1.From Gene Expression to Transcriptome-wide Association Study: Development and Comparison of Methodology
Kun FANG ; Guozhuang LI ; Linting WANG ; Qing LI ; Kexin XU ; Lina ZHAO ; Zhihong WU ; Jianguo ZHANG ; Nan WU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):223-229
Over the past two decades, genome-wide association study(GWAS) has identified numerous genetic variants and loci associated with heritable diseases. With the gradual maturation and saturation of GWAS methodologies, transcriptome-wide association study(TWAS) offers a novel perspective by linkinggenetic phenotypes to gene expression levels. By integrating TWAS with other multi-omics analyses, researchers can gain a deeper understanding of heritable diseases. This article provides an overview of recent groundbreaking and representative TWAS methods and tools, analyzes their strengths and limitations, and discusses future trends in TWAS development.
2.Factors influencing cognitive impairment of residents in drinking water-borne endemic fluorosis areas
Wenbo LYU ; Ying LIU ; Xin WANG ; Chao ZHANG ; Yunzhu LIU ; Qingbo WANG ; Xirui FENG ; Shuaifei YANG ; Jianguo FENG ; Yanmei YANG ; Yanhui GAO
Chinese Journal of Endemiology 2025;44(5):345-351
Objective:To gain a understanding of the occurrence of cognitive impairment among residents in drinking water-borne endemic fluorosis (drinking water-borne fluorosis) areas, and to study its influencing factors.Methods:In March 2023, a cluster sampling method was used to select local residents aged 18 and above from the drinking water-borne fluorosis areas in Jishan County, Shanxi Province as survey subjects. General demographic data were collected through face-to-face surveys, and a random urine sample was collected once to determine urinary fluoride level. Cognitive function was assessed using the mini-mental state examination (MMSE), and the survey subjects were divided into a cognitive impairment group ( < 27 points) and a control group (27 - 30 points) based on the MMSE scores. A multiple logistic regression model and a decision tree model based on chi-squared automatic interaction detector were constructed to analyze the factors affecting cognitive impairment, and the model fitting effect was evaluated using receiver operating characteristic (ROC) curve.Results:A total of 3 301 subjects were included in the survey, including 2 081 females and 1 220 males. There were 1 515 subjects < 60 years old and 1 786 subjects ≥60 years old, with urinary fluoride level [ M ( Q1, Q3)] of 2.92 (1.78, 4.54) mg/L. There were 1 939 cases in the cognitive impairment group and 1 362 cases in the control group, with a detection rate of 58.74% (1 939/3 301) for cognitive impairment; and the differences in gender, age, education level, marital status, annual household income, alcohol consumption, smoking distribution, and urinary fluoride level between the two groups were statistically significant ( P < 0.05). The results of multiple logistic regression analysis showed that female, ≥60 years, and urinary fluoride > 4.54 mg/L were risk factors for cognitive impairment [ OR (95% CI): 1.25 (1.01, 1.54), 2.66 (2.26, 3.14), 1.32 (1.06, 1.65), P < 0.05]. Education level of primary school or above, annual household income≥12 000 yuan, and mild alcohol consumption were protective factors for cognitive impairment [ OR (95% CI): 0.15 (0.09, 0.25), 0.58 (0.48, 0.68), 0.67 (0.51, 0.87), P < 0.05]. The analysis results of the decision tree model showed that age had the greatest impact on the occurrence of cognitive impairment, followed by annual household income, education level, and urinary fluoride. The areas under the ROC curves of the multiple logistic regression and decision tree model were 0.72 and 0.70 ( P < 0.001), respectively, indicating good model fitting performance. Conclusion:The detection rate of cognitive impairment in residents of drinking water-borne fluorosis areas is relatively high, and age, annual household income, education level, and urinary fluoride are all influencing factors for occurrence of cognitive impairment.
