1.Lipidomics Combined with Machine Learning for Screening Biomarkers of Early-Stage Lung Cancer in the Elderly
Qing WANG ; Yue HE ; Xu LIU ; Zifan LI ; Kezhong CHEN
Medical Journal of Peking Union Medical College Hospital 2026;17(3):652-662
Based on plasma lipidomics combined with machine learning approaches, this study aimed to screen molecular biomarkers for the diagnosis of early-stage lung cancer in elderly patients and to evaluate their diagnostic performance. This was a retrospective diagnostic study consisting of two parts. The first part involved molecular biomarker screening. Elderly patients with early-stage lung cancer (early lung cancer group), patients with benign pulmonary nodules (benign nodule group), and contemporaneous healthy individuals undergoing physical examinations (healthy control group) were enrolled from Peking University People's Hospital between November 2023 and November 2024. In addition, early-stage lung cancer patients and healthy controls meeting the inclusion criteria from a previous study of our research group were included as an independent validation cohort. Plasma samples were collected from all subjects, and untargeted lipidomics analysis was performed using high-performance liquid chromatography-mass spectrometry. Principal component analysis and orthogonal partial least squares discriminant analysis were used to evaluate metabolic differences between groups. L1-regularized support vector machine combined with incremental feature selection was employed to screen diagnostic biomarkers for early-stage lung cancer. Model performance was assessed using receiver operating characteristic curves, calibration curves, Brier scores, and decision curve analysis. The second part involved functional validation of the molecular biomarkers using the human lung adenocarcinoma cell line A549, with palmitoylcarnitine (CAR 16∶0) selected as a representative biomarker for functional validation via CCK-8 and cell scratch assays. A total of 36 patients in the early lung cancer group, 35 patients in the benign nodule group, and 41 healthy controls were enrolled, along with an independent validation cohort of 110 individuals (59 patients with early-stage lung cancer and 51 healthy controls). The principal component analysis results demonstrated that quality control samples were tightly aggregated at the centroid of all samples, reflecting robust instrument performance and dependable data quality.Orthogonal partial least squares discriminant analysis revealed significant metabolic differences between the early lung cancer group and the control group (benign nodule group + healthy control group) (R2X=0.406, R2Y=0.529, Q2Y=0.44). L1-regularized support vector machine identified five carnitine-related lipids-palmitoleoylcarnitine(CAR 16∶1), palmitoylcarnitine, The five plasma carnitine-related lipids screened based on untargeted lipidomics and machine learning may serve as potential molecular biomarkers for the diagnosis of early-stage lung cancer in elderly patients. The high-sensitivity characteristic of the model makes it particularly suitable for screening scenarios in early-stage lung cancer.
2.Research progress on the application of virtual reality technology in amblyopia visual training
Kang WANG ; Qiao WANG ; Pengfei LI ; Yunfan ZHANG ; Zifan QIN ; Jing LI
International Eye Science 2026;26(8):1411-1416
The therapeutic concept of amblyopia has gradually shifted from improving the visual acuity of the amblyopic eye to restoring binocular visual function.Conventional occlusion therapy and routine visual training have issues such as long treatment cycles, insufficient entertainment value and poor patient compliance, which limits the stability of therapeutic effects. Virtual reality(VR)technology, characterized by immersion, interactivity, and adjustable stimulus parameters, has been increasingly applied to visual training for amblyopia.Current evidence suggests that VR-based training can improve visual acuity and binocular visual function in amblyopia patients to a certain extent.Moreover, its gamified interactions and feedback-driven design may also enhance patient motivation and treatment adherence. This review begins with the mechanisms and theoretical basis of VR training for amblyopia, proceeds to summarizeits advantages over conventional methods, current systems, training modes, clinical efficacy, commonly used outcome measures, as well as safety and acceptability, aiming to provide a reference for its standardization, clinical translation, and widespread adoption.
