1.Value of biomarkers related to routine blood tests in early diagnosis of allergic rhinitis in children.
Jinjie LI ; Xiaoyan HAO ; Yijuan XIN ; Rui LI ; Lin ZHU ; Xiaoli CHENG ; Liu YANG ; Jiayun LIU
Chinese Journal of Cellular and Molecular Immunology 2025;41(4):339-347
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
2.Analysis of the etiological of foodborne diseases based on active surveillance in Shanxi Province from 2021 to 2022
Jiting HAN ; Hongxia YANG ; Qiuxiang ZHANG ; Yang WANG ; Suxia YAO ; Rui′e HAO ; Shangmin WANG
Chinese Journal of Microbiology and Immunology 2025;45(6):519-528
Objective:To analyze the etiological characteristics, serotype distribution, drug resistance and molecular typing characteristics based on data collected by active surveillance of foodborne diseases in Shanxi Province from 2021 to 2022.Methods:Fecal and anal swabs for foodborne disease tests were collected from 17 sentinel hospitals in Shanxi Province from 2021 to 2022. The pathogens included Shigella, Salmonella, Vibrio parahaemolyticus and 5 types of diarrheagenic Escherichia coli ( E. coli). The positive strains were identified by mass spectrometry or systematic biochemistry. Salmonella and Shigella were serotyped by slide agglutination, and diarrheagenic E. coli was typed by multiplex fluorescence PCR. Vibrio parahaemolyticus was tested for tlh/ tdh/ trh virulence genes by multiplex fluorescent PCR. All strains were also tested for drug resistance by the microbroth dilution method. Molecular typing was performed by pulsed-field gel electrophoresis (PFGE). Results:A total of 4 481 samples were collected from patients with diarrhea, and 555 target strains were detected, with a detection rate of 12.39%(555/4 481). Among them, there were 365 strains of Salmonella, 175 strains of diarrheagenic E. coli, 15 strains of Vibrio parahaemolyticus, and no Shigella. There were 32 serotypes of Salmonella, and the dominant serotypes were 158 strains of Salmonella senteritidis and 124 strains of Salmonella typhimurium. diarrheagenic E. coli classification: 79 strains of enteroaggregative E. coli, 72 strains of enteropathogenic E. coli, 23 strains of enterotoxic E. coli, 1 strain of enterohemorrhagic E. coli, and none of enteroinvasive E. coli. For Vibrio parahaemolyticus virulence gene carriage, all strains carried tlh; 11 strains (73.33%, 11/15) carried tdh only; 2 strains (13.33%, 2/15) carried trh; 1 strain (6.67%, 1/15) carried both tdh and trh genes; 1 strain (6.67%, 1/15) did not carry these two virulence genes. Antimicrobial resistance tests presented that Salmonella had the highest resistance rate to ampicillin (85.21%, 311/365), followed by naphridic acid (66.58%, 243/365), and multi-drug resistance (78.63%, 287/365), resulting in 135 drug resistance spectrums. The resistance rate of diarrheagenic E. coli to ampicillin was the highest (81.71%, 143/175), followed by tetracycline (67.43%, 118/175), and multi-drug resistance (72.57%, 127/175), resulting in 81 drug resistance spectrums. Vibrio parahaemolyticus had the highest resistance rate to cefazolin (93.33%, 14/15), followed by tetracycline (26.67%, 4/15) and multi-drug resistance (20.00%, 3/15), resulting in 3 drug resistance spectrums. A total of 158 strains of Salmonella enteritidi, 124 strains of Salmonella typhimurium, 13 strains of Salmonella london and 175 strains of DEC were typed by PFGE. Among 470 strains of PFGE typing, 6 strains of DEC were degraded by DNA, while the remaining strains obtained effective PFGE band. Salmonella enteritidi were divided into 64 PFGE band types, Salmonella typhimurium were divided into 115 PFGE band types, Salmonella london were divided into 13 PFGE band types and diarrheagenic E. coli were divided into 165 PFGE band types. Conclusions:Shigella is not detected in the active surveillance, and Salmonella is detected most frequently. Salmonella and diarrheagenic E. coli have the highest resistance rates to ampicillin, and Vibrio parahaemolyticus has the highest resistance rates to cefazolin. The PFGE classification is polymorphic, and the dominant band type is not obvious. The evidence of multi-drug resistance suggests further strengthening monitoring and management of drug resistance.
