1.Prediction of Pulmonary Nodule Progression Based on Multi-modal Data Fusion of CCNet-DGNN Model
Lehua YU ; Yehui PENG ; Wei YANG ; Xinghua XIANG ; Rui LIU ; Xiongjun ZHAO ; Maolan AYIDANA ; Yue LI ; Wenyuan XU ; Min JIN ; Shaoliang PENG ; Baojin HUA
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):135-143
ObjectiveThis study aims to develop and validate a novel multimodal predictive model, termed criss-cross network(CCNet)-directed graph neural network(DGNN)(CGN), for accurate assessment of pulmonary nodule progression in high-risk individuals for lung cancer, by integrating longitudinal chest computed tomography(CT) imaging with both traditional Chinese and western clinical evaluation data. MethodsA cohort of 4 432 patients with pulmonary nodules was retrospectively analyzed. A twin CCNet was employed to extract spatiotemporal representations from paired sequential CT scans. Structured clinical assessment and imaging-derived features were encoded via a multilayer perceptron, and a similarity-based alignment strategy was adopted to harmonize multimodal imaging features across temporal dimensions. Subsequently, a DGNN was constructed to integrate heterogeneous features, where nodes represented modality-specific embeddings and edges denoted inter-modal information flow. Finally, model optimization was performed using a joint loss function combining cross-entropy and cosine similarity loss, facilitating robust classification of nodule progression status. ResultsThe proposed CGN model demonstrated superior predictive performance on the held-out test set, achieving an area under the receiver operating characteristic curve(AUC) of 0.830, accuracy of 0.843, sensitivity of 0.657, specificity of 0.712, Cohen's Kappa of 0.417, and F1 score of 0.544. Compared with unimodal baselines, the CGN model yielded a 36%-48% relative improvement in AUC. Ablation studies revealed a 2%-22% increase in AUC when compared to simplified architectures lacking key components, substantiating the efficacy of the proposed multimodal fusion strategy and modular design. Incorporation of traditional Chinese medicine (TCM)-specific symptomatology led to an additional 5% improvement in AUC, underscoring the complementary value of integrating TCM and western clinical data. Through gradient-weighted activation mapping visualization analysis, it was found that the model's attention predominantly focused on nodule regions and effectively captured dynamic associations between clinical data and imaging-derived features. ConclusionThe CGN model, by synergistically combining cross-attention encoding with directed graph-based feature integration, enables effective alignment and fusion of heterogeneous multimodal data. The incorporation of both TCM and western clinical information facilitates complementary feature enrichment, thereby enhancing predictive accuracy for pulmonary nodule progression. This approach holds significant potential for supporting intelligent risk stratification and personalized surveillance strategies in lung cancer prevention.
2.Licorice-saponin A3 is a broad-spectrum inhibitor for COVID-19 by targeting viral spike and anti-inflammation
Yang YI ; Wenzhe LI ; Kefang LIU ; Heng XUE ; Rong YU ; Meng ZHANG ; Yang-Oujie BAO ; Xinyuan LAI ; Jingjing FAN ; Yuxi HUANG ; Jing WANG ; Xiaomeng SHI ; Junhua LI ; Hongping WEI ; Kuanhui XIANG ; Linjie LI ; Rong ZHANG ; Xin ZHAO ; Xue QIAO ; Hang YANG ; Min YE
Journal of Pharmaceutical Analysis 2024;14(1):115-127
Currently,human health due to corona virus disease 2019(COVID-19)pandemic has been seriously threatened.The coronavirus severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)spike(S)protein plays a crucial role in virus transmission and several S-based therapeutic approaches have been approved for the treatment of COVID-19.However,the efficacy is compromised by the SARS-CoV-2 evolvement and mutation.Here we report the SARS-CoV-2 S protein receptor-binding domain(RBD)inhibitor licorice-saponin A3(A3)could widely inhibit RBD of SARS-CoV-2 variants,including Beta,Delta,and Omicron BA.1,XBB and BQ1.1.Furthermore,A3 could potently inhibit SARS-CoV-2 Omicron virus in Vero E6 cells,with EC50 of 1.016 pM.The mechanism was related to binding with Y453 of RBD deter-mined by hydrogen-deuterium exchange mass spectrometry(HDX-MS)analysis combined with quan-tum mechanics/molecular mechanics(QM/MM)simulations.Interestingly,phosphoproteomics analysis and multi fluorescent immunohistochemistry(mIHC)respectively indicated that A3 also inhibits host inflammation by directly modulating the JNK and p38 mitogen-activated protein kinase(MAPK)path-ways and rebalancing the corresponding immune dysregulation.This work supports A3 as a promising broad-spectrum small molecule drug candidate for COVID-19.
