1.Chinese expert consensus on salvage esophagectomy for esophageal cancer after definitive chemoradiotherapy
Zhaoxian LIN ; Yang HU ; Lei XIAN ; Yun LI ; Jinbo ZHAO ; Xiaobin HOU ; Shuangping ZHANG ; Sunkui KE ; Changying GUO ; Songping XIE ; Haitao WEI ; Yong LI
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(07):977-987
Definitive chemoradiotherapy (dCRT) has become a cornerstone in the treatment of locally advanced esophageal cancer; however, local control remains suboptimal, and persistent lesions or locoregional recurrences after treatment are not uncommon. For patients without distant metastases but with local failure, whether surgical intervention can still offer curative potential remains a major clinical dilemma. Salvage esophagectomy (SE) offers potential long-term survival for selected patients, but this procedure is performed in the context of severe fibrosis, impaired local blood supply, and obscured anatomical planes following chemoradiotherapy, resulting in significantly higher perioperative risk compared to primary esophagectomy. Consequently, controversies exist regarding patient selection, preoperative restaging, choice of surgical approach, extent of lymphadenectomy, gastrointestinal reconstruction, and perioperative management. In recent years, with the refinement of restaging modalities such as PET/CT, the accumulation of experience in high-volume centers, and emerging evidence from clinical studies, the clinical role of SE has gradually shifted from a "high-risk salvage measure" to a "selective curative strategy aimed at achieving long-term survival in carefully selected patients". Nevertheless, standardized guidelines for patient selection, technical approaches, and perioperative management are still lacking. Based on current evidence and clinical experience, experts organized by the Integrated Esophageal Cancer Committee of Chinese Anti-Cancer Association systematically reviewed key issues regarding SE, including its definition, indications, preoperative evaluation, choice of surgical approach, lymphadenectomy, gastrointestinal reconstruction, and perioperative management, and formulated a Chinese expert consensus. This consensus aims to provide guidance for standardized assessment, appropriate referral, individualized surgical decision-making, and optimized perioperative management of patients with locoregional failure after dCRT. Ultimately, this will increase the likelihood of R0 resection, reduce the risk of severe complications, and promote the safer, more judicious, and standardized implementation of SE in high-risk scenarios.
2.Timing of Termination and Cost-Effectiveness Analysis of Acupuncture for Acute Peripheral Facial Paralysis:A Randomized Controlled Trial
Xiaohan ZHANG ; Tao WANG ; Jinbo WANG ; Yiwen MIAO ; Lijuan DAI ; Jiaying ZHANG ; Shulan WANG ; Hui WANG ; Guoxin WANG ; Yuhang CHEN ; Xinjun WANG ; Bingguo XU
Journal of Traditional Chinese Medicine 2026;67(11):1185-1191
ObjectiveTo investigate the optimal termination time for acupuncture in treating patients with acute peripheral facial paralysis and its cost-effectiveness. MethodsA total of 120 eligible patients with acute-stage peri-pheral facial paralysis were randomly assigned to either the mild dysfunction termination group and the complete recovery termination group, with 60 patients in each group. Both groups received the standard acupuncture treatment protocol. Treatment in the mild dysfunction termination group was terminated when the Sunnybrook facial grade scale (SFGS) score first reached or exceeded 83 points, while that in the complete recovery termination group was terminated when the SFGS score first reached or exceeded 95 points. Assessments were conducted before treatment, 6 and 12 months after onset. SFGS, facial disability index (FDI) including physical function (FDIp) and social function (FDIs), self-rating anxiety scale (SAS), and self-rating depression scale (SDS) scores were assessed before treatment, and 6 and 12 months after onset. Any acupuncture-related adverse events during treatment were recorded for safety evaluation. Treatment sessions and medical costs including