1.Performance evaluation of AI-enabled blood cell morphology system for peripheral blood smear and application in grading screening network of primary medical care system
Xiaobing SUN ; Gusheng TANG ; Kaiying YUAN ; Duanqin DIAO ; Jun HU ; Xiaoyuan SHI ; Hao YUAN ; Anmei WANG ; Yan FANG ; Liqin JIANG ; Xueliang QIN ; Chun XU ; Qi HOU ; Jiong WU
Chinese Journal of Clinical Laboratory Science 2025;43(4):246-252
Objective To evaluate the recognition capability of AI-enabled Cellsee CS-BM1 automatic cell morphology analyzer for pe-ripheral blood smears and its roles in assisting manual classification,and explore the application value of AI system in the diagnosis network of tiered primary medical units.Methods The blood samples which triggered the re-examination rules were collected from six primary medical units,including the Laboratory Department of Shanghai Jiahui International Hospital,and so on,from March to No-vember 2023.The smears of peripheral blood were prepared and AI analyzer was used for pre-classification to evaluate its recognition performance in identifying the samples with abnormal WBC and RBC.The sensitivity,specificity,and accuracy of WBC classification by six junior and intermediate technicians,both with and without AI assistance,were analyzed.Additionally,the roles of the AI system in tiered diagnosis of primary medical units were also evaluated.Results The sensitivity,specificity,and accuracy of AI system in recognizing malignant primitive cells were 92.86%,95.16%,and 95.10%,respectively.The sensitivities of AI system in recognizing immature granulocytes,reactive lymphocytes,and nucleated RBCs were all greater than 90%.The sensitivity of AI system in identif-ying abnormal morphology of RBCs reached 99.59%,along with rapid quantitative analysis for various anomalous types of RBCs.In AI-assisted mode,the sensitivity of recognition for all cell types was improved to varying degrees by junior and intermediate technicians,and the sensitivity for recognizing malignant primitive cells,reactive lymphocytes,and immature granulocytes increased to 58.24%,53.39%,and 62.37%for junior technicians,and to 92.06%,83.24%,and 83.12%for intermediate technicians,respectively.The improvements for junior technicians were particularly significant,with increases of 12.46%,10.61%,and 3.71%for each cell type,respectively.Both groups achieved higher specificity and accuracy.Through AI pre-classification and manual review,a variety of pe-ripheral blood cell-related diseases were accurately diagnosed in the tiered healthcare practice of primary medical units,including 339 cases(11.13%)of red blood cell diseases,5 cases(0.16%)of platelet diseases,2 343 cases(76.90%)of infection-related disea-ses,and 28 cases(0.92%)of malignant hematological diseases.In addition,332 cases(10.90%)which lacked an obvious related cause or required further examinations were identified as well.Conclusion AI pre-classification has demonstrated strong cell recogni-tion capabilities and may assist technicians in improving the sensitivity,specificity,and accuracy of blood cell classification.AI could en-hance the disease-screening capabilities in the tiered diagnosis network of primary medical units,presenting a broad application prospect.
2.The diagnostic value of CT imaging evaluation for lymph node metastasis in gallbladder cancer and its correlation with prognosis
Sen YANG ; Shuai YAN ; Feilong TAN ; Yihan WANG ; Bingbing LIU ; Xueliang YUE ; Hongshan LIU
Chinese Journal of General Surgery 2025;40(4):290-294
Objective:To assess the accuracy of preoperative enhanced CT in evaluating the degree of lymph node metastasis in gallbladder cancer.Methods:A retrospective analysis was performed on the enhanced CT imaging data of 124 gallbladder cancer patients who underwent surgical treatment at Henan Provincial People's Hospital from Jan 2017 to Dec 2018. Imaging staging was used to classify lymph node metastasis. Pathological and imaging data of 70 patients with confirmed postoperative lymph node pathology were compared to evaluate the accuracy of imaging methods in detecting lymph node involvement.Results:Lymph node metastasis in the 124 surgical patients was categorized into three groups using imaging evaluation methods. The overall accuracy of determining lymph node positivity and negativity was 63%, with a sensitivity of 64% and specificity of 62%. The accuracy of detecting lymph node metastasis in gallbladder cancer was higher when lymph node fusion and internal necrosis were observed. The overall survival rate differed significantly among gallbladder cancer patients at different lymph node imaging stages ( P<0.05). Conclusion:CT imaging evaluation has diagnostic value for lymph node metastasis in gallbladder cancer and has a certain predictive effect on the prognosis of patients.