3.Correlation between serum calcium level and prognosis of acute kidney injury patients with hypercalcemia
Dan PENG ; Wenqian WEI ; Dongfang ZHAO ; Zhouxia XIANG ; Kasimumali AYIJIAKEN ; Meng HE ; Shu RONG
Clinical Medicine of China 2024;40(2):81-87
Objective:To analyze the correlation between serum calcium levels and the prognosis of survival and renal recovery in patients with acute kidney injury (AKI) accompanied by hypercalcemia.Methods:This retrospective study analyzed the clinical data of patients with AKI accompanied by hypercalcemia admitted to Shanghai General Hospital from December 2015 to August 2022. There were 157 patients included in the study. The observation endpoint was set at discharge, focusing on the patients' survival and renal recovery during this period. Based on their status at discharge, patients were divided into a survival group (116 cases) and a death group (41 cases); and among the survivors, into a renal recovery group (63 cases) and a non-recovery group (53 cases). Continuous variables conforming to normal distribution were expressed as xˉ± s, and the mean comparison between the two groups was performed using an independent sample t-test. Continuous variables not conforming to normal distribution were represented by median (interquartile range) and compared between groups using the Mann-Whitney U test. Categorical variables were expressed as frequency (percentage), and comparisons were made using the chi-squared (χ 2) test or Fisher's exact test, as applicable. The correlation between serum calcium levels and patient outcomes was analyzed using univariate and multivariate Logistic regression. Results:The average age of the study subjects was (68.37±16.28) years, with 97 males (61.78%). The ages in the survival and death groups were (65.39±16.13) years and (76.80±13.67) years, respectively, with 66 males in the survival group and 31 in the death group. The history of malignancy (excluding multiple myeloma) was 37 cases and 23 cases, respectively, and serum albumin levels were (35.41±6.84) g/L and (30.82±5.75) g/L, respectively. Significant Statistical differences were observed in age, gender, history of malignancy (excluding multiple myeloma), and serum albumin were found between the survival and death groups (statistical values: t=4.04, χ 2=4.49, χ 2=7.51, t=3.85; all P<0.05). AIK 1 stage were 33.33%(21/63) and 64.15%(34/53), 2 stage were 36.51%(23/63) and 24.53%(13/34), 3 stage were 30.16%(23/63) and 11.32%(6/34) in the renal recovery and non-recovery groupsrespectively. Serum calcium at discharge in the renal recovery and non-recovery groups were (2.50±0.38) mmol/L and (2.70±0.58) mmol/L, respectively, with mean serum calcium levels of (2.60±0.29) mmol/L and (2.78±0.39) mmol/L, and lowest serum calcium levels of (2.28±0.36) mmol/L and (2.50±0.51) mmol/L, respectively. BNP levels were 118 (64, 283) ng/L and 248 (69, 1 383) ng/L, respectively. Significant differences in AKI stage, serum calcium at discharge, mean serum calcium, lowest serum calcium, and BNP were observed between the two groups (statistical values: χ 2=11.84, t=2.26, t=2.75, t=2.73, U=2.62, all P<0.05). Multivariate logistic regression analysis showed that age ( OR=1.062, 95% CI 1.027-1.098, P<0.001), history of malignancy (excluding multiple myeloma) ( OR=3.811, 95% CI 1.623-8.951, P=0.002), and serum albumin ( OR=0.889, 95% CI 0.829-0.953, P=0.001) were independent risk factors for in-hospital mortality of patients; severity of AKI(AKI2 OR=2.984, 95% CI 1.281-6.954, P=0.011, AKI3 OR=5.280, 95% CI 1.863-14.963, P=0.002) and serum calcium level at discharge ( OR=0.813, 95% CI 0.666-0.992, P=0.041) were independent risk factors affecting early renal recovery of patients. Conclusion:Serum calcium level is not associated with the risk of in-hospital mortality in patients with AKI accompanied by hypercalcemia but is related to the prognosis of early renal recovery. Proactively managing serum calcium, along with treatment of the primary malignancy and correction of hypoalbuminemia can help improve the prognosis of these patients.
