1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
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Diffusion Tensor Imaging/methods*
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Male
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Female
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Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Analysis of influencing factors of early neurological deterioration in patients with acute anterior circulation large-vessel occlusive mild stroke
Hongyang SUN ; Xuhua LI ; Juan ZHOU ; Yunjie LI ; Jincheng WU ; Hongxing HAN ; Xianjun WANG ; Zhenyu ZHAO
Chinese Journal of Cerebrovascular Diseases 2025;22(2):81-88,104
Objective To explore the influencing factors of early neurological deterioration(END)in patients with acute anterior circulation large-vessel occlusive mild stroke who were treated with medications alone within 72 h after onset.Methods Retrospective consecutive data were collected of patients with acute large-vessel occlusive mild stroke who presented to the Advanced Stroke Center of Linyi People's Hospital within 24 h of onset from January 2021 to December 2022.END was defined as an increase of ≥ 4 points in the National Institutes of Health stroke scale(N1HSS)score within 72 h after onset compared to the admission score.Patients were divided into the neurological deterioration group and the stable condition group(NIHSS score did not increase or increased by 1-3 points within 72 h after onset compared to the admission score).Baseline and clinical data of all patients were collected,including sex,age,cerebrovascular disease risk factors(hypertension,diabetes mellitus,hyperlipidemia,coronary heart disease,atrial fibrillation,smoking,alcohol consumption,stroke history),NIHSS score at admission,time from onset to admission,systolic blood pressure at admission,diastolic blood pressure at admission,laboratory test indicators at admission(blood glucose,glycosylated hemoglobin,homocysteine,total cholesterol,triglyceride,low-density lipoprotein cholesterol,high-density lipoprotein cholesterol,neutrophils,lymphocytes and neutrophil-to-lymphocyte ratio),responsible occlusion artery(internal carotid artery,middle cerebral artery,anterior cerebral artery),affected cerebral hemisphere,collateral circulation score,and medications used within 72 h after admission(intravenous thrombolysis+dual antiplatelet therapy,tirofiban+dual antiplatelet therapy,argatroban+dual antiplatelet therapy,argatroban alone,dual antiplatelet therapy alone).Variables with statistically significant differences in univariate analysis were included in multivariate Logistic regression analysis to explore the independent influencing factors for END in patients with acute anterior circulation large-vessel occlusive mild stroke treated with medications alone.Results A total of 208 patients with acute anterior circulation large-vessel occlusive mild stroke were included,with 143 males and 65 females,aged 38-85 years,with an average age of(64±9)years.Among them,86 patients were in the neurological deterioration group and 122 in the stable condition group.(1)There were statistically significant differences between the neurological deterioration group and the stable condition group in terms of history of diabetes mellitus(39.5%[34/86]vs.17.2%[21/122]),smoking history(43.0%[37/86]vs.29.5%[36/122]),left cerebral hemisphere lesion(57.0%[49/86]vs.41.0%[50/122]),collateral circulation score(4[3,5]vs.5[4,5]),time from onset to admission(7.0[3.0,17.0]hvs.4.3[2.0,11.0]h),blood glucose at admission(7.4[5.8,10.0]mmol/L vs.6.7[5.8,7.7]mmol/L),neutrophil-to-lymphocyte ratio(3.8[2.4,5.1]vs.3.0[2.1,4.3]),dual antiplatelet therapy alone(19.8%[17/86]vs.6.6%[8/122]),and argatroban+dual antiplatelet therapy(8.1%[7/86]vs.29.5%[36/122];all P<0.05).There were no statistically significant differences in the results of the remaining univariate analyses(all P>0.05).(2)Multivariate Logistic regression analysis showed that diabetes mellitus(OR,2.674,95%CI 1.121-6.377,P=0.027)and left cerebral hemisphere vessel occlusion(OR,2.030,95%CI I.083-3.806,P=0.027)were independent risk factors for END in acute anterior circulation large-vessel occlusive mild stroke.Argatroban+dual antiplatelet therapy(OR,0.267,95%CI 0.116-0.613,P=0.002)and high collateral circulation score(OR,0.551,95%CI 0.368-0.824,P=0.004)were independent protective factors for END in acute anterior circulation large-vessel occlusive mild stroke.Conclusions Acute anterior circulation large-vessel occlusive mild stroke patients with diabetes mellitus or left cerebral hemisphere lesions are prone to END.The combination of argatroban and dual antiplatelet therapy and good collateral circulation can reduce the risk of END.