3.Analysis of the etiological of foodborne diseases based on active surveillance in Shanxi Province from 2021 to 2022
Jiting HAN ; Hongxia YANG ; Qiuxiang ZHANG ; Yang WANG ; Suxia YAO ; Rui′e HAO ; Shangmin WANG
Chinese Journal of Microbiology and Immunology 2025;45(6):519-528
Objective:To analyze the etiological characteristics, serotype distribution, drug resistance and molecular typing characteristics based on data collected by active surveillance of foodborne diseases in Shanxi Province from 2021 to 2022.Methods:Fecal and anal swabs for foodborne disease tests were collected from 17 sentinel hospitals in Shanxi Province from 2021 to 2022. The pathogens included Shigella, Salmonella, Vibrio parahaemolyticus and 5 types of diarrheagenic Escherichia coli ( E. coli). The positive strains were identified by mass spectrometry or systematic biochemistry. Salmonella and Shigella were serotyped by slide agglutination, and diarrheagenic E. coli was typed by multiplex fluorescence PCR. Vibrio parahaemolyticus was tested for tlh/ tdh/ trh virulence genes by multiplex fluorescent PCR. All strains were also tested for drug resistance by the microbroth dilution method. Molecular typing was performed by pulsed-field gel electrophoresis (PFGE). Results:A total of 4 481 samples were collected from patients with diarrhea, and 555 target strains were detected, with a detection rate of 12.39%(555/4 481). Among them, there were 365 strains of Salmonella, 175 strains of diarrheagenic E. coli, 15 strains of Vibrio parahaemolyticus, and no Shigella. There were 32 serotypes of Salmonella, and the dominant serotypes were 158 strains of Salmonella senteritidis and 124 strains of Salmonella typhimurium. diarrheagenic E. coli classification: 79 strains of enteroaggregative E. coli, 72 strains of enteropathogenic E. coli, 23 strains of enterotoxic E. coli, 1 strain of enterohemorrhagic E. coli, and none of enteroinvasive E. coli. For Vibrio parahaemolyticus virulence gene carriage, all strains carried tlh; 11 strains (73.33%, 11/15) carried tdh only; 2 strains (13.33%, 2/15) carried trh; 1 strain (6.67%, 1/15) carried both tdh and trh genes; 1 strain (6.67%, 1/15) did not carry these two virulence genes. Antimicrobial resistance tests presented that Salmonella had the highest resistance rate to ampicillin (85.21%, 311/365), followed by naphridic acid (66.58%, 243/365), and multi-drug resistance (78.63%, 287/365), resulting in 135 drug resistance spectrums. The resistance rate of diarrheagenic E. coli to ampicillin was the highest (81.71%, 143/175), followed by tetracycline (67.43%, 118/175), and multi-drug resistance (72.57%, 127/175), resulting in 81 drug resistance spectrums. Vibrio parahaemolyticus had the highest resistance rate to cefazolin (93.33%, 14/15), followed by tetracycline (26.67%, 4/15) and multi-drug resistance (20.00%, 3/15), resulting in 3 drug resistance spectrums. A total of 158 strains of Salmonella enteritidi, 124 strains of Salmonella typhimurium, 13 strains of Salmonella london and 175 strains of DEC were typed by PFGE. Among 470 strains of PFGE typing, 6 strains of DEC were degraded by DNA, while the remaining strains obtained effective PFGE band. Salmonella enteritidi were divided into 64 PFGE band types, Salmonella typhimurium were divided into 115 PFGE band types, Salmonella london were divided into 13 PFGE band types and diarrheagenic E. coli were divided into 165 PFGE band types. Conclusions:Shigella is not detected in the active surveillance, and Salmonella is detected most frequently. Salmonella and diarrheagenic E. coli have the highest resistance rates to ampicillin, and Vibrio parahaemolyticus has the highest resistance rates to cefazolin. The PFGE classification is polymorphic, and the dominant band type is not obvious. The evidence of multi-drug resistance suggests further strengthening monitoring and management of drug resistance.
