1.Analysis of factors associated with prognosis of osteoporosis patients after hip arthroplasty and construction of Nomogram prediction model
Rongqiang WANG ; Liu YANG ; Xiangkun WU ; Lilin SHANG
Chinese Journal of Tissue Engineering Research 2025;29(33):7137-7142
BACKGROUND:Poor prognosis of hip arthroplasty in patients with osteoporosis seriously affects the patients'quality of life.Accurately predicting the risk factors for poor prognosis of hip arthroplasty in patients with osteoporosis remains a major challenge for orthopedic surgeons.OBJECTIVE:To explore risk factors for poor prognosis after hip arthroplasty in patients with osteoporosis and construct a Nomogram prediction model.METHODS:A total of 192 patients with osteoporosis who underwent hip arthroplasty in Nanyang Second People's Hospital from July 2020 to June 2022 were selected as study subjects.Harris hip function scale was performed 6 months after operation.Patients with Harris score ≥ 80 were included in the good prognosis group(n=142),while patients with Harris score<80 were included in the poor prognosis group(n=50).Clinical data of the two groups were collected and subjected to univariate analysis.Receiver operating characteristic curves were used to analyze the predictive value of the measures for poor prognosis after hip arthroplasty in patients with osteoporosis.Binary logistic regression was used to analyze the risk factors affecting poor prognosis after hip arthroplasty in patients with osteoporosis.The Nomogram prediction model for poor prognosis after hip arthroplasty in patients with osteoporosis was constructed.The calibration curve was internally validated and the concordance index was calculated,and the decision curve was evaluated for clinical predictive efficacy.RESULTS AND CONCLUSION:(1)The differences between the two groups were statistically significant in terms of age,body mass index,operative time,intraoperative bleeding,serum albumin,peripheral blood lymphocyte count,prognostic nutritional index,and complications(P<0.05).(2)Area under the curve for age,body mass index,operative time,intraoperative bleeding,serum albumin,peripheral blood lymphocyte count,and prognostic nutritional index were 0.813,0.780,0.787,0.764,0.777,0.785,and 0.818.(3)Age,body mass index,intraoperative bleeding,and complications were risk factors for poor prognosis after hip arthroplasty in patients with osteoporosis.(4)The corrected,raw curve of the nomogram prediction model was close to the ideal curve with a concordance index of 0.851(0.815-0.886)and a good model fit,with a threshold of>0.12 for the Nomogram prediction model to provide a net clinical benefit,and all net clinical benefits were higher than the independent predictors.(5)It is concluded that age,body mass index,intraoperative bleeding,and complications are risk factors affecting the poor prognosis of osteoporotic patients after hip arthroplasty.The Nomogram prediction model constructed based on this can help clinicians assess the prognosis of osteoporotic patients after hip arthroplasty,develop personalized interventions,improve prognosis,and enhance the quality of life.
2.Chromatin landscape alteration uncovers multiple transcriptional circuits during memory CD8+ T-cell differentiation.
Qiao LIU ; Wei DONG ; Rong LIU ; Luming XU ; Ling RAN ; Ziying XIE ; Shun LEI ; Xingxing SU ; Zhengliang YUE ; Dan XIONG ; Lisha WANG ; Shuqiong WEN ; Yan ZHANG ; Jianjun HU ; Chenxi QIN ; Yongchang CHEN ; Bo ZHU ; Xiangyu CHEN ; Xia WU ; Lifan XU ; Qizhao HUANG ; Yingjiao CAO ; Lilin YE ; Zhonghui TANG
Protein & Cell 2025;16(7):575-601
Extensive epigenetic reprogramming involves in memory CD8+ T-cell differentiation. The elaborate epigenetic rewiring underlying the heterogeneous functional states of CD8+ T cells remains hidden. Here, we profile single-cell chromatin accessibility and map enhancer-promoter interactomes to characterize the differentiation trajectory of memory CD8+ T cells. We reveal that under distinct epigenetic regulations, the early activated CD8+ T cells divergently originated for short-lived effector and memory precursor effector cells. We also uncover a defined epigenetic rewiring leading to the conversion from effector memory to central memory cells during memory formation. Additionally, we illustrate chromatin regulatory mechanisms underlying long-lasting versus transient transcription regulation during memory differentiation. Finally, we confirm the essential roles of Sox4 and Nrf2 in developing memory precursor effector and effector memory cells, respectively, and validate cell state-specific enhancers in regulating Il7r using CRISPR-Cas9. Our data pave the way for understanding the mechanism underlying epigenetic memory formation in CD8+ T-cell differentiation.