3.Analysis of influencing factors of early neurological deterioration in patients with acute anterior circulation large-vessel occlusive mild stroke
Hongyang SUN ; Xuhua LI ; Juan ZHOU ; Yunjie LI ; Jincheng WU ; Hongxing HAN ; Xianjun WANG ; Zhenyu ZHAO
Chinese Journal of Cerebrovascular Diseases 2025;22(2):81-88,104
Objective To explore the influencing factors of early neurological deterioration(END)in patients with acute anterior circulation large-vessel occlusive mild stroke who were treated with medications alone within 72 h after onset.Methods Retrospective consecutive data were collected of patients with acute large-vessel occlusive mild stroke who presented to the Advanced Stroke Center of Linyi People's Hospital within 24 h of onset from January 2021 to December 2022.END was defined as an increase of ≥ 4 points in the National Institutes of Health stroke scale(N1HSS)score within 72 h after onset compared to the admission score.Patients were divided into the neurological deterioration group and the stable condition group(NIHSS score did not increase or increased by 1-3 points within 72 h after onset compared to the admission score).Baseline and clinical data of all patients were collected,including sex,age,cerebrovascular disease risk factors(hypertension,diabetes mellitus,hyperlipidemia,coronary heart disease,atrial fibrillation,smoking,alcohol consumption,stroke history),NIHSS score at admission,time from onset to admission,systolic blood pressure at admission,diastolic blood pressure at admission,laboratory test indicators at admission(blood glucose,glycosylated hemoglobin,homocysteine,total cholesterol,triglyceride,low-density lipoprotein cholesterol,high-density lipoprotein cholesterol,neutrophils,lymphocytes and neutrophil-to-lymphocyte ratio),responsible occlusion artery(internal carotid artery,middle cerebral artery,anterior cerebral artery),affected cerebral hemisphere,collateral circulation score,and medications used within 72 h after admission(intravenous thrombolysis+dual antiplatelet therapy,tirofiban+dual antiplatelet therapy,argatroban+dual antiplatelet therapy,argatroban alone,dual antiplatelet therapy alone).Variables with statistically significant differences in univariate analysis were included in multivariate Logistic regression analysis to explore the independent influencing factors for END in patients with acute anterior circulation large-vessel occlusive mild stroke treated with medications alone.Results A total of 208 patients with acute anterior circulation large-vessel occlusive mild stroke were included,with 143 males and 65 females,aged 38-85 years,with an average age of(64±9)years.Among them,86 patients were in the neurological deterioration group and 122 in the stable condition group.(1)There were statistically significant differences between the neurological deterioration group and the stable condition group in terms of history of diabetes mellitus(39.5%[34/86]vs.17.2%[21/122]),smoking history(43.0%[37/86]vs.29.5%[36/122]),left cerebral hemisphere lesion(57.0%[49/86]vs.41.0%[50/122]),collateral circulation score(4[3,5]vs.5[4,5]),time from onset to admission(7.0[3.0,17.0]hvs.4.3[2.0,11.0]h),blood glucose at admission(7.4[5.8,10.0]mmol/L vs.6.7[5.8,7.7]mmol/L),neutrophil-to-lymphocyte ratio(3.8[2.4,5.1]vs.3.0[2.1,4.3]),dual antiplatelet therapy alone(19.8%[17/86]vs.6.6%[8/122]),and argatroban+dual antiplatelet therapy(8.1%[7/86]vs.29.5%[36/122];all P<0.05).There were no statistically significant differences in the results of the remaining univariate analyses(all P>0.05).(2)Multivariate Logistic regression analysis showed that diabetes mellitus(OR,2.674,95%CI 1.121-6.377,P=0.027)and left cerebral hemisphere vessel occlusion(OR,2.030,95%CI I.083-3.806,P=0.027)were independent risk factors for END in acute anterior circulation large-vessel occlusive mild stroke.Argatroban+dual antiplatelet therapy(OR,0.267,95%CI 0.116-0.613,P=0.002)and high collateral circulation score(OR,0.551,95%CI 0.368-0.824,P=0.004)were independent protective factors for END in acute anterior circulation large-vessel occlusive mild stroke.Conclusions Acute anterior circulation large-vessel occlusive mild stroke patients with diabetes mellitus or left cerebral hemisphere lesions are prone to END.The combination of argatroban and dual antiplatelet therapy and good collateral circulation can reduce the risk of END.