4.Construction and evaluation of a risk prediction model for linezolid-related neurological adverse reactions in patients with multidrug-resistant tuberculosis
Haojie TANG ; Zilong YANG ; Zhaoxian YU ; Zhiyu FENG ; Haiping DONG ; Xiang LI ; Wei ZHAO ; Haobin KUANG
The Journal of Practical Medicine 2024;40(19):2690-2695
Objective To investigate the determinants of linezolid-associated neurological adverse reactions in patients with multidrug-resistant tuberculosis and develop a risk prediction model for such adverse events.Methods A prospective cohort study design was employed to select 120 patients with drug-resistant pulmonary tuberculosis who received a chemotherapy regimen containing linezolid at Guangzhou Chest Hospital from April 2023 to January 2024 as the study population.Clinical data,adverse reactions,and plasma concentration of linezolid were collected during fasting and at 2 hours post-medication.Univariate analysis and multivariate logistic regression were conducted to identify factors influencing linezolid-related neurological adverse reactions.Furthermore,a prediction model for such adverse reactions was developed,and its predictive efficacy and calibration ability were evaluated using ROC analysis.Results Re-treatment(OR=2.540,P=0.028),coexistence of cavities(OR=4.092,P=0.021),anemia(OR=10.921,P=0.005),and Cmin≥0.7665 mg/L(OR=6.813,P<0.001)are independent risk factors for the occurrence of linezolid-related neurological adverse reactions.The prediction model,based on these four factors,exhibits an AUC of 0.851(95%CI:0.774~0.929),accompanied by a Youden index of 0.590,a sensi-tivity of 66.7%,and a specificity of 92.3%.Moreover,the prediction model demonstrates excellent calibration ability.(Hosmer-lemeshow χ2=8.719,P=0.273).Conclusion In MDR/RR-TB patients,the presence of cavita-tion,retreatment,and anemia may confer a heightened risk of linezolid-related neurological adverse reactions.A risk prediction model incorporating these four indicators demonstrates significant predictive value for the occurrence of such adverse events.
5.Analysis of the causes of cage subsidence after oblique lateral lumbar interbody fusion
Zhong-You ZENG ; Ping-Quan CHEN ; Xing ZHAO ; Hong-Fei WU ; Jian-Qiao ZHANG ; Xiang-Qian FANG ; Yong-Xing SONG ; Wei YU ; Fei PEI ; Shun-Wu FAN ; Guo-Hao SONG ; Shi-Yang FAN
China Journal of Orthopaedics and Traumatology 2024;37(1):33-44
Objective To observe the cage subsidence after oblique lateral interbody fusion(OLIF)for lumbar spondylo-sis,summarize the characteristics of the cage subsidence,analyze causes,and propose preventive measures.Methods The data of 144 patients of lumbar spine lesions admitted to our hospital from October 2015 to December 2018 were retrospectively ana-lyzed.There were 43 males and 101 females,and the age ranged from 20 to 81 years old,with an average of(60.90±10.06)years old.Disease types:17 patients of lumbar intervertebral disc degenerative disease,12 patients of giant lumbar disc hernia-tion,5 patients of discogenic low back pain,33 patients of lumbar spinal stenosis,26 patients of lumbar degenerative spondy-lolisthesis,28 patients of lumbar spondylolisthesis with spondylolisthesis,11 patients of adjacent vertebral disease after lumbar internal fixation,7 patients of primary spondylitis in the inflammatory outcome stage,and 5 patients of lumbar degenerative scoliosis.Preoperative dual-energy X-ray bone mineral density examination showed 57 patients of osteopenia or osteoporosis,and 87 patients of normal bone density.The number of fusion segments:124 patients of single-segment,11 patients of two-seg-ment,8 patients of three-segment,four-segment 1 patient.There were 40 patients treated by stand-alone OLIF,and 104 patients by OLIF combined with posterior pedicle screw.Observed the occurrence of fusion cage settlement after operation,conducted monofactor analysis on possible risk factors,and observed the influence of fusion cage settlement on clinical results.Results All operations were successfully completed,the median operation time was 99 min,and the median intraoperative blood loss was 106 ml.Intraoperative endplate injury occurred in 30 patients and vertebral fracture occurred in 5 patients.The mean follow-up was(14.57±7.14)months from 6 to 30 months.During the follow-up,except for the patients of primary lumbar interstitial in-flammation and some patients of lumbar spondylolisthesis with spondylolisthesis,the others all had different