1.Prediction of postoperative pulmonary complications in video-assisted thoracic surgery for lung cancer based on cardiopulmonary exercise testing and machine learning
Lei GUO ; Fusong LIU ; Zhilong OU ; Lan GUO ; Tiantian LI ; Chongfeng ZHOU ; Kun LUAN ; Xiaoman CHEN ; Yucheng WEI
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(01):44-52
Objective To develop a predictive model for postoperative pulmonary complications (PPC) following video-assisted thoracic surgery (VATS) in lung cancer patients by integrating cardiopulmonary exercise testing (CPET) parameters and machine learning techniques. Methods A retrospective analysis was conducted on patients with early-stage non-small cell lung cancer who underwent CPET and VATS at Guangdong Provincial People’s Hospital between October 2021 and July 2023. Patients were divided into a PPC group and a non-PPC group. The least absolute shrinkage and selection operator (LASSO) regression was used to select important features associated with PPC. Six machine learning algorithms were utilized to construct prediction models, including logistic regression, support vector machine, k-nearest neighbors, random forest, gradient boosting machine, and extreme gradient boosting. The optimal model was interpreted using SHapley Additive exPlanations (SHAP). Results A total of 325 patients were included, with an average age of 60.36 years, and 55.1% were male. Significant differences were observed between the PPC and non-PPC groups in age, diabetes, coronary heart disease, surgical approach, forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), FVC% predicted, peak oxygen uptake (peak VO2), anaerobic threshold (AT), and ventilatory equivalent for carbon dioxide slope (VE/VCO2 slope) (P<0.05). In the predictive model constructed by selecting 7 key features using LASSO regression, the random forest model demonstrated the best overall performance across various metrics, with an area under the receiver operating curve of 0.930, an F1 score of 0.836, and a Brier score of 0.133 in the training set. It also exhibited good predictive ability and calibration in the test set. SHAP analysis ranked feature importance as follows: peak VO2, VE/VCO2 slope, age, FEV1, smoking history, diabetes, and surgical approach. Conclusion Integrating CPET parameters, the random forest model can effectively identify high-risk patients for PPC and has the potential for clinical application.
2.Stage-Based Intervention in Atherosclerosis Using the "Attacking,Supplementing,Dispersing,Dissipating" Method Based on the Accumulation Syndrome Theory
Yujie LUAN ; Chenlu YUAN ; Zizhen CHEN ; Yijun LIU ; Yi WEI ; Yuanhui HU
Journal of Traditional Chinese Medicine 2025;66(7):685-689
Atherosclerosis is a complex pathological condition resulting from lipid deposition, chronic inflammatory responses, and fibrosis, with a prolonged disease course and multifactorial etiology. Based on the traditional Chinese medicine (TCM) theory of accumulation syndrome, atherosclerosis can be classified under this category, with its pathogenesis involving phlegm, blood stasis, deficiency, and accumulation. This paper proposed a stage-based intervention strategy using the four therapeutic principles of "attacking, supplementing, dispersing, dissipating", and divided into six stages based on the pathological progression, including the stage of accumulation before formation, the stage of accumulation already formed, the stage of nucleus accumulation, the stage of nucleus accumulation decay, the stage of nucleus accumulation consolidation, and the stage of severe stenosis of nucleus. At different stages, the intervention focuses on reinforcing healthy qi and consolidating the root, tonifying the kidneys and spleen, dispersing and removing turbidity, removing phlegm stagnation, promoting qi circulation, dispersing accumulations and removing stasis, attacking accumulation and expelling stasis, directing the turbid downward and dispersing accumulation, and treatment would be adjusted based on specific symptoms, which provides a theoretical framework for the prevention and treatment of atherosclerosis with TCM.