CD8-Positive T-Lymphocytes/metabolism*
;
Cell Differentiation
;
Chromatin/immunology*
;
Animals
;
Mice
;
Immunologic Memory
;
Epigenesis, Genetic
;
SOXC Transcription Factors/immunology*
;
NF-E2-Related Factor 2/immunology*
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Mice, Inbred C57BL
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Gene Regulatory Networks
;
Enhancer Elements, Genetic
3.Dynamic continuous emotion recognition method based on electroencephalography and eye movement signals.
Yangmeng ZOU ; Lilin JIE ; Mingxun WANG ; Yong LIU ; Junhua LI
Journal of Biomedical Engineering 2025;42(1):32-41
Existing emotion recognition research is typically limited to static laboratory settings and has not fully handle the changes in emotional states in dynamic scenarios. To address this problem, this paper proposes a method for dynamic continuous emotion recognition based on electroencephalography (EEG) and eye movement signals. Firstly, an experimental paradigm was designed to cover six dynamic emotion transition scenarios including happy to calm, calm to happy, sad to calm, calm to sad, nervous to calm, and calm to nervous. EEG and eye movement data were collected simultaneously from 20 subjects to fill the gap in current multimodal dynamic continuous emotion datasets. In the valence-arousal two-dimensional space, emotion ratings for stimulus videos were performed every five seconds on a scale of 1 to 9, and dynamic continuous emotion labels were normalized. Subsequently, frequency band features were extracted from the preprocessed EEG and eye movement data. A cascade feature fusion approach was used to effectively combine EEG and eye movement features, generating an information-rich multimodal feature vector. This feature vector was input into four regression models including support vector regression with radial basis function kernel, decision tree, random forest, and K-nearest neighbors, to develop the dynamic continuous emotion recognition model. The results showed that the proposed method achieved the lowest mean square error for valence and arousal across the six dynamic continuous emotions. This approach can accurately recognize various emotion transitions in dynamic situations, offering higher accuracy and robustness compared to using either EEG or eye movement signals alone, making it well-suited for practical applications.
Humans
;
Electroencephalography/methods*
;
Emotions/physiology*
;
Eye Movements/physiology*
;
Signal Processing, Computer-Assisted
;
Support Vector Machine
;
Algorithms
4.Clinical application of protocol kidney allograft biopsies after kidney transplantation: a single-center prospective observational cohort study
Huangjie WU ; Yi FANG ; Jing LUO ; Yangyan LIU ; Lilin LIU ; Yingchun WU ; Chunsun DAI ; Min GU ; Hongdi CAO
Chinese Journal of Organ Transplantation 2025;46(10):710-716
Objective:To analyze the clinical application of protocol biopsy (PB) during postoperative follow-up in recipients of allogeneic kidney transplantation.Methods:A prospective observational cohort study was conducted. Recipients who underwent allogeneic kidney transplantation at the Second Affiliated Hospital of Nanjing Medical University between January 2022 and September 2024 and received PB at 3 months (±1 week) and/or 12 months (±4 weeks) post-transplantation in the Department of Nephrology were enrolled. The implementation, complications, and pathological results of PB were summarized. The safety and diagnostic efficacy of PB were analyzed.Results:A total of 143 allogeneic kidney transplant recipients were included, and 200 PB procedures were performed. The overall implementation rate of protocol biopsy (PB) was 84.1% (143/170). Among them, 170 recipients completed 3-month follow-up, and 136 PBs were performed at 3 months (±1 week) post-transplantation, with an implementation rate of 80.0%. Seventy-nine recipients completed 12-month follow-up, and 64 PBs were performed at 12 months (±4 weeks), with an implementation rate of 81.0%. One major PB-related complication occurred (0.5%), presenting as gross hematuria and diagnosed as a transplant renal arteriovenous fistula. At 3 months post-transplantation, 58 biopsies (42.6%) showed pathological abnormalities, including rejection in 12 cases (8.8%), borderline changes in 18 cases (13.2%), BK virus nephropathy (BKVN) in 10 cases (7.4%), calcineurin inhibitor (CNI) nephrotoxicity in 13 cases (9.6%), and recurrent kidney disease in 5 cases (3.7%). At 12 months post-transplantation, 22 biopsies (34.4%) revealed pathological abnormalities, including rejection in 13 cases (20.3%), borderline changes in 4 cases (6.3%), BKVN in 3 cases (4.7%), CNI nephrotoxicity in 1 case (1.6%), and recurrent disease in 1 case (1.6%).Conclusions:Protocol kidney allograft biopsy after allogeneic kidney transplantation is highly safe and feasible in clinical practice. PB provides significant diagnostic value for the early detection of subclinical rejection and BKVN, thereby supporting its clinical utility in postoperative monitoring and management.
