1.Renal response and prognosis of newly diagnosed patients with multiple myeloma with renal impairment applying VRD and autologous hematopoietic stem cell transplantation
Xingyue WU ; Yue HUANG ; Hongmiao SHEN ; Hongying YOU ; Zhi YAN ; Yan XIE ; Weiqin YAO ; Shuang YAN ; Jing WANG ; Yingying ZHAI ; Xiaolan SHI ; Jingjing SHANG ; Song JIN ; Lingzhi YAN ; Depei WU ; Chengcheng FU
Chinese Journal of Hematology 2025;46(9):839-847
Objective:To investigate the feasibility of the bortezomib, lenalidomide, and dexamethasone (VRD) regimen combined with autologous hematopoietic stem cell transplantation (auto-HSCT) in patients with multiple myeloma (MM) and renal impairment, analyze treatment efficacy and renal responses stratified based on renal dysfunction severity, and explore the prognostic significance of early renal response and its affecting factors.Methods:This retrospective study, conducted at the First Affiliated Hospital of Soochow University, categorized 316 patients with newly diagnosed MM (NDMM) from August 2018 to October 2022 based on renal function for analysis of clinical characteristics, treatment response, and prognosis. Continuous variables were compared using t-tests or Mann-Whitney U tests, categorical variables utilizing Chi-square tests, survival outcomes employing Kaplan-Meier and Log-rank tests, and renal response predictors with logistic regression.Results:Patients were stratified based on baseline estimated glomerular filtration rate (eGFR) : normal [≥90 ml·min -1· (1.73 m 2) -1, n=160], mild [≥60 ml·min -1· (1.73 m 2) -1 to <90 ml·min -1· (1.73 m 2) -1, n=55], moderate [≥30 ml·min -1· (1.73 m 2) -1 to <60 ml·min -1· (1.73 m 2) -1, n=39], and severe impairment [<30 ml·min -1· (1.73 m 2) -1, n=62]. Moderate and severe renal impairment correlated with advanced International Staging System/Revised International Staging System classification, lower hemoglobin levels, frailty, and higher light-chain/IgD subtype prevalence ( P<0.05). Despite younger age ( P=0.001) and higher transplant rates ( P=0.041) in severe cases, overall response rates ( ORR: 93.7% ; ≥VGPR: 82.9% ) were comparable across groups ( P>0.05). Among 24 dialysis-dependent patients at diagnosis, 11 (45.8% ) achieved dialysis independence after induction [median: 3.0 (0.5–4.0) months], including 10 undergoing auto-HSCT. In 89 evaluable patients [baseline eGFR <50 ml·min -1· (1.73 m 2) -1], renal ORR (RORR) was 70.8% [rapid complete response: 31.5% ; rapid partial response: 11.2% ; rapid minimal response (RMR) : 28.1% ]. Renal response predicted better survival (overall survival: HR=0.36, 95% CI: 0.13–0.99, P=0.049). Moderate-to-severe renal impairment was associated with increased transplant-related adverse events and delayed engraftment ( P<0.05) ; however, auto-HSCT significantly improved outcomes after 33.5-month median follow-up (range: 2–65 months). Multivariate analysis identified 1q21+ ( OR=3.58, 95% CI: 1.17–11.02, P=0.026) and light-chain subtype ( OR=2.86, 95% CI: 1.08–7.69, P=0.036) as independent predictors of poor renal response. Conclusion:VRD regimen plus auto-HSCT demonstrates robust efficacy in NDMM, including patients with renal impairment, with a 70.8% RORR and manageable toxicity. Achieving ≥RMR correlates with superior prognosis, whereas 1q21+ and light-chain subtype independently predict inferior renal response.
2.Redefining multiple myeloma treatment: Advances, challenges, and future directions in immunotherapy.
