1.Recognition of breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine syndrome elements based on electronic nose combined with machine learning: An observational study in a single center
Shiyan TAN ; Qiong ZENG ; Hongxia XIANG ; Qian WANG ; Xi FU ; Jiawei HE ; Liting YOU ; Qiong MA ; Fengming YOU ; Yifeng REN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(02):185-193
Objective To explore the recognition capabilities of electronic nose combined with machine learning in identifying the breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine (TCM) syndrome elements. Methods The study design was a single-center observational study. General data and four diagnostic information were collected from 108 patients with pulmonary nodules admitted to the Department of Cardiothoracic Surgery of Hospital of Chengdu University of TCM from April 2023 to March 2024. The patients' TCM disease location and nature distribution characteristics were analyzed using the syndrome differentiation method. The Cyranose 320 electronic nose was used to collect the odor profiles of oral exhalation, and five machine learning algorithms including random forest (RF), K-nearest neighbor (KNN), logistic regression (LR), support vector machine (SVM), and eXtreme gradient boosting (XGBoost) were employed to identify the exhaled breath profiles of benign and malignant pulmonary nodules and different TCM syndromes. Results (1) The common disease locations in pulmonary nodules were ranked in descending order as liver, lung, and kidney; the common disease natures were ranked in descending order as Yin deficiency, phlegm, dampness, Qi stagnation, and blood deficiency. (2) The electronic nose combined with the RF algorithm had the best efficacy in identifying the exhaled breath profiles of benign and malignant pulmonary nodules, with an AUC of 0.91, accuracy of 86.36%, specificity of 75.00%, and sensitivity of 92.85%. (3) The electronic nose combined with RF, LR, or XGBoost algorithms could effectively identify the different TCM disease locations and natures of pulmonary nodules, with classification accuracy, specificity, and sensitivity generally exceeding 80.00%.Conclusion Electronic nose combined with machine learning not only has the potential capabilities to differentiate the benign and malignant pulmonary nodules, but also provides new technologies and methods for the objective diagnosis of TCM syndromes in pulmonary nodules.
2.Study on the correlation between the distribution of traditional Chinese medicine syndrome elements and salivary microbiota in patients with pulmonary nodules
Hongxia XIANG ; iawei HE ; Shiyan TAN ; Liting YOU ; Xi FU ; Fengming YOU ; Wei SHI ; Qiong MA ; Yifeng REN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):608-618
Objective To analyze the differences in distribution of traditional Chinese medicine (TCM) syndrome elements and salivary microbiota between the individuals with pulmonary nodules and those without, and to explore the potential correlation between the distribution of TCM syndrome elements and salivary microbiota in patients with pulmonary nodules. Methods We retrospectively recruited 173 patients with pulmonary nodules (PN) and 40 healthy controls (HC). The four diagnostic information was collected from all participants, and syndrome differentiation method was used to analyze the distribution of TCM syndrome elements in both groups. Saliva samples were obtained from the subjects for 16S rRNA high-throughput sequencing to obtain differential microbiota and to explore the correlation between TCM syndrome elements and salivary microbiota in the evolution of the pulmonary nodule disease. Results The study found that in the PN group, the primary TCM syndrome elements related to disease location were the lung and liver, and the primary TCM syndrome elements related to disease nature were yin deficiency and phlegm. In the HC group, the primary TCM syndrome elements related to disease location were the lung and spleen, and the primary TCM syndrome elements related to disease nature were dampness and qi deficiency. There were differences between the two groups in the distribution of TCM syndrome elements related to disease location (lung, liver, kidney, exterior, heart) and disease nature (yin deficiency, phlegm, qi stagnation, qi deficiency, dampness, blood deficiency, heat, blood stasis) (P<0.05). The species abundance of the salivary microbiota was higher in the PN group than that in the HC group (P<0.05), and there was significant difference in community composition between the two groups (P<0.05). Correlation analysis using multiple methods, including Mantel test network heatmap analysis and Spearman correlation analysis and so on, the results showed that in the PN group, Prevotella and Porphyromonas were positively correlated with disease location in the lung, and Porphyromonas and Granulicatella were positively correlated with disease nature in yin deficiency (P<0.05). Conclusion The study concludes that there are notable differences in the distribution of TCM syndrome elements and the species abundance and composition of salivary microbiota between the patients with pulmonary nodules and the healthy individuals. The distinct external syndrome manifestations in patients with pulmonary nodules, compared to healthy individuals, may be a cascade event triggered by changes in the salivary microbiota. The dual correlation of Porphyromonas with both disease location and nature suggests that changes in its abundance may serve as an objective indicator for the improvement of symptoms in patients with yin deficiency-type pulmonary nodules.