3.In vitro inhibitory and clinical application effect of Sophora flavescens,Philo-dendron extracts and copper sulfate on Trichomonas gallinae
Yifei LONG ; Liangming KUANG ; Xingchen ZHAO ; Ming GAO ; Yihong SUN ; Zifan WANG ; Shuo ZHOU ; Wei WANG
Chinese Journal of Veterinary Science 2025;45(9):1918-1926
Aimed to find a safe and effective drug to replace nitroimidazole drugs in aquaculture pro-duction for the prevention and treatment of Trichomoniasis in pigeons,which can improve the eco-nomic benefits of meat pigeon breeding and ensure food safety.Firstly,Trichomonas was isolated and cultured from the crop of diseased pigeons and identified.After stable passage,a quantitative method for in vitro detection of Trichomonas was established by combining an automated cell counter and quantitative real-time PCR technology.To prepared the drug,powders of Sophora fla-vescent and Philodendron were made into herbal water extracts(SFPA)and mixed with copper sulfate(CS)solution.Then added the drug to the culture medium of Trichomonas to determine the effective concentration of it.A total of 135 pairs each of Silver King and Mimas breeding pigeons in the same laying period were selected and randomly divided into three groups,with 6 replicates in each group and 15 pairs of breeding pigeons in each replicate.Four days before brooding,the three groups were fed with 200 mL of pure water,0.5 g/L metronidazole(MDZ)solution,and a mixed solution of 30 g/L SFPA and 0.5 g/L CS,respectively.The feeding experiment lasted for 26 d.Results showed that the mixed solution of SFPA and CS had a significant killing effect on Trichomonas in vitro(P<0.05).Feeding the drug to breeding pigeons significantly reduced the in-fection rate of breeding pigeons by Trichomonas(P<0.05).The drug had no significant effect on the serum biochemical indexes,antioxidant properties,immunoglobulin levels of breeding pigeons,the average cage weight,immune organ indexes,meat quality and slaughter performance of squabs(P>0.05).The results suggested that adding SFPA and CS to pigeons can effectively prevent and treat Trichomoniasis and improve production performance.It can replace nitroimidazole drugs without affecting the immune level of breeding pigeons and the weight,immune level,slaughter performance and meat quality of squabs,thereby reduce drug residues in poultry products and en-hance the food safety.
4.Progress in research of intergenerational transmission of health based on population cohort
Zifan ZHANG ; Hui WANG ; Sunyi WANG ; Xiaolin XU
Chinese Journal of Epidemiology 2025;46(9):1688-1696
Intergenerational transmission exists within families, which is considered as key factor influencing individual health. Previous studies of intergenerational transmission were diverse and fragmented, in which the impacts of parental health-related characteristics and health risk behaviors on their children and grandchildren were reported, yet there is a lack of systematic reviews based on high-quality epidemiological research. From a population-based cohort perspective, this paper summarizes the theoretical foundations, designs and contents, outcomes, and statistical approaches of research of intergenerational transmission of health to provide theoretical support for the research in this field.
5.Immunological efficacy of OprI as a component in a multi-subunit vaccine against Pseudomonas aeruginosa
Jinqiong YAN ; Zifan ZHU ; Yating WANG ; Meilin WU ; Bo HUANG ; Ziyu WU ; Hongrong CUI ; Yueyue ZHANG ; Weijun ZHANG ; Gang CHEN ; Jiang GU
Immunological Journal 2025;41(2):65-71,79
Objective The aim of this study was to clarify the role and mechanism of Pseudomonas aeruginosa vaccine subunit OprI in the fusion protein vaccine rePO(PcrV-OprI).Methods The in vitro stability of rePO,PcrV and OprI at 4 ℃,25 ℃,and 37 ℃ was examined.After immunizing mice with rePO,OprI and PcrV,respectively,the specific antibody potency in serum and the proportion of cells secreting IFN-γ and IL-4 in the spleen were examined;Additionally,detection of the levels of protein uptake by DC2.4 cells in vitro using laser confocal microscopy and flow cytometry,and their ability to promote the maturation of mouse bone marrow-derived dendritic cells(BMDC).Results The heat stability of fusion protein rePO was significantly better than that of PcrV.The induced anti-PcrV IgG and anti-OprI IgG potency of rePO was significantly higher than that of monomeric PcrV and OprI.Additionally,the number of cells secreting IFN-γ and IL-4 induced by immunization with rePO was significantly higher than that of PcrV and OprI.The uptake rate of fusion protein rePO by DC2.4 cells was significantly higher than that of PcrV and OprI.Furthermore,rePO promoted the maturation of mouse BMDC more effectively than PcrV and OprI.Conclusion OprI in the fusion protein rePO can significantly improve its thermal stability and immunogenicity,which lays the foundation for the successful development of Pseudomonas aeruginosa vaccine.
