR.The body weights of mice gradually increased after immunization with BCG and rBCG.The proportions of eWAT increased,and the SVFs cell number decreased,in rBCG immunized mice.HE staining indicated that BCG immunization promoted hyperplasia,whereas rBCG immunization promoted hypertrophy of eWAT adipocytes;moreover,both BCG and rBCG immunization induced CLS formation in eWAT.The qRT-PCR results indicated that rBCG immunization inhibited the expression of genes associated with lipolysis and energy expenditure in eWAT.BCG immunization had little effect on cytokine transcription,whereas rBCG significantly induced the transcription of IFN-γ and IL-1Ra,and inhibited that of IL-15 and IL-2,but did not induce the expression of aging-associated genes.Thus,rBCG immunization induced eWAT adipocyte hypertrophy,which was associated with the inhibition of eWAT lipolysis and the regulation of cytokine expression.

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