3.Integrated imaging and clinical features of glottic squamous cell carcinoma of the larynx: pathological association and prognosis assessment.
Yuqiao ZHANG ; Wulin WEN ; Fengxia YANG ; Dongke MA ; Xueliang SHEN ; Ningyu FENG ; Xixi LI ; Zhiling ZENG ; Zhipeng MI ; Xiyuan YAN ; Ruixia MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(8):709-716
Objective:To explore the clinical, imaging, and pathological features of glottic squamous cell carcinoma of the larynx and their relationship with prognosis. Methods:A retrospective analysis was conducted on the clinical, imaging, and pathological data of 130 patients with glottic squamous cell carcinoma of the larynx who were treated at the First People's Hospital of Yinchuan and the General Hospital of Ningxia Medical University from January 2018 to March 2023. Imaging examinations (CT and MRI) were used to evaluate the lesion boundary clarity, density, enhancement nature, and enhancement degree. Postoperative pathological examination was used to determine the pathological nature, immunohistochemistry, etc. Statistical methods such as χ² test, Spearman correlation analysis, multivariate logistic regression analysis, and Kaplan-Meier method were used to analyze the data. Results:Among the 130 patients, 127 were male and 3 were female, with an average age of (61.92±9.595) years. There was a correlation between clinical, imaging, and pathological features. Multivariate analysis showed that heterogeneous MRI density (OR=12.414;P=0.019) and squamous cell carcinoma as a subtype were correlated. The initial symptom of non-hoarseness (HR=6.045;P=0.010) and unclear MRI boundary (HR=12.559; P=0.029) were independent risk factors for poor prognosis in patients with glottic squamous cell carcinoma of the larynx. Conclusion:There is a correlation between the clinical, imaging, and pathological features of patients with glottic squamous cell carcinoma of the larynx, and they can affect prognosis. The initial symptom of non-hoarseness and unclear MRI boundary of the tumor are independent risk factors for poor prognosis.
Humans
;
Laryngeal Neoplasms/diagnosis*
;
Prognosis
;
Male
;
Female
;
Retrospective Studies
;
Middle Aged
;
Carcinoma, Squamous Cell/diagnosis*
;
Magnetic Resonance Imaging
;
Glottis/pathology*
;
Tomography, X-Ray Computed
;
Aged
4.Pollen-food allergy syndrome: association between allergen cross-reactivity and symptom severity.
Yuqiao ZHANG ; Fengxia YANG ; Xiaohui YAN ; Xueliang SHEN ; Ningyu FENG ; Ting YAO ; Shurong LI ; Xiyuan YAN ; Ruixia MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(12):1156-1162
Objective:To investigate the clinical characteristics and major allergens of patients with pollen-food allergy syndrome(PFAS) and their correlation with the severity of symptoms, and to provide a basis for identifying high-risk patients, optimizing the allergen testing process and developing individualized dietary management strategies. Methods:The clinical data of 166 patients with PFAS admitted to our hospital from January 2021 to July 2023 were retrospectively analyzed. The clinical symptoms, pollen types and food allergy of the patients were analyzed by questionnaire survey and serum specific IgE detection. phi coefficient, Apriori algorithm modeling and multivariate logistic regression analysis were used to evaluate the association between allergen and symptom severity. Results:Artemisia pollen was the most common allergen in this area, with a positive rate of 96.39%. Peach and mango were the most common food allergens, which caused allergic reactions in 24.10% and 22.89% of patients, respectively. Oral mucosal symptoms were the main symptoms. Correlation analysis showed that there was a correlation between pollen allergens and allergenic food. Association rule analysis showed that when the patient was allergic to the combination of peanuts and trees, the probability of high severity of symptoms was 82.35%. Multivariate analysis showed that ragweed allergy was significantly positively correlated with the severity of PFAS symptoms. Conclusion:Artemisia pollen and related food allergens play an important role in the pathogenesis of PFAS. Association rule mining and network map analysis revealed direct associations between peanut and tree combination allergy and symptom severity, as well as potential links between other inhaled allergens and specific food allergies. Ragweed and peach allergy are independent risk factors for the aggravation of PFAS symptoms, which can be used as early warning indicators. These results help to improve the screening of high-risk patients and the construction of regional allergen databases.