4.Indoor Radon Survey in 31 Provincial Capital Cities and Estimation of Lung Cancer Risk in Urban Areas of China.
Xiaoxiang MIAO ; Yinping SU ; Changsong HOU ; Yanchao SONG ; Bowei DING ; Hongxing CUI ; Yunyun WU ; Quanfu SUN
Biomedical and Environmental Sciences 2024;37(11):1294-1302
OBJECTIVE:
We aimed to analyze the current indoor radon level and estimate the population risk of radon-induced lung cancer in urban areas of China.
METHODS:
Using the passive monitoring method, a new survey on indoor radon concentrations was conducted in 2,875 dwellings across 31 provincial capital cities in Chinese mainland from 2018 to 2023. The attributable risk of lung cancer induced by indoor radon exposure was estimated based on the risk assessment model.
RESULTS:
The arithmetic mean (AM) and geometric mean (GM) of indoor radon concentrations were 65 Bq/m³ and 55 Bq/m³, respectively, with 13.6% of measured dwellings exceeding 100 Bq/m³ and 0.6% exceeding 300 Bq/m³. The estimated number of lung cancer deaths induced by indoor radon exposure was 150,795, accounting for 20.30% (95% CI: 20.21%-20.49%) of the lung cancer death toll.
CONCLUSION
This study provided the most recent data on national indoor radon levels in urban areas and the attributable risk of lung cancer. These results served as an important foundation for further research on the disease burden of indoor radon exposure and radon mitigation efforts.
Radon/analysis*
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China/epidemiology*
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Air Pollution, Indoor/analysis*
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Lung Neoplasms/etiology*
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Humans
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Cities/epidemiology*
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Air Pollutants, Radioactive/adverse effects*
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Neoplasms, Radiation-Induced/etiology*
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Risk Assessment
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Radiation Monitoring
5.Comparison of accumulation and continuation methods in indoor radon measurement
Shanshan KOU ; Changsong HOU ; Yanchao SONG ; Haoran SUN ; Hongxing CUI ; Bing SHANG ; Yunyun WU
Chinese Journal of Radiological Health 2024;33(6):638-641
Objective To compare the results of accumulation and continuation methods in indoor radon measurement. Methods The radon concentrations in 30 households in 7 provincial capital cities of China were simultaneously measured using both accumulation and continuation methods. Results The radon concentration measured by accumulation method in 30 households ranged from 21 to 323 Bq/m3, with a median M(P25, P75) of 70.5 (43.8, 111). The radon concentration measured by the continuation method ranged from 16.1 to 258 Bq/m³, with a median M(P25, P75) of 100 (51.3, 141). The average relative percent deviation between the two measurement methods was 41.8%. There were significant differences among the measurement results at 8, 16, and 24 h by the continuation method. Pairwise comparisons showed there were statistical diffferences between 8 h and 16 h, as well as between 8 h and 24h; however, no statistical significance was found (P < 0.05), between 16 h and 24 h. Conclusion The overall continuous measurement results of the 30 households were higher than those of cumulation method. The comparison between accumulation and continuation measurement results did not show a high level of correlation (r=0.49). The continuation method is significantly affected by environmental factors, and the length of the measurement period can affect the measurement results. The selection of indoor radon measurement methods should consider the purpose, sample size, and environmental conditions.