Chengcheng FU ; Yingying ZHAI ; Lingzhi YAN ; Song JIN ; Jingjing SHANG ; Xiaolan SHI ; Depei WU
Chinese Medical Journal 2025;138(19):2399-2410
Multiple myeloma (MM) is a hematological malignancy that poses significant treatment challenges due to its heterogeneity and propensity for relapse and progression. In the last two decades, the therapeutic landscape of MM has changed dramatically, but the disease remains largely incurable, with many patients facing treatment resistance. This review evaluates the current status of MM treatments, emphasizing the limitations of traditional therapies and the emerging role of immunotherapy in improving patient outcomes. It highlights the importance of achieving and maintaining minimal residual disease negativity and a balanced immune response as key treatment goals. Furthermore, it discusses the advancements in immunotherapies that are improving the prospects for patients, particularly those with relapsed or refractory disease. Innovative strategies, such as chimeric antigen receptor T-cell therapy, bispecific antibodies, and bispecific T cell engagers, have shown significant promise by targeting the malignant cells and the bone marrow microenvironment, which are essential for disease persistence and resistance to therapy. Future research should focus on refining MM treatment strategies, including the integration of immunotherapy into earlier treatment lines and the development of predictive biomarkers for personalized treatment approaches, ultimately enhancing patient outcomes.
3.Prediction analysis of the number of pre-hospital emergency ambulance trips in Handan based on the LPro Ensemble Model
Feng TIAN ; Chengcheng BI ; Penghui LI ; Haifang ZHANG ; Tingting ZHAO ; Zhenjie YANG ; Xian WANG ; Jiaxuan GU ; Shitao ZHOU ; Zengjun JIN ; Zhen WANG ; Feifei ZHAO ; Xianhui SU ; Longqiang ZHANG ; Saicong LU
Chinese Journal of Emergency Medicine 2025;34(11):1530-1537
Objective:To investigate the application of time series models in forecasting pre-hospital emergency ambulance trips in Handan City and develop the LPro ensemble model for improved prediction accuracy to support emergency resource allocation.Methods:Pre-hospital emergency data from Handan Emergency Medical Command Center (2019-2023) were retrospectively analyzed. From 324 799 original records, 289 949 valid records were included after cleaning. The training set (2019-2022: 215 918 records) included 35 527 records in 2019, 52 015 in 2020, 61 836 in 2021, and 66 540 in 2022. The validation set (2023) contained 74 031 records. ARIMA, linear trend seasonal, exponential smoothing, and Prophet models were fitted to the training set. The LPro ensemble model was constructed using MAPE-based weighting (linear trend seasonal model: 0.38, Prophet: 0.62). Performance metrics included MAPE, RMSE, MAE, and R 2. Results:Data showed annual growth (compound annual growth rate 23.27%) and seasonal patterns (October peaks, February troughs). Ambulance dispatches increased annually with monthly cyclical patterns. For 2023 validation predictions: ARIMA (MAPE 8.76%, RMSE 619, MAE 491, R 2 0.4563), linear trend seasonal (MAPE 9.83%, RMSE 671, MAE 545, R 2 0.3608), Prophet (MAPE 8.43%, RMSE 562, MAE 503, R 2 0.5513), exponential smoothing (MAPE 8.08%, RMSE 643, MAE 410, R 2 0.4124). LPro model showed superior performance (MAPE 7.05%, RMSE 491, MAE 393, R 2 0.6570), with 16.37% lower MAPE, 12.63% lower RMSE, 21.87% lower MAE, and 19.17% higher R 2 versus Prophet. Conclusion:The LPro ensemble model substantially enhances prediction accuracy and reliability, offering scientific support for emergency resource optimization and dispatch scheduling in Handan City.