degrees of cage subsidence.Cage subsidence classification:119 patients were normal subsidence,and 25 patients were abnormal subsidence(23 patients were grade Ⅰ,and 2 patients were grade Ⅱ).There was no loosening or rupture of the pedicle screw system.The height of the intervertebral space recovered from the preoperative average(9.48±1.84)mm to the postoperative average(12.65±2.03)mm,and the average(10.51±1.81)mm at the last follow-up.There were statistical differences between postop-erative and preoperative,and between the last follow-up and postoperative.The interbody fusion rate was 94.4%.The low back pain VAS decreased from the preoperative average(6.55±2.2 9)to the last follow-up(1.40±0.82),and there was statistically significant different.The leg pain VAS decreased from the preoperative average(4.72±1.49)to the final follow-up(0.60± 0.03),and the difference was statistically significant(t=9.13,P<0.000 1).The ODI index recovered from the preoperative av-erage(38.50±6.98)%to the latest follow-up(11.30±3.27)%,and there was statistically significant different.The complication rate was 31.3%(45/144),and the reoperation rate was 9.72%(14/144).Among them,8 patients were reoperated due to fusion cage subsidence or displacement,accounting for 57.14%(8/14)of reoperation.The fusion cage subsidence in this group had obvious characteristics.The monofactor analysis showed that the number of abnormal subsidence patients in the osteopenia or osteoporosis group,Stand-alone OLIF group,2 or more segments fusion group,and endplate injury group was higher than that in the normal bone mass group,OLIF combined with pedicle screw fixation group,single segment fusion group,and no endplate injury group,and the comparison had statistical differences.Conclusion Cage subsidence is a common phenomenon after 0-LIF surgery.Preoperative osteopenia or osteoporosis,Stand-alone OLIF,2 or more segments of fusion and intraoperative end-plate injury may be important factors for postoperative fusion cage subsidence.Although there is no significant correlation be-tween the degree of cage subsidence and clinical symptoms,there is a risk of cage migration,and prevention needs to be strengthened to reduce serious complications caused by fusion of cage subsidence,including reoperation.
6.The construction of a prognostic model for colorectal cancer based on immune gene correlation and drug screening
Wei ZHENG ; Jiajia ZHAO ; Xiang CHENG ; Hongxin TAN ; Qi HUANG
Acta Universitatis Medicinalis Anhui 2024;59(5):789-796
Objective To search for new biomarkers to predict prognosis in colorectal cancer (CRC) patients.Methods A prognostic model was developed for colorectal cancer with immune-related genes from the cancer ge-nome atlas (TCGA) database using one-way Cox regression analysis and least absolute shrinkage and selection op-erator (LASSO) regression analysis.Moreover, the immune infiltration characteristics of patients in high and low risk groups was compared by sstimation of stromal and immune cells in malignant tumor tissues using expression da-ta (ESTIMATE) and cell-type identification by estimating relative subsets of RNA transcripts (CIBERSORT) .In addition, the expression levels of immune checkpoints were analyzed in patients from different risk groups.The sen-sitivity of patients in the two risk groups to chemotherapeutic agents was also compared based on genomics of drug sensitivity in cancer (GDSC).Results It was found that the prognostic model constructed based on immune genes could better predict the overall survival (OS) of CRC patients,and the results showed area under curve (AUC) values of 0.764 (95% CI:0.751-0.793), 0.773 (95% CI:0.761 -0.779), and 0.760 (95% CI:0.742 -0.774) for 1-, 3-, and 5-year OS, respectively.Patients in the low-risk group had higher expression levels of im-mune checkpoints and more abundant immune cells such as T cells (P<0.001) , dendritic cells (P<0.001) , macrophages (P<0.001) , neutrophils (P<0.001) .Patients in the high-risk group might be more sensitive to some chemotherapeutic agents such as axitinib, imatinib, methotrexate, pazopanib, rapamycin, sunitinib and tasig-arnib.Conclusion A prognostic model based on 19 immune genes was effective in predicting the prognosis of CRC patients.The number and activity of immune cells in the immune microenvironment in different patients may be an important factor influencing their response to immunocheck inhibitors and chemotherapeutic agents.