6.Electroacupuncture combined with aerobic exercise can relieve hyperlipidemia
Huan WU ; Zhaoqing ZHANG ; Shiru JU ; Wei LIN ; Hongxing ZHANG
Chinese Journal of Physical Medicine and Rehabilitation 2024;46(8):680-686
Objective:To observe any effect of combining electro-acupuncture with aerobic exercise on the expression of SR-BI receptor and caveolin-1 and ABCA1 proteins in the liver and on reverse cholesterol transport. Any relationship with inflammatory factors NF-κBp65, COX-2 and TNF-α in the aortic arch was also investigated.Methods:Thirty male SPF Sprague-Dawley rats were randomly divided into a normal group (NG), a model group (MG), and a group which received electro-acupuncture combined with aerobic exercise (the EAG group), each of 10. A hyperlipidemia model was induced in the rats of the MG and EAG groups by feeding a high-fat diet. For 4 weeks the EAG group received 30 minutes of electroacupuncture daily (frequencies of sparse/dense waves 2/100Hz, 1mA) at the ST40 and SP9 acupoints, followed by 60 minutes of no weight bearing swimming. No intervention was applied to the other groups. Before and after the intervention, serum was collected to observe lipid levels. Liver and aortic arch issue were resected to measure lipid deposition and inflammation using hematoxylin eosin staining. Caveolin-1, SR-BI and ABCA1 in the liver and NF-κBp65, COX-2 and TNF-α in the aortic arch were quantified using real-time PCRs and western blotting.Results:After successful modeling the levels of total cholesterol (TC) and low density lipoprotein cholesterol (LDL-C), and the protein and mRNA expressions of NF-κBp65, TNF-α, COX-2 and COX-2 in the aortic arches of the MG had increased significantly. High density lipoprotein cholesterol (HDL-C) and the protein and mRNA expressions of caveolin-1, SR-BI and ABCA1 in the liver had decreased significantly. Compared with the MG, the levels of TC and LDL-C, as well as the protein and mRNA expressions of NF-κBp65, TNF-α, COX-2 and COX-2 in the aortic arches of the EAG had decreased significantly, while the average HDL-C l level, as well as the protein and mRNA of caveolin-1, SR-BI and ABCA1 in the liver were up-regulated significantly.Conclusions:Electroacupuncture combined with aerobic exercise can relieve hyperlipidemia through promoting cholesterol reverse transport and inhibiting inflammation in endothelial cells. Those effects may be related to up-regulating the expression of caveolin-1, SR-BI and ABCA1 in the liver and down-regulating inflammatory factors in the aortic arch.
7.Research progress on proprioceptive rehabilitation after anterior cruciate ligament injury of knee
Yixuan ZHAO ; Hongxing CUI ; Xipeng WU ; Wei LI
Chongqing Medicine 2024;53(15):2381-2387
Anterior cruciate ligament (ACL) injury of knee is a common sports injury.The hypofunc-tion of the knee joint appears after ACL injury,which seriously affects the overall stability,coordination and balance ability of the knee joint,meanwhile also increases the risk of ACL injury again.Proprioception training can not only enhance the balance ability of the knee joint,but also enhance the control ability of the knee joint.This article reviews the changes of proprioception after ACL injury and the related contents of proprioception rehabilitation after ACL injury in order to provide reference for further improving the functional recovery of the patients with ACL injury.