3.Trend of Incidence Rates of Gallbladder Cancer in Qi-dong City of Jiangsu Province from 1972 to 2021
Yuanyou XU ; Yonghui ZHANG ; Lulu DING ; Yongsheng CHEN ; Jun WANG ; Yongfeng YAN ; Jianguo CHEN ; Jian ZHU
China Cancer 2025;34(4):290-296
[Purpose]To analyze the trend of incidence rates of gallbladder cancer in Qidong City of Jiangsu Province from 1972 to 2021.[Methods]The incidence data of gallbladder cancer from 1972 to 2021 were collected from the Qidong Tumour Registry database,the crude incidence rate(CR),age-standardized rate by Chinese standard population(ASRC),age-standardized rate by world standard population(ASRW)of gallbladder cancer were calculated.Trend analysis was per-formed using Joinpoint 4.9.1.0 software to calculate the average annual percentage change(AAPC)of gallbladder cancer incidence rates,and time trend analysis was performed on the overall inci-dence rate by sex and age.[Results]A total of 1 369 cases of gallbladder cancer occurred in Qi-dong City from 1972 to 2021,accounting for 0.93%of all malignant tumors.The overall CR of gallbladder cancer was 2.44/105 in 50 years,ASRC was 0.88/105 and ASRW was 1.45/105.The truncated rate of 35~64 years old was 1.98/105,the cumulative incidence of gallbladder cancer at 0~74 years old was 0.16%,and the risk of cumulative incidence of gallbladder cancer was 0.16%.CR was slightly higher in women than that in men,but after standardization it was slightly higher in men than that in women.The sex ratio of CR,ASRC and ASRW was 0.89,1.07 and 1.06,respectively.With the increase of age,the incidence of gallbladder cancer was also increased.The age of onset was slightly increased in last 50 years.In last 50 years,there was an upward trend in the overall incidence of gallbladder cancer,the incidence both for men and women,and the inci-dence of each age group.[Conclusion]The incidence of gallbladder cancer in Qidong City has increased considerably during the past 50 years,and continuing attention should be paid to the prevention and treatment of gallbladder cancer especially for the key populations.
4.Analysis of Survival Rate of Breast Cancer from 1972 to 2019 and Prediction for Next 10 Years in Qidong City of Jiangsu Province
Junlei WANG ; Jun WANG ; Yongsheng CHEN ; Yuanyou XU ; Lulu DING ; Yonghui ZHANG ; Jianguo CHEN ; Jian ZHU ; Qichao NI
China Cancer 2025;34(4):304-310
[Purpose]To analyze the survival rate of breast cancer in Qidong City of Jiangsu Province from 1972 to 2019 and to predict the trend in the next 10 years.[Methods]The data of breast cancer collected from Qidong Cancer Registry from 1972 to 2019 were extracted.Observed survival rate(OSR),relative survival rate(RSR),age-adjusted relative survival(ARS)and average annual percentage change(AAPC)of breast cancer were calculated.ARIMA model was used to predict the trend of breast cancer survival rate.[Results]The 5-year RSR increased from 57.30%during 1972-1977 to 89.01%during 2014-2019,and the uptrend of RSR in the 8 periods was statistically significant(P<0.001).The 5-year ARS increased from 48.12%during 1972-1977 to 85.64%during 2014-2019 with an AAPC of 1.85%(t=10.113,P<0.001).The 5-year RSR during 1972-2019 for males was 85.22%,and for females was 74.51%.For females,the 5-year RSR in-creased from 56.44%during 1972-1977 to 88.93%during 2014-2019 with an AAPC of 1.29%(t=13.087,P<0.001),and the 5-year ARS increased from 46.14%during 1972-1977 to 85.23%during 2014-2019 with an AAPC of 1.90%(t=10.369,P<0.001).The 5-year RSR in the age groups of 25~34,35~44,45~54,55~64,65~74,and over 75 years old were 66.91%,74.69%,76.97%,75.52%,73.44%and 66.40%,respectively;the corresponding AAPCs of 5-RSR in above age groups were 1.02%(t=3.816,P=0.009),1.03%(t=4.936,P=0.003),1.23%(t=5.826,P=0.001),1.86%(t=5.997,P=0.001),2.13%(t=10.245,P<0.001),and 1.44%(t=6.405,P=0.001),respectively.ARIMA modeling of survival trend prediction showed that 5-RSR and 5-ARS for breast cancer will be ascended to 98.76%and 98.33%by 2028,respectively.[Conclusion]The overall survival rate of registered breast cancer cases in Qidong City has been greatly improved and will be further improved in the future,more attention should be paid to the prevention and treatment of breast cancer.