direct costs, indirect costs, insurance coverage, total societal costs, and patient out-of-pocket expenses were also recorded, and an economic evaluation was conducted including cost-effectiveness ratio (CER) and incremental cost-effectiveness ratio (ICER). ResultsUltimately, 56 patients in the mild dysfunction termination group and 55 in the complete recovery termination group completed the follow-up. At 6 and 12 months after onset, SFGS and FDIp scores in both groups improved significantly while FDIs, SAS and SDS scores decreased (P<0.05). Comparison of scores between groups 6 months and 12 months after onset showed no statistically significant differences (P>0.05). During the trial, the incidence of adverse events was 13.3% (8/60) in the mild dysfunction termination group and 18.3% (11/60) in the complete recovery termination group, with no statistically significant difference (P>0.05). The number of treatment sessions, total social costs, and out-of-pocket expenses in the mild dysfunction termination group were significantly lower than those in the complete recovery termination group (P<0.05). The CER of the mild dysfunction termination group in SFGS, FDIp, FDIs, SAS, and SDS scores was lower than that of the complete recovery termination group. The ICER analysis showed that continuing treatment until full recovery incurred an additional cost of 573.30 CNY/point in SFGS improvement, whereas 1-point improvement in FDIp, FDIs, SAS, and SDS required 21,355.25 CNY, 1779.60 CNY, 3713.96 CNY, and 2755.52 CNY, respectively. ConclusionFor acupuncture in treating acute peripheral facial palsy, terminating treatment when mild dysfunction is achieved yields long-term efficacy comparable to that of continuing treatment until complete recovery, while significantly reducing medical costs and socioeconomic burden.
3.Exploring the mechanism of Xiaoqinglong decoction on endothelial-mesenchymal transition in pulmonary arterial hypertension based on the principle of resolving the exterior and expanding the collaterals'principle
Jinbo ZHANG ; Wenxin ZHANG ; Bingbing FAN ; Zhiyong YANG ; Zhengkun TIAN ; Chunhe WANG
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(4):433-443
Objective To analyze the role and mechanism of Xiaoqinglong decoction in alleviating the pathological process of pulmonary arterial hypertension(PAH),and to observe the effect of Xiaoqinglong decoction on endothelial-mesenchymal transition(EMT)in human pulmonary arterial endothelial cell(HPAEC)and the involvement of the Toll-like receptor/nuclear factor-κB/hypoxia-inducible factor-1α(TLR/NF-κB/HIF-1α)pathway in this mechanism.Methods Thirty-six male Sprague Dawley(SD)rats and HPAEC were randomly divided into control group,model group,Xiaoqinglong decoction plus Earthworm group,Bosentan tablet group,dimethyl sulfoxide(DMSO)group,and monophosphoryl lipid A(MPL)group.PAH rat models and HPAEC models were established by hypoxic exposure.The Xiaoqinglong decoction plus Earthworm group received intragastric administration Xiaoqinglong decoction plus Earthworm(5 g·kg-1·d-1)or cultured with 10%corresponding drug serum,the Bosentan group received Bosentan(100 mg·kg-1·d-1)by gavage or cultured with 10%corresponding drug serum,the MPL group received 1 μg MPL,and the DMSO group received an equivalent volume of the DMSO and corn oil mixed solvent as a negative control for the MPL group.The hemodynamic parameters,including mean pulmonary arterial pressure(mPAP),right ventricular systolic pressure(RVSP),and the maximum rate of right ventricular pressure(+dp/dt max),were measured via right heart catheterization.After euthanasia,lung and heart tissues were collected to assess the right ventricular hypertrophy index(RVHI);hematoxylin-eosin(HE)staining was used to observe the degree of right ventricular cardiomyocyte hypertrophy and to calculate the average intima-media thickness(IMT)in small pulmonary arteries;Western blotting was used to detect the protein expression levels of proliferating cell nuclear antigen(PCNA),CD68,TLR4,NF-κB,HIF-1α,vascular endothelial cadherin,and vimentin;cell counting kit-8(CCK-8),Transwell,and scratch assays were used to observe cell proliferation and migration;Enzyme-linked immunosorbent assay(ELISA)was used to measure the levels of interleukins(IL-8,IL-6),tumor necrosis factor-α(TNF-α),endothelin-1(ET-1),and nitric oxide(NO).Results Compared with the model group,the Xiaoqinglong decoction plus Earthworm group showed significant reductions in mPAP,RVSP,RVHI,and IMT in PAH rats[mPAP(mmHg,1 mmHg≈0.133 kPa):22.17±1.94 vs.42.00±4.90,RVSP(mmHg):34.67±3.20 vs.52.83±3.76,RVHI:0.402±0.057 vs.0.822±0.101,IMT:(37.85±2.49)%vs.