4.Effects of different dose dexmedetomidine combined with sufentanil on perioperative analgesia and sleep quality in patients with oral cancer
Xiaomei BAO ; Yu LIU ; Chengcheng JIN ; Luping WANG
The Journal of Practical Medicine 2025;41(14):2250-2257
Objective To investigate the effect of high,middle and low dose dexmedetomidine combined with sufentanil on perioperative analgesia and sleep quality in patients with oral cancer.Methods A total of 158 patients undergoing oral cancer surgery in the hospital from January 2023 to June 2024 were selected and divided into group A[n=53,0.6 μg/(kg h)dexmedetomidine+2 μg/kg sufentanil]and group B[n=53,0.4 μg/(kg h)dexmedetomidine+2 μg/kg sufentanil],Group C[n=52,0.2μg/(kg·h)dexmedetomidine+2 μg/kg sufentanil]by random number table method.Stress response indexes[brain-derived neurotrophic factor(BDNF),cortisol(Cor),interleukin-6(IL-6)],bifrequency index and analgcsia nociccption index(BIS,ANI),pain level,T lym-phocyte subsets CD3+,CD4+,CD8+levels,Richards Campbell Sleep Scale(RCSQ)score and adverse reactions were compared between the two groups.Results Compared with 12 h before surgery,serum levels of BDNF,Cor and IL-6 in 3 groups were decreased 48 h after surgery,group A was lower than group B,group C,group B was lower than group C(P<0.05).Compared with T0,BIS at T1~T3 were significantly different between the 3 groups(P<0.05),BIS at T1~T3 were lower than those at T0(P<0.05),and there was no significant difference in BIS at the same time between the 3 groups(P>0.05),from T,to T3,ANI was higher than that at T0,and ANI in group A was higher than that in group B and group C(P<0.05).Compared with the preoperative results,the pain scores of the 3 groups were decreased at 1 h,6 h,24 h and 48 h after operation,and the pain scores of group A were lower than those of group B and C,and the pain scores of group B were lower than those of group C(P<0.05).After operation,CD3+and CD4+were decreased in all 3 groups,group A was lower than group B and group C,group B was lower than group C(P<0.05),and CD8+was increased in all 3 groups,group A was higher than group B and group C,group B was higher than group C(P<0.05).Compared with 1 day before the operation,the sleep quality scores of the three groups on the night after the operation and the second night after the operation were all decreased,group A was lower than group B and group C,and group B was lower than group C(P<0.05).The incidence of hypotension and sinus bradycardia in group A was higher than that in group B and group C(P<0.05).There was no significant difference in the incidence of hypotension and sinus bradycardia between group B and group C(P>0.05).There was no significant difference in the incidence of nausea,vomiting and dizziness among the three groups(P>0.05).Conclusion The analgesic effect of 0.6 μg/(kg·h)dose dexmedetomidine com-bined with sufentanil can effectively reduce the body's stress response and immune suppression,improve sleep quality,but with a greater incidence of intraoperative hypotension and bradycardia.
5.Dynamic changes and prognostic significance of immunoparesis in newly diagnosed multiple myeloma patients
Zhi YAN ; Xingyue WU ; Weiqin YAO ; Lingzhi YAN ; Song JIN ; Jingjing SHANG ; Xiaolan SHI ; Depei WU ; Chengcheng FU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(7):807-814
Objective·To detect immunoglobulin(Ig)expression levels in newly diagnosed multiple myeloma(MM)patients before and after induction therapy,and to explore the clinical significance of Ig expression levels and their dynamic changes in relation to treatment efficacy,infection occurrence,and prognosis.Methods·Clinical data from 142 MM patients treated at the Department of Hematology,The First Affiliated Hospital of Soochow University between August 2018 and September 2020 were analyzed.Baseline Ig expression levels and post-induction changes following bortezomib-lenalidomide-dexamethasone(VRD)regimen were assessed.Immunoparesis was defined as uninvolved Igs below the laboratory lower limit of normal.Patients were stratified by immunoparesis severity(mild,moderate,severe,extremely severe).ANOVA,rank-sum tests,and x2 tests were used to analyze correlations with baseline characteristics.The relationship between the improvement in immunoparesis and the induction efficacy,infection occurrence,and prognosis was analyzed based on the dynamic changes in immunoparesis.Results·Normal Igs were severely reduced in newly diagnosed MM patients.Immunoparesis was present in 128 patients(90.1%),with severe or extremely severe immunoparesis accounting for 76.1%.Patients with extensive immunoparesis(all uninvolved Ig levels below the lower normal limit)were more likely to have severe immunoparesis(P<0.05).There were no statistically significant differences in age,gender,presence of severe renal insufficiency,and high-risk cytogenetics among MM patients with different degrees of immunoparesis(P>0.05),but there were statistically significant differences in MM staging(P=0.008)and typing(P=0.010).Most patients with severe immunoparesis were at stage Ⅱ/Ⅲ based on the Revised International Staging System(R-ISS)and were of the IgG type.At diagnosis,the levels of the involved Ig or light chain were negatively correlated with normal Ig levels(P<0.05).Improvement in immunoparesis after induction therapy was positively correlated with treatment response(P=0.006).The infection rate was high(26.8%),but no significant correlation was found between immunoparesis and infection occurrence(P>0.05).After induction therapy,patients showing improvement in immunoparesis had significantly longer progression-free survival(PFS)(median PFS:not reached vs 38 months,P=0.025),but no significant impact on overall survival(OS)was observed(P=0.450).Conclusion·Immunoparesis is common and severe in newly diagnosed MM patients,with severity correlating with disease stage and subtype.VRD therapy can partially reverse immunoparesis,and improvement is positively associated with treatment response and PFS benefit.Infection risk appears unrelated to immunoparesis severity and warrants comprehensive prevention strategies.Humoral immune deficiency may serve as a prognostic indicator in MM,but its impact on OS requires further investigation.