5.Study on the attenuation of depression-like behaviors in chronic copper-exposed mice by Ginkgo biloba extract through the proBDNF/mBDNF balance
Zhihua JIANG ; Caixing DAI ; Xinyue ZHANG ; Wenping ZHANG ; Jianguo LI
Chinese Journal of Neuroanatomy 2025;41(3):289-297
Objective:To explore the mechanism through which the Ginkgo biloba extract(EGb)ameliorates depres-sion-like behaviors in chronic copper-exposed mice.Methods:A mouse model with depression was induced by chronic oral administration of copper sulfate solution(200 mg/L),followed by oral administration of the EGb(120 mg/L)for one month.Elevated plus-maze test,forced swimming test,and sucrose preference test were employed to detect the de-pression-like behaviors of mice.TUNEL staining was utilized to examine apoptosis in the hippocampal region of mice.Immunohistochemistry was adopted to detect the in situ expression of pro-brain-derived neurotrophic factor(proBDNF)and brain-derived neurotrophic factor(BDNF)in the hippocampal region.RT-qPCR was used to measure the expression of the BDNF mRNA.Western blot was utilized to determine the expressions of proteins such as proBDNF,mature BDNF(mBDNF),cAMP response element binding protein(CREB),phospho-CREB(p-CREB),tyrosine kinase receptor B(TrkB),p75 neurotrophin Receptor(p75NTR),furin,proprotein convertase subtilisin/kexin type 1(PCSK1),and matrix metalloproteinase-9(MMP9).Results:Chronic copper exposure led to depression-like behaviors in mice,in-creased neuronal apoptosis in the hippocampal region,enhanced proBDNF expression and reduced mBDNF expression(P<0.05),decreased the expression of the downstream receptor protein TrkB and increased the expression of p75NTR(P<0.05),and decreased the level of CREB and p-CREB(P<0.05).Meanwhile,the expressions of intracellular proteases furin and PCSK1 in the hippocampal region of mice with depression-like behaviors decreased(P<0.05),while the expression of extracellular protease MMP9 increased(P<0.05).EGb was capable of alleviating depression-like behaviors and neuronal apoptosis in mice and partially reversing the abnormal expressions of BDNF,proBDNF,TrkB,p75NTR,CREB,p-CREB,furin,and PCSK1 proteins caused by copper exposure.Conclusion:Chronic copper exposure can lead to depression-like behaviors and apoptosis in mice.EGb can reverse these manifestations and corre-late with the balance of proBDNF/BDNF in the hippocampal region,which may offer novel insights for the treatment of depression.
6.Study on the attenuation of depression-like behaviors in chronic copper-exposed mice by Ginkgo biloba extract through the proBDNF/mBDNF balance
Zhihua JIANG ; Caixing DAI ; Xinyue ZHANG ; Wenping ZHANG ; Jianguo LI
Chinese Journal of Neuroanatomy 2025;41(3):289-297
Objective:To explore the mechanism through which the Ginkgo biloba extract(EGb)ameliorates depres-sion-like behaviors in chronic copper-exposed mice.Methods:A mouse model with depression was induced by chronic oral administration of copper sulfate solution(200 mg/L),followed by oral administration of the EGb(120 mg/L)for one month.Elevated plus-maze test,forced swimming test,and sucrose preference test were employed to detect the de-pression-like behaviors of mice.TUNEL staining was utilized to examine apoptosis in the hippocampal region of mice.Immunohistochemistry was adopted to detect the in situ expression of pro-brain-derived neurotrophic factor(proBDNF)and brain-derived neurotrophic factor(BDNF)in the hippocampal region.RT-qPCR was used to measure the expression of the BDNF mRNA.Western blot was utilized to determine the expressions of proteins such as proBDNF,mature BDNF(mBDNF),cAMP response element binding protein(CREB),phospho-CREB(p-CREB),tyrosine kinase receptor B(TrkB),p75 neurotrophin Receptor(p75NTR),furin,proprotein convertase subtilisin/kexin type 1(PCSK1),and matrix metalloproteinase-9(MMP9).Results:Chronic copper exposure led to depression-like behaviors in mice,in-creased neuronal apoptosis in the hippocampal region,enhanced proBDNF expression and reduced mBDNF expression(P<0.05),decreased the expression of the downstream receptor protein TrkB and increased the expression of p75NTR(P<0.05),and decreased the level of CREB and p-CREB(P<0.05).Meanwhile,the expressions of intracellular proteases furin and PCSK1 in the hippocampal region of mice with depression-like behaviors decreased(P<0.05),while the expression of extracellular protease MMP9 increased(P<0.05).EGb was capable of alleviating depression-like behaviors and neuronal apoptosis in mice and partially reversing the abnormal expressions of BDNF,proBDNF,TrkB,p75NTR,CREB,p-CREB,furin,and PCSK1 proteins caused by copper exposure.Conclusion:Chronic copper exposure can lead to depression-like behaviors and apoptosis in mice.EGb can reverse these manifestations and corre-late with the balance of proBDNF/BDNF in the hippocampal region,which may offer novel insights for the treatment of depression.