3.Advances in therapeutic drug monitoring methods based on liquid chromatography-tandem mass spectrometry
Ziying LI ; Jie XIE ; Ziyu QU ; You JIANG ; Di ZHANG ; Songlin YU ; Xiaoli MA ; Ling QIU ; Xinhua DAI ; Xiang FANG ; Xiaoping YU
Chinese Journal of Laboratory Medicine 2024;47(3):332-340
Liquid chromatography-tandem mass spectrometry (LC-MS/MS) technology has the characteristics of high specificity and high throughput, making it rapidly applied and developed in the field of clinical testing. Its application in the monitoring of therapeutic drugs can effectively improve the quantitative accuracy and sensitivity, and formulate a personalized and optimal dosing plan for patients. However, this technology still faces some challenges, and automation, quality control, and quantitative traceability will be the future development direction.
4.Application of the OmniLogTM microbial identification system in the detection of the host spectrum for wild-type plague phage in Qinghai Plateau
Cun-Xiang LI ; Zhi-Zhen QI ; Qing-Wen ZHANG ; Hai-Hong ZHAO ; Long MA ; Pei-Song YOU ; Jian-Guo YANG ; Hai-Sheng WU ; Jian-Ping FENG
Chinese Journal of Zoonoses 2024;40(1):21-25
The growth of three plague phages from Qinghai Plateau in two Yersinia pestis strains(plague vaccine strains EV76 and 614F)and four non-Yersinia pestis strains(Yersinia pseudotuberculosis PTB3,PTB5,Escherichia coli V517,and Yersinia enterocolitica 52302-2)were detected through a micromethod based on the OmniLogTM microbial identification system and by the drop method,to provide a scientific basis for future ecological studies and classification based on the host range.For plague vaccine strains EV76 and 614F,successful phage infection and subsequent phage growth were observed in the host bacte-rium.Diminished bacterial growth and respiration and a concomitant decrease in color were observed with the OmniLogTM mi-crobial identification system at 33 ℃ for 48 h.Yersinia pseudotuberculosis PTB5 was sensitive to Yersinia pestis phage 476,but Yersinia pseudotuberculosis PST5 was insensitive to phage 087 and 072204.Three strains of non-Yersinia pestis(Yersinia pseudotuberculosis PTB3,Escherichia coli V517,and Yersinia enterocolitica 52302-2)were insensitive to Yersinia pestis pha-ges 087,072204,and 476 showed similar growth curves.The growth of phages 476 and 087,as determined with the drop method,in two Yersinia pestis strains(plague vaccine strains EV76 and 614F)and four non-Yersinia pestis strains(Yersinia pseudotuberculosis PTB3,Escherichia coli V517,and Yersin-ia enterocolitica 52302-2)showed the same results at 37 ℃,on the basis of comparisons with the OmniLogTM microbial i-dentification system;in contrast,phages 072204 did not show plaques on solid medium at 37 ℃ with plague vaccine strains EV76 and 614F.Determination based on the OmniLogTM detection system can be used as an alternative to the traditional determination of the host range,thus providing favorable application val-ue for determining the interaction between the phage and host bacteria.