7.Research Progress of Gas Raman Spectroscopy Detection Technology
Qi-Fan ZHOU ; Yu LU ; Ao LI ; Chang LIU ; Jia-He ZHANG ; Xi YANG ; Yan HUANG ; Xiang-Wei ZHAO
Chinese Journal of Analytical Chemistry 2024;52(7):925-936
Highly sensitive multiple detection and accurate identification of gases are of great importance in the fields of public safety,environmental protection,health diagnosis and industrial production.However,the traditional means of gas detection have many shortcomings such as low sensitivity,long time-consuming,bulky equipment,cumbersome processes and expensive costs.In recent years,Raman spectroscopy has become a hotspot in the field of gas detection because of its fast,sensitive and non-destructive characteristics,and has been more and more closely combined with artificial intelligence.This paper reviews the progress of Raman spectroscopy in gas detection in recent years,including conventional Raman spectroscopy and enhanced Raman spectroscopy,and also introduces the integration of artificial intelligence algorithms in gas Raman detection technology,and discusses the future development of gas Raman detection.
8.The correlation analysis of serum miR-21-5p and miR-100-5p levels in patients with esophageal squamous cell carcinoma with clinical characteristics and prognosis
Fei XIANG ; Yuanfei DAI ; Chunfei YAO ; Wei ZHAO ; Haifeng JIANG ; Jie WEI
Journal of Clinical Surgery 2024;32(10):1034-1039
Objective To analyze the expression levels of serum miR-21-5p and miR-100-5p in patients with esophageal squamous cell carcinoma(ESCC)and healthy controls,and to explore their impact on the differential diagnosis,clinical characteristics correlation,and patient prognosis of ESCC.Methods A total of 158 patients with advanced ESCC who underwent radiotherapy in our hospital's radiotherapy department from January 2018 to January 2022 were collected as the experimental group.Additionally,150 healthy individuals who underwent physical examinations were selected as the control group.Peripheral blood(5 ml)was collected from each subject,and serum was prepared.The expression levels of miR-21-5p and miR-100-5p were detected using real-time quantitative PCR(RT-qPCR).The expression differences of miR-21-5p and miR-100-5p between the experimental and control groups were compared using the t-test,and the clinical prognosis survival analysis was performed using the Kaplan-Meier method with Log-Rank test.Results Compared with the healthy control group,the expression levels of serum miR-21-5p and miR-100-5p in ESCC patients were significantly increased(both P<0.001).The elevated expression levels of serum miR-21-5p and miR-100-5p can accurately distinguish ESCC from healthy controls,with an area under the curve(A UC)of 0.918 for combined diagnosis,a sensitivity of 93.2%,and a specificity of 87.1%.The increased expression of serum miR-21-5p and miR-100-5p in ESCC patients was correlated with later TNM stages and poorer disease-free survival and overall survival(both P<0.05).Multivariate Cox analysis showed that TNM stage Ⅲ,high expression of serum miR-21-5p,and low expression of miR-100-5p are independent risk factors for the disease-free survival and overall survival of ESCC patients(all P<0.05).Conclusion The expression levels of serum miR-21-5p and miR-100-5p are significantly increased in ESCC patients and indicate a poorer prognosis.Serum miR-21-5p and miR-100-5p hold promise as biomarkers for the diagnosis and prognostic prediction of ESCC.
9.Epidemiological investigation of iron deficiency among preschool children in 10 provinces, autonomous regions, or municipalities in China
Lei WANG ; Jie SHAO ; Wenhong DONG ; Shuangshuang ZHENG ; Bingquan ZHU ; Qiang SHU ; Wei CHEN ; Lichun FAN ; Jin SUN ; Yue GAO ; Youfang HU ; Nianrong WANG ; Zhaohui WANG ; Tingting NIU ; Yan LUO ; Ju GAO ; Meiling TONG ; Yan HU ; Wei XIANG ; Zhengyan ZHAO ; Meng MAO ; Fan JIANG
Chinese Journal of Pediatrics 2024;62(5):416-422
Objective:To understand the current status of anemia, iron deficiency, and iron-deficiency anemia among preschool children in China.Methods:A cross-sectional study was conducted with a multi-stage stratified sampling method to select 150 streets or townships from 10 Chinese provinces, autonomous regions, or municipalities (East: Jiangsu, Zhejiang, Shandong, and Hainan; Central: Henan; West: Chongqing, Shaanxi, Guizhou, and Xinjiang; Northeast: Liaoning). From May 2022 to April 2023, a total of 21 470 children, including community-based children aged 0.5 to<3.0 years receiving child health care and kindergarten-based children aged 3.0 to<7.0 years, were surveyed. They were divided into 3 age groups: infants (0.5 to<1.0 year), toddlers (1.0 to<3.0 years), and preschoolers (3.0 to<7.0 years). Basic information such as sex and date of birth of the children was collected, and peripheral blood samples were obtained for routine blood tests and serum ferritin measurement. The prevalence rates of anemia, iron deficiency, and iron-deficiency anemia were analyzed, and the prevalence rate differences were compared among different ages, sex, urban and rural areas, and regions using the chi-square test.Results:A total of 21 460 valid responses were collected, including 10 780 boys (50.2%). The number of infants, toddlers, and preschoolers were 2 645 (12.3%), 6 244 (29.1%), and 12 571 (58.6%), respectively. The hemoglobin level was (126.7±14.8) g/L, and the serum ferritin level was 32.3 (18.5, 50.1) μg/L. The overall rates of anemia, iron deficiency, and iron-deficiency anemia were 10.4% (2 230/21 460), 28.3% (6 070/21 460), and 3.9% (845/21 460), respectively. The prevalence rate of anemia was higher for boys than for girls (10.9% (1 173/10 780) vs. 9.9% (1 057/10 680), χ2=5.58, P=0.018), with statistically significant differences in the rates for infants, toddlers and preschoolers (18.0% (475/2 645), 10.6% (662/6 244), and 8.7% (1 093/12 571), respectively, χ2=201.81, P<0.01), and the rate was significantly higher for children in rural than that in urban area (11.8% (1 516/12 883) vs. 8.3% (714/8 577), χ2=65.54, P<0.01), with statistically significant differences in the rates by region ( χ2=126.60, P<0.01), with the highest rate of 15.8% (343/2 173) for children in Central region, and the lowest rate of 5.3% (108/2 053) in Northeastern region. The prevalence rates of iron deficiency were 33.8% (895/2 645), 32.2% (2 011/6 244), and 25.2% (3 164/12 571) in infants, toddlers, and preschoolers, respectively, and 30.0% (3 229/10 780) in boys vs. 26.6% (2 841/10 680) in girls, 21.7% (1 913/8 821), 40.0% (870/2 173), 27.1% (2 283/8 413), 48.9% (1 004/2 053) in Eastern, Central, Western, and Northeastern regions, respectively, and each between-group showed a significant statistical difference ( χ2=147.71, 29.73, 773.02, all P<0.01). The prevalence rate of iron-deficiency anemia showed a significant statistical difference between urban and rural areas, 2.9% (251/8 577) vs. 4.6% (594/12 883) ( χ2=38.62, P<0.01), while the difference in iron deficiency prevalence was not significant ( χ2=0.51, P=0.476). Conclusions:There has been a notable improvement in iron deficiency and iron-deficiency anemia among preschool children in China, but the situation remains concerning. Particular attention should be paid to the prevention and control of iron deficiency and iron-deficiency anemia, especially among infants and children in the Central, Western, and Northeastern regions of China.
10.Sentinel surveillance data of influenza in Hunan Province from 2014 to 2023
Xiao-Lei WANG ; Chao-Yang HUANG ; Qian-Lai SUN ; Zhi-Hong DENG ; Yi-Wei HUANG ; Shan-Lu ZHAO ; Kai-Wei LUO ; Xiang REN ; Sheng-Bao CHEN ; Zhi-Hui DAI
Chinese Journal of Infection Control 2024;23(11):1413-1420
Objective To understand the prevalence characteristics of influenza and changes of influenza virus strains,and provide reference for the prevention and control of influenza in the province.Methods Surveillance da-ta about influenza in Hunan Province from 2014 to 2023 were exported from China Influenza Surveillance Informa-tion System.Differences in the percentage of influenza-like illness(ILI)cases(percentage of influenza-like cases[ILI%]in outpatient and emergency department visits)among different years and different populations,as well as the positive rate of influenza virus in ILI specimens were compared.Results From 2014 to 2023,over 2.65 million cases of ILI were reported,with an ILI%of 4.70%.ILI%among different years presented statistically significant differences(P<0.001).People aged 0-14 years old were the main population with ILI,accounting for 82.90%.The positive rate of influenza virus in ILI specimens was 14.14%,the positive rate of influenza virus among diffe-rent years and age groups were both significantly different(both P<0.001).The main prevalent influenza strains from 2014 to 2023 included types A(H1N1),A(H3N2),B(Victoria),and B(Yamagata),alternating among di-fferent years.However,type B(Yamagata)strains were not detected from 2020 to 2023.There were basically two influenza prevalence seasons every year,namely winter-spring and summer.Conclusion People<15 years old are the main population of influenza,and the prevalence peaks are in winter-spring and summer.From 2021 to 2023,the prevalence alternates mainly among 3 types:A(H1N1),A(H3N2),and B(Victoria).


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