(62.06±4.52)%,all P<0.05],and a significant increase in+dP/dT max(mmHg/s:2 730.83±137.89 vs.1 718.33±148.36,P<0.05).Western blotting and ELISA results showed that compared with the model group,the Xiaoqinglong decoction plus Earthworm group had significantly lower protein expression of PCNA and CD68 in lung tissue,and levels of inflammatory factors(IL-6,IL-8,TNF-α)in rat serum[lung tissue:PCNA protein expression(PCNA/GAPDH)was 1.56±0.08 vs.2.20±0.26,CD68 protein expression(CD68/GAPDH):1.46±0.09 vs.2.60±0.23;serum:IL-8(ng/L)was 39.67±6.28 vs.149.17±7.49,IL-6(ng/L):81.00±6.63 vs.211.00±25.31,TNF-α(ng/L):213.17±24.86 vs.799.50±43.51,all P<0.05].In vitro experiments,compared with the model group,Xiaoqinglong decoction plus Earthworm inhibited abnormal proliferation(A value:2.052±0.087 vs.2.242±0.057,P<0.05)and migration[number of migrating cells(per field):101.33±12.01 vs.226.67±17.56,P<0.05]of HPAEC,and reversed the EMT process,manifested as upregulation of vascular endothelial cadherin protein expression levels(vascular endothelial cadherin/GAPDH:0.39±0.06 vs.0.12±0.03,P<0.05)and downregulation of vimentin protein expression(vimentin/GAPDH:4.96±0.33 vs.7.89±0.44,P<0.05).Western blotting results indicated that compared with the model group,the protein expression levels of TLR4,the ratio of phosphorylated p65 to total p65,and HIF-1α in both lung tissue and HPAEC were significantly reduced in the Xiaoqinglong decoction plus Earthworm group[lung tissue:TLR4 protein expression(TLR4/GAPDH)was 3.13±0.20 vs.4.38±0.30,p-p65/p65 ratio:7.11±0.81 vs.12.73±1.80,HIF-1α protein expression(HIF-1α/GAPDH):2.37±0.32 vs.4.45±0.34;HPAEC:TLR4 protein expression(TLR4/GAPDH)was 1.42±0.03 vs.2.43±0.05,p-p65/p65 ratio:6.01±1.84 vs.11.28±1.06,HIF-1α protein expression(HIF-1α/GAPDH)was 3.24±0.17 vs.5.50±0.44,all P<0.05],accompanied by upregulated vascular endothelial cadherin protein expression(vascular endothelial cadherin/GAPDH:0.66±0.03 vs.0.49±0.03,P<0.05)and downregulated vimentin protein expression(vimentin/GAPDH:1.81±0.12 vs.2.47±0.10,P<0.05),indicating that Xiaoqinglong decoction plus Earthworm inhibits the EMT process in endothelial cells by suppressing the activation of the TLR/NF-κB/HIF-1α pathway.Experiments with a TLR agonist further confirmed that activation of the TLR pathway reverses the protective effects of Xiaoqinglong decoction plus Earthworm,as shown by the MPL group compared to the DMSO group having significantly increased protein expression of the p-p65/p65 ratio and HIF-1α[p-p65/p65 ratio:2.17±0.35 vs.1.08±0.14,HIF-1α/GAPDH:3.96±0.25 vs.1.03±0.10,both P<0.05],further decreased vascular endothelial cadherin protein expression(vascular endothelial cadherin/GAPDH:0.66±0.04 vs.0.99±0.02,P<0.05),further increased vimentin protein expression(vimentin/GAPDH:1.53±0.12 vs.0.93±0.07,P<0.05),along with enhanced cell migration capacity[number of migrating cells(per field):176.67±17.50 vs.107.00±11.14;cell migration rate in scratch assay:(34.32±2.82)%vs.(22.71±2.49)%,both P<0.05]and increased proliferation activity(48 hours A value:2.156±0.044 vs.1.810±0.088,P<0.05).Conclusions Xiaoqinglong decoction combined with Pheretima not only significantly reduces pulmonary artery pressure,improves cardiac function and mitigates pulmonary vascular fibrosis in PAH rats,but also alleviates pulmonary vascular remodeling by inhibiting inflammatory responses and EMT.It can further decrease the content of ET-1,increase the level of NO,and ameliorate vascular stenosis.This result further indicates that exterior-relieving medicines exert a significant dilating and supporting effect on the narrowed meridians and collaterals.
