1.Analysis of the demands for pharmaceutical clinic service and influential factors based on Kano model
Han SHAN ; Xuan YE ; Zihan GUO ; Jing WU ; Jinwei HU ; Xiaopei TONG ; Yufei BIN ; Jiyong LIU ; Qiong DU ; Mengmeng WANG
China Pharmacy 2025;36(22):2850-2855
OBJECTIVE To explore the characteristics and influential factors of pharmaceutical clinic service demands, providing evidence for optimizing pharmaceutical service models and facilitating pharmaceutical service models of pharmacist role transformation. METHODS A cross-sectional survey design was adopted, and 410 outpatient participants were selected from Fudan University Shanghai Cancer Center through convenience sampling for questionnaire administration from February to May 2025. Kano model was applied to analyze the demand attributes of 25 pharmaceutical services, while questionnaires were used to assess patients’ awareness and demand status. Subgroup analyses were conducted based on key demographic variables such as gender, age, educational attainment, and economic burdens, to SACA- systematically examine the differences in Kano attribute classification among patients in each subgroup. RESULTS The awareness rate of pharmaceutical outpatient services among patients was only 14.63%, yet those who were aware demonstrated a significantly higher demand rate for such services compared to those who were unaware (P<0.001). The demand for pharmaceutical clinic services exhibited a hierarchical characteristic: twelve items were identified as attractive attributes (e. g., providing suggestions for more affordable treatment options, offering online consultation services, etc.), five items as expected attributes (e.g., having a good attitude and being able to patiently answer your questions, etc.), three items as must-have attributes (e.g., providing guidance on medication dosage and usage, providing guidance on medication precautions, etc.), five items as indifferent attributes (e.g., providing treatment plan recommendations based on the patient’s condition). There were zero items classified as reverse attribute. Subgroup analysis revealed that female patients showed greater concern for “neat and clean attire of medical staff” than male patients (P<0.001); patients under 60 years of age demonstrated stronger demand for “providing treatment plan recommendations based on patients’ conditions” compared to patients aged 60 or above (P=0.016); those with below high school education placed greater emphasis on “providing guidance on medication precautions” compared to those with a high school education or above (P=0.011); patients with lower economic burdens exhibited stronger preferences for “neat and clean attire of medical staff ” (P=0.002). CONCLUSIONS The public awareness rate of pharmaceutical clinic services is considerably low; however, those who are aware of such services demonstrate significantly higher demand. The medication safety-related services and convenience-oriented demands should be prioritized in the development of pharmaceutical clinics. Moreover, the study also revealed that factors such as gender, age, educational level, and economic burdens exert significant influences on patients’ service demands.
2.Identification of potential immune-related mechanisms related to the development of multiple myeloma
Yaomei WANG ; Wenli ZHANG ; Tiandong LI ; Mengmeng LIU ; Mengya GAO ; Xinqing LI ; Yufei CHEN ; Yongping SONG ; Wei LI ; Chunyan DU ; Fang WANG ; Lina LIU
Chinese Medical Journal 2024;137(13):1603-1613
Background::Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune microenvironment, especially monocytes/macrophages in patients with treatment-na?ve MM. The aim of this study was to provide insight into the immune microenvironment, especially monocytes/macrophages, in patients with treatment-na?ve MM.Methods::This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-na?ve MM patients.Results::A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-na?ve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG +Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages were enriched in patients with treatment-na?ve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don’t eat me" -related genes and IFN-induced genes increase in treatment-na?ve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, whose related important signaling pathways include migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-na?ve MM patients. Conclusions::Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM.
