1.Investigation on the current status of pharmaceutical care in medical institutions in China
Tingting ZHENG ; Yuqing ZHANG ; Sitong LIU ; Wei ZHANG ; Jin LU ; Qunhong SHEN ; Jiancun ZHEN
China Pharmacy 2025;36(9):1117-1122
OBJECTIVE To investigate the current status of pharmaceutical care in medical institutions in China, and provide experience and suggestions for better development of pharmaceutical care. METHODS Questionnaire survey was used to investigate the development of pharmaceutical care in medical institutions in 31 provinces (autonomous regions and municipalities directly) in March 2023, and descriptive analysis and binary logistic regression analysis on the influencing factors of pharmaceutical care were conducted. RESULTS A total of 1 368 questionnaires were sent out, and 1 304 valid questionnaires were collected with the effective recovery rate of 95.32%. Pharmaceutical care was carried out in 671 medical institutions (51.46%), and the rates of pharmaceutical care in tertiary, secondary, primary and other medical institutions were 74.79%, 27.97% and 7.35%, respectively. The average number of patients receiving pharmaceutical care was 2 638.96 per year, and there were 8.33 pharmacists in each medical institution to carry out pharmaceutical care, among which 93.68% were clinical pharmacists. The main departments covered by pharmaceutical care services included respiratory and critical care medicine, cardiology, intensive care unit, endocrinology, oncology, gastroenterology, obstetrics and gynecology and other departments. There were only 48 medical institutions (7.15%) with additional compensation for pharmaceutical care services. The main experiences of developing pharmaceutical care were to pay attention to talent cultivation and discipline construction, but the main difficulties were serious shortage of staff and qualified talents, low compensation level and low enthusiasm. Grade of medical institutions, the number of pharmacists engaged in clinical pharmacy, the number of qualified clinical pharmacists and the degree of information in the pharmacy department were the main influencing factors for carrying out pharmaceutical care (P<0.05). CONCLUSIONS In recent years, pharmaceutical care in Chinese medical institutions has made certain progress, while that of primary medical institutions, secondary medical institutions and other medical institutions should be improved. In the future, it is still necessary to further enhance the implementation of pharmaceutical care, promote personnel training, and attach importance to demonstrating the value of pharmaceutical care, thereby promoting the sustainable and high- quality development of pharmaceutical care.
2.Effect of Yiqi Yangyin Jiedu Prescription on sPD-L1 in Peripheral Blood of Patients Treated with EGFR-TKIs and Prognosis Analysis
Liping SHEN ; Yuqing CAI ; Yanping WEN ; Yi JIANG ; Lingshuang LIU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(1):219-226
ObjectiveTo observe the prognosis effect of soluble programmed death ligand-1(sPD-L1) in treating patients with advanced lung adenocarcinoma treated with epidermal growth factor receptor-tyrosine kinase inhibitors(EGFR-TKIs) and the influence of Yiqi Yangyin Jiedu prescription. MethodA prospective cohort-controlled study was conducted to enroll patients treated with EGFR-TKIs in the first line of treatment,who were admitted to the Oncology Department of Longhua Hospital and Shanghai Chest Hospital from May 1st, 2021 to June 30th, 2023, and they were evaluated as non-progressive and identified with deficiency of Qi and Yin after one month of treatment. The patients were divided into an exposed group (EGFR-TKIs combined with Yiqi Yangyin Jiedu prescription) and a non-exposed group (EGFR-TKIs alone)according to whether or not they were treated with Yiqi Yangyin Jiedu prescription and were treated until disease progression, or death and intolerable adverse reactions occurred. The enzyme-linked immunosorbent assay (ELISA) was applied to detect the level of sPD-L1 in patients at the time of enrollment and disease progression,and Cox risk proportionality model was used to analyze the independent prognostic factors affecting disease progression of patients treated with EGFR-TKIs. ResultA total of 90 patients (39 in the exposed group and 51 in the non-exposed group) undergoing disease progression after EGFR-TKI treatment were enrolled. At the time of enrolment and after disease progression,the levels of serum sPD-L1 in the 90 patients were 12.06 (27.54) ng·L-1 and 41.99 (62.93) ng·L-1,respectively. Compared with that at the time of enrollment, the serum sPD-L1 level in the 90 patients was significantly increased after disease progression (P<0.01). The serum sPD-L1 level in patients in the exposed group was 12.27 (24.78) ng·L-1 and 29.57 (61.12)ng·L-1 respectively at the time of enrolment and after disease progression. In the non-exposed group, patients had serum sPD-L1 levels of 11.81 (28.46) ng·L-1 and 49.54 (74.12) ng·L-1 respectively at the time of enrolment and after disease progression. Compared with that at the time of enrollment, the serum sPD-L1 level in the two groups of patients was significantly increased after disease progression (P<0.01). In addition, compared with that in the non-exposed group, the sPD-L1 level in the exposed group was greatly reduced after disease progression(P<0.01). Cox multifactorial analysis showed that sPD-L1 level and age at the time of enrolment were associated with patients' progression-free survival(PFS),and that low levels of sPD-L1 (<12.06 ng·L-1) prolonged the PFS and reduced the risk of disease progression in patients treated with EGFR-TKIs compared with high levels of sPD-L1. ConclusionElevated sPD-L1 level is a poor prognostic factor for the long-term efficacy of EGFR-TKIs,and treatment with Yiqi Yangiin Jiedu prescription can down-regulate sPD-L1 level of patients treated with EGFR-TKIs.