5.Correlation of changes in retinal microglia phenotype with ganglion cell death in mice after optic nerve injury
Tianjing YOU ; Yuanxing YANG ; Juncai HE ; Luodan A ; Xiang MA ; Haiwei XU
Journal of Army Medical University 2024;46(17):1934-1942
Objective To explore the relationship between phenotypic changes of retinal microglia and retinal ganglion cells(RGCs)death after optic nerve injury.Methods Male C57BL/6J mice(6 to 8 weeks old)were randomly divided into 1-,3-,7-,and 14-day injury groups and sham operation group,with 4 mice in each group.The eyes in the injured groups were inflicted with optic nerve crush(ONC),while the eyes of the sham operation group were treated with the same operation procedure but without optic nerve clamp.Flash visual evoked potential(fVEP)and immunofluorescence staining were employed to evaluate the impact of optic nerve injury on visual function and number of RGCs.RT-qPCR and immunofluorescence staining were applied to detect the effecy of optic nerve injury on phenotypic changes in retinal microglia.Results fVEP results showed that the visual conduction of the injured eye was gradually decreased over time when compared with that of the sham group(P<0.01).Immunofluorescence staining revealed that the number of RGCs was lost mainly within 7 d after injury(P<0.01).At the same time,the number of retinal microglia reached its peak at 7 d after injury(P<0.01).RT-qPCR indicated that the expression of disease-associated microglia(DAM)and interferon-responsive microglia(IRM)specific genes were significantly increased when compared with the sham group at 7 d after ONC(P<0.01).Immunofluorescence staining displayed that the number of DAM peaked at 3 d after ONC(P<0.01),but the proportion was decreased gradually with the progress of time(P<0.05).The number and proportion of IRM peaked 7 d after ONC(P<0.01).Correlation analysis suggested that the number of IRM was strongly correlated with the loss of ganglion cells(P<0.01).Conclusion The conversion of retinal microglia from DAM type to IRM type after optic nerve injury may be an important cause of ganglion cell loss.
6.Influencing factors for acute necrotizing pancreatitis in Eastern and Western countries: A meta-analysis
Shuli MA ; Xiaoxi YANG ; Chen CHEN ; Jing YU ; You ZHOU ; Guotao LU ; Xiaoxing XIANG ; Weijuan GONG ; Weiwei CHEN ; Juan CHEN
Journal of Clinical Hepatology 2023;39(7):1643-1656
Objective To investigate the differences in the influencing factors for acute necrotizing pancreatitis (ANP) and infectious pancreatic necrosis (IPN) between Eastern and Western countries, and to provide a theoretical basis for the prediction and prevention of ANP. Methods Databases including PubMed, Embase, the Cochrane Library, and Web of Science were searched for articles on the influencing factors for ANP and IPN published up to January 21, 2021, and a Meta-analysis was performed. Results A total of 59 studies were included, with 22 studies from Eastern countries and 37 studies from Western countries.The Meta-analysis showed that in Eastern countries, male sex (odds ratio[ OR ]=1.51, 95% confidence interval[ CI ]: 1.18-1.91, P < 0.01), C-reactive protein (CRP)(standardized mean difference[ SMD ]=1.39, 95% CI : 1.06-1.71, P < 0.01), D-dimer ( SMD =0.44, 95% CI : 0.07-0.81, P =0.02), Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE-Ⅱ) score (mean difference[ MD ]=3.51, 95% CI : 1.38-5.64, P < 0.01), alcoholic etiology ( OR =3.57, 95% CI : 2.68-4.75, P < 0.01), and biliary etiology ( OR =0.60, 95% CI : 0.46-0.77, P < 0.01) were the influencing factors for ANP, and in Western countries, male sex ( OR =1.63, 95% CI : 1.30-2.05, P < 0.01), CRP ( SMD =2.09, 95% CI : 1.12-3.05, P < 0.01), APACHE-Ⅱ score ( MD =4.28, 95% CI : 2.73-5.83, P < 0.01), Ranson score ( MD =2.99, 95% CI : 2.50-3.47, P < 0.01), and organ failure ( OR =10.87, 95% CI : 2.62-45.04, P < 0.01) were the influencing factors for ANP.In Eastern countries, age ( MD =2.16, 95% CI : 0.43-3.89, P =0.01), body mass index (BMI)( MD =1.74, 95% CI : 1.23-2.25, P < 0.01), albumin level ( SMD =-0.43, 95% CI : -0.75 to-0.12, P < 0.01), CRP ( SMD =0.58, 95% CI : 0.04-1.11, P =0.03), procalcitonin ( SMD =0.80, 95% CI : 0.56-1.04, P < 0.01), D-dimer ( MD =0.23, 95% CI : 0.15-0.31, P < 0.01), APACHE-Ⅱ score ( MD =2.47, 95% CI : 0.73-4.22, P < 0.01), Ranson score ( MD =1.60, 95% CI : 1.46-1.73, P < 0.01), and extent of necrosis ≥30%( OR =2.52, 95% CI : 1.26-5.06, P < 0.01) were the influencing factors for IPN, while in Western countries, age ( MD =4.07, 95% CI : 1.82-6.31, P < 0.01), APACHE-Ⅱ score ( MD =3.28, 95% CI : 1.39-5.17, P < 0.01), Ranson score ( MD =2.18, 95% CI : 1.75-2.62, P < 0.01), SIRS score ( OR =3.88, 95% CI : 1.58-9.51, P < 0.01), alcoholic etiology ( OR =0.61, 95% CI : 0.42-0.87, P < 0.01), and organ failure ( OR =3.63, 95% CI : 1.11-11.92, P =0.03) were the influencing factors for IPN. Conclusion Current evidence shows that biliary etiology and alcoholic etiology are unique influencing factors for ANP in the Eastern population, while Ranson score is a unique influencing factor in the Western population.BMI and extent of necrosis ≥30% are unique influencing factors for IPN in the Eastern population, while alcoholic etiology is a unique influencing factor in the Western population.