3.Analysis of pathological results of ultrasound-guided renal puncture after kidney transplantation
Xi′nan LYU ; Chunkai DU ; Jingcheng LYU ; Zhipeng WANG ; Jian ZHANG ; Mengmeng ZHENG ; Meishan ZHAO ; Zhanxiong YI ; Yichen ZHU
International Journal of Surgery 2024;51(6):403-408
Objective:To analyze the pathological findings of ultrasound-guided transplant kidney puncture after renal transplantation and the pathogenesis of different types of diseases.Methods:A retrospective study was conducted to select 257 patients who underwent ultrasound-guided transplant kidney puncture pathology biopsy due to abnormal tests or uncomfortable symptoms at Beijing Friendship Hospital, Capital Medical University from June 2020 to April 2022, and to analyze the pathological results of puncture and the pathogenesis of different types of diseases and puncture-related complications in the post-transplantation patients after transplant kidney puncture biopsy. Measurement data conforming to normal distribution were expressed as mean ± standard deviation ( ± s), and independent sample t-test was used to compare different types of diseases; measurement data did not conform to normal distribution were expressed as median (interquartile distance) [ M( Q1, Q3)], and the comparison between different types of diseases was conducted by non-parametric test. The count data were compared among different types of diseases using Chi-squre test. Results:Among the 257 patients who underwent transplant renal puncture, 93 cases (36.2%) suffered from antibody-mediated rejection (ABMR), 76 cases (29.6%) suffered from IgA nephropathy, 63 cases (24.5%) suffered from T cell-mediated rejection (TCMR), 21 cases (8.2%) suffered from polyomavirus-associated nephropathy (PVAN), and 4 cases (1.6%) suffered from thrombotic microangiopathy (TMA), 16 cases (6.2%) suffered from diabetic nephropathy, and 12 cases (4.7%) suffered from calcineurin inhibitor (CNI) nephropathy. TCMR, TMA and PVAN occurred significantly in the early post-transplantation period (within about 4 years) ( P<0.001), and ABMR occurred significantly in the late post-transplantation period (after about 8 years) ( P<0.001). In terms of time distribution, creatinine abnormality and proteinuria were the main reasons for puncture. Among those diagnosed with PVAN, the time to transplantation was significantly shorter in those who underwent puncture for creatinine abnormality than in those who underwent puncture for proteinuria ( P=0.011). In terms of puncture-related complications, a total of 8 cases were found to have arteriovenous fistulae at the time of review, 2 cases had perinephric hematomas, and 1 case had both of these two puncture-related complications. Conclusions:Transplant renal complications in renal transplant patients mainly include ABMR, IgA nephropathy, TCMR, PVAN, diabetic nephropathy, CNI nephropathy and TMA. In terms of the pathogenesis of different types of diseases after transplantation, post-transplantation PVAN, TMA, and TCMR mostly occur in the early post-transplantation period, while ABMR occurs at a later time. However, it is worth noting that the clinical symptoms of different types of transplantation kidney-related diseases are similar and not typical.
4.Alternative Drug Delivery Methods for Novel Oral Anticancer Drugs in Patients with Dysphagia
Zihan GUO ; Honglu ZHANG ; Xianchun DAI ; Zhisheng ZHANG ; Jiyong LIU ; Mengmeng WANG ; Qiong DU
Herald of Medicine 2024;43(8):1278-1285
Objective To provide alternative delivery methods of novel oral antitumor drugs for patients with dysphagia.Methods The retrieval range was determined according to the"Guidelines for Clinical Application of Novel Antitumor Drugs(2022 edition)".By consulting the instructions and searching databases such as PubMed,Micromedex,UpToDate,etc.,the preparation,stability,storage,and related clinical information of temporary liquid drug formulations were obtained.Results Seventy novel oral anticancer drugs were included in the literature search.Thirty-three drugs had relevant literature or data supporting alternative administration methods,only eight had information on alternative administration in the instructions,and the level of evidence for other drugs varied.Conclusion The evidence levels were low for most temporary liquid formulations,and medical teams should fully consider the advantages and disadvantages of using these products outside the instructions and use them with caution.