3.Systematic review and Meta-analysis of unavoidable pressure injuries
Chengrui ZHANG ; Ying XING ; Zhu ZHU ; Xinxin WANG ; Wei LUAN
Chinese Journal of Practical Nursing 2025;41(10):760-767
Objective:To conduct a systematic review and Meta-analysis of unavoidable pressure injuries (uPI) to provide evidence-based guidance for establishing standardized intervention protocols.Methods:Cross-sectional and cohort studies on uPI were systematically retrieved from PubMed, Web of Science, Embase, Cochrane Library, China National Knowledge Infrastructure, Wanfang, and China Biology Medicine disc databases up to February 5, 2024. Two researchers independently screened the literature, extracted data, and assessed the risk of bias in the included studies. Meta-analysis was performed using R4.3.2 software.Results:A total of 9 studies involving 10 research items were included. The Meta-analysis showed that the proportion of uPI was 42.92%. Subgroup analysis revealed that the proportions of uPI in acute care hospitals, intensive care units, and long-term care facilities were 53.14%, 33.56%, and 40.97%, respectively. The proportions in North America and Europe were 40.26% and 44.99%, respectively. The proportions of uPI in studies published between 2010-2015, 2016-2020, and 2021-2024 were 63.25%, 37.00%, and 40.61%, respectively. The proportions of uPI assessed using the Pressure Ulcer Prevention Inventory, National Pressure Ulcer Advisory Panel definition, empirical judgment, NHS definition, and end-stage pressure injury definition were 40.38%, 26.17%, 40.00%, 62.07%, and 51.32%, respectively.Conclusions:The incidence of uPI is high, with significant differences across healthcare settings, continents, years, and assessment criteria. A universal definition of uPI should be established, along with unified assessment standards, to optimize uPI care strategies and provide references for standardized prevention and intervention.
4.Targeted surveillance analysis of surgical site infection in patients undergoing pancreatoduodenectomy
Hao LI ; Wei MENG ; Xiaorong LUAN
Chinese Journal of Nosocomiology 2025;35(20):3079-3083
OBJECTIVE To conduct continuous targeted surveillance on patients undergoing pancreatoduodenecto-my in a three-A comprehensive hospital,to understand the current status of postoperative surgical site infection(SSI),identify risk factors and provide references for effective prevention and control measures.METHODS A targeted surveillance of SSI was conducted on 812 patients who underwent open pancreatoduodenectomy in the General Surgery Department of Qilu Hospital of Shandong University from 2020 to 2023.Statistical analysis was performed on various indicators,the incidence rate of SSI.RESULTS There were 42 cases of SSI in patients under-going pancreatoduodenectomy,with an incidence rate of 5.17%.Among them,there were 2 cases of deep surgi-cal incision infection and 40 cases of organ(or lacuna)infection.There was no statistically significant difference in the incidence rate of SSI across different years,but there was a decreasing trend over the years(P=0.227).Mul-tivariate logistic regression analysis showed that incision cleanliness(contamination)and intraoperative blood loss(>250 ml)were risk factors for SSI,while the tumor location(pancreas)was a protective factor for SSI(P<0.05).The surgeon-specific infection incidence rate ranged from 0.00%to 20.00%,with the highest infection rate observed in Surgeon No.1(20.00%).After adjustment,the top three surgeons with the highest specific in-fection rates were Surgeon No.1(50.00%),Surgeon No.5(34.49%)and Surgeon No.20(32.05%).Among the samples from 42 patients with SSI,70 pathogenic bacteria were detected,mainly Escherichia coli(18.57%)and Enterococcus faecium(14.29%).The hospital stay for patients with SSI after surgery was 25.00(20.00,34.00)days,while the hospital stay for patients without SSI was 19.00(16.00,24.00)days.Patients had an ex-tended hospital stay of 6 days due to SSI(P<0.001).CONCLUSIONS SSI in patients undergoing pancreatoduode-nectomy is mainly organ(or lacuna)infection.Incision cleanliness(contamination)and intraoperative blood loss(>250 ml)can increase the incidence rate of SSI in patients undergoing pancreatoduodenectomy.The specific in-fection rates vary among different surgeons,with the main pathogenic bacteria causing SSI being E.coli and E.faecium.The occurrence of SSI prolongs patients'hospital stay.