4.Etiological diagnosis and molecular tracing analysis in a case of imported melioidosis
Hong-Xia YANG ; Chun-Yu WANG ; Yang WANG ; Rui-E HAO ; Qi-Yu ZHAO ; Xiao ZHENG
Chinese Journal of Zoonoses 2024;40(1):76-81
We aimed to identify the infectious source of a case of melioidosis,to provide evidence for the prevention and control of melioidosis in Shanxi Province,China.The patient developed repeated fever,fatigue,diarrhea,and other symptoms after being caught in the rain while traveling in Hainan Province.The blood culture was positive,and the bacterial strain was i-dentified as Burkholderia thayensis and sent to the provincial Center for Disease Control and Prevention for further evaluation.MALDI-TOF MS and biochemical identification were used to identify the strain,whole genome sequencing was performed after nucleic acid extraction,MLST type and drug-resistance genes were analyzed,and a phylogenetic tree was constructed.The iso-lated strain was identified as Burkholderia pseudomallei by MALDI-TOF MS and biochemistry,and the MLST type was 366.The whole gene sequencing analysis indicated a close evolutionary relationship with the three isolates in Hainan Province,with high homology.This case of melioidosis was indeed imported from Hainan Province,according to molecular tracing analysis and epidemiological investigation,thus suggesting that medical institutions and disease control departments should strengthen understanding of melioidosis,and improve the diagnosis and treatment ability.
5.Molecular epidemiological characteristics of Brucella in Shanxi Province from 2020 to 2023
Yang WANG ; Su-xia YAO ; Rui-e HAO ; Ji-ting HAN ; Qiu-xiang ZHANG ; Hong-xia YANG
Chinese Journal of Zoonoses 2024;40(11):1031-1035
This study was aimed at analyzing the molecular epidemiological characteristics of Brucella in Shanxi Province from 2020 to 2023.A total of 479 clinical Brucella strains were identified in Shanxi Province from 2020 to 2023.The strains were preliminarily identified through biochemical methods.The genome was extracted for MLVA-16 typing and whole genome sequencing.MLVA-16 clustering results indicated 50.5%to 100%strain similarity.The strains were typed into 204 VNTR types by MLVA-16,whereas the panel 2B locus showed polymorphism.The clustering results indicated 11 VNTR types with more than five strains.Whole genome sequencing was performed for VNTRS types in large clusters.cgMLST clustering indica-ted similar clustering of strains.Brucella was effectively distinguished through MLVA typing.The phylogenetic relationship and epidemiological characteristics of strains can be distinguished more effectively by cgMLST.Specific Brucella genotypes were transmitted in Shanxi Province from 2020 to 2023.
6.Molecular epidemiological characteristics of Brucella in Shanxi Province from 2020 to 2023
Yang WANG ; Su-xia YAO ; Rui-e HAO ; Ji-ting HAN ; Qiu-xiang ZHANG ; Hong-xia YANG
Chinese Journal of Zoonoses 2024;40(11):1031-1035
This study was aimed at analyzing the molecular epidemiological characteristics of Brucella in Shanxi Province from 2020 to 2023.A total of 479 clinical Brucella strains were identified in Shanxi Province from 2020 to 2023.The strains were preliminarily identified through biochemical methods.The genome was extracted for MLVA-16 typing and whole genome sequencing.MLVA-16 clustering results indicated 50.5%to 100%strain similarity.The strains were typed into 204 VNTR types by MLVA-16,whereas the panel 2B locus showed polymorphism.The clustering results indicated 11 VNTR types with more than five strains.Whole genome sequencing was performed for VNTRS types in large clusters.cgMLST clustering indica-ted similar clustering of strains.Brucella was effectively distinguished through MLVA typing.The phylogenetic relationship and epidemiological characteristics of strains can be distinguished more effectively by cgMLST.Specific Brucella genotypes were transmitted in Shanxi Province from 2020 to 2023.