Humans
;
Food Hypersensitivity/immunology*
;
Allergens/immunology*
;
Retrospective Studies
;
Pollen/immunology*
;
Cross Reactions
;
Immunoglobulin E/blood*
;
Rhinitis, Allergic, Seasonal/immunology*
;
Artemisia/immunology*
;
Male
;
Female
;
Adult
;
Prunus persica/immunology*
;
Arachis/immunology*
;
Middle Aged
;
Surveys and Questionnaires
;
Oral Allergy Syndrome
5.Mechanisms of Neiyiting Decoction in Preventing Postoperative Recurrence of Endometriosis by Inhibiting Macrophage M1 Polarization Through the TREM1/TLR4/NF-κB Signaling Pathway
Lijuan LU ; Weiwei ZENG ; Jingwen WANG ; Lurong ZHANG ; Ying LIU ; Xueliang SUN ; Wen XU ; Xiaohui FANG ; Yichao YAN ; Qinhua XIA
Journal of Sichuan University (Medical Sciences) 2025;56(2):371-381
Objective The high post-surgery recurrence rate of endometriosis(EMs)has emerged as a challenge in the long-term manaagement of the condition.This study is aimed at investigating the mechanisms of Neiyiting(NYT)decoction in preventing postoperative recurrence of EMs.Methods An animal model of EMs postoperative recurrence and a model of endometrial stromal cells(hEM15A)cocultured with macrophages(RAW 264.7 cell line)were established for both in vivo and in vitro experiments.An autotransplantation method was used to establish a rat model of EMs.The rats were divided into 4 groups(6 rats per group)and received the corresponding treatments:a Model group receiving distilled water,a Gestrinone group receiving gestrinone at 0.325 mg/kg,a low-dose NYT(NYT-L)group receiving NYT decoction at 5.04 g/(kg-d),and a high-dose NYT(NYT-H)group receiving NYT decoction at 10.08 g/(kg-d).The treatment was administered for 3 weeks via intragastric gavage.In addition,6 SD rats were randomly selected for the control group(Control group),and were given distilled water for 3 weeks via intragastric gavage.The sizes and pathological changes of recurrent lesions in EMs rats were observed.Immunohistochemistry and qRT-PCR were performed to assess the expression of M1 macrophage marker CD86 protein and mRNA in vivo.Additionally,immunohistochemistry and qRT-PCR were used to assess the expression of indicator proteins related to the triggering receptor expressed on myeloid cells 1(TREM1)/Toll-like receptor 4(TLR4)/nuclear factor kappa B(NF-κB)signaling pathway and mRNA.The proliferation of hEM15A cells in the coculture experiment was observed.Flow cytometry was performed to determine the polarization of RAW264.7 macrophages,and qRT-PCR was used to determine the expression levels of inducible nitric oxide synthase(iNOS)and interleukin 1β(IL-1β)mRNA.Western blot was performed to determine the expression of signaling pathway-related indicator proteins in vitro.ELISA was performed to determine the levels of inflammatory factors in vitro.Results Compared with the Model group,the volume of recurrent lesions in the NYT-H group was reduced(P<0.01).Findings from the macrophage M1 polarization assessment showed that the expression levels of CD86 protein and mRNA in the recurrent lesions of the Model group were higher than those in the control group(P<0.01).The expression levels of CD86 protein and mRNA in the recurrent lesions of the NYT-H group were lower than those of the Model group(P<0.01).In addition,the RAW 264.7 cell experiment further verified that NYT decoction could reduce the number of CD86-positive macrophages induced by plasmids overexpressing TREM1 and reduce the expression of IL-1β and iNOS mRNA(P<0.01).The results of the hEM15A cell proliferation assay showed that NYT decoction down-regulated KI-67 protein expression in hEM15A cells induced by macrophage M1 polarization(P<0.01).The results of TREM1/TLR4/NF-κB signaling pathway showed that the protein and mRNA expression levels of TREM1,TLR4,and NF-κB in the recurrent lesions of the Model group were higher than those of the control group(P<0.01).Compared with those in the Model group,the protein and mRNA expression levels of TREM1,TLR4,and NF-κB in the recurrent lesions of the NYT-H group were lower(P<0.01).In addition,the coculture experiment of RAW264.7 and hEM15A cells further confirmed that NYT decoction reduced the expression of TREM1,TLR4,and P-P65 proteins(P<0.01).Conclusion NYT decoction can inhibit macrophage M1 polarization through the TREM1/TLR4/NF-κB signaling pathway,improve the inflammation level,and inhibit the formation of ectopic endometrial lesions,thereby preventing postoperative recurrence of EMs.