5.Phase Ⅲ, multicenter, randomized comparative study of LY01005 and Zoladex ? for patients with premenopausal breast cancer
Xiying SHAO ; Qingyuan ZHANG ; Zhaofeng NIU ; Man LI ; Jingfen WANG ; Zhanhong CHEN ; Ruizhen LUO ; Guangdong QIAO ; Jianguo WANG ; Liyuan QIAN ; Ronghua YANG ; Zhendong CHEN ; Jian WANG ; Yumin YAO ; Jianghua OU ; Tao SUN ; Qiao CHENG ; Yongsheng WANG ; Jian HUANG ; Hongying ZHAO ; Wuyun SU ; Zhong OUYANG ; Yu DING ; Lilin CHEN ; Sumei YANG ; Mengsheng CUI ; Aimin ZANG ; Enxiang ZHOU ; Peizhi FAN ; Jing ZHANG ; Qiang LIU ; Yuee TENG ; Hui LI ; Jianyun NIE ; Jin YANG ; Xiaojia WANG ; Zefei JIANG
Chinese Journal of Oncology 2025;47(4):340-348
Background:To compare the efficacy and safety of monthly administrations of gonadotropin releasing hormone (GnRH) agonists LY01005 and Zoladex ? in Chinese patients with premenopausal breast cancer. Methods:From October 2020 to November 2021, 188 premenopausal breast cancer patients were enrolled in 34 hospitals and randomized 1:1 to receive either LY01005 or Zoladex ? every 28 days for a total of three injections. All patients concomitantly received oral tamoxifen (TAM). The primary efficacy endpoint was cumulative probability of maintaining menopausal level [oestradiol (E2) ≤30 pg/ml] from day 29 to day 85. The second efficacy endpoint included changes in E2, luteinizing hormone (LH), and follicle-stimulating hormone (FSH) compared with the baseline. Pharmacokinetics (PK), pharmacodynamics (PD), and safety were analyzed. The study also evaluated the pharmacokinetic and pharmacodynamic characteristics of LY01005. Results:A total of 188 patients were randomised and 187 patients received either LY01005 or Zoladex ?. Cumulative probabilities of maintaining menopausal level (E2≤30 pg/ml) from day 29 to day 85 were 93.1% for LY01005 and 86.3% for Zoladex ?. The between-group difference was 6.8% (95% CI: -2.3%, 15.9%) and primary efficacy in the LY01005 group was not inferior to that in the Zoladex ? group. Changes in E2, LH, and FSH levels compared with the baseline were equivalent between the two groups (E2: 89.34% to 90.23% vs. 82.11% to 85.02%; LH: 88.89% to 95.52% vs. 89.70% to 97.02%; FSH: 75.36% to 80.85% vs.73.07% to 80.24%, respectively). After three consecutive doses of LY01005, the LH and FSH levels of the subjects showed a transient increase after the first dose, reached a peak on the second day and then started to decrease. The LH and FSH reached a lower level and remained at or below that level until the 85th day. Both treatments were well-tolerated. Conclusion:LY01005 is as effective as Zoladex ? in suppressing E2 to menopausal levels in Chinese patients with premenopausal breast cancer, with a similar safety profile.