3.Analysis of components migrating to blood and metabolites of Polygonum cuspidatum in rats with acute gouty arthritis
Caiyi KE ; Meng SHEN ; Li JI ; Xuechun WANG ; Yuqing ZHU ; Xi CHEN ; Chengweiqi WANG ; Qun MA
China Pharmacy 2025;36(13):1581-1586
OBJECTIVE To analyze the components migrating to blood and metabolites of Polygonum cuspidatum in rats with acute gouty arthritis (AGA). METHODS SD rats were randomly divided into blank group, model group and P. cuspidatum group (10 g/kg, by raw material), with 6 rats in each group. Except for blank group, AGA model was induced in the remaining groups by injecting potassium oxonate and sodium urate; meanwhile, they were administered corresponding drug solutions or water intragastrically, once a day, for 10 consecutive days. The histopathological morphology of the knee joint tissues in rats was observed;rat serum samples were collected, and the components migrating to blood and metabolites of P. cuspidatum were analyzed by using UPLC-Q-Exactive-Orbitrap-MS. RESULTS Following the intervention with P. cuspidatum, the histopathological morphology of the knee joint synovial tissue in AGA rats showed significant improvement, with reduced inflammatory cell infiltration and hyperplasia, and the preservation of the honeycomb-like structure integrity. In both positive and negative ion modes, a total of 67 chemical components were detected in the serum of rats from P. cuspidatum group, including 25 prototype components and 42 metabolites. The involved compound types encompassed stilbenes, anthraquinones, naphthols, and flavonoids, among others. The metabolic reactions identified included methylation, acetylation, sulfation, and glucuronidation. Notably, compounds such as polydatin, resveratrol and emodin were capable of entering the bloodstream in their prototype forms and undergoing in vivo metabolism. CONCLUSIONS Compounds such as polydatin, resveratrol and emodin are likely to be the active components responsible for the anti-AGA effects of P. cuspidatum.
4.PARylation promotes acute kidney injury via RACK1 dimerization-mediated HIF-1α degradation.
Xiangyu LI ; Xiaoyu SHEN ; Xinfei MAO ; Yuqing WANG ; Yuhang DONG ; Shuai SUN ; Mengmeng ZHANG ; Jie WEI ; Jianan WANG ; Chao LI ; Minglu JI ; Xiaowei HU ; Xinyu CHEN ; Juan JIN ; Jiagen WEN ; Yujie LIU ; Mingfei WU ; Jutao YU ; Xiaoming MENG
Acta Pharmaceutica Sinica B 2025;15(9):4673-4691
Poly(ADP-ribosyl)ation (PARylation) is a specific form of post-translational modification (PTM) predominantly triggered by the activation of poly-ADP-ribose polymerase 1 (PARP1). However, the role and mechanism of PARylation in the advancement of acute kidney injury (AKI) remain undetermined. Here, we demonstrated the significant upregulation of PARP1 and its associated PARylation in murine models of AKI, consistent with renal biopsy findings in patients with AKI. This elevation in PARP1 expression might be attributed to trimethylation of histone H3 lysine 4 (H3K4me3). Furthermore, a reduction in PARylation levels mitigated renal dysfunction in the AKI mouse models. Mechanistically, liquid chromatography-mass spectrometry indicated that PARylation mainly occurred in receptor for activated C kinase 1 (RACK1), thereby facilitating its subsequent phosphorylation. Moreover, the phosphorylation of RACK1 enhanced its dimerization and accelerated the ubiquitination-mediated hypoxia inducible factor-1α (HIF-1α) degradation, thereby exacerbating kidney injury. Additionally, we identified a PARP1 proteolysis-targeting chimera (PROTAC), A19, as a PARP1 degrader that demonstrated superior protective effects against renal injury compared with PJ34, a previously identified PARP1 inhibitor. Collectively, both genetic and drug-based inhibition of PARylation mitigated kidney injury, indicating that the PARylated RACK1/HIF-1α axis could be a promising therapeutic target for AKI treatment.