6.Performance evaluation of AI-enabled blood cell morphology system for peripheral blood smear and application in grading screening network of primary medical care system
Xiaobing SUN ; Gusheng TANG ; Kaiying YUAN ; Duanqin DIAO ; Jun HU ; Xiaoyuan SHI ; Hao YUAN ; Anmei WANG ; Yan FANG ; Liqin JIANG ; Xueliang QIN ; Chun XU ; Qi HOU ; Jiong WU
Chinese Journal of Clinical Laboratory Science 2025;43(4):246-252
Objective To evaluate the recognition capability of AI-enabled Cellsee CS-BM1 automatic cell morphology analyzer for pe-ripheral blood smears and its roles in assisting manual classification,and explore the application value of AI system in the diagnosis network of tiered primary medical units.Methods The blood samples which triggered the re-examination rules were collected from six primary medical units,including the Laboratory Department of Shanghai Jiahui International Hospital,and so on,from March to No-vember 2023.The smears of peripheral blood were prepared and AI analyzer was used for pre-classification to evaluate its recognition performance in identifying the samples with abnormal WBC and RBC.The sensitivity,specificity,and accuracy of WBC classification by six junior and intermediate technicians,both with and without AI assistance,were analyzed.Additionally,the roles of the AI system in tiered diagnosis of primary medical units were also evaluated.Results The sensitivity,specificity,and accuracy of AI system in recognizing malignant primitive cells were 92.86%,95.16%,and 95.10%,respectively.The sensitivities of AI system in recognizing immature granulocytes,reactive lymphocytes,and nucleated RBCs were all greater than 90%.The sensitivity of AI system in identif-ying abnormal morphology of RBCs reached 99.59%,along with rapid quantitative analysis for various anomalous types of RBCs.In AI-assisted mode,the sensitivity of recognition for all cell types was improved to varying degrees by junior and intermediate technicians,and the sensitivity for recognizing malignant primitive cells,reactive lymphocytes,and immature granulocytes increased to 58.24%,53.39%,and 62.37%for junior technicians,and to 92.06%,83.24%,and 83.12%for intermediate technicians,respectively.The improvements for junior technicians were particularly significant,with increases of 12.46%,10.61%,and 3.71%for each cell type,respectively.Both groups achieved higher specificity and accuracy.Through AI pre-classification and manual review,a variety of pe-ripheral blood cell-related diseases were accurately diagnosed in the tiered healthcare practice of primary medical units,including 339 cases(11.13%)of red blood cell diseases,5 cases(0.16%)of platelet diseases,2 343 cases(76.90%)of infection-related disea-ses,and 28 cases(0.92%)of malignant hematological diseases.In addition,332 cases(10.90%)which lacked an obvious related cause or required further examinations were identified as well.Conclusion AI pre-classification has demonstrated strong cell recogni-tion capabilities and may assist technicians in improving the sensitivity,specificity,and accuracy of blood cell classification.AI could en-hance the disease-screening capabilities in the tiered diagnosis network of primary medical units,presenting a broad application prospect.
7.The diagnostic value of CT imaging evaluation for lymph node metastasis in gallbladder cancer and its correlation with prognosis
Sen YANG ; Shuai YAN ; Feilong TAN ; Yihan WANG ; Bingbing LIU ; Xueliang YUE ; Hongshan LIU
Chinese Journal of General Surgery 2025;40(4):290-294
Objective:To assess the accuracy of preoperative enhanced CT in evaluating the degree of lymph node metastasis in gallbladder cancer.Methods:A retrospective analysis was performed on the enhanced CT imaging data of 124 gallbladder cancer patients who underwent surgical treatment at Henan Provincial People's Hospital from Jan 2017 to Dec 2018. Imaging staging was used to classify lymph node metastasis. Pathological and imaging data of 70 patients with confirmed postoperative lymph node pathology were compared to evaluate the accuracy of imaging methods in detecting lymph node involvement.Results:Lymph node metastasis in the 124 surgical patients was categorized into three groups using imaging evaluation methods. The overall accuracy of determining lymph node positivity and negativity was 63%, with a sensitivity of 64% and specificity of 62%. The accuracy of detecting lymph node metastasis in gallbladder cancer was higher when lymph node fusion and internal necrosis were observed. The overall survival rate differed significantly among gallbladder cancer patients at different lymph node imaging stages ( P<0.05). Conclusion:CT imaging evaluation has diagnostic value for lymph node metastasis in gallbladder cancer and has a certain predictive effect on the prognosis of patients.