5.Effect and mechanism of Glabridin on cognitive impairment from MPTP to Parkinson's disease in mice
Yan ZHAO ; Mengmeng SU ; Lan DU ; Yuan YAO ; Runxiu ZHU
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2024;31(2):178-183
Objective To investigate the improving effect and mechanism of the traditional Chinese herbal medicine Glabridin(GLA)on cognitive impairment in Parkinson's disease(PD)mice induced by 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine(MPTP),and its protective effect on the cerebral cortex and hippocampus through affecting the extracellular regulated protein kinases(ERK)signaling pathway involved in the regulation of neural plasticity.Methods A total of 120 C57BL//6N mice were randomly divided into control group,model group,GLA control group and MPTP+GLA low,medium and high-dose groups,with 20 mice in each group.The mouse PD model was established by intraperitoneal injection of MPTP 20 mg/kg,and the control group was injected with the same dose of normal saline.The GLA control group was given 50 mg/kg GLA by gavage;the MPTP+GLA low,medium and high dose groups were given 20,30 and 50 mg/kg GLA by gavage 1 hour after each MPTP administration,once a day for 7 consecutive days.The learning and memory abilities of the mice in each group and the pathological changes of hippocampal tissue were observed,as well as the changes in the contents of tumor necrosis factor-α(TNF-α),interleukin-18(IL-18),malondialdehyde(MDA),superoxide dismutase(SOD),tyrosine hydroxylase(TH)and protein expression levels of phosphorylated-ERK 1/2(p-ERK1/2)in the cerebral cortex.Results Compared with the control group,the levels of MDA and TNF-α,IL-18 in the cerebral cortex of the model group were significantly increased[MDA(nmol/mg):4.68±0.51 vs.2.05±0.22,TNF-α(μg/L):116.87±15.65 vs.48.52±7.83,IL-18(μg/L):57.52±6.89 vs.24.26±1.89,all P<0.05],while the activity of SOD was significantly decreased(U/mg:77.84±7.84 vs.130.89±18.56,P<0.05).Compared with the model group,the contents of TNF-α,IL-18,and MDA in each MPTP+GLA group were significantly decreased,while the activity of SOD was significantly increased(all P<0.05),and the change in the high-dose MPTP+GLA group was more obvious.The learning and memory ability of the high-dose MPTP+GLA group was significantly improved,the number of neurons in the hippocampus tissue decreased,the neurodegeneration was improved,and the glial cell proliferation was reduced.The results of immunohistochemistry showed that compared with the model group,the loss of TH positive cells in the high-dose MPTP+GLA group was significantly reduced[absorbance(A value):cerebral cortex was 39.14±3.25 vs.23.14±3.1,hippocampus was 72.14±4.25 vs.52.16±3.32,both P<0.05],and the expression of p-ERK1/2 positive cells was significantly inhibited(A value:cerebral cortex was 63.91±3.55 vs.88.35±6.41,hippocampus was 73.36±3.52 vs.93.25±6.73,both P<0.05).Western blotting showed that compared with the model group,the protein expression level of cerebral cortex and hippocampus TH in the high-dose MPTP+GLA group was significantly increased(gray value:cerebral cortex was 0.71±0.09 vs.0.53±0.06,hippocampus was 0.68±0.06 vs.0.45±0.03,both P<0.05),and the protein expression level of p-ERK1/2 was significantly inhibited(gray value:cerebral cortex was 0.76±0.10 vs.0.96±0.08,hippocampus was 0.74±0.06 vs.0.96±0.12,both P<0.05).Conclusions The traditional Chinese medicine GLA can improve the learning and memory ability of MPTP-induced PD mice,as well as prevent and treat MPTP-induced neuronal damage and glial cell proliferation.The ERK signaling pathway is associated with neural damage in PD brain tissue.GLA protects the learning and memory ability of MPTP-induced PD mice by inhibiting the ERK signaling pathway.
6.Consistency and difference analysis of ultrasound and dual-energy computed tomography in assessing gouty knee arthritis
Mengmeng YAN ; Meixia DU ; Lishan XIAO ; Yuchen LI ; Xiaoli LI ; Cheng ZHAO ; Chunping NING
Chinese Journal of Ultrasonography 2024;33(7):597-602
Objective:To assess the consistency of ultrasound and dual-energy computed tomography (DECT) in the diagnosis of gouty arthritis(GA), reasons of the differences were further analyzed.Methods:The ultrasound and DECT images of 150 knee joints from 147 patients diagnosed with gout at the Gout Specialty Clinic of Qingdao University Affiliated Hospital from February 2022 to October 2023 were retrospectively analyzed. According to anatomy, the knee joint was anatomically segmented into five regions: intra-articular, anterior, posterior, medial, and lateral.Location of monosodium urate (MSU) deposition was meticulously recorded. The Kappa consistency test was employed to assess the consistency of the two examination results in different regions of the knee joint. The McNemar chi-square test was utilized to conduct a differential analysis between DECT and ultrasound results.Results:Double contour sign(DCS) (81.2%, 92/112) was the most common intra-articular ultrasound sign in knee joints with GA. In the extra-articular region, MSU was commonly deposited in and around the popliteal tendon (ultrasound: 51.6%, 66/128; DECT: 54.7%, 70/128). Corresponding MSU deposits on DECT were found in 9 of 92 joints with DCS and in 9 of 49 joints with aggregates detected on ultrasound.In the assessment of MSU deposits, ultrasound showed an overall higher positive rate than DECT (87.3% vs. 72.3%, P=0.001), with poor consistency between the two examinations (Kappa=0.153). In distinct anatomical regions, ultrasound and DECT showed high consistency in the medial (Kappa=0.697) and lateral (Kappa=0.718) sides and the difference was not statistically significant ( P>0.05). Intra-articular (Kappa=0.289) and anterior (Kappa=0.303) regions exhibited only fair consistency, with statistically significant diagnostic differences ( P<0.05). When exclusively assessing cases with tophus, ultrasound and DECT demonstrated high consistency in the medial and lateral aspects(Kappa=0.685, 0.748) without statistical difference ( P>0.05). In the anterior region, the consistency between the two examinations was moderate (Kappa=0.256), while in the intra-articular region, the consistency of the two methods was lower (Kappa=0.147), and the differences was statistically significant ( P<0.001). Conclusions:Both ultrasound and DECT exhibit good diagnostic capabilities for gouty knee arthritis.However, the consistency between the two techniques varies in different anatomical locations. Clinical assessment should be tailored based on the specific anatomical position. DECT has an advantage in evaluating intra-articular MSU deposits, while ultrasound is more sensitive to detect early and scattered MSU deposits.
