Objective To mine and analyze the routine blood test data of children with allergic rhinitis (AR), identify routine blood parameters related to childhood allergic rhinitis, establish an effective diagnostic model, and evaluate the performance of the model. Methods This study was a retrospective study of clinical cases. The experimental group comprised a total of 1110 children diagnosed with AR at the First Affiliated Hospital of Air Force Medical University during the period from December 12, 2020 to December 12, 2021, while the control group included 1109 children without a history of allergic rhinitis or other allergic diseases who underwent routine physical examinations during the same period. Information such as age, sex and routine blood test results was collected for all subjects. The levels of routine blood test indicators were compared between AR children and healthy children using comprehensive intelligent baseline analysis, with indicators of P≥0.05 excluded; variables were screened by Lasso regression. Binary Logistic regression was used to further evaluate the influence of multiple routine blood indexes on the results. Five kinds of machine model algorithms were used, namely extreme value gradient lift (XGBoost), logistic regression (LR), gradient lift decision tree (LGBMC), Random forest (RF) and adaptive lift algorithm (AdaBoost), to establish the diagnostic models. The receiver operating characteristic (ROC) curve was used to screen the optimal model. The best LightGBM algorithm was used to build an online patient risk assessment tool for clinical application. Results Statistically significant differences were observed between the AR group and the control group in the following routine blood test indicators: mean cellular hemoglobin concentration (MCHC), hemoglobin (HGB), absolute value of basophils (BASO), absolute value of eosinophils (EOS), large platelet ratio (P-LCR), mean platelet volume (MPV), platelet distribution width (PDW), platelet count (PLT), absolute values of leukocyte neutrophil (W-LCC), leukocyte monocyte (W-MCC), leukocyte lymphocyte (W-SCC), and age. Lasso regression identified these variables as important predictors, and binary Logistic regression further analyzed the significant influence of these variables on the results. The optimal machine learning algorithm LightGBM was used to establish a multi-index joint detection model. The model showed robust prediction performance in the training set, with AUC values of 0.8512 and 0.8103 in the internal validation set. Conclusion The identified routine blood parameters can be used as potential biomarkers for early diagnosis and risk assessment of AR, which can improve the accuracy and efficiency of diagnosis. The established model provides scientific basis for more accurate diagnostic tools and personalized prevention strategies. Future studies should prospectively validate these findings and explore their applicability in other related diseases.
Humans ; Male ; Female ; Rhinitis, Allergic/blood* ; Child ; Biomarkers/blood* ; Retrospective Studies ; Early Diagnosis ; Child, Preschool ; ROC Curve ; Logistic Models ; Hematologic Tests ; Algorithms ; Adolescent ; Machine Learning

In recent years， the incidence of pulmonary nodules has kept rising. To give full play to the advantages of traditional Chinese medicine （TCM） in the treatment of pulmonary nodules and identify the breakthrough points of integrating TCM with Western medicine， the China Association of Chinese Medicine organized medical experts in TCM and western medicine to carry out in-depth discussion regarding this disease. The discussion encompassed the modern medical advances， TCM theories of etiology and pathogenesis， the role and advantages of TCM in the whole course management of pulmonary nodules， contents and methods of research on pulmonary nodules， and science popularization work， aiming to provide a reference for clinical practice and scientific research. After discussion， the experts concluded that the occurrence of pulmonary nodules was rooted in the deficiency of the lung and spleen and triggered by phlegm dampness， blood stasis， and Qi stagnation. TCM can treat pulmonary nodules by controlling and reducing nodules， improving physical constitution， ameliorating multi-system nodular diseases， reducing anxiety and avoiding excessive diagnosis and treatment， and serving as an alternative for patients who are unwilling or unfit for surgical treatment. At present， the optimal diagnosis and treatment strategy for pulmonary nodules has not been formed， which needs to be further studied from multiple perspectives such as clinical epidemiology， biology， and evidence-based medicine. The primary task of current research is to find out the advantages， effective prescriptions， and target populations and determine the effective outcomes of TCM in the treatment of pulmonary nodules. At the same time， basic research should be carried out to explore the etiology and biological behaviors of pulmonary nodules. The expert consensus on the diagnosis and treatment of pulmonary nodules with integrated TCM and Western medicine needs to be continuously revised to guide clinicians to conduct standardized， scientific， and accurate effective diagnosis and treatment.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.

Private health insurance(PHI)is an important component of China's multi-tiered medical security system,meeting people's multi-level and diversified health needs through supplementing and connecting with the basic medical insurance(BMI).It aims to draw on the practical experience of typical countries to provide implications for developing PHI that complements BMI in China.Considering the different models of medical security systems in various countries and the diverse functional positioning of PHI,France,Germany,Australia,the United Kingdom,and the United States are selected as reference objects.After examining the macro institutional systems of PHI,coverage population,benefits packages,characteristics of coordination with health care and medicines,as well as supporting regulatory measures,the experiences are summarized.Based on China's context,it proposes to improve institutional system building,enrich product supply,expand the insured population,explore the coverage list formulation,and refine supporting regulatory policies.