8.Value of quantitative parameters of double contrast-enhanced ultrasound in predicting lymphatic metastasis of gastric cancer
Xueliang YAN ; Zhiqi ZHANG ; Qi LI ; Ting WANG ; Lulu YANG ; Shaoqing YANG ; Fang NIE
Chinese Journal of Ultrasonography 2024;33(8):712-717
Objective:To explore the feasibility of using quantitative parameters of double contrast-enhanced ultrasound (DCUS) to noninvasively predict lymphatic metastasis in gastric cancer before operation.Methods:From December 2021 to October 2023, 119 patients undergoing gastrectomy at the Second Hospital & Clinical Medical School, Lanzhou University, were enrolled retrospectively. Based on the pathological findings, they were divided into lymph node metastasis (N1, 94 cases) and non-lymph node metastasis (N0, 25 cases) groups. All patients underwent DCUS within 3 days before surgery. Previous to DCUS, lesions′ location and ultrasonic T-staging were recorded by conventional ultrasound. Quantitative parameters such as arrival time (AT), time to peak (TTP), baseline intensity (BI), peak intensity (PI) and wash-in slope (WIS) were obtained by the time-intensity curve (TIC) automatically, and then manually calculated enhanced intensity (ΔPI=PI–BI) and enhanced time (ΔTTP=TTP–AT). Binary Logistic regression analysis was used to screen independent risk factors for predicting lymph nodes metastasis in gastric cancer, and regression models were established.Results:Statistical tests revealed significant differences in ultrasonic T-staging ( P<0.001) and degree of differentiation ( P=0.015) between N1 and N0 group. Among DCUS quantitative parameters, statistical differences in PI, ΔPI and WIS were observed between the two groups (all P<0.05), while no significant differences were found in BI, AT, TTP and ΔTTP (all P>0.05). Logistic regression analysis showed that ultrasonic T-staging and WIS were independent risk factors for predicting lymphatic metastasis. The regression model built on the above two factors performed well in predicting lymph nodes metastasis, with an area under the curve of 0.905, accuracy of 93.3% (superior to the prediction model based on DCUS quantitative parameters alone, P<0.05), sensitivity of 95.7% and specificity of 84.0%. Conclusions:DCUS quantitative parameters may be helpful to evaluate lymphatic metastasis of gastric cancer prior to surgery, and the accuracy of prediction would be improved by combing with ultrasonic T-staging.
9.SOX7 inhibits colorectal cancer proliferation,invasion and migration through the SHP-2/Wnt/β-catenin/ROS pathway
Xueliang WU ; Likun WANG ; Hongqing MA ; Shaodong LI ; Yan LIANG ; Zhilong HUI ; Lei HAN ; Jun XUE
Acta Universitatis Medicinalis Anhui 2024;59(7):1237-1243
Objective To investigate the molecular mechanisms by which SOX7 regulates the SHP-2/Wnt/β-cate-nin/ROS pathway,affecting the proliferation,invasion,and migration of colorectal cancer cells.Methods Twenty nude mice with subcutaneously transplanted tumor models were randomly divided into four groups:SOX7 NC(n=5),SOX mimic(n=5),SOX7 NC+PHPS1(n=5),and SOX7 mimic+PHPS1(n=5)to observe tumor growth.Human colorectal cancer cell line SW480 cells were transfected via lipofection and divided into six groups:SOX7 NC,SOX7 mimic,SOX7 NC+H2 O2,SOX7 mimic+H2O2,SOX7 NC+PHPS1,and SOX7 mimic+PHPS1.The ex-pression of SHP-2/Wnt/β-catenin/ROS pathway-related proteins in SW480 cells of each group was detected by Western blot.The invasion and migration capabilities of SW480 cells were assessed through scratch and Transwell invasion assays,while cell proliferation was evaluated using CCK-8.Results In vivo experiments demonstrated that tumors in the SOX7 mimic group were significantly smaller than those in the SOX7 NC group(P<0.01).Tumors treated with PHPS1 intervention exhibited a significant increase in volume.There was no statistical significance in the difference in tumor volume between the SOX7 