7.Clinical value of the Thyroid Follicular Tumor Ultrasound Risk Stratification System in differentiating thyroid follicular carcinoma and follicular adenoma
Lishan XIAO ; Yuchen LI ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Chunping NING
Chinese Journal of Ultrasonography 2024;33(9):791-799
Objective:To assess the discriminatory value of the Thyroid Follicular Tumor Ultrasound Risk Stratification System (F-TIRADS) in differentiating follicular thyroid carcinoma (FTC) from follicular thyroid adenoma (FTA), and to compare its performance with other risk stratification systems(RSS).Methods:A retrospective analysis was conducted on 325 patients (327 thyroid nodules) diagnosed postoperatively as FTC or FTA at Affiliated Hospital of Qingdao University from January 2016 to December 2023. The cases were divided into FTC group (81 nodules) and FTA group (246 nodules). The nodules were classified based on F-TIRADS, the 2020 Chinese Thyroid Imaging Reporting and Data System (C-TIRADS), the 2015 American Thyroid Association guidelines (ATA guidelines), and the 2017 European Thyroid Association Thyroid Imaging Reporting and Data System (EU-TIRADS) by two ultrasound physicians. Multivariate Logistic regression analysis was used to identify independent predictors associated with FTC. Diagnostic performance of the 4 RSS was compared using postoperative pathological results as the gold standard.Results:Multivariate Logistic regression analysis showed maximum diameter, solid composition, hypoechogenicity, unclear or angular margins, marginal or ring calcifications, trabecular structure, and central blood flow were independent predictors of FTC( OR=1.914, 3.427, 9.926, 9.163, 45.918, 3.191, 8.936, respectively; all P<0.05). Within each RSS, the actual malignancy rate increased with higher risk categories, aligning closely with the recommended malignancy rates (except for ATA guidelines). The optimal cut-off values for distinguishing FTC from FTA were FTC risk 50%-90% in F-TIRADS, C-TIRADS 4B, moderately suspicious nodules in ATA guidelines, and EU-TIRADS 4, with areas under the curve of 0.916, 0.808, 0.827, and 0.836, respectively. F-TIRADS demonstrated the best overall performance (sensitivity: 82.72%, specificity: 82.93%), with significant differences compared with C-TIRADS, ATA guidelines, and EU-TIRADS (all P<0.05). Conclusions:F-TIRADS is highly effective in distinguishing FTA from FTC, outperforming C-TIRADS, ATA Guidelines, and EU-TIRADS. Clinicians should pay close attention to solid hypoechoic nodules with unclear or angular margins, marginal or ring calcifications, central blood flow, or a trabecular structure.