4.Analysis of treatment response and post-discontinuation efficacy maintenance of cyclophosphamide monotherapy in T-cell large granular lymphocytic leukemia
Lele ZHANG ; Linzhu TIAN ; Hong PAN ; Zhen GAO ; Weiwang LI ; Ruonan LI ; Jingyu ZHAO ; Jinbo HUANG ; Xin ZHAO ; Jianping LI ; Neng NIE ; Xiao YU ; Liyun LI ; Zhexiang KUANG ; Liwei FANG ; Jun SHI
Chinese Journal of Hematology 2025;46(7):631-635
Objective:To evaluate the efficacy of cyclophosphamide in patients with T-cell large granular lymphocytic leukemia (T-LGLL) and the maintenance of treatment-free remission (TFR) following drug discontinuation.Methods:Clinical data were collected from 37 patients with T-LGLL who received oral cyclophosphamide at the Regenerative Medicine Clinic of the Institute of Hematology and Blood Diseases Hospital between June 2019 and March 2024. Patient clinical characteristics, treatment efficacy, and long-term TFR were analyzed.Results:The median age of the 37 patients was 60 years (range: 37-86), and 22 (59.5%) were male. Anemia was observed in 30 patients (81.1%), and 28 (75.7%) met the diagnostic criteria for secondary pure red cell aplasia. Neutropenia occurred in 15 patients (40.5%), lymphocytosis in 11 (29.7%), and thrombocytopenia in three (8.1%). Sixteen patients (43.2%) had not received prior immunosuppressive therapy (treatment-naive group), while 21 patients (56.8%) were refractory to or had relapsed after immunosuppressive treatment (refractory/relapsed group). All patients met the treatment criteria and received oral cyclophosphamide at doses of 50-100 mg/day. Among the 36 evaluable patients, hematologic remission was achieved in 25 (69.4%), with a median time of 2.0 months (range: 0.7-7.0). There was no statistically significant difference in remission rates between the treatment-naive and refractory/relapsed groups (68.5% vs. 66.7%, P=0.589). Among the 25 patients who achieved hematologic remission, 24 discontinued cyclophosphamide. With a median follow-up of 39.0 months (range: 8.0-56.0), the median TFR duration was not reached. The estimated TFR rates were (90.87± 6.16) % at 12 months and (75.72±11.04) % at 36 months. No significant difference in TFR was observed between the treatment-naive and refractory/relapsed groups ( P=0.451) . Conclusion:Oral cyclophosphamide is effective in the treatment of T-LGLL, and patients may maintain long-term TFR following drug discontinuation.
5.Thoughts and Explorations on the Cultivation of Top Innovative Talents in Nursing With Chinese Characteristics in the New Era
Xiaofeng XIE ; Fengying ZHANG ; Yi YIN ; Jinbo CUI ; Jianhua LI ; Jiazhuang XU ; Xiaolin HU ; Yali TIAN ; Wen ZHOU ; Xuantao WU ; Shuanjiu LI ; Ka LI
Journal of Sichuan University (Medical Sciences) 2025;56(3):881-886
The cultivation of top innovative nursing talents with Chinese characteristics in the new era lends critical support to the accomplishment of the strategic goal of the Healthy China Initiative.Herein,we reviewed the historical development of nursing science in China,clarified the conceptual framework of nursing science with Chinese characteristics in the new era,and identified the essential qualities and competencies required for top innovative nursing talents.Furthermore,we analyzed the mission and challenges in cultivating these nursing talents,and put forward new approaches,including formulating new ethics and political education theories specific to nursing science with Chinese characteristics,establishing a cross-disciplinary educational model of Nursing+X,and creating a new nursing talent cultivation ecosystem adapted to the era of human-machine symbiosis.This study provides theoretical insights into the cultivation of top innovative nursing talents who align their development well with national strategic needs,embody patriotism,and possess a strong sense of contemporary responsibility.