7.Comparative study of five coma assessment scales in prognosis prediction of patients with severe stroke
Dongyang HU ; Xiaochen HAN ; Sheng YAO ; Jianguo LIU ; Hairong QIAN ; Jiatang ZHANG
Chinese Journal of Cerebrovascular Diseases 2025;22(1):15-22,37
Objective To compare the predictive effectiveness of the Glasgow coma scale(GCS),GCS-pupils scale(GCS-P),Glasgow-Pittsburgh coma scale(GPCS),full outline of unresponsiveness scale(FOUR),and coma recovery scale-revised(CRS-R)in forecasting the prognosis of severe stroke patients.Methods A prospective,consecutive cohort of severe stroke patients admitted to the Department of Neurology,First Medical Center of Chinese PLA General Hospital from September 2021 to April 2024 was enrolled.Demographic and clinical data were collected,including age,sex,length of hospital stay,diagnosis(severe ischemic stroke,severe cerebral hemorrhage,aneurysmal subarachnoid hemorrhage),medical history(hypertension,diabetes,coronary artery disease),smoking and drinking habits,vital signs upon admission(temperature,pulse,respiration,blood pressure),neurological examination findings(including speech and brainstem reflexes)at admission,head imaging results(CT,MRI)within 24 h of admission to assess the presence of brain herniation,and whether intubation occurred within 24 h of admission.Patients underwent GCS,GCS-P,GPCS,FOUR,and CRS-R scoring within 8h of admission.Telephone follow-up was conducted at 6 months post-stroke to assess outcomes using the modified Rankin scale(mRS),with mRS scores of 0-2 classified as the good prognosis group and 3-6 as the poor prognosis group.The receiver operating characteristic(ROC)curve was used to assess the prognostic prediction value of the five scales for poor outcomes at 6 months.The area under the ROC curve(AUC)was calculated,and pairwise comparisons of AUC were performed using the Delong test.Results A total of 179 severe stroke patients were enrolled,including 116 males and 63 females.The group consisted of 132 patients with severe ischemic stroke,30 with severe intracerebral hemorrhage,and 17 with aneurysmal subarachnoid hemorrhage.At 6months,126patients had a poor prognosis and 53 had a good prognosis.(1)There were statistically significant differences in age,temperature,pulse,history of coronary artery disease,smoking and drinking habits,presence of speech impairment,abnormal brainstem reflexes,brain herniation,intubation within 24 h of admission,and GCS,GCS-P,GPCS,FOUR,and CRS-R scores between the poor and good prognosis groups(all P<0.05).(2)ROC analysis revealed that the AUC(95%CI)for predicting poor outcomes at 6 months in severe stroke patients for GCS,GCS-P,GPCS,FOUR,and CRS-R were 0.808(0.742-0.863),0.815(0.750-0.869),0.828(0.765-0.880),0.841(0.780-0.892),and 0.831(0.768-0.883),respectively.Sensitivities were 76.98%,78.57%,82.54%,84.13%,and 82.54%,and specificities were 73.58%,73.58%,67.92%,71.70%,and 73.58%,respectively.The FOUR had the highest AUC,with an optimal cutoff value of 13.(3)Pairwise comparisons of AUC showed a statistically significant difference between the FOUR and GCS(the difference value of AUC is 0.034,95%CI 0.004-0.064,Z=2.194,P=0.028),but no significant differences were observed between other scales(all P>0.05).Conclusion Compared to GCS,GCS-P,GPCS,and CRS-R,FOUR may provide more valuable prognostic information for severe stroke patients.