7.Safety and efficacy of the early administration of levosimendan in patients with acute non-ST-segment elevation myocardial infarction and elevated NT-proBNP levels: An Early Management Strategy of Acute Heart Failure (EMS-AHF).
Feng XU ; Yuan BIAN ; Guo Qiang ZHANG ; Lu Yao GAO ; Yu Fa LIU ; Tong Xiang LIU ; Gang LI ; Rui Xue SONG ; Li Jun SU ; Yan Ju ZHOU ; Jia Yu CUI ; Xian Liang YAN ; Fang Ming GUO ; Huan Yi ZHANG ; Qing Hui LI ; Min ZHAO ; Li Kun MA ; Bei An YOU ; Ge WANG ; Li KONG ; Jian Liang MA ; Xin Fu ZHOU ; Ze Long CHANG ; Zhen Yu TANG ; Dan Yu YU ; Kai CHENG ; Li XUE ; Xiao LI ; Jiao Jiao PANG ; Jia Li WANG ; Hai Tao ZHANG ; Xue Zhong YU ; Yu Guo CHEN
Chinese Journal of Internal Medicine 2023;62(4):374-383
Objectives: To investigated the safety and efficacy of treating patients with acute non-ST-segment elevation myocardial infarction (NSTEMI) and elevated levels of N-terminal pro-hormone B-type natriuretic peptide (NT-proBNP) with levosimendan within 24 hours of first medical contact (FMC). Methods: This multicenter, open-label, block-randomized controlled trial (NCT03189901) investigated the safety and efficacy of levosimendan as an early management strategy of acute heart failure (EMS-AHF) for patients with NSTEMI and high NT-proBNP levels. This study included 255 patients with NSTEMI and elevated NT-proBNP levels, including 142 males and 113 females with a median age of 65 (58-70) years, and were admitted in the emergency or outpatient departments at 14 medical centers in China between October 2017 and October 2021. The patients were randomly divided into a levosimendan group (n=129) and a control group (n=126). The primary outcome measure was NT-proBNP levels on day 3 of treatment and changes in the NT-proBNP levels from baseline on day 5 after randomization. The secondary outcome measures included the proportion of patients with more than 30% reduction in NT-proBNP levels from baseline, major adverse cardiovascular events (MACE) during hospitalization and at 6 months after hospitalization, safety during the treatment, and health economics indices. The measurement data parameters between groups were compared using the t-test or the non-parametric test. The count data parameters were compared between groups using the χ² test. Results: On day 3, the NT-proBNP levels in the levosimendan group were lower than the control group but were statistically insignificant [866 (455, 1 960) vs. 1 118 (459, 2 417) ng/L, Z=-1.25,P=0.21]. However, on day 5, changes in the NT-proBNP levels from baseline in the levosimendan group were significantly higher than the control group [67.6% (33.8%,82.5%)vs.54.8% (7.3%,77.9%), Z=-2.14, P=0.03]. There were no significant differences in the proportion of patients with more than 30% reduction in the NT-proBNP levels on day 5 between the levosimendan and the control groups [77.5% (100/129) vs. 69.0% (87/126), χ²=2.34, P=0.13]. Furthermore, incidences of MACE did not show any significant differences between the two groups during hospitalization [4.7% (6/129) vs. 7.1% (9/126), χ²=0.72, P=0.40] and at 6 months [14.7% (19/129) vs. 12.7% (16/126), χ²=0.22, P=0.64]. Four cardiac deaths were reported in the control group during hospitalization [0 (0/129) vs. 3.2% (4/126), P=0.06]. However, 6-month survival rates were comparable between the two groups (log-rank test, P=0.18). Moreover, adverse events or serious adverse events such as shock, ventricular fibrillation, and ventricular tachycardia were not reported in both the groups during levosimendan treatment (days 0-1). The total cost of hospitalization [34 591.00(15 527.46,59 324.80) vs. 37 144.65(16 066.90,63 919.00)yuan, Z=-0.26, P=0.80] and the total length of hospitalization [9 (8, 12) vs. 10 (7, 13) days, Z=0.72, P=0.72] were lower for patients in the levosimendan group compared to those in the control group, but did not show statistically significant differences. Conclusions: Early administration of levosimendan reduced NT-proBNP levels in NSTEMI patients with elevated NT-proBNP and did not increase the total cost and length of hospitalization, but did not significantly improve MACE during hospitalization or at 6 months.