6.Analysis of four seroepidemiological surveys on hepatitis B in healthy population of Tongchuan city
Lilin LIANG ; Gaixia HU ; Xinli LIU ; Zhichao DONG ; Yi LIU ; Jun WANG ; Wenhua ZHANG
Chinese Journal of Microbiology and Immunology 2025;45(9):788-794
Objective:To analyze the infection status of HBV among the healthy population in Tongchuan city in 2023, and compare it against the data from 2006, 2014, and 2020, thereby elucidating epidemiological trends and providing reference for optimizing hepatitis B prevention and control strategies in Tongchuan city.Methods:By using the method of multi-stage stratified random sampling, healthy people aged 1-59 from eight villages/communities in the four districts and counties of Tongchuan city were selected for on-site investigation and blood sample collection. ELISA was used to detect the five hepatitis B markers of the survey respondents, including HBsAg and HBsAb, and the seroprevalence rates of the populations with different characteristics were analyzed. Statistical analysis was performed using Chi-square test.Results:In 2023, a total of 1 926 healthy people were surveyed. After standardization, the positive rates of HBsAg, HBsAb, and HBV, and the rate of all five hepatitis B markers being negative were 0.56%, 54.57%, 26.77%, and 33.05%, respectively. Children aged 1-4 had the lowest positive rates of HBsAg, HBcAb, HBeAb, and HBV, as well as the lowest rate of all five hepatitis B markers being negative, while they had the highest positive rate of HBsAb. In the population aged 1-29, the positive rates of HBsAg and HBV, and the rate of all five hepatitis B markers being negative showed an upward trend with increasing age, while the positive rate of HBsAb showed a downward trend. In particular, the positive rate of HBsAb dropped sharply in the 5-14 age group. In 2023, the positive rate of HBV in the population aged 1-29 was 10.93% (111/1 016), and the rate of all five hepatitis B markers being negative was 38.39% (390/1 016), both lower than the results of the previous three surveys. The positive rate of HBsAb was 56.69% (576/1 016) in people aged 1-29 in 2023, which was higher than the results of the previous three surveys.Conclusions:Although certain achievements have been made in the prevention and control of hepatitis B in Tongchuan city in 2023, with more than one-third of the population showing all negative results in the five hepatitis B tests, the positive rate of HBsAb in the 5-14 age group has dropped sharply. Further actions required for hepatitis B prevention and control in Tongchuan city include optimizing the childhood immunization schedule for national immunization program vaccines, implementing booster programs for adolescents, and developing tailored immunization strategies for adults.
7.Analysis of four seroepidemiological surveys on hepatitis B in healthy population of Tongchuan city
Lilin LIANG ; Gaixia HU ; Xinli LIU ; Zhichao DONG ; Yi LIU ; Jun WANG ; Wenhua ZHANG
Chinese Journal of Microbiology and Immunology 2025;45(9):788-794
Objective:To analyze the infection status of HBV among the healthy population in Tongchuan city in 2023, and compare it against the data from 2006, 2014, and 2020, thereby elucidating epidemiological trends and providing reference for optimizing hepatitis B prevention and control strategies in Tongchuan city.Methods:By using the method of multi-stage stratified random sampling, healthy people aged 1-59 from eight villages/communities in the four districts and counties of Tongchuan city were selected for on-site investigation and blood sample collection. ELISA was used to detect the five hepatitis B markers of the survey respondents, including HBsAg and HBsAb, and the seroprevalence rates of the populations with different characteristics were analyzed. Statistical analysis was performed using Chi-square test.Results:In 2023, a total of 1 926 healthy people were surveyed. After standardization, the positive rates of HBsAg, HBsAb, and HBV, and the rate of all five hepatitis B markers being negative were 0.56%, 54.57%, 26.77%, and 33.05%, respectively. Children aged 1-4 had the lowest positive rates of HBsAg, HBcAb, HBeAb, and HBV, as well as the lowest rate of all five hepatitis B markers being negative, while they had the highest positive rate of HBsAb. In the population aged 1-29, the positive rates of HBsAg and HBV, and the rate of all five hepatitis B markers being negative showed an upward trend with increasing age, while the positive rate of HBsAb showed a downward trend. In particular, the positive rate of HBsAb dropped sharply in the 5-14 age group. In 2023, the positive rate of HBV in the population aged 1-29 was 10.93% (111/1 016), and the rate of all five hepatitis B markers being negative was 38.39% (390/1 016), both lower than the results of the previous three surveys. The positive rate of HBsAb was 56.69% (576/1 016) in people aged 1-29 in 2023, which was higher than the results of the previous three surveys.Conclusions:Although certain achievements have been made in the prevention and control of hepatitis B in Tongchuan city in 2023, with more than one-third of the population showing all negative results in the five hepatitis B tests, the positive rate of HBsAb in the 5-14 age group has dropped sharply. Further actions required for hepatitis B prevention and control in Tongchuan city include optimizing the childhood immunization schedule for national immunization program vaccines, implementing booster programs for adolescents, and developing tailored immunization strategies for adults.