6.Research progress on the mechanism of new antidiabetic drugs in delaying cognitive impairment
Yingjie FENG ; Yajing WANG ; Zifan ZHU ; Na LUO ; Penghua FANG ; Zhenwen ZHANG
Chinese Journal of Nervous and Mental Diseases 2025;51(6):380-384,后插1
Patients with diabetes mellitus are at a significantly elevated risk of developing cognitive impairment,which adversely impacts their quality of life and imposes a substantial burden on the healthcare system.Novel antidiabetic agents,including sodium-glucose cotransporter 2 inhibitors(SGLT-2i),dipeptidyl peptidase-4 inhibitors(DPP-4i),glucagon-like peptide-1 receptor agonists(GLP-1RAs),and dual glucagon-like peptide-1 receptor/glucose-dependent insulinotropic polypeptide receptor agonists(e.g.,Tirzepatide),have been shown to not only effectively regulate glycemic control but also mitigate cognitive decline by inhibiting inflammation,reducing oxidative stress,preventing apoptosis,attenuating amyloid β-protein(Aβ)deposition,and suppressing tau protein phosphorylation.
7.Progress in research of intergenerational transmission of health based on population cohort
Zifan ZHANG ; Hui WANG ; Sunyi WANG ; Xiaolin XU
Chinese Journal of Epidemiology 2025;46(9):1688-1696
Intergenerational transmission exists within families, which is considered as key factor influencing individual health. Previous studies of intergenerational transmission were diverse and fragmented, in which the impacts of parental health-related characteristics and health risk behaviors on their children and grandchildren were reported, yet there is a lack of systematic reviews based on high-quality epidemiological research. From a population-based cohort perspective, this paper summarizes the theoretical foundations, designs and contents, outcomes, and statistical approaches of research of intergenerational transmission of health to provide theoretical support for the research in this field.
8.Clinical value of transcriptome mRNA sequencing-derived SLC12A1 gene in heart failure patients with mildly reduced or preserved ejection fraction
Mengwei WANG ; Hongfei LIU ; Yunqiang ZHANG ; Ze HOU ; Xinyi WANG ; Yingnan YE ; Zifan WANG ; Yuxin ZHANG ; Kegang JIA
Chinese Journal of Laboratory Medicine 2025;48(8):1071-1079
Objective:To explore the relationship between the differential genes derived from transcriptome mRNA sequencing and prognosis among heart failure patients with mildly reduced ejection fraction (HFmrEF) and preserved ejection fraction (HFpEF).Methods:This was a case-control study. Ten patients with HFmrEF and 10 patients with HFpEF treated at TEDA International Cardiovascular Disease Hospital from November 2021 to January 2022 were selected and differentially expressed genes were screened by transcriptome mRNA sequencing. Ten healthy people served as control group. In addition, 50 patients with HFmrEF, 62 patients with HFpEF, who were treated at TEDA International Cardiovascular Disease Hospital at the same period, were selected as validation groups, 57 healthy people served as control validation group. Real-time quantitative PCR (RT-qPCR) was used to detect the expression of differential genes in each group. Receiver operating characteristic (ROC) curves and the area under the curve (AUC) were used to assess the differential diagnosis and prognostic value of differential genes in these patients. Patients were followed up regularly to document adverse events within 1 year after discharge including cardiac death and readmission for heart failure. Survival analysis was performed using Kaplan-Meier curves and tested by log rank test. Cox regression analysis was used to explore whether differential mRNA was risk factors for poor prognosis in HFmrEF and HFpEF patients.Results:A total of four genes were differentially expressed (three upregulated and one downregulated gene) between the HFmrEF group and HFpEF group (adjust P<0.05). SLC12A1, C15orf48 and SPP1 were associated with the progress of cardiovascular disease, and selected for validation in the clinical cohort. RT-qPCR results showed that the gene expression of SLC12A1 in the HFmrEF group was significantly higher than that in the HFpEF group ( P<0.001). The AUC for the adjunctive differential diagnostic value of SLC12A1 for HFmrEF and HFpEF was 0.802 ( P<0.001) and the AUC of SLC12A1 with a cut-off value of 6.634 was 0.737 ( P=0.003) in determining poor prognosis in patients with HFpEF. Kaplan-Meier survival analysis showed that patients with SLC12A1≤6.634 had a higher incidence of adverse cardiac events than patients with SLC12A1 >6.634 ( P=0.001). Cox regression analysis showed that the risk of adverse cardiac events in the SLC12A1 ≤6.634 group was 6.787 times higher than in the SLC12A1 >6.634 group ( HR=6.787, P=0.011). Conclusions:Transcriptome mRNA sequencing analysis is valuable for detecting clinical relevant differentially expressed genes in HFmrEF and HFpEF patients, among which SLC12A1 can be used as a novel molecular biomarker to aid the differential diagnosis of HFmrEF and HFpEF. In addition, SLC12A1 may be used as an adjunctive biomarker for the prognosis evaluation in patients with HFpEF.