8.Finite element model establishment and stress analysis of lumbar-sacral intervertebral disc in ankylosing spondylitis
Zhijie KANG ; Zhenhua CAO ; Yangyang XU ; Yunfeng ZHANG ; Feng JIN ; Baoke SU ; Lidong WANG ; Ling TONG ; Qinghua LIU ; Yuan FANG ; Lirong SHA ; Liang LIANG ; Mengmeng LI ; Yifei DU ; Lin LIN ; Haiyan WANG ; Xiaohe LI ; Zhijun LI
Chinese Journal of Tissue Engineering Research 2024;28(6):840-846
BACKGROUND:Ankylosing spondylitis is a chronic inflammatory disease with chronic rheumatic immunity.Soft tissue ossification and fusion and spinal stiffness can cause biomechanical changes. OBJECTIVE:To reconstruct the lumbar-sacral intervertebral disc in ankylosing spondylitis patients with lumbar kyphosis by finite element analysis,and to study the range of motion of each segment of T11-S1 and the biomechanical characteristics of annulus fibrosus and nucleus pulposus. METHODS:The imaging data were obtained from an ankylosing spondylitis patient with lumbar kyphosis.The original CT image data of continuously scanned spine were imported into Mimics 21.0 in DICOM format,and T11-S1 was reconstructed respectively.The established model was imported into 3-Matic software in the format of"Stl"to reconstruct the intervertebral disc,and the fibrous intervertebral disc model was obtained.The improved model was further imported into Hypermesh software,and the vertebra,nucleus pulposus,annulus fibrosus and ligament were mesh-divided.After the material properties were given,the model was imported into ABAQUS software to observe the range of motion of each vertebral body in seven different working conditions of T11-S1,and analyze the biomechanical characteristics of each segment of annulus fibrosus and nucleus pulposus. RESULTS AND CONCLUSION:(1)The range of motion of L1 vertebrae was higher than that of other vertebrae under six different working conditions:extension,forward flexion,rotation(left and right),and lateral flexion(left and right).The maximum range of motion was 2.18° during L1 vertebral flexion,and the minimum range of motion was 0.12° during L5 vertebral extension.(2)The annular fiber flexion at L2-L3 segments was greater than the extension(P<0.05),and the annular fiber flexion at L3-L4 and L4-L5 segments was less than the extension(P<0.05).The left rotation of L1-L2 annular fibers was greater than the right rotation(P<0.05).The left flexion of the annulus was greater than the right flexion in L1-L2,L2-L3,L3-L4,L4-L5 and L5-S1 segments(P<0.05).(3)The nucleus pulposus stresses of T11-L12,L1-L2,L2-L3,L3-L4 and L4-L5 segments in forward flexion were greater than in extension(P<0.05).The left rotation of T12-L1 and L3-L4 segments was smaller than the right rotation(P<0.05),and that of T11-T12,L1-L2,and L2-L3 segments was larger than the right rotation(P<0.05).The left flexion was larger than the right flexion in the T11-S1 segment.(4)It is concluded that in ankylosing spondylitis patients with lumbar kyphosis,the minimum range of motion of the vertebral body is located at the L5 vertebral body in extension.To prevent fractures,it is recommended to avoid exercise in the extension position.During the onset of lumbar kyphosis in patients with ankylosing spondylitis,the maximum stress of the annulus fibrosus and nucleus pulposus is located in the L1-L2 segment,which is fixed and will not alter with the change of body position.The late surgical treatment and correction of deformity should focus on releasing the pressure of the annulus fibrosus and nucleus pulposus in this segment to avoid the rupture of the annulus fibrosus and the injury of the nucleus pulposus.
9.Effects of allergens on the expression of IL-18, IL-18-binding protein a and IL-18 receptor α by peripheral blood CD4 + Th17 cells of patients with allergic rhinitis
Junling WANG ; Mengmeng ZHAN ; Enming DU ; Siqin WANG ; Shaoheng HE
Chinese Journal of Microbiology and Immunology 2024;44(1):50-57
Objective:To investigate the expression of IL-18, IL-18-binding protein a(IL-18BPa) and IL-18 receptor α(IL-18Rα) by peripheral blood CD4 + Th17 cells of patients with allergic rhinitis (AR) and the effects of allergens on their expression. Methods:This study enrolled 45 outpatients with AR and 23 healthy control subjects receiving physical examination in the First Affiliated Hospital of Jinzhou Medical University from October 2019 to September 2020. According to the results of skin prick test, the 45 patients were divided into two groups: AR group with positive results (24 cases) and nAR group with negative results (21 cases). Blood samples of them were collected. Flow cytometry was used to analyze the effects of allergens on the expression of IL-18, IL-18BPa and IL-18Rα at protein level by peripheral blood CD4 + Th17 cells. The level of IL-17A in plasma was measured by Bioplex system, and its correlation with the percentage of IL-18 + Th17 cells was analyzed. Results:Compared with the healthy control group, the AR group showed increased ratios of CD4 + Th17 and IL-18 + Th17 cells ( P<0.01), decreased ratio of IL-18BPa + Th17 cells ( P<0.01), enhanced mean fluorescence intensity (MFI) of IL-18BPa ( P<0.01) and reduced MFI of IL-18Rα ( P<0.01); the nAR group showed enhanced MFI of IL-18BPa ( P<0.000 1) and reduced MFI of IL-18Rα ( P<0.000 1). The ratio of IL-18 + Th17 cells and the MFI of IL-18Rα in the AR group were higher than those in the nAR group ( P<0.05, P<0.01). House dust mite extract and Platanus pollen extract induced the expression of IL-18 and IL-18BPa by CD4 + Th17 cells of AR patients ( P<0.05). Moreover, house dust mite extract directly induced the CD4 + Th17 cells isolated from the healthy control subjects to express IL-18 and IL-18R ( P<0.05). Compared with healthy control subjects, AR patients had higher level of IL-17A in plasma and it was moderately correlated with the ratio of IL-18 + Th17 cells ( P<0.05). Conclusions:Allergens may be involved in the pathogenesis of AR by inducing blood CD4 + Th17 cells to express IL-18 and IL-18Rα.