6.The Role of Liver Function Characteristics in Preeclampsia Disease Pheno-types Based on Cluster Analysis and Its Pregnancy Complications
Yanhong XU ; Jiaying ZHENG ; Chengcheng JIN ; Xingyi QI ; Xia XU ; Jianying YAN
Journal of Practical Obstetrics and Gynecology 2025;41(9):760-764
Objective:To identify different subtypes of patients with preeclampsia(PE)through clinical liver function index data-driven the cluster analysis,to explore the correlation between liver function of different sub-types and pregnancy complications.Methods:From January 2012 to December 2022,the general data of 2230 sin-gleton pregnant women with PE who underwent prenatal examination and delivered in Fujian Maternity and Child Health Hospital were collected.Using 13 liver function indexes before delivery as baseline variables,all included subjects were classified into subtypes by cluster method.The clinical characteristics of different subtypes of PE patients were compared.Single-factor Logistic regression was used to analyze the risk of pregnancy complications among subtypes.Results:PE patients were divided into 3 subgroups that represented different characteristics of patients' liver function.The first subtype(n=1065)exhibited abnormal liver enzymology index characterized by in-creased alkaline phosphatase(ALP)level.The second subtype(n=648)showed abnormal bilirubin metabolism index with the highest levels of total bilirubin(TBIL),direct(DBIL)and indirect bilirubin(IBIL).The third subtype(n=517)had abnormal liver enzymology indexes with elevated alanine aminotransferase(ALT)and aspartate aminotransferase(AST)levels,abnormal bile acid detection indexes with elevated total bile acid(TBA)levels,and abnormal liver synthesis function indexes with decreased total protein(TP),albumin(ALB),and globulin lev-els(GLB).Significant differences were observed among the three subtypes in age,severe PE,anemia,cardiac dysfunction,and renal dysfunction(P<0.05).Single-factor Logistic regression demonstrated that the third sub-type had significantly higher risks of intrahepatic cholestasis of pregnancy,fetal growth restriction,premature rup-ture of membranes,and preterm birth compared to the first and second subtypes(P<0.05),as well as a higher risk of placental abruption than the second subtype(P<0.05).The first subtype had higher risks of placental ab-ruption and fetal growth restriction than the second subtype(P<0.05).Conclusions:Cluster analysis could be used to subclassify PE patients by liver function characteristics,so as to identify the occurrence of pregnancy complications.The results had significance for understanding the heterogeneity of PE and promoting individualized management.
7.Effects of shared decision-making in patients with type 2 diabetes mellitus: a Meta-analysis
Xin SUN ; Chengcheng LI ; Xin DUAN ; Shiye ZENG ; Zhenyu MENG ; Jin HUANG
Chinese Journal of Practical Nursing 2025;41(2):119-127
Objective:To analyze the effects of shared decision-making in patients with type 2 diabetic mellitus.Methods:Databases including PubMed, Web of Science, Embase, Cochrane Library, CNKI, Wanfang Datebase, COVIP and SinoMed, for randomized controlled trials (RCTs) on the application of shared decision-making in patients with type 2 diabetic mellitus from inception to July 22, 2023, used R Studio software for meta-analysis.Results:A total of 14 RCTs and 2 606 patients with type 2 diabetic mellitus were included. The results of meta-analysis showed that the shared decision-making can alleviate the decision-making conflict of type 2 diabetic mellitus patients ( MD=-3.18, 95% CI -5.36 to -0.99, P<0.05), improve the decision-making self-efficacy ( MD=5.82, 95% CI 2.34 to 9.30, P<0.05), medication compliance ( RR=1.08, 95% CI 1.01 to 1.16, P<0.05), and diabetes-related knowledge ( SMD=0.46, 95% CI 0.16 to 0.75, P<0.05), reduce BMI ( MD=-0.75, 95% CI-1.33 to -0.17, P<0.05) and the HbA1c level ( MD=-0.45, 95% CI -0.65 to -0.24, P<0.05) in the 3-month follow-up. Conclusions:The shared decision-making improves the self-management in patients with type 2 diabetic mellitus. However, the long-term effect and potential risks of this model still need to be further studied. It is suggested that the application of shared decision-making in type 2 diabetic mellitus patients should be optimized in the future, and research on the long-term effects and potential risks of this model should be increased.