5.Analysis of efficacy and prognosis in patients with chronic-phase chronic myeloid leukemia treated with tyrosine kinase inhibitor dose reduction regimen
Juan SHEN ; Jinjin ZHU ; Mimi XU ; Yuqing TU ; Nan CHEN ; Shushu XU ; Jia CHENG
Journal of Leukemia & Lymphoma 2025;34(10):586-591
Objective:To explore the effect of tyrosine kinase inhibitor (TKI) dose reduction regimen in patients with chronic-phase chronic myeloid leukemia (CML) and its prognostic impact.Methods:A retrospective cohort study was conducted. The clinical data of patients with chronic-phase CML treated with reduced-dose TKI in the First Affiliated Hospital of Soochow University between January 2018 and December 2022 were collected. Patients were divided into groups based on Sokal score, European Treatment and Outcome Study long-term survival (ELTS) score, TKI drug classification and dose reduction, and treatment phase. The overall survival (OS), the cumulative incidence of major molecular response (MMR), the cumulative molecular recurrence rate and event-free survival (EFS) among patients in different strata were compared. Kaplan-Meier method was used for survival analysis.Results:Among 154 patients with chronic-phase CML, the median duration [ M ( IQR)] of reduced-dose TKI therapy was 35.4 months (34.9 months); Sokal score high-risk and low-/intermediate-risk groups comprised 20 cases (12.99%) and 134 cases (87.01%), respectively; ELTS score high-risk and low-/intermediate-risk groups comprised 14 cases (9.09%) and 140 cases (90.91%), respectively. Among 154 patients, 83 cases (53.90%) received imatinib therapy, while 71 cases (46.10%) received second-generation TKI; 138 patients (89.61%) maintained stable TKI dosing at the first dose level, and 16 patients (10.39%) maintained it at the second dose level. The induction therapy group comprised 33 patients (21.43%), while the maintenance therapy group included 121 patients (78.57%). The 3-year OS rate of all 154 patients was 90.6%. Patients in the Sokal score high-risk group demonstrated a lower 3-year OS rate compared to those in the low-/intermediate-risk group (64.1% vs. 96.7%) ( P < 0.001); patients in the ELTS score high-risk group had a lower 3-year OS rate compared to those in the low-/intermediate-risk group (62.9% vs. 95.8%) ( P = 0.002). There was no statistically significant difference in the 3-year OS rate of patients receiving the first dose level and those receiving the second dose level (90.6% vs. 90.0%, P = 0.478); there was no statistically significant difference in the 3-year OS rate of the induction therapy group and the maintenance therapy group (88.9% vs. 91.4%, P = 0.868). Among the 33 patients in the induction therapy group, all received the first dose level. After treatment, 28 achieved MMR, and 2 achieved molecular response 4.0 (MR4.0). The cumulative 1-year MMR rate of all patients in reduction therapy group was 95.8%, with a median time to MMR of 8.4 months; patients in the high-risk Sokal score group had a 1-year cumulative MMR rate of 50.0%, which was lower than that of the low-/intermediate-risk group (95.3%) ( P = 0.014); the median time to MMR was 14.7 months and 7.8 months, respectively. The cumulative 1-year MMR rate of patients treated with first-generation TKI was lower than that in those treated with second-generation TKI (65.0% vs. 100.0%, P = 0.034), and the median time to MMR of patients treated with first-generation TKI was longer than that those treated with second-generation TKI (9.1 months vs. 6.9 months). Among the 149 patients who achieved MMR, 5 experienced molecular relapse, resulting in a 3-year cumulative molecular relapse rate of 8.3%. In the Sokal score low-/intermediate-risk group, the 3-year cumulative molecular relapse rate (1.5% vs. 39.8%, P < 0.001), EFS rate (92.3% vs. 57.1%, P < 0.001), and OS rate (100.0% vs. 62.8%, P < 0.001) were better than those in the Sokal score high-risk group. The 3-year cumulative molecular relapse rate and 3-year EFS rate in patients receiving first dose level therapy were better than those in patients receiving second dose level therapy, and the differences were statistically significant (all P < 0.001). Conclusions:Patients with chronic-phase CML can still obtain good outcomes when receiving dose-reduced TKI, while the prognosis of patients in high-risk group is relatively poor. The choice of TKI and the dosage reduction should be individualized based on patients' characteristics.