5.Evaluation the clinical efficacy of vitrectomy for diabetic retinopathy by optical coherence tomography angiography(OCTA)
WULAN ; Chang WEI ; Yingzhen LI ; Chunsheng LUAN
Basic & Clinical Medicine 2025;45(8):1078-1082
Objective OCTA analysis was employed to assess the alterations in retinal microcirculation following vitrectomy in patients with diabetic retinopathy.Methods The clinical data of 60 eyes from 60 diabetic retinopathy patients who accepted vitrectomy from Mar.2022 to May.2024 in Daqing Oilfield General Hospital were analyzed prospectively.The preoperative and postoperative outcomes of best corrected visual acuity(BCVA),intraocular pres-sure(IOP),and optical coherence tomography angiography(OCTA)were compared at baseline,as well as at 1 day,1 week,1 month,and 3 months following surgery.Results There was statistically significant differences in IOP between preoperative and postoperative 1 day and 1 week(P<0.01).There were significant differences in BCVA and CMT observed prior to surgery,as well as at 1 day,1 week,1 month,and 3 months post-surgery(P<0.01).FAZ and RPC exhibited significant differences prior to surgery,as well as at 1 week,1 month,and 3 months postoperatively(P<0.01).The SVD,DVD,and RNFL exhibited significant differences prior to surgery and at 1 month and 3 months postoperatively(P<0.01).Conclusions Vitrectomy can substantially enhance the visual acuity of patients with DR,and this improvement tends to stabilize approximately one month post-surgery,potential-ly correlating with the stability of central macular thickness(CMT)observed in patients at that time.The procedure can significantly decrease intraocular pressure in patients,and FAZ along with the radial peripapillary capillaries(RPC)in the macular region exhibited earlier improvement postoperatively.
6.Effects of TGR5 on liver lipid metabolism and bile acid synthesis in dairy cows with fatty liver
Yaqi CHANG ; Tianjiao YANG ; Yunfei LUAN ; Jihang LI ; Zexin ZHANG ; Bingbing ZHANG ; Chuang XU ; Wei YANG
Chinese Journal of Veterinary Science 2025;45(10):2282-2291
To explore the impacts of TGR5 on liver lipid metabolism and bile acid synthesis in dairy cows with fatty liver.Liver tissues of healthy cows and cows with fatty liver were collected through puncture technique.The protein and mRNA expressions of lipid synthesis-related factors ACC1,FAS,SREBF1,lipid oxidation factor CPT1A,and bile acid synthesis-related factors CYP8B1,CYP7B1,CYP27A1 were detected by Western blot and fluorescent quantitative PCR.Moreover,the mRNA levels of CYP7B1 were determined.Primary hepatocytes of 1-day-old calves were extracted and cultured in vitro,and four treatment groups were established,namely Control,NEFA,INT-777,and the INT-777+NEFA group.The concentration of NEFA group was 1.2 mmol/L,the con-centration of INT-777 group was 1 μmol/L,and the concentration of INT-777+NEFA group was 1.2 mmol/L NEFA and 1 μmol/L INT-777 simultaneously.After 12 h of stimulation,cells were collected,and the protein and mRNA levels of ACC1,FAS,SREBF1,CPT1A,CYP8B1,CYP7A1,CYP27A1,and the mRNA levels of CYP7B1 were detected by Western blot and fluorescent quanti-tative PCR.The content of lipid droplets and TG in the cells were detected by flow cytometry and kit.The results demonstrated that compared with healthy cows,the protein and mRNA expressions of ACC1,FAS,SREBF1,CYP8B1,and CYP7A1 in the liver tissues of fatty liver cows were upreg-ulated,while the protein and mRNA levels of CPT1 A,CYP27A1,TGR5,and the mRNA levels of CYP7B1 were downregulated.In vitro experiments revealed that compared with the Control group,the protein and mRNA levels of ACC1,FAS,SREBF1,CYP8B1,and CYP7A1 in the NEFA group were upregulated,and the protein and mRNA levels of CPT1A,CYP27A1,and TGR5,as well as the mRNA level of CYP7B1,were downregulated.Compared with the NEFA group,the protein and mRNA levels of ACC1,FAS,SREBF1,CYP8B1,CYP7A1 were downregulated in the INT-777+NEFA group,while the protein and mRNA levels of CPT1A CYP27A1,and TGR5 as well as the mRNA level of CYP7B1,were upregulated.The results of flow cytometry and the kit indicated that the lipid droplets and TG content in the NEFA group were upregulated compared with the Control group,while the lipid droplets and TG content in the INT-777+NEFA group were downregulated compared with the NEFA group.The above results suggested that the addition of TGR5 agonist promoted the expression of TGR5 and ameliorated the abnormal lipid metabolism and bile acid synthesis in the liver of dairy cows with fatty liver.