7.Treatment of patent ductus arteriosus in very preterm infants in China.
Ai Min QIAN ; Rui CHENG ; Xin Yue GU ; Rong YIN ; Rui Miao BAI ; Juan DU ; Meng Ya SUN ; Ping CHENG ; K L E E shoo K LEE ; Li Zhong DU ; Yun CAO ; Wen Hao ZHOU ; You Yan ZHAO ; Si Yan JIANG
Chinese Journal of Pediatrics 2023;61(10):896-901
Objective: To describe the current status and trends in the treatment of patent ductus arteriosus (PDA) among very preterm infants (VPI) admitted to the neonatal intensive care units (NICU) of the Chinese Neonatal Network (CHNN) from 2019 to 2021, and to compare the differences in PDA treatment among these units. Methods: This was a cross-sectional study based on the CHNN VPI cohort, all of 22 525 VPI (gestational age<32 weeks) admitted to 79 tertiary NICU within 3 days of age from 2019 to 2021 were included. The overall PDA treatment rates were calculated, as well as the rates of infants with different gestational ages (≤26, 27-28, 29-31 weeks), and pharmacological and surgical treatments were described. PDA was defined as those diagnosed by echocardiography during hospitalization. The PDA treatment rate was defined as the number of VPI who had received medication treatment and (or) surgical ligation of PDA divided by the number of all VPI. Logistic regression was used to investigate the changes in PDA treatment rates over the 3 years and the differences between gestational age groups. A multivariate Logistic regression model was constructed to compute the standardized ratio (SR) of PDA treatment across different units, to compare the rates after adjusting for population characteristics. Results: A total of 22 525 VPI were included in the study, with a gestational age of 30.0 (28.6, 31.0) weeks and birth weight of 1 310 (1 100, 1 540) g; 56.0% (12 615) of them were male. PDA was diagnosed by echocardiography in 49.7% (11 186/22 525) of all VPI, and the overall PDA treatment rate was 16.8% (3 795/22 525). Of 3 762 VPI who received medication treatment, the main first-line medication used was ibuprofen (93.4% (3 515/3 762)) and the postnatal day of first medication treatment was 6 (4, 10) days of age; 59.3% (2 231/3 762) of the VPI had been weaned from invasive respiratory support during the first medication treatment, and 82.2% (3 092/3 762) of the infants received only one course of medication treatment. A total of 143 VPI underwent surgery, which was conducted on 32 (22, 46) days of age. Over the 3 years from 2019 to 2021, there was no significant change in the PDA treatment rate in these VPI (P=0.650). The PDA treatment rate decreased with increasing gestational age (P<0.001). The PDA treatment rates for VPI with gestational age ≤26, 27-28, and 29-31 weeks were 39.6% (688/1 737), 25.9% (1 319/5 098), and 11.4% (1 788/15 690), respectively. There were 61 units having a total number of VPI≥100 cases, and their rates of PDA treatment were 0 (0/116)-47.4% (376/793). After adjusting for population characteristics, the range of standardized ratios for PDA treatment in the 61 units was 0 (95%CI 0-0.3) to 3.4 (95%CI 3.1-3.8). Conclusions: From 2019 to 2021, compared to the peers in developed countries, VPI in CHNN NICU had a different PDA treatment rate; specifically, the VPI with small birth gestational age had a lower treatment rate, while the VPI with large birth gestational age had a higher rate. There are significant differences in PDA treatment rates among different units.