6.Correlation between transabdominal bowel ultrasonography parameters and disease activity of ulcerative colitis
Hongzhen CHEN ; Cuijing LIU ; Dong WANG ; Jinbo GUO ; Jia SONG ; Fenghua LI ; Fengrong YIN ; Xiaodong SHI ; Chenyang LI ; Xiaolan ZHANG
Chinese Journal of Digestion 2025;45(5):324-330
Objective:To investigate the correlation between transabdominal bowel ultrasongraphy (TBUS) parameters and disease activity of ulcerative colitis (UC).Methods:The results of TBUS, endoscopy and laboratory tests of 68 UC patients (108 examinations) who visited the Department of Gastroenterology of the Second Hospital (Eastern Campus) of Hebei Medical University From January 2022 to February 2024 were retrospectively analyzed. According to Mayo endoscopic score (MES), there were 10 cases of remission (MES=0) and 98 cases of active phase (MES>0); patients in active phase further classified into 16 cases of mild (MES=1), 19 cases of moderate (MES=2), and 63 cases of severe (MES=3). The TAUS parameters were compared between patients in remission and active phases. Spearman rank correlation analysis was used to analyze the correlation between the TBUS parameters including bowel wall thickness (BWT), Limberg score, wall layer stratification, fat wrapping and endoscopic activity score, laboratory inflammatory indicators. Receiver operating characteristic curve (ROC) analysis was applied to evaluate the predictive efficacy of the TBUS parameters and laboratory inflammatory indicators in identifying remission under endoscopy. Independent sample t-test and Fisher′s exact probability method were used to compare the two groups. Results:The BWT of patients in remission was significantly thinner than that of patients in active phase ((2.99±0.41) mm vs. (5.66±1.57) mm, t=-5.34, P<0.001). The proportions of patients in remisson with Limberg score ≤2, normal wall layer stratification, and absence of fat wrapping were significantly higher than those of patients in active phase (10/10 vs. 34/98, 10/10 vs. 48/98, 10/10 vs. 41/98, Fisher′s exact test, P<0.001, =0.002, =0.001). BWT, Limberg score, wall layer stratification, and fat wrapping were positively correlated with MES ( r=0.676, 0.677, 0.441, and 0.493, all P<0.001). BWT and Limberg score were moderate positively correlated with C-hypersensitive reactive protein, erythrocyte sedimentation rate and fecal calprotectin (BWT: r=0.561, 0.420 and 0.458, all P<0.001; Limberg score: r=0.576, 0.469 and 0.403, all P<0.001), and were negatively correlated with serum albumin and hemoglobin (BWT: r=-0.604 and -0.453, both P<0.001; Limberg score: r=-0.573 and -0.532, both P<0.001). The results of ROC analysis showed that BWT achieved the best predictive efficacy in identifying endoscopic remission, and the best cut-off value was 3.45 mm (area under the curve was 0.972, 95% confidence interval: 0.944 to 1.000, P<0.001), with a sensitivity of 93.9% and specificity of 100.0%. Conclusions:TBUS parameters can accurately reflect disease activity in UC. It is a powerful tool for UC monitoring. The BWT<3.45 mm is the best cut-off value in prediction of endoscopic remission.