Male
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Female
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Humans
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Aged
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Natriuretic Peptide, Brain
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Simendan/therapeutic use*
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Non-ST Elevated Myocardial Infarction
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Heart Failure/drug therapy*
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Peptide Fragments
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Arrhythmias, Cardiac
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Biomarkers
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Prognosis
8.Clinical features and long-term prognosis of primary biliary cholangitis in patients with past hepatitis B virus infection.
Shu Xiang LI ; Wei Jia DUAN ; Bu Er LI ; Sha CHEN ; Ting Ting LYU ; Xiao Ming WANG ; Yu WANG ; Xin Yan ZHAO ; Xiao Juan OU ; Hong MA ; Hong YOU ; Ji Dong JIA
Chinese Journal of Hepatology 2023;31(7):705-709
Objective: To investigate the clinical features and long-term prognosis of primary biliary cholangitis (PBC) in patients with past hepatitis B virus (HBV) infection. Methods: 353 cases with PBC who visited the Liver Disease Center of Beijing Friendship Hospital Affiliated to Capital Medical University between January 2000 and January 2018 were retrospectively analyzed and were divided into the past HBV infection group (156 cases) and the no HBV infection group (197 cases). The two groups' baseline clinical features were compared. Ursodeoxycholic acid response rate after one year, GLOBE score, UK-PBC score, and long-term liver transplantation-free survival rate were compared through outpatient and telephone follow-up. Results: PBC with past HBV infection had a significantly reduced female proportion compared to the no HBV infection group (91.9% vs. 79.5%, P = 0.001). However, there were no statistically significant differences in age, biochemical indices, immunological indicators, platelet count, cirrhosis proportion, and others. Ursodeoxycholic acid biochemical response rate was reduced in patients with past HBV infection at the end of one year of treatment, but the difference was not statistically significant (65.8% vs. 78.2%, P = 0.068). In addition, there were no statistically significant differences between the GLOBE score (0.57 vs. 0.59, P = 0.26) and UK-PBC 5-year (2.87% vs. 2.87%, P = 0.38), 10-year (9.29% vs. 8.2%, P = 0.39) and 15-year liver transplantation rates (16.6% vs. 14.73%, P = 0.39). Lastly, the overall 5-year liver transplantation-free survival rate had no statistically significant difference between the two groups of patients (86.4% vs. 87.5%, P = 0.796). Conclusion: Primary biliary cholangitis had no discernible effect in terms of age at onset, biochemical indices, immunological indicators, cirrhosis proportion, ursodeoxycholic acid response rate after one year, GLOBE score, UK-PBC score, or overall liver transplantation-free survival rate in patients with past hepatitis B virus infections.
9.Chinese Guideline on the Management of Polypoidal Choroidal Vasculopathy (2022).