8.Comparison of quantitative detection of BCR::ABL1 p210 transcript levels: a multicenter study
Chuting ZHAO ; Canrong NI ; Yani LIN ; Xiaoli MA ; Qisheng WU ; Fang WANG ; Xiaoxue HAN ; Feng LIU ; Yang XU ; Hongxing LIU ; Jie CHEN ; Kun RU ; Minghua ZHU
Chinese Journal of Pathology 2024;53(7):672-677
Objective:To assess the capability of seven reference medical laboratories to detect BCR::ABL1 p210 transcription levels and to compare the results among those laboratories.Methods:The interlaboratory comparison was carried out in two stages. The samples were prepared by the reference laboratory. The quantitative values of BCR::ABL1 p210 of the comparison samples covered 0.001%-0.01%, 0.01%-0.1%, 0.1%-1%, 1%-10% and>10% in each stage. Real-time quantitative PCR (RT-PCR) and dPCR (digital PCR) were used to examine the samples. The conversion factor (CF) was calculated and validated for each laboratory.Results:In the RT-PCR comparison, one laboratory was failed to detect BCR::ABL1 p210 in fourteen samples at the first stage. The results of the other six laboratories were qualified with the bias <±1.2 folds (-0.133-0.338) and 95% limits of agreement within ±5 folds (upper limit 0.147-0.785, lower limit -0.770--0.109), and the corresponding CF values were calculated and validated. In the dPCR comparison, one laboratory did not report results at the second stage. The results of the other six laboratories were qualified with the bias <±1.2 folds (-0.026-0.267) and 95% limits of agreement within±5 folds (upper limit 0.084-0.991, lower limit -0.669--0.135), and the corresponding CF values were calculated and validated. The samples with BCR::ABL1 p210 quantitative values of 0.01%-0.1%, 0.1%-1%, 1%-10% and >10% could be detected by both RT-PCR and qPCR. When the quantitative value of BCR::ABL1 p210 was 0.001%-0.01%, the detection rate of dPCR was higher than that of RT-PCR (85.56% vs. 68.00%).Conclusions:A good consistency is present among various laboratories. The quantitative value of BCR::ABL1 p210 is comparable among laboratories as shown by the CF value conversion. For quantitative detection of BCR::ABL1 p210 deep molecular reaction, dPCR has a higher positive detection rate and more advantages than RT-PCR. To ensure the accuracy and reproducibility of the BCR::ABL1 p210 test, it is imperative for every laboratory to enhance their daily quality control practices.
9.The functional characteristics of frontoparietal network information integration and separation in patients with obsessive-compulsive disorder
Yibo GENG ; Hongxing ZHANG ; Xiaoyue WANG ; Yahui LIU ; Xiaoran WU ; Xueke WANG ; Qiaohua CHANG ; Qingjiang ZHAO ; Jiajia ZHANG ; Entu ZHANG ; Lunpu AI ; Haisan ZHANG
Chinese Journal of Psychiatry 2023;56(1):17-23
Objective:To explore the functional changes of brain network node information integration and separation in patients with obsessive-compulsive disorder (OCD) and its correlation with clinical symptoms.Methods:Fifty-six patients with obsessive-compulsive disorder (OCD group) and fifty-six healthy controls (control group) matched in gender, age and years of education were enrolled. All participants accepted resting-state functional magnetic resonance imaging scans of the whole brain. Yale-Brown Obsessive Compulsive Scale(Y-BOCS) was used to assess patients′ clinical symptoms. Based on graph theory and independent-sample t-test, the differences in functional network topological properties of nodes between the two groups were analyzed. Partial correlation analysis was used to discuss the relationship between the values of these properties and clinical symptoms. Results:Compared with the control group, the OCD group showed decreased global efficiency and increased shortest path length of the left superior temporal gyrus rostral area and right posterior central gyrus trunk region(both P<0.001, FDR corrected); decreased local efficiency( P=0.002, uncorrected) and clustering coefficient( P<0.001, FDR corrected) of the left inferior frontal gyrus dorsal region. Further analysis showed that the score of the global efficiency of the left superior temporal gyrus rostral area was positively correlated with the score of obsessive thoughts sub-scale ( r=0.390, P=0.005). The score of the shortest path length of the left superior temporal gyrus rostral area was negatively correlated with the obsessive thoughts sub-scale ( r=-0.359, P=0.010) in the OCD group. Conclusion:OCD patients have abnormal information integration and separation functions in the frontoparietal network(inferior frontal gyrus, posterior central gyrus) and abnormal information integration functions in the superior temporal gyrus rostral area. Higher global efficiency and shorter the shortest path length of the superior temporal gyrus rostral area suggest more obsessive thoughts in OCD patients.
10.Predictors and prediction scores of shunt-dependent hydrocephalus in patients with aneurismal subarachnoid hemorrhage
Lianjie SUN ; Guanjun FENG ; Rixat PARHAT ; Xiaopeng YANG ; Hongxing WU
International Journal of Cerebrovascular Diseases 2023;31(2):151-156
Shunt-dependent hydrocephalus (SDHC) is a common and serious complication of aneurismal subarachnoid hemorrhage (aSAH). The incidence of SDHC after aSAH was 9%-36%, and it is associated with the poor outcome of patients. This article reviews the predictors and prediction scores of SDHC after aSAH.

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