8.Abnormalities of mirror homotopic connectivity and gray matter volume of brain in patients with neuropsychiatric systemic lupus erythematosus: an magnetic resonance imaging study
Yifan LI ; Huayu SHEN ; Pengxin HU ; Junyi GAO ; Jianguo XIA ; Jinhua CHEN ; Ji ZHANG ; Weizhong TIAN
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(6):503-509
Objective:To investigate the characteristics of resting-state mirror homotopic connectivity and the gray matter volume of brain in patients with neuropsychiatric systemic lupus erythematosus (NPSLE).Methods:From June 2020 to March 2023, a total of 35 NPSLE patients (NPSLE group) and 30 non-NPSLE patients (non-NPSLE group) were selected from Taizhou People's Hospital Affiliated to Nanjing Medical University, another 31 healthy volunteers were recruited as the healthy controls(HC group). All participants underwent resting-state functional magnetic resonance imaging (rs-fMRI) and mini-mental state examination (MMSE) assessments. The patients in NPSLE and non-NPSLE groups were additionally assessed using the fatigue scale for motor and cognitive functions (FSMC) and the hospital anxiety and depression scale (HADS).The DPABI V7.0 toolkit based on the MATLAB platform was used to preprocess the rs-fMRI data and calculate the voxel-mirrored homotopic connectivity(VMHC) indexes, and the differences in VMHC between groups were evaluated by covariance analysis in SPM12.0 software, and the VMHC values of brain regions with significant differences were extracted for further comparison between the two groups.Partial correlation analysis was performed to investigate the association between VMHC values and clinical parameters in NPSLE patients.The brain regions with significant differences between NPSLE patients and non-NPSLE patients were used as region of interest (ROI), and gray matter volumes within these ROIs were then calculated by VBM8 toolbox.Results:(1)There were statistically significant differences in the VMHC values of bilateral precentral gyrus, bilateral dorsolateral superior frontal gyrus, bilateral medial and paracingulate gyrus, bilateral parahippocampal gyrus, bilateral middle occipital gyrus, bilateral postcentral gyrus, and bilateral superior temporal gyrus among the 3 groups( F=11.246-14.102, all P<0.05). The NPSLE group exhibited significantly lower VMHC values in these regions compared to both the non-NPSLE group and HC group (all P<0.05), but there were no significant differences in these regions between the non-NPSLE group and HC group (all P>0.05).(2) The gray matter volumes of bilateral dorsolateral superior frontal gyrus(right: (0.57±0.11)mm 3, (0.65±0.08)mm 3, t=-3.409, P=0.001; left: (0.53±0.10)mm 3, (0.60±0.07)mm 3, t=-3.082, P=0.003), bilateral precentral gyrus(right: (0.32±0.06)mm 3, (0.35±0.04)mm 3, t=-2.044, P=0.045; left: (0.39±0.06)mm 3, (0.42±0.04)mm 3, t=-2.505, P=0.015), right medial and paracingulate gyrus((0.66±0.08)mm 3, (0.70±0.07)mm 3, t=-2.491, P=0.015) and left superior temporal gyrus((0.57±0.09)mm 3, (0.61±0.06)mm 3, t=- 2.344, P=0.022) in the NPSLE group were smaller than those of non-NPSLE group.(3)Correlation analysis showed that the VMHC value of dorsolateral superior frontal gyrus was positively correlated with IgA level in NPSLE patients ( r=0.353, P=0.047). Conclusion:Patients with NPSLE generally have decreased mirror homotopy functional connectivity in the cerebral hemispheres, accompanied by a decrease in gray matter volume in some brain regions, which can provide a certain neuroimaging basis for the pathogenesis of brain injury.