You-Xin CHEN ; Yu-Qing ZHANG ; Chang-Zheng CHEN ; Hong DAI ; Su-Yan LI ; Xiang MA ; Xiao-Dong SUN ; Shi-Bo TANG ; Yu-Sheng WANG ; Wen-Bin WEI ; Feng WEN ; Ge-Zhi XU ; Wei-Hong YU ; Mei-Xia ZHANG ; Ming-Wei ZHAO ; Yang ZHANG ; Fang QI ; Xun XU ; Xiao-Xin LI
Chinese Medical Sciences Journal 2023;38(2):77-93
Background In mainland China, patients with neovascular age-related macular degeneration (nAMD) have approximately an 40% prevalence of polypoidal choroidal vasculopathy (PCV). This disease leads to recurrent retinal pigment epithelium detachment (PED), extensive subretinal or vitreous hemorrhages, and severe vision loss. China has introduced various treatment modalities in the past years and gained comprehensive experience in treating PCV.Methods A total of 14 retinal specialists nationwide with expertise in PCV were empaneled to prioritize six questions and address their corresponding outcomes, regarding opinions on inactive PCV, choices of anti-vascular endothelial growth factor (anti-VEGF) monotherapy, photodynamic therapy (PDT) monotherapy or combined therapy, patients with persistent subretinal fluid (SRF) or intraretinal fluid (IRF) after loading dose anti-VEGF, and patients with massive subretinal hemorrhage. An evidence synthesis team conducted systematic reviews, which informed the recommendations that address these questions. This guideline used the GRADE (Grading of Recommendations, Assessment, Development, and Evaluation) approach to assess the certainty of evidence and grade the strengths of recommendations. Results The panel proposed the following six conditional recommendations regarding treatment choices. (1) For patients with inactive PCV, we suggest observation over treatment. (2) For treatment-na?ve PCV patients, we suggest either anti-VEGF monotherapy or combined anti-VEGF and PDT rather than PDT monotherapy. (3) For patients with PCV who plan to initiate combined anti-VEGF and PDT treatment, we suggest later/rescue PDT over initiate PDT. (4) For PCV patients who plan to initiate anti-VEGF monotherapy, we suggest the treat and extend (T&E) regimen rather than the pro re nata (PRN) regimen following three monthly loading doses. (5) For patients with persistent SRF or IRF on optical coherence tomography (OCT) after three monthly anti-VEGF treatments, we suggest proceeding with anti-VEGF treatment rather than observation. (6) For PCV patients with massive subretinal hemorrhage (equal to or more than four optic disc areas) involving the central macula, we suggest surgery (vitrectomy in combination with tissue-plasminogen activator (tPA) intraocular injection and gas tamponade) rather than anti-VEGF monotherapy. Conclusions Six evidence-based recommendations support optimal care for PCV patients' management.
10.Construction and validation of a Nomogram model of intracranial infection after neurosurgery
Xiao-Ju MA ; Ying YU ; Yan LU ; Song-Qin LI ; Juan LIU ; Zheng WANG ; Feng ZANG ; Hui-Ping HUANG ; You-Peng CHEN ; Yong-Xiang ZHANG ; Wei-Hong ZHANG ; Zhan-Jie LI
Chinese Journal of Infection Control 2023;22(12):1483-1492
Objective To explore the risk factors for intracranial infection in patients after neurosurgery,con-struct and validate a Nomogram prediction model.Methods Data of 978 patients who underwent neurosurgery in a hospital in Nanjing from January 1,2019 to December 31,2022 were retrospectively analyzed.Independent risk fac-tors were screened through logistic univariate and multivariate analyses.Modeling variables were screened through Lasso regression.A Nomogram model was constructed and internally validated by logistic regression.Effectiveness of the model was evaluated with receiver operating characteristic(ROC)curve,calibration curve and decision curve.Results Among 978 patients underwent neurosurgery,293 had postoperative intracranial infection,with an inci-dence of healthcare-associated infection of 29.96%.There was no significant difference in age,gender,proportion of coronary heart disease,cerebral infarction,diabetes and hypertension between the infected group and the non-in-fected group(all P>0.05).Multivariate logistic analysis showed that postoperative intracranial hypertension,fe-ver,increased neutrophil percentage in blood routine examination,turbid cerebrospinal fluid,positive Pan's test,decreased glucose concentration,abnormal ratio of cerebrospinal fluid/serum glucose,positive microbial culture,absence of indwelling external ventricular drainage tubes,presence of indwelling lumbar cistern drainage tubes,use of immunosuppressive agents,and long duration of surgery were independent risk factors for postoperative intracra-nial infection in patients who underwent neurosurgery(all P<0.05).Fifteen variables were screened out through Lasso regression.Fourteen variables were finally included for modeling after collinear screening,missing data impu-tation(random forest method)and checking pairwise interaction items.A Nomogram prediction model was con-structed,with the area under ROC curve,sensitivity,specificity,and accuracy of 0.885,0.578,0.896,and 0.704,respectively.Internal validation of the model was conducted.The modeling and validation groups presented similar effects.The calibration curve and decision curve also indicated that the model had good predictive efficacy.Conclusion The constructed Nomogram prediction model for postoperative intracranial infection after neurosurgery is scientific,and the prediction indicators are easy to obtain.The model presents with high stability,reliability,and application value,thus can provide reference for the assessment of postoperative intracranial infection after neuro-surgery.

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