6.Development and influential factor analysis of pharmacy outpatient departments in 714 Chinese tertiary healthcare institutions
Long MEI ; Sa LI ; Yuqing ZHANG ; Shuo ZHOU ; Zengwei ZHAO ; Wei ZHANG ; Qunhong SHEN ; Jiancun ZHEN
China Pharmacy 2024;35(4):385-389
OBJECTIVE To investigate the basic situation of developing pharmacy outpatient departments in Chinese tertiary medical institutions and analyze the influencing factors. METHODS The research targeted the pharmacy outpatient department managers of hospitals and conducted a survey through Sojump in March 2023. Various independent variables were selected from the hospital’s own characteristics, the management of the pharmacy outpatient departments, and the construction of the pharmacist team for Logistic and linear regression analysis, with the aim of separately analyzing the factors influencing the establishment of pharmacy outpatient departments and the factors affecting the total number of patients served by these departments throughout the year 2022. RESULTS & CONCLUSIONS A total of 1 304 medical institutions of different levels nationwide participated in this survey, with 714 tertiary hospitals. Among the tertiary hospitals, 377 (52.80%) had established pharmacy outpatient departments, including 321 grade-A tertiary hospitals, 48 grade-B tertiary hospitals and 8 other tertiary hospitals. The 377 tertiary hospitals collectively operated 1 739 pharmacy outpatient departments, covering 19 specialized fields, with the highest proportion found in the cardiovascular field (including anticoagulation) at 16.45%. Tertiary hospitals in North China, Central China, East China and South China regions had more pharmacy outpatient departments. The establishment of pharmacy outpatient departments was found to be influenced by tertiary grade-B status (P=0.010) and the annual outpatient volume of the hospital (P=0.008), although the impact was relatively small. The factors influencing the number of patients served by pharmacy outpatient departments were the annual outpatient volume of the hospital (P=0.042) and the number of pharmacists engaged in clinical pharmacy work (P=0.004). The proportion of tertiary hospitals in China that have established pharmacy outpatient departments is insufficient. It is necessary to further accelerate the construction of pharmacy outpatient departments and appropriately expand the talent pool of hospital pharmacy teams based on the needs of pharmacy outpatient departments and patients, in order to meet the requirements of medical practice and patient care.
7.Investigation of the current situation of pharmaceutical clinics in medical institutions in China
Lijuan YANG ; Mingyuan WAN ; Wei ZHANG ; Yuqing ZHANG ; Jin LU ; Jiancun ZHEN ; Qunhong SHEN
China Pharmacy 2024;35(2):134-139
OBJECTIVE To investigate the current situation of pharmaceutical clinic service in medical institutions in China and provide experience and suggestions for promoting the development of pharmaceutical clinics. METHODS Questionnaire survey was used to investigate the development of pharmaceutical clinics in medical institutions of 31 provinces (autonomous regions and municipalities directly under the central government) in March to April 2023, and the descriptive analysis was conducted. The regression analysis was carried out for the influential factors of pharmaceutical clinic service. RESULTS A total of 1 368 questionnaires were distributed in this survey and 1 304 valid questionnaires were collected with the effective response rate of 95.32%. A total of 463 medical institutions carried out pharmaceutical clinic service, the rate of which was 35.51% (463/1 304); the rates of pharmaceutical clinics in tertiary, secondary, primary and other medical institutions were 52.80%, 17.18% and 5.88%, respectively. The frequency of opening pharmaceutical clinics was 3.17 days per week on average, with an average of 5.99 visiting pharmacists in each medical institution. Among the visiting pharmacists, clinical pharmacists accounted for the vast majority (88.68%, 2 459/2 773). There were various categories of pharmaceutical clinics, including joint clinics and pharmacist-independent clinics; among pharmacist-independent clinics, pharmaceutical specialty/specialty disease clinics were the main ones, accounting for 89.72% of the total number of pharmaceutical clinics. The value of pharmacists in pharmaceutical clinics was manifested in various forms, among which the proportion of medical institutions charging pharmaceutical clinics was 10.80%. The main experiences in developing pharmaceutical clinics were to attach importance to discipline construction and personnel training. The main difficulties in developing pharmaceutical clinics were low compensation levels and a shortage of talent.The number of clinical pharmacists, the number of visiting pharmacists in pharmaceutical clinics and additional compensation were positively correlated with the amount of pharmaceutical clinic services(P<0.05). CONCLUSIONS In recent years, pharmaceutical clinics have made significant progress; in the future, it is still necessary to further strengthen discipline construction and talent cultivation, pay attention to the value embodiment of pharmacists, to promote the healthy development of pharmaceutical clinics.