7.Construction and immune efficacy evaluation of BNeV VLPs based on VP1 protein in mice
Lu DING ; Xiangyue HUANG ; Jinbo WU ; Chaohui ZHANG ; Qing ZHU ; Chenxi ZHU ; Gu-nan DENG ; Ajia AKE ; Chunsai HE ; Yuanzhen MA ; Bin ZHANG
Chinese Journal of Veterinary Science 2025;45(3):412-419
The codon was optimized for the bovine nebovirus(BNeV)VP1 gene and the recombi-nant plasmid pFastBac-Dual-VP1 was constructed,and BNeV-VP1 virus-like particles(VLPs)were prepared using a baculovirus expression system,and identified by Western blot,indirect im-munofluorescence and electron microscopy.Successfully validated VLPs were mixed with MF59 adjuvant and CpG-ODG,and mice were immunised by intramuscular injection and evaluated for immunity effects.The results showed that the optimized CAI(codon adaptation index)of VP1 gene was 0.93 and the GC content was 60.4%.The constructed recombinant plasmid was trans-formed into DH10Bac for blue-white spot screening,and after successful verification,it was trans-fected into SF9 cells to obtain recombinant baculovirus Baculo-BNeV-VP1.BNeV virus-like parti-cles with diameters ranging from 35 to 40 nm were observed under the electron microscope,and both IFA and Western blot experiments proved that the target proteins were successfully ex-pressed and biologically active,and protein optimisation revealed that the highest protein expres-sion was found at the infectious dose MOI=0.5.Mice were immunized by intramuscular injection after 50 μg of VLPs were mixed with MF59 adjuvant and CpG-ODN.The results showed that the VLPs immunization group produced IgG antibodies 7 days after the first dose,and the antibody ti-ter increased gradually,reaching a maximum of 1∶102 400,and declined at 35 d,but still main-tained a high level;The blocking titer BT50 is up to 640,which can induce the production of BNeV VP1-specific blocking antibody in mice.In this study,the baculovirus expression system was used to express the VP1 protein of BNeV,and BNeV VLPs were successfully constructed,which could induce humoral immune response in mice,which provided a reference for the follow-up research of BNeV vaccine.
8.Preparation and immune efficacy evaluation of bovine parainfluenza type 3 virus like particles
Chenxi ZHU ; Xiangyue HUANG ; Qing ZHU ; Lu DING ; Gunan DENG ; Ajia AKE ; Chunsai HE ; Yuanzhen MA ; Jinbo WU ; Chaohui ZHANG ; Bin ZHANG
Chinese Journal of Veterinary Science 2025;45(3):404-411,442
Codon optimization was performed for the M and HN genes of bovine parainfluenza virus type 3(BPIV3),and the recombinant shuttle plasmid Dual-M+HN was constructed.BPIV3 VLPs was prepared using the baculovirus expression system,and verified by Western blot,IFA and elec-tron microscopy.The successfully verified virus-like particle(VLPs)were mixed with MF59 adjuvant and CpG-ODN immunoenhancer to immunize mice by intramuscular-injection,and BPIV3 inactivated vaccine group and adjuvant control group were set up.The immune effect of BPIV3 VLPs was evaluated by monitoring mouse serum specific antibodies,neutralizing antibodies and hemagglutination inhibition antibodies.The results showed that the optimized codon adaptation in-dex(CAI)of the M and HN protein genes were 0.96 and 0.95,respectively,and the CG content reached 54.1%and 53.1%,respectively.The constructed recombinant plasmid was transformed in-to DHI0Bac for blue and white spot screening.The validated recombinant rod particles were trans-fected into Sf9 cells to obtain the rod-shaped virus pFastBac-M+HN.Under electron microscopy,BPIV3 VLPs with a diameter of approximately 180 nm were observed.IFA and Western blot ex-periments confirmed the successful expression and biological activity of the target protein.Through protein optimization,it was found that the protein expression was highest at an infection dose of MOI=5.After mixing 50 μg VLPs with MF59 adjuvant and CpG-ODN,mice were immunized by intramuscular injection.The results showed that the antibodies in the VLPs immunized group be-gan to rise at 2 weeks of the first immunization and reached their peak at 21 days of the second im-munization,with an average IgG antibody titer of 1∶40 228;The average titer of neutralizing anti-bodies is 1∶298;The titer of hemagglutination inhibition antibody is 1∶549,reaching the level of inactivated vaccine(P≥0.05),indicating that the VLPs prepared in this experiment can induce hu-moral immune response in the body.In summary,this study successfully prepared VLPs capable of self-assembly expression of BPIV3 HN and M proteins,and induced humoral immune response in mice,providing research basis for subsequent BPIV3 VLPs vaccine research.