7.Study on the Genotoxicity of Graphene Artificial Nerve Sheath Conduit
Ling-xiao SUN ; Bing-bing SUN ; Yue QIN ; Guo-wei WANG ; Luan-luan WANG ; Zi-yi YANG ; Zi-ye WANG ; Xiao-tian ZHAO ; Xiao-jing LI ; Cheng-hu LIU
Progress in Modern Biomedicine 2025;25(14):2250-2258
Objective:The genotoxicity risk of graphene artificial nerve sheath conduit was systematically evaluated to provide scientific evidence for their clinical safety and to establish methodological references for the genotoxicity assessment of nanomaterial medical devices.Methods:The potential effects of graphene artificial nerve sheath conduit on genetic and chromosomal endpoints were analyzed by integrating bacterial reverse mutation assays,in vitro chromosome aberration assays,mouse lymphoma cell TK gene mutation tests,and mammalian erythrocyte Pig-a gene mutation assays.Results:In the bacterial reverse mutation assay,all plates showed good background growth.There was no significant difference in the average number of revertant colonies between the test group and the negative control group,with a ratio around 1.0.In the in vitro chromosome aberration assay,the chromosomal aberration rate in the test group was less than 5%,showing no significant increase compared to the negative control group.In the mouse lymphoma cell TK gene mutation assay,the mutation frequency in the test group was less than twice that of the negative control group,with no significant difference.In the mammalian erythrocyte Pig-a gene mutation assay,the mutation frequencies of erythrocytes and reticulocytes in the test group were both less than 3× 10-6,showing no significant difference compared to the negative control group.Conclusions:Graphene artificial nerve sheath conduit exhibited no detectable genotoxicity under the tested conditions,the research results can provide reference and guidance for the genotoxicity evaluation of nanomaterial medical devices.
8.Digital Transformation in Healthcare:Challenges,Strategies,and Future Prospects
Yao YAO ; Yujie CUI ; Wei LUAN
Chinese Health Economics 2025;44(1):5-10
Regarded as a pivotal strategy for comprehensively upgrading the healthcare system,Digital transformation is highly valued by policymakers.The essence of digital transformation in healthcare encompasses transformation practices across multiple facets,including healthcare facility administrators,service providers,patients,regulators and payers.However,digital transformation also poses numerous challenges,such as data security,technological adaptation,doctor-patient communication,regulatory balance and payment process optimization.To address these challenges,it is recommended to enhance data security and privacy protection,optimize technology learning and adaptation,balance technology application with clinical experience,improve data governance and business processes,strengthen patients'digital literacy,balance standardization with innovation,and optimize payment processes.These suggestions provide a reference for advancing the digitalization process of China's healthcare industry.