8.Discussion on the protective effect of Huoxue Rongluo Decoction on HIBD rats based on AMPK signaling pathway
Tianfeng SHEN ; Na GAN ; Yuqing XIE ; Chuxing HE ; Shujing CHEN ; Fangying WU
International Journal of Traditional Chinese Medicine 2024;46(7):881-888
Objective:To investigate the protective effects of Huoxue Rongluo Decoction on hypoxic-ischemic brain damage (HIBD) rats; To clarify the expression of AMPK signaling pathway during HIBD injury and repair.Methods:On the basis of the hypoxia ischemia reperfusion model, an improved hypoxia bottle was used to establish a full-term HIBD rat model. Totally 60 successfully modeled mice were divided into model group and TCM group using a random number table method, with 30 mice in each group and 30 mice in a control group. Two hours before surgery, TCM group was orally administered with Huoxue Rongluo Decoction 1.17 g/100 g (equivalent dose). The control group and model group were orally administered with equal volume of physiological saline. Two hours after surgery, it was orally administered again, twice a day, for consecutive 5 d. Behavioral tests (convulsion assessment, Longa score, suspension test, water maze test) were used to evaluate the motor nerve function and long-term learning ability of young rats in different groups. HE staining and electron microscopy were used to observe the pathological changes of brain tissue and mitochondrial damage. Evans blue (EB) staining and brain water content measurement were used to detect blood-brain barrier permeability and brain edema. The expression of AMPK signaling pathway related genes in brain tissues of different groups of young rats was detected by PCR array technique.Results:Compared with the model group, the convulsions of the rats in the TCM group were improved, the Longa score was significantly reduced, the grip strength test score and suspension time were significantly improved, the escape latency was significantly shortened, and the number of crossing platforms significantly increased ( P<0.05); the degree of neuronal and mitochondrial damage in the TCM group was reduced, and cerebral vascular permeability and brain water content were significantly reduced ( P<0.01). The results of PCR array showed that compared with the control group, 2 genes were significantly up-regulated and 12 genes were significantly down-regulated in the brain tissue of the model group; compared with TCM group, 15 genes were relatively down-regulated in the model group. Conclusion:Huoxue Rongluo Decoction can significantly reduce the degree of brain injury after HIBD, improve the motor nerve function and long-term learning and cognitive ability of model rats, and its damage repair mechanism is related to the expression regulation of AMPK signaling pathway related genes.