8.Clinical value of assessing serum N-glycomic fingerprint profiling for liver inflammation grading in patients with chronic hepatitis B
Xuewen XU ; Huijuan FENG ; Xiaojuan SUN ; Xiao XIAO ; Lilin SHEN ; Zhiyuan GAO ; Lijuan LIU ; Chunfang GAO
Chinese Journal of Laboratory Medicine 2025;48(1):76-84
Objective:To explore the clinical application value of serum N-glycan profiles for evaluating the severity of liver tissue inflammation in patients with chronic hepatitis B (CHB).Methods:A total of 221 CHB patients who underwent liver biopsy at Mengchao Hepatobiliary Hospital of Fujian Medical University from January 2018 to December 2020 were retrospectively enrolled. The Scheuer scoring system was used to assess the histological inflammation grade of the liver tissue. Serum N-glycan levels were measured using DNA sequencer-assisted N-glycan fingerprinting (NGFP). Using the upper limit of the alanine aminotransferase (ALT) reference value (40 U/L) as a cutoff, logistic regression models were developed to construct diagnostic models under two scenarios: normal ALT or abnormal ALT. Models based on serum N-glycan levels and serum N-glycan levels combined with routine laboratory indicators, were used to non-invasively evaluation of various pathological grades of liver tissue inflammation in CHB patients. The DeLong test was used to compare the diagnostic efficacy of the models by analyzing the areas under the receiver operating characteristic curve (AUC). Glycosylation-related gene expression differences associated with varying degrees of liver inflammation were analyzed using the Gene Expression Omnibus (GEO) database.Results:In CHB patients with normal ALT level, the relative abundances of N-glycan structure peak 1 (NGA2F) and peak 2 (NGA2FB) increased with higher liver inflammation grades, while the relative abundance of peak 5 (NA2) decreased ( P<0.05). The AUCs of the HIS-G model (HIS-G A) and its enhanced version (HIS-G A Plus) for identifying significant inflammation and necrosis (≥G2, indicating the initiation of antiviral therapy) were 0.805 (95% CI 0.690-0.899) and 0.904 (95% CI 0.821-0.960), respectively. In CHB patients with ALT>40 U/L, the relative abundances of peaks 1 (NGA2F), 2 (NGA2FB), and 3 (NG1A2F) increased with higher liver inflammation grades, while the relative abundances of peaks 8 (NA3) and 11 (NA4) decreased ( P<0.05). The AUCs of the HIS-G model (HIS-G B) and its enhanced version (HIS-G B Plus) for identifying significant inflammation (≥G2) were 0.810 (95% CI 0.727-0.889) and 0.838 (95% CI 0.754-0.901), respectively. With increasing liver inflammation grades, the expression levels of four glycosyltransferase genes (CHST4, FUT8, SLC51B, and ST8SIA4) were significantly upregulated ( P<0.05). Conclusions:Serum N-glycan biomarker models can be used to assist in evaluating the severity of liver tissue inflammation in CHB patients with both normal and abnormal ALT levels.