Infant
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Infant, Newborn
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Male
;
Humans
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Female
;
Ductus Arteriosus, Patent/drug therapy*
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Infant, Premature
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Cross-Sectional Studies
;
Ibuprofen/therapeutic use*
;
Infant, Very Low Birth Weight
;
Persistent Fetal Circulation Syndrome
;
Infant, Premature, Diseases/therapy*
8.Establishment and Evaluation of Intestinal Injury Model of Mouse Acute Graft Versus Host Disease Based on An Organoid Technology.
Meng-Yue HAN ; Pei-Lin LI ; Bo-Feng YIN ; Zhi-Ling LI ; Rui-Cong HAO ; Xiao-Tong LI ; Fei-Yan WANG ; Jia-Yi TIAN ; Li DING ; Hong-Mei NING ; Wen-Qing WU ; Heng ZHU
Journal of Experimental Hematology 2023;31(1):233-240
OBJECTIVE:
To establish an intestinal organoid model that mimic acute graft versus host disease (aGVHD) caused intestinal injuries by using aGVHD murine model serum and organoid culture system, and explore the changes of aGVHD intestine in vitro by advantage of organoid technology.
METHODS:
20-22 g female C57BL/6 mice and 20-22 g female BALB/c mice were used as donors and recipients for bone marrow transplantation, respectively. Within 4-6 h after receiving a lethal dose (8.0 Gy) of γ ray total body irradiation, a total of 0.25 ml of murine derived bone marrow cells (1×107/mice, n=20) and spleen nucleated cells (5×106/mice, n=20) was infused to establish a mouse model of aGVHD (n=20). The aGVHD mice were anesthetized at the 7th day after transplantation, and the veinal blood was harvested by removing the eyeballs, and the serum was collected by centrifugation. The small intestinal crypts of healthy C57BL/6 mice were harvested and cultivated in 3D culture system that maintaining the growth and proliferation of intestinal stem cells in vitro. In our experiment, 5%, 10%, 20% proportions of aGVHD serum were respectively added into the organoid culture system for 3 days. The formation of small intestinal organoids were observed under an inverted microscope and the morphological characteristics of intestinal organoids in each groups were analyzed. For further evaluation, the aGVHD intestinal organoids were harvested and their pathological changes were observed. Combined with HE staining, intestinal organ morphology evaluation was performed. Combined with Alcian Blue staining, the secretion function of aGVHD intestinal organoids was observed. The distribution and changes of Lgr5+ and Clu+ intestinal stem cells in intestinal organoids were analyzed under the conditions of 5%, 10% and 20% serum concentrations by immunohistochemical stainings.
RESULTS:
The results of HE staining showed that the integrity of intestinal organoids in the 5% concentration serum group was better than that in the 10% and 20% groups. The 5% concentration serum group showed the highest number of organoids, the highest germination rate and the lowest pathological score among experimental groups, while the 20% group exhibited severe morphological destruction and almost no germination was observed, and the pathological score was the highest among all groups(t=3.668, 4.334,5.309,P<0.05). The results of Alican blue staining showed that the secretion function of intestinal organoids in serum culture of aGVHD in the 20% group was weaker than that of the 5% group and 10% of the organoids, and there was almost no goblet cells, and mucus was stainned in the 20% aGVHD serum group. The immunohistochemical results showed that the number of Lgr5+ cells of intestinal organoids in the 5% group was more than that of the intestinal organoids in the 10% aGVHD serum group and 20% aGVHD serum group. Almost no Clu+ cells were observed in the 5% group. The Lgr5+ cells in the 20% group were seriously injuried and can not be observed. The proportion of Clu+ cells in the 20% group significantly increased.