9.Diagnosis and differential diagnosis of large B-cell lymphoma with IRF4 rearrangement
Dan LUO ; Chenxi XIANG ; Dongshen MA ; Guangzhen LIU ; Meiting FAN ; Yubo WANG ; Jing ZHAO ; Yuqing YUAN ; Qingqing SHEN ; Xinyu LIU ; Hui LIU
Chinese Journal of Pathology 2024;53(6):563-569
Objective:To analyze the clinicopathological features and differential diagnosis of large B-cell lymphoma with IRF4 rearrangement, aiming enhance its recognition and prevent misdiagnosis.Methods:The clinicopathological features, immunophenotype, and fluorescence in situ hybridization (FISH) results of six cases diagnosed with IRF4 rearrangement-positive B-cell lymphoma at the Affiliated Hospital of Xuzhou Medical University from 2015 to 2023 were retrospectively analyzed. Additionally, a comprehensive review of the literature was conducted.Results:Six patients with IRF4 rearrangement-positive large B-cell lymphoma were included. Patients 1 to 5 included three males and two females with a median age of 19 years ranging from 11 to 34 years. Four patients presented with head and neck lesions, while the other one had a breast nodule; all were in clinical Ann Arbor stages I to Ⅱ. Morphologically, entirely diffuse pattern was present in two cases, purely follicular pattern in one case, and diffuse and follicular patterns in other two cases. The tumor cells, predominantly centroblasts mixed with some irregular centrocytes, were of medium to large size, with a starry sky appearance observed in two cases. Immunophenotyping revealed all cases were positive for bcl-6 and MUM1, with a Ki-67 index ranging from 70% to 90%, and CD10 was positive in two cases. IRF4 rearrangement was confirmed in all cases by FISH analysis, with dual IRF4/bcl-6 rearrangements identified in two cases, leading to a diagnosis of LBCL-IRF4. Case 6, a 39-year-old female with a tonsillar mass and classified as clinical Ann Arbor stage Ⅳ, displayed predominantly diffuse large B-cell lymphoma (DLBCL) morphology with 20% high-grade follicular lymphoma characteristics. Immunohistochemistry showed negative CD10 and positive bcl-6/MUM1, with a Ki-67 index of approximately 80%. Triple rearrangements of IRF4/bcl-2/bcl-6 were identified by FISH, leading to a diagnosis of DLBCL with 20% follicular lymphoma (FL). All six patients achieved complete remission after treatment, with no progression or relapse during a follow-up period of 31-100 months.Conclusions:Large B-cell lymphoma with IRF4 rearrangement is a rare entity with pathological features that overlap with those of FL and DLBCL. While IRF4 rearrangement is necessary for diagnosing LBCL-IRF4, it is not specific and requires differentiation from other aggressive B-cell lymphomas with IRF4 rearrangement.
10.Effect of spinopelvic sagittal alignment and lordosis distribution index on adjacent segment degeneration after short-segment lumbar interbody fusion
Xin WANG ; Dong ZHOU ; Muyi WANG ; Nanwei XU ; Yuqing JIANG ; Yong QIU ; Xu SUN ; Yifei SHEN
Chinese Journal of Orthopaedics 2024;44(8):553-560
Objective:To investigate the effect of spinopelvic sagittal alignment and lordosis distribution index on adjacent segment degeneration (ASD) after short-segment lumbar interbody fusion.Methods:A total of 234 patients who underwent posterior lumbar interbody fusion due to lumbar degenerative diseases in the Affiliated Changzhou Second People's Hospital of Nanjing Medical University and Affiliated Drum Tower Hospital, Medical School of Nanjing University from January 2009 to January 2019 were retrospectively analyzed. There were 102 males and 132 females, aged 60.1±10.0 years (range, 41-78 years). The patients were divided into ASD group and non-ASD group according to whether ASD occurred after operation. The general data, pelvic incidence (PI), sacral slope (SS), pelvic tilt (PT), lumbar lordosis (LL), distal lordosis (DL), segmental lordosis (SL), lordosis distribution index (LDI) and sagittal vertical axis (SVA) before and after operation were compared between the two groups. Independent risk factors for the occurrence of ASD after lumbar fusion were analyzed using binary logistic regression. The receiver operating characteristic curve (ROC) was plotted, and the area under the curve was calculated for each independent risk factor.Results:All patients successfully completed the operation and were followed up for 70.6±11.9 months (range, 60-121 months). Among the 234 patients, 116 patients developed ASD after operation. Age ( t=2.697, P=0.008), fusion segment (χ 2=16.439, P<0.001), preoperative PT ( t=2.268, P=0.024), preoperative LL ( t=2.042, P=0.042), preoperative DL ( t=2.724, P=0.007), postoperative DL ( t=3.104, P=0.002), postoperative LDI ( t=2.063, P=0.040) and the difference of SVA before and after operation ( Z=2.001, P=0.045) were statistically significant. Binary logistic regression analysis showed that LDI decreased ( OR=0.971, P=0.002), two-level fusion ( OR=3.477, P<0.001), and increased SVA difference before and after operation ( OR=0.992, P=0.039) were independent risk factors for ASD after lumbar fusion. The ROC curve showed that the area under the curve and 95% CI of the number of fusion segments, postoperative LDI, and the difference of SVA before and after operation were 0.633 (0.561, 0.704), 0.583 (0.510, 0.656) and 0.576 (0.502, 0.649), respectively. The area under the curve of the combined prediction model was 0.702, and the prediction value was medium. Conclusion:Two-level fusion, decreased LDI after operation, and increased SVA difference before and after operation are independent risk factors for ASD after lumbar fusion, and the combined prediction of the three has good predictive efficiency.

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