9.Efficiency analysis and improvement strategies for operating room from a phenomenological perspec-tive:a case study from a tertiary TCM orthopedic hospital
Xiao DU ; Peng YUAN ; Zhuo FU ; Shuhui ZHAI ; Zifan WANG ; Xiang ZHOU
Modern Hospital 2025;25(2):198-201
Objective To explore the efficiency of operating room(OR)and its influencing factors from a phenomeno-logical perspective,proposing corresponding improvement strategies.Methods A phenomenological method was adopted,invol-ving in-depth interviews with 13 surgical team members from a tertiary Traditional Chinese Medicine(TCM)orthopedic hospital in Henan Province,to collect and analyze their multifaceted understanding of OR efficiency.Results The study demonstrated eight interpretative ways of efficiency among team members.The overall framework was largely organization-oriented,with addi-tional human-centered considerations regarding the factors influencing efficiency.Conclusion A unified understanding is crucial for improving both efficiency and quality.This study suggests strategies to optimize OR processes through lean management and human-centered team development to enhance operating room efficiency.Additionally,it highlights the need for future research to incorporate more patient views.
10.Clinical characteristics and risk factors for surgical site infections of type Ⅰ incision in patients undergoing grade Ⅲ and Ⅳ surgeries
Heping SHEN ; Zifan PAN ; Bin CHEN ; Xun HU ; Genghuan WANG
Chinese Journal of Nosocomiology 2025;35(14):2135-2139
OBJECTIVE To explore the clinical characteristics and risk factors for surgical site infections(SSI)in the patients undergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ so as to provide theoretical bases for effective prevention and control of SSI.METHODS The clinical data were prospectively collected from 280 patients with SSI who received major type Ⅰ incision surgeries of grade Ⅲ and Ⅳ in the key departments of the Second Affiliated Hospital of Jiaxing University from Jan.2021 to Jun.2024,and randomly from another 280 patients without infec-tions.The enrolled patients were assigned as the infection group and the no infection group,respectively.The clin-ical characteristics of the SSI were analyzed.The baseline data,including sex,age,hypertension,diabetes melli-tus,hyperlipidemia,heart disease,hepatorenal function,nutrition status,preoperative length of hospital stay,operation duration,implantation materials,emergency surgery,intraoperative warm maintenance,microscope,blood loss volume,blood transfusion and postoperative intensive care unit(ICU)stay as well as severe hypopro-teinemia,were collected from the enrolled patients.Univariate analysis and logistic regression analysis were per-formed for the influencing factors for the SSI.RESULTS A total of 16,706 patients underwent neurosurgery,or-thopedics and cardiothoracic surgery,280 of whom had SSI,the incidence of SSI was 1.68%.Totally 264 strains of bacteria were isolated,53.03%of which were gram-positive bacteria,46.97%were gram-negative bacteria;Staphylococcus aureus was the most common species of pathogenic bacteria.The result of multivariate logistic a-nalysis showed that the nutrition status,operation duration,microscope,postoperative ICU and severe hypopro-teinemia were the risk factors for the SSI(P<0.05).CONCLUSIONS The SSI is common among the patients un-dergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ.It is necessary for the hospital to take targeted interven-tion measures in early stage based on the risk factors.

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