CONCLUSION
The concentration of aGVHD serum in the culture system can affect the number and secretion function of intestinal organoids as well as the number of intestinal stem cells in organoids. The higher the serum concentration, the greater the risk of organoid injury, which reveal the characteristics of the formation and functional change of aGVHD intestinal organoids, and provide a novel tool for the study of intestinal injury in aGVHD.
Mice
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Female
;
Animals
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Mice, Inbred C57BL
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Bone Marrow Transplantation
;
Graft vs Host Disease
;
Stem Cells
;
Organoids
9.Gene Mutation and Clinical Characteristics of Patients with Acute Leukemia.
Jie YANG ; Yong-Bin YANG ; Rui-Cang WANG ; Jing-Yue LIU ; Yan LI ; Jun YUAN ; Jie LI ; Xiao-Xia ZHANG ; Xiao-Han GAO ; Hong-Ling HAO
Journal of Experimental Hematology 2022;30(6):1693-1699
OBJECTIVE:
To investigate the characteristics of gene mutation, clinical characteristics and significance in acute leukemia (AL) patients.
METHODS:
The clinical data of 102 AL patients in Hebei General Hospital from September 2016 to September 2020 were collected and analyzed retrospectively, including the characteristics of gene mutation, age, peripheral blood cells, bone marrow blasts, leukemia subtypes and myeloperoxidase (MPO).
RESULTS:
The total gene mutation rate was 87.25% (89/102) in all 102 patients. A total of 275 gene mutations were detected, with an average of 2.70 gene mutations per patient. The most frequent mutations of 102 patients were as follows: CEBPA (6.91%), NPM1 and ASXL1(6.18%), TET2 (5.82%), DNMT3A (5.45%), IDH2 and FLT3-ITD (5.09%). Gene mutations often occurred simultaneously. CEBPA mutation occurred in 10 cases of M2 subtype, while TET2 mutation occurred in 9 cases of M2 subtype. Among the most common gene mutations in MPO low expression group, mutation rates of NPM1, DNMT3A, IDH2, SF related gene mutation and RUNX1 were significantly different than those in MPO high expression group (all P<0.05). Univariate analysis showed that age, NPM1, DNMT3A and FLT3-ITD had significant effects on leukocyte level. Logistic regression analysis showed that patients with positive NPM1 mutations may had higher leukocyte levels (p=0.038), and those with positive DNMT3A mutations may had higher platelet levels (p=0.042).
CONCLUSION
The incidence of gene mutation in patients with AL is high, and it often occurs simultaneously. CEBPA and TET2 gene mutations are more common in M2 subtype. In patients with MPO low expression, the most common gene mutations are NPM1, DNMT3A and IDH2. AL patients with NPM1 gene mutation had higher white blood cell levels, while with DNMT3A gene mutation had higher platelet levels.
Humans
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Retrospective Studies
;
Leukemia
;
Mutation
10.The influence of meteorological factors on SARS-CoV-2 transmission: evidence from laboratory and epidemiological studies.
Yi Ran LYU ; Ya Fei GUO ; Kai Qiang XU ; Meng Ying ZHAI ; Na LI ; Xiao Chen WANG ; Rui Ting HAO ; Cheng DING ; Yu E ZHA ; Lan WEI ; Yue Yun LUO ; Jiao WANG
Chinese Journal of Preventive Medicine 2022;56(10):1467-1471
SARS-CoV-2 has infected more than 600 million people worldwide and caused more than 6 million deaths. The emerging novel variants have made the epidemic rebound in many places. Meteorological factors can affect the epidemic spread by changing virus activity, transmission dynamic parameters and host susceptibility. This paper systematically analyzed the currently available laboratory and epidemiological studies on the association between the meteorological factors and COVID-19 incidence, in order to provide scientific evidence for future epidemic control and prevention, as well as developing early warning system.
Humans
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SARS-CoV-2
;
COVID-19
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Meteorological Concepts
;
Laboratories
;
Epidemiologic Studies

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