9.A machine learning-based model for predicting the risk of diabetic kidney disease in type 2 diabetes mellitus
Tingting LI ; Peng SU ; Jinbo CHEN ; Xiaoyan HE ; Yi CAO ; Xin ZHANG ; Qingling TANG ; Xubin MIAO ; Xiaohua LIANG ; Dong MA
Chinese Journal of Diabetes 2025;33(4):241-247
Objective To compare and find an optimal model for predicting the risk of DKD occurrence in patients with type 2 diabetes mellitus(T2DM).Methods A total of 2005 patients with T2DM were enrolled in this study from The Second Hospital of Shijiazhuang City during December 2017 to December 2022.All the subjects were divided into a training set(n=1403)and a validation set(n=602)according to the ratio of 3∶1 by simple random sampling.With the occurrence of DKD as the outcome variablein the training set,important feature variables were screened by LASSO regression.Six different machine learning models were established according to the feature variables,thenthe optimal model was determined by comparison,and anonlinerisk predictor for DKD occurrence was constructed in patients with T2DM.Results Taking the occurrence of DKD as the outcome variable in the training set,the results of LASSO regression analysis showed that the optimal value of the model was 10-fold cross validation lambda.1se=0.01662473,and 15 characteristic variables with nonzero coefficient were screened out to be related to the occurrence of DKD.The data included sex,age,family history of DM,DM duration,LDL-C,HbA1c,WBC,PDW,Scr,urine α1-microglobulin,urine β2-microglobulin,urine microalbumin,hypertension,hypokalemia,and DR.In the training set and validation set,the prediction performance of XGBoost model was better than that of other models(AUC=0.872,0.893,95%CI 0.853~0.891,0.865~0.921),the sensitivity was 0.779,0.863,and the specificity was 0.721,0.758,respectively.The F1 scores were 0.774 and 0.787.DCA analysis showed that the XGBoost model had a greater net benefit and threshold probability.According to the XGBoost model,the online predictor of DKD risk in T2DM patients was laid out,and two patients were selected for application,the results showed that the predictive value of the model was 0.185 in non-DKD patients,and the predictive value was 0.510 in DKD patients.Conclusions The XGBoost model is the best model for predicting the occurrence of DKD in T2DM patients,and an online predictor was successfully built.
10.Study on the development trajectory and influencing factors of frailty in patients undergoing cardiac surgery
Linxue ZHANG ; Jiamei ZHOU ; Pingping YANG ; Jinbo ZHANG ; Mingxian LUO ; Xiumao LI ; Shan LI ; Lu ZENG
Chinese Journal of Nursing 2025;60(2):133-141
Objective To explore the potential categories of frailty development trajectories in patients undergoing cardiac surgery from pre-operation to 6 months post-operation,and analyze the influencing factors.Methods By a longitudinal study design,patients undergoing elective heart valve replacement surgery or coronary artery bypass grafting in a tertiary general hospital in Zunyi City from August 2022 to June 2023 were selected by the convenience sampling method.Tilburg frailty scale was used to investigate the frailty level of cardiac surgery patients 1 day before surgery(T0),1 month(T1),3 months(T2)and 6 months after surgery(T3).The growth mixture model was used to identify the trajectory categories,and the influencing factors of different frailty trajectories were analyzed by binary Logistic regression.Results 261 patients were enrolled at T0,with 22,9,and 3 patients lost at T1 to T3,and 227 patients were finally included in the analysis.There were 2 types of trajectories being identified as the low frailty decline group and the high frailty maintenance group.Age,use of sedative and analgesic drugs,pace,and depression were the factors influencing the frailty in cardiac surgery patients(P<0.05).Conclusion There are 2 kinds of frailty development trajectories in patients undergoing cardiac surgery.Medical staff should fonnulate precise interventions and nursing measures according to the factors influencing frailty,so as to improve frailty degree and quality of life of patients undergoing cardiac surgery.

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