10.Analysis of pollution status and influencing factors of polybrominated diphenyl ethers in household dust in five cities in northern China
Xiaotong ZHANG ; Yun CAO ; Wenying ZHANG ; Linlin JIANG ; Mengmeng LIU ; Fengjing SONG ; Tingting LIU ; Chengyu CHEN ; Li LI ; Hang LIU ; Lin FAN ; Hang DU ; Yiming SUN ; Chao WANG ; Bin LUO ; Xianliang WANG
Chinese Journal of Preventive Medicine 2024;58(10):1514-1523
Objective:To investigate the pollution levels and influencing factors of polybrominated diphenyl ethers (PBDEs) in household dust in five cities in northern China.Methods:Based on the "Chinese Indoor Environment and Health Surveillance" project carried out by the National Institute of Environmental Health, Chinese Center for Disease Control and Prevention in 2018-2019, during the warm season (April 2018 to September 2018) and the cold season (November 2018 to March 2019), Lanzhou in Northwest China, Shijiazhuang in North China, Panjin in Northeast China, Luoyang in Central China, and Qingdao in East China were selected as the research sites. A total of 87 families were recruited to study residences in real-life scenarios. At the same time, dust samples were collected to detect the concentration of PBDEs. The level of household environmental indicators was measured, and the residential building characteristics and family behavior habits were collected through questionnaires. A total of 142 valid dust samples and 140 valid questionnaires were obtained. The differences in PBDE concentrations across seasons, wind zones, residential building characteristics, and family habits were analyzed. The exploratory factor analysis was performed to investigate the possible sources of PBDEs, and multivariate linear regression was used to explore the factors influencing PBDEs in household dust.Results:The M ( Q1,Q3) of total PBDE concentrations in 142 household dust samples in five cities was 144.51 (106.61, 222.65) ng/g in the warm season and 145.10 (98.57, 180.65) ng/g in the cold season, respectively. There were seasonal differences in the concentration of ∑ 12PBDEs in Luoyang and Shijiazhuang ( P<0.01). The concentration of BDE-71 was highest among PBDE homologues, followed by BDE-66 and BDE-47. Three factors were extracted by exploratory factor analysis in the warm season, and the cumulative variance contribution rate was 67.90%. The multivariate linear regression showed that the house completion less than ten years [ β (95% CI): 0.186 (0.013, 0.359)], infrequent home cooking [ β (95% CI):-0.342 (-0.570, -0.114)], and increased residential PM 10 concentration [ β (95% CI): 0.001 (0.000, 0.002)] during the warm season, as well as the house far from driveway [ β (95% CI): 0.093 (0.013, 0.172)], house area less than 90 m 2 [ β (95% CI):-0.138 (-0.264, -0.013)], and lower residential xylene concentration [ β (95% CI):-0.006 (-0.011, -0.001)] during the cold season might be related to the elevated concentrations of ∑ 12PBDEs in household dust. Conclusion:The pollution of PBDEs in household dust in five northern cities is at a medium to high level. Years of house completion, frequency of cooking at home, residential PM 10 concentration, distance from house to driveway, house area, and residential xylene concentration may influence household PBDE concentrations.

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