9.Effects of various mouse sample storage conditions on median fluores-cence intensity of antibodies and positive cell percentage using flow cy-tometry
Dongmei WEI ; Xianing GUO ; Na GUO ; Hao XU ; Minghua LÜ ; Dandan YUN ; Zhenyu ZHU ; Jing LUAN
Chinese Journal of Pathophysiology 2025;41(10):2064-2072
AIM:Flow cytometry was used to evaluate the effects of short-term storage conditions(fresh,frozen at-80℃for 7 d,and stored at 4℃for 7 d)on the median fluorescence intensity(MFI)of antibodies and the percentage of immune cell subsets in mouse peripheral blood mononuclear cells(PBMCs)and splenocytes.METHODS:The PBMC and splenocyte suspensions from six male Kunming mice were collected and analyzed under three different processing con-ditions to compare differences in the antibody MFI and percentages of monocyte subsets(Ly-6clow/Ly-6cmedium/Ly-6chigh),macrophages(M1/M2),and dendritic cells.RESULTS:Both tissue and antibody specificity were demonstrated by changes in the antibody MFI values.Following storage at-80℃,the MFIs of certain antibodies(such as CD45 and F4/80 in PBMCs,and CD115,Ly-6c,F4/80,CD80 and MHC-II in the spleen)were similar to those of the fresh groups,where-as after storage at 4℃,the MFIs of other antibodies(such as 7-AAD,CD115,Ly-6c and MHC-II in PBMCs,and CD11b,CD206 and CD11c in the spleen)were closer to those of the fresh groups.The MFI of most of the examined anti-bodies varied significantly following storage.Both storage conditions significantly reduced the viability of PBMCs and sple-nocytes.In PBMCs stored at 4℃,the percentages of total monocytes,Ly-6cmedium/Ly-6chigh monocytes,total macrophages,and dendritic cells were similar to those in the fresh group.Compared with the fresh group,both storage groups presented significantly lower percentages of M1 macrophages and dendritic cells(P<0.05).There were no statistically significant differences in the percentages of total monocytes,Ly-6cmedium monocytes,Ly-6chigh monocytes,total macrophages,M1 and M2 macrophages,or dendritic cells in the spleen among the three groups(P>0.05).The percentage of Ly-6clow monocytes did not differ substantially(P>0.05)between the fresh and-80℃frozen groups but was significantly lower in the 4℃storage group than in the fresh group(P<0.05).CONCLUSION:The storage conditions of the samples had a substantial effect on the flow cytometry results(antibody MFI and cell subset percentages)of the PBMCs and splenic cells,with tissue specificity.If the percentage of immune cell subgroups(particularly monocytes/macrophages/dendritic cells)in PBMCs is highly important,storage at 4℃for 7 d is preferable.If the MFI values of specific antibodies(such as CD45 and F4/80)are important,freezing at-80℃may be more appropriate.If the MFI values of most antibodies or the percentages of criti-cal subgroups(such as total monocytes/Ly-6chigh/total macrophages/dendritic cells)in splenic cells need to be close to those of fresh samples,4 ℃ storage for 7 d is more effective.Freezing at-80℃is preferable if the MFI values of particular anti-bodies(such as CD115 and Ly-6c)need to be determined.
10.Network meta-analysis of first-line treatment of metastatic colorectal cancer with different chemotherapy combination regimens
Xiaoqing ZHANG ; Shuai LIU ; Kai ZHANG ; Beibei JI ; Wei LUAN
China Pharmacy 2025;36(17):2197-2204
OBJECTIVE To systematically evaluate the efficacy and safety of different chemotherapy combination regimens for first-line treatment of metastatic colorectal cancer (mCRC). METHODS PubMed, Cochrane Library, Embase and Web of Science were electronically searched to collect randomized controlled clinical trial (RCT) on first-line treatment for mCRC from January 1, 2000 to February 16, 2025. Two reviewers independently screened literature, extracted data and assessed the risk of bias of the included studies. Network meta-analysis was performed by using R4.4.3 and Stata 17.0 software. RESULTS A total of 28 RCTs, involving 16 intervention measures, were included. In terms of prolonging progression-free survival (PFS) and overall survival (OS), FOLFOX (5-fluorouracil+oxaliplatin+calcium folinate regimen)+cetuximab had the highest probability of ranking first. In terms of improving objective response rate (ORR), FOLFOXIRI (5-fluorouracil+oxaliplatin+irinotecan+calcium folinate regimen)+ bevacizumab and FOLFOX+bevacizumab+nivolumab had the highest probability of ranking first; in terms of the incidence of grade 3 or higher adverse reactions, FOLFOXIRI+panitumumab had the highest probability of ranking first; in subgroup analysis of KRAS wild-type patients, FOLFIRI (5-fluorouracil+irinotecan+calcium folinate regimen)+panitumumab and FOLFIRI+bevacizumab had the highest probability of ranking first in terms of prolonging PFS and OS, respectively; in terms of ORR, FOLFOXIRI+ cetuximab had the highest probability of ranking first. CONCLUSIONS In first-line treatment for mCRC, FOLFOX combined with targeted therapy has advantages in terms of efficacy and safety. However, individualized treatment strategies should be formulated based on the KRAS gene status and tumor location of patients.

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