mimic+PHPS1 group and the SOX7 NC+PHPS1 group.In vitro experiments revealed that SOX7 mimic inhibited the expression of Wnt,β-catenin,NOX2,NOX4,PI3K,P-PI3K,AKT,P-AKT proteins(P<0.01),and promoted the expression of p-SHP-2 protein(P<0.01).The addition of hydrogen peroxide and SHP-2 inhibitor reversed the effects of SOX7 on SW480 cells(P<0.05),and significantly promoted the expression levels of Wnt,β-catenin,NOX2,NOX4,PI3K,P-PI3K,AKT,P-AKT proteins,with no sig-nificant difference,while significantly reducing the expression levels of SHP-2,p-SHP-2 proteins,with no significant difference.PHPS1 inhibited the expression of SHP-2,p-SHP-2 proteins(P<0.05)and upregulated the expression of Wnt,β-catenin,NOX2,NOX4,PI3K,P-PI3K,AKT,P-AKT proteins(P<0.05).Scratch,Transwell invasion and migration assays,and CCK-8 experiments indicated that SOX7 suppressed the migration,invasion,and proliferation of SW480 cells through oxidative stress and the SHP-2 pathway(P<0.01),while H2O2 and PHPS1 intervention promoted the migration,invasion,and proliferation of SW480 cells(P<0.05).Conclusion SOX7 can suppress the proliferation,invasion,and migration of colorectal cancer by targeting the SHP-2/Wnt/β-catenin/ROS pathway.
10.Distribution characteristics and results of allergens in patients with allergic rhinitis in Ningxia area.
Yuqiao ZHANG ; Xiaohui YAN ; Xueliang SHEN ; Ming LIU ; Yu ZHOU ; Jiao HE ; Ning ZHANG ; Baoli CHEN ; Fengxia YANG ; Ruixia MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2023;37(7):562-569
Objective:To investigate the distribution of allergens in patients with allergic rhinitis (AR) in Ningxia, and provide theoretical data for the prevention and treatment of AR in this region. Methods:A total of 1664 patients diagnosed with AR in the Otorhinolaryngology Head and Neck Surgery Department of Yinchuan First People's Hospital Outpatient Clinic from January 2018 to December 2021 were retrospectively collected. Use the allergen sIgE antibody detection kit (immunoblotting method) to detect inhalation and ingestion allergens in patients.Results: ①Among all AR patients, 1 158 cases were detected positive, resulting in the detection rate was 69.59%; ②The detection rate of inhalation allergen was 65.87%, and the detection rate of ingestion allergen was 19.83%; ③Mugwort was the most sensitive allergen, and 76.32% of the patients having a positive grade ≥3; ④Out of the patients, 294 cases (25.39%) were allergic to only one allergen, 244 cases (21.07%) were allergic to two allergens, and 620 cases (53.54%) were allergic to three or more allergens; ⑤During different seasons, the highest number of positive allergens detected was in the summer, with 968 cases (83.59%). Mugwort was the main allergen during this season (69.01%). After the COVID-19 epidemic, the total positive rate of sIgE tests in AR patients decreased compared to before, and the difference was statistically significant (P<0.001); ⑥Mugwort, dog epithelium, mold combination, egg, peanut, soybean, Marine fish combination and fruit combination all showed statistically significant differences between different gender groups (P<0.05); ⑦Common ragweed, mugwort, dust mite combination, cockroach, egg, milk, Marine fish combination, shrimp, fruit combination and nut combination all showed statistically significant differences among different age groups (P<0.05); ⑧There were statistically significant differences in hay dust among different ethnic groups (P<0.05). Conclusion:Artemisia argyi is the main allergen in Ningxia, and the distribution characteristics of different allergens are influenced by treatment season, the COVID-19 epidemic, gender, age, ethnicity, and other factors, showing certain distribution patterns and rules.
Allergens
;
Artemisia
;
COVID-19
;
Retrospective Studies
;
Rhinitis, Allergic
;
Skin Tests
;
Humans
;
Male
;
Female


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