8.Dynamic changes and prognostic significance of immunoparesis in newly diagnosed multiple myeloma patients
Zhi YAN ; Xingyue WU ; Weiqin YAO ; Lingzhi YAN ; Song JIN ; Jingjing SHANG ; Xiaolan SHI ; Depei WU ; Chengcheng FU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(7):807-814
Objective·To detect immunoglobulin(Ig)expression levels in newly diagnosed multiple myeloma(MM)patients before and after induction therapy,and to explore the clinical significance of Ig expression levels and their dynamic changes in relation to treatment efficacy,infection occurrence,and prognosis.Methods·Clinical data from 142 MM patients treated at the Department of Hematology,The First Affiliated Hospital of Soochow University between August 2018 and September 2020 were analyzed.Baseline Ig expression levels and post-induction changes following bortezomib-lenalidomide-dexamethasone(VRD)regimen were assessed.Immunoparesis was defined as uninvolved Igs below the laboratory lower limit of normal.Patients were stratified by immunoparesis severity(mild,moderate,severe,extremely severe).ANOVA,rank-sum tests,and x2 tests were used to analyze correlations with baseline characteristics.The relationship between the improvement in immunoparesis and the induction efficacy,infection occurrence,and prognosis was analyzed based on the dynamic changes in immunoparesis.Results·Normal Igs were severely reduced in newly diagnosed MM patients.Immunoparesis was present in 128 patients(90.1%),with severe or extremely severe immunoparesis accounting for 76.1%.Patients with extensive immunoparesis(all uninvolved Ig levels below the lower normal limit)were more likely to have severe immunoparesis(P<0.05).There were no statistically significant differences in age,gender,presence of severe renal insufficiency,and high-risk cytogenetics among MM patients with different degrees of immunoparesis(P>0.05),but there were statistically significant differences in MM staging(P=0.008)and typing(P=0.010).Most patients with severe immunoparesis were at stage Ⅱ/Ⅲ based on the Revised International Staging System(R-ISS)and were of the IgG type.At diagnosis,the levels of the involved Ig or light chain were negatively correlated with normal Ig levels(P<0.05).Improvement in immunoparesis after induction therapy was positively correlated with treatment response(P=0.006).The infection rate was high(26.8%),but no significant correlation was found between immunoparesis and infection occurrence(P>0.05).After induction therapy,patients showing improvement in immunoparesis had significantly longer progression-free survival(PFS)(median PFS:not reached vs 38 months,P=0.025),but no significant impact on overall survival(OS)was observed(P=0.450).Conclusion·Immunoparesis is common and severe in newly diagnosed MM patients,with severity correlating with disease stage and subtype.VRD therapy can partially reverse immunoparesis,and improvement is positively associated with treatment response and PFS benefit.Infection risk appears unrelated to immunoparesis severity and warrants comprehensive prevention strategies.Humoral immune deficiency may serve as a prognostic indicator in MM,but its impact on OS requires further investigation.