9.Analysis of factors associated with prognosis of osteoporosis patients after hip arthroplasty and construction of Nomogram prediction model
Rongqiang WANG ; Liu YANG ; Xiangkun WU ; Lilin SHANG
Chinese Journal of Tissue Engineering Research 2025;29(33):7137-7142
BACKGROUND:Poor prognosis of hip arthroplasty in patients with osteoporosis seriously affects the patients'quality of life.Accurately predicting the risk factors for poor prognosis of hip arthroplasty in patients with osteoporosis remains a major challenge for orthopedic surgeons.OBJECTIVE:To explore risk factors for poor prognosis after hip arthroplasty in patients with osteoporosis and construct a Nomogram prediction model.METHODS:A total of 192 patients with osteoporosis who underwent hip arthroplasty in Nanyang Second People's Hospital from July 2020 to June 2022 were selected as study subjects.Harris hip function scale was performed 6 months after operation.Patients with Harris score ≥ 80 were included in the good prognosis group(n=142),while patients with Harris score<80 were included in the poor prognosis group(n=50).Clinical data of the two groups were collected and subjected to univariate analysis.Receiver operating characteristic curves were used to analyze the predictive value of the measures for poor prognosis after hip arthroplasty in patients with osteoporosis.Binary logistic regression was used to analyze the risk factors affecting poor prognosis after hip arthroplasty in patients with osteoporosis.The Nomogram prediction model for poor prognosis after hip arthroplasty in patients with osteoporosis was constructed.The calibration curve was internally validated and the concordance index was calculated,and the decision curve was evaluated for clinical predictive efficacy.RESULTS AND CONCLUSION:(1)The differences between the two groups were statistically significant in terms of age,body mass index,operative time,intraoperative bleeding,serum albumin,peripheral blood lymphocyte count,prognostic nutritional index,and complications(P<0.05).(2)Area under the curve for age,body mass index,operative time,intraoperative bleeding,serum albumin,peripheral blood lymphocyte count,and prognostic nutritional index were 0.813,0.780,0.787,0.764,0.777,0.785,and 0.818.(3)Age,body mass index,intraoperative bleeding,and complications were risk factors for poor prognosis after hip arthroplasty in patients with osteoporosis.(4)The corrected,raw curve of the nomogram prediction model was close to the ideal curve with a concordance index of 0.851(0.815-0.886)and a good model fit,with a threshold of>0.12 for the Nomogram prediction model to provide a net clinical benefit,and all net clinical benefits were higher than the independent predictors.(5)It is concluded that age,body mass index,intraoperative bleeding,and complications are risk factors affecting the poor prognosis of osteoporotic patients after hip arthroplasty.The Nomogram prediction model constructed based on this can help clinicians assess the prognosis of osteoporotic patients after hip arthroplasty,develop personalized interventions,improve prognosis,and enhance the quality of life.
10.Clinical application of protocol kidney allograft biopsies after kidney transplantation: a single-center prospective observational cohort study
Huangjie WU ; Yi FANG ; Jing LUO ; Yangyan LIU ; Lilin LIU ; Yingchun WU ; Chunsun DAI ; Min GU ; Hongdi CAO
Chinese Journal of Organ Transplantation 2025;46(10):710-716
Objective:To analyze the clinical application of protocol biopsy (PB) during postoperative follow-up in recipients of allogeneic kidney transplantation.Methods:A prospective observational cohort study was conducted. Recipients who underwent allogeneic kidney transplantation at the Second Affiliated Hospital of Nanjing Medical University between January 2022 and September 2024 and received PB at 3 months (±1 week) and/or 12 months (±4 weeks) post-transplantation in the Department of Nephrology were enrolled. The implementation, complications, and pathological results of PB were summarized. The safety and diagnostic efficacy of PB were analyzed.Results:A total of 143 allogeneic kidney transplant recipients were included, and 200 PB procedures were performed. The overall implementation rate of protocol biopsy (PB) was 84.1% (143/170). Among them, 170 recipients completed 3-month follow-up, and 136 PBs were performed at 3 months (±1 week) post-transplantation, with an implementation rate of 80.0%. Seventy-nine recipients completed 12-month follow-up, and 64 PBs were performed at 12 months (±4 weeks), with an implementation rate of 81.0%. One major PB-related complication occurred (0.5%), presenting as gross hematuria and diagnosed as a transplant renal arteriovenous fistula. At 3 months post-transplantation, 58 biopsies (42.6%) showed pathological abnormalities, including rejection in 12 cases (8.8%), borderline changes in 18 cases (13.2%), BK virus nephropathy (BKVN) in 10 cases (7.4%), calcineurin inhibitor (CNI) nephrotoxicity in 13 cases (9.6%), and recurrent kidney disease in 5 cases (3.7%). At 12 months post-transplantation, 22 biopsies (34.4%) revealed pathological abnormalities, including rejection in 13 cases (20.3%), borderline changes in 4 cases (6.3%), BKVN in 3 cases (4.7%), CNI nephrotoxicity in 1 case (1.6%), and recurrent disease in 1 case (1.6%).Conclusions:Protocol kidney allograft biopsy after allogeneic kidney transplantation is highly safe and feasible in clinical practice. PB provides significant diagnostic value for the early detection of subclinical rejection and BKVN, thereby supporting its clinical utility in postoperative monitoring and management.

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