9.A study on correlation between pro-inflammatory cytokine factor and memory in the patients with chronic insomnia disorder comorbid with depression
Fang WANG ; Jianguo GAO ; Zhezhe ZHANG ; Guihai CHEN
Chinese Journal of Nervous and Mental Diseases 2025;51(3):156-161
Objective To explore the changes in serum pro-inflammatory cytokine factor and their relationship with memory function in patients with chronic insomnia comorbid and depression(ICD).Methods A total of 40 ICD patients and 41 chronic insomnia disorder(CID)patients were recruited at the Clinic of Sleep Disorder,and concurrently 41 healthy individuals as controls(CON)were recruited during the same period.The Pittsburgh sleep quality index(PSQI)and 17-item Hamilton depression rating scale(HAMD-17)were used to assess the severity of insomnia and depression in the subjects,and the nine box maze was used to evaluate their memory function.Enzyme linked immunosorbent assay was used to detect the levels of serum tumor necrosis factor(TNF)-α,TNF-β,interleukin(IL)-1β,IL-6,and serum amyloid A(SAA),and the correlation between pro-inflammatory cytokine factor levels and cognitive function was analyzed.Results The HAMD and PSQI scores were significantly higher in ICD and CID groups than in CON[HAMD:19.0(14.0,22.0)vs.10.0(7.5,12.5)vs.2.0(1.0,4.0);PSQI:17(15,19)vs.15(13,16)vs.2(0,3);P<0.01]which was also higher in ICD group than in CID group(P<0.01).The number of errors in spatial reference memory(SRM)and spatial working memory(SWM)were higher in the ICD and CID groups than in CON[SRM:2.5(1.0,4.0),vs.1.0(0,3.0)vs.0(0,1.0);SWM:5.00(4.00,7.75)vs.4.00(2.00,5.00)vs.1.00(1.00,2.50);P<0.01].The number of errors were also higher in SRM and SWM in ICD group than in CID group(P<0.01).The serum levels of TNF-α,TNF-β,IL-1β,IL-6,and SAA were higher in ICD and CID groups than in CON(P<0.01),and the serum levels of TNF-β and IL-6 were also higher in ICD group than in the CID group(P<0.01).In the ICD group,the partial correlation analysis showed that TNF-α(r=0.394,P=0.021)and IL-1β(r=0.398,P=0.020)were positively correlated with the number of SRW errors,while TNF-β(r=0.381,P=0.026)and SAA(r=0.446,P=0.008)were positively correlated with the number of SWM errors.TNF-β were also positively correlated with the number of recognition memory errors(r=0.347,P=0.044).Conclusion ICD patients have memory impairment,which may relate to increased levels of pro-inflammatory cytokine factor in their serum.
10.Resting State Voxel-Mirrored Homotopic Connectivity in Patients with Neuropsychological Systemic Lupus Erythematosus
Ning WANG ; Yifan LI ; Zhongru SUN ; Jianguo XIA ; Hongxia ZHANG ; Junqi SHUAI
Chinese Journal of Medical Imaging 2025;33(10):1092-1096
Purpose To investigate interhemispheric homotopic functional connectivity in patients with neuropsychological systemic lupus erythematosus(NPSLE)during resting state and its relationship with clinical indicators and neuropsychological scales.Materials and Methods This prospective study enrolled 35 patients with NPSLE and 31 healthy controls(control group)from Taizhou People's Hospital Affiliated to Nanjing Medical University(June 2020 to March 2023).All participants underwent resting state functional MRI and completed neuropsychological assessments including mini-mental state examination,Montreal cognitive assessment,hospital anxiety and depression scale,fatigue scale for motor and cognitive functions,along with laboratory tests(C3,C4,IgA,IgM,IgG).Image preprocessing and voxel-mirrored homotopic connectivity(VMHC)calculations were performed using DPABI V7.0 on Matlab R2013b.Between-group differences in VMHC values were compared,and correlations between VMHC values in significant regions and neuropsychological/clinical data were analyzed.Results The NPSLE group demonstrated significantly lower mini-mental state examination and Montreal cognitive assessment scores compared with those in control group(t=-6.297,-7.001,both P=0.001).Patients with NPSLE exhibited significantly decreased VMHC values in bilateral parahippocampal gyri,precentral gyri,middle frontal gyri,and medial/paracingulate gyri compared with those in control group(family-wise error corrected,voxel-level P<0.001,cluster-level P<0.05).In the NPSLE group,VMHC values in precentral gyri showed positive correlation with IgA levels(r=0.351,P=0.039),while VMHC values in medial/paracingulate gyri positively correlated with IgA(r=0.345,P=0.043)and negatively with C4(r=-0.368,P=0.030).Conclusion Patients with NPSLE demonstrate abnormal interhemispheric homotopic functional connectivity,and the correlation between imaging metrics and clinical data in differential brain regions may facilitate early diagnosis of NPSLE while providing novel insights into the neuropathological mechanisms of cerebral injury.

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