9.Effects of different dose dexmedetomidine combined with sufentanil on perioperative analgesia and sleep quality in patients with oral cancer
Xiaomei BAO ; Yu LIU ; Chengcheng JIN ; Luping WANG
The Journal of Practical Medicine 2025;41(14):2250-2257
Objective To investigate the effect of high,middle and low dose dexmedetomidine combined with sufentanil on perioperative analgesia and sleep quality in patients with oral cancer.Methods A total of 158 patients undergoing oral cancer surgery in the hospital from January 2023 to June 2024 were selected and divided into group A[n=53,0.6 μg/(kg h)dexmedetomidine+2 μg/kg sufentanil]and group B[n=53,0.4 μg/(kg h)dexmedetomidine+2 μg/kg sufentanil],Group C[n=52,0.2μg/(kg·h)dexmedetomidine+2 μg/kg sufentanil]by random number table method.Stress response indexes[brain-derived neurotrophic factor(BDNF),cortisol(Cor),interleukin-6(IL-6)],bifrequency index and analgcsia nociccption index(BIS,ANI),pain level,T lym-phocyte subsets CD3+,CD4+,CD8+levels,Richards Campbell Sleep Scale(RCSQ)score and adverse reactions were compared between the two groups.Results Compared with 12 h before surgery,serum levels of BDNF,Cor and IL-6 in 3 groups were decreased 48 h after surgery,group A was lower than group B,group C,group B was lower than group C(P<0.05).Compared with T0,BIS at T1~T3 were significantly different between the 3 groups(P<0.05),BIS at T1~T3 were lower than those at T0(P<0.05),and there was no significant difference in BIS at the same time between the 3 groups(P>0.05),from T,to T3,ANI was higher than that at T0,and ANI in group A was higher than that in group B and group C(P<0.05).Compared with the preoperative results,the pain scores of the 3 groups were decreased at 1 h,6 h,24 h and 48 h after operation,and the pain scores of group A were lower than those of group B and C,and the pain scores of group B were lower than those of group C(P<0.05).After operation,CD3+and CD4+were decreased in all 3 groups,group A was lower than group B and group C,group B was lower than group C(P<0.05),and CD8+was increased in all 3 groups,group A was higher than group B and group C,group B was higher than group C(P<0.05).Compared with 1 day before the operation,the sleep quality scores of the three groups on the night after the operation and the second night after the operation were all decreased,group A was lower than group B and group C,and group B was lower than group C(P<0.05).The incidence of hypotension and sinus bradycardia in group A was higher than that in group B and group C(P<0.05).There was no significant difference in the incidence of hypotension and sinus bradycardia between group B and group C(P>0.05).There was no significant difference in the incidence of nausea,vomiting and dizziness among the three groups(P>0.05).Conclusion The analgesic effect of 0.6 μg/(kg·h)dose dexmedetomidine com-bined with sufentanil can effectively reduce the body's stress response and immune suppression,improve sleep quality,but with a greater incidence of intraoperative hypotension and bradycardia.
10.The Role of Liver Function Characteristics in Preeclampsia Disease Pheno-types Based on Cluster Analysis and Its Pregnancy Complications
Yanhong XU ; Jiaying ZHENG ; Chengcheng JIN ; Xingyi QI ; Xia XU ; Jianying YAN
Journal of Practical Obstetrics and Gynecology 2025;41(9):760-764
Objective:To identify different subtypes of patients with preeclampsia(PE)through clinical liver function index data-driven the cluster analysis,to explore the correlation between liver function of different sub-types and pregnancy complications.Methods:From January 2012 to December 2022,the general data of 2230 sin-gleton pregnant women with PE who underwent prenatal examination and delivered in Fujian Maternity and Child Health Hospital were collected.Using 13 liver function indexes before delivery as baseline variables,all included subjects were classified into subtypes by cluster method.The clinical characteristics of different subtypes of PE patients were compared.Single-factor Logistic regression was used to analyze the risk of pregnancy complications among subtypes.Results:PE patients were divided into 3 subgroups that represented different characteristics of patients' liver function.The first subtype(n=1065)exhibited abnormal liver enzymology index characterized by in-creased alkaline phosphatase(ALP)level.The second subtype(n=648)showed abnormal bilirubin metabolism index with the highest levels of total bilirubin(TBIL),direct(DBIL)and indirect bilirubin(IBIL).The third subtype(n=517)had abnormal liver enzymology indexes with elevated alanine aminotransferase(ALT)and aspartate aminotransferase(AST)levels,abnormal bile acid detection indexes with elevated total bile acid(TBA)levels,and abnormal liver synthesis function indexes with decreased total protein(TP),albumin(ALB),and globulin lev-els(GLB).Significant differences were observed among the three subtypes in age,severe PE,anemia,cardiac dysfunction,and renal dysfunction(P<0.05).Single-factor Logistic regression demonstrated that the third sub-type had significantly higher risks of intrahepatic cholestasis of pregnancy,fetal growth restriction,premature rup-ture of membranes,and preterm birth compared to the first and second subtypes(P<0.05),as well as a higher risk of placental abruption than the second subtype(P<0.05).The first subtype had higher risks of placental ab-ruption and fetal growth restriction than the second subtype(P<0.05).Conclusions:Cluster analysis could be used to subclassify PE patients by liver function characteristics,so as to identify the occurrence of pregnancy complications.The results had significance for understanding the heterogeneity of PE and promoting individualized management.

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