1.Comparative study on diagnostic efficacy of 3 Tesla magnetic resonance imaging with zero echo time versus high resolution computed tomography for pulmonary nodule detection and Lung-RADS classification in sub-health populations
Li-jun YANG ; Kai SU ; Peng-fei YANG ; Ming-xia JIANG ; Rong-ping SHI ; Huan-pu GE ; Qiong WU
Chinese Medical Equipment Journal 2025;46(9):52-59
Objective To explore the efficacy differences between 3 Tesla magnetic resonance imaging with zero echo time(3T MRI ZTE)and high resolution computed tomography(HRCT)in the detection of pulmonary nodules and the classification diagnosis of the lung imaging reporting and data system(Lung-RADS)in sub-health populations.Methods Clinical and imaging data of 93 patients with pulmonary nodules(126 nodules in total)admitted to some hospital from July to December 2023 were retrospectively analyzed.The 126 nodules were categorized into a benign nodule group(n=51)and a malignant nodule group(n=75)using pathological findings as the gold standard.All the patients underwent examinations by 3T MRI ZTE and HRCT to compare the detection rates of the two measures for pulmonary nodules;the missed and misdiagnosis rates of 3T MRI ZTE,HRCT and Lung-RADS grading were contrasted with the postoperative pathological diagnosis results as the gold standard;comparison analyses of 3T MRI ZTE signs and HRCT signs were performed between the two groups and the patients with different Lung-RADS grades;3T MRI ZTE,HRCT and Lung-RADS grading were compared with the receiver operating characteristic(ROC)curve in terms of diagnosis efficacy for pulmonary nodules,and the consistency analysis was carried out.Results No discernible statistical variation was observed in the detection rates of pulmonary nodules between 3T MRI ZTE and HRCT(P>0.05).Lung-RADS grading had the highest rates of missed diagnosis and misdiagnosis,and 3T MRI ZTE and HRCT had similar detection rates.The malignant nodule group was different from the benign nodule group in the 3T MRI ZTE and HRCT signs in terms of lesion size,spiculation sign,lobulation sign,calcifica-tion,pleural indentation sign,cavity sign,boundary and bronchial cut-off sign,with the differences being statistically signi-ficant(all P<0.05).For the patients of Lung-RADS grade 3,the 3T MRI ZTE and HRCT signs had significant differences in terms of lesion size,spiculation sign,lobulation sign,calcification,pleural indentation sign,cavity sign and bronchial cut-off sign(all P<0.05).For the patients of Lung-RADS grade 4A,the 3T MRI ZTE and HRCT signs had significant differen-ces in terms of lesion size,calcification,boundary and bronchial cut-off sign(all P<0.05).For the patients of Lung-RADS grade 4B,the 3T MRI ZTE and HRCT signs had significant differences in terms of lesion size and calcification(all P<0.05).For the patients of Lung-RADS grade 4X,there were no significant differences found between the 3T MRI ZTE and HRCT signs(all P>0.05).HRCT had the highest sensitivity,specificity,accuracy,AUC value,predictive values and Kappa value for benign and malignant nodules,3T MRI ZTE had the values slightly lower than those of HRCT,and Lung-RADS grading had the lowest values when compared with HRCT and 3T MRI ZTE.Conclusion HRCT and 3T MRI ZTE are complementary for the evaluation of pulmonary nodules,and the differences in imaging signs between them show graded dependence.3T MRI ZTE and HRCT have no significant differences in the detection rate of pulmonary nodules,while HRCT gains advanta-ges in differentiating benign and malignant pulmonary nodules,and references are provided for the screening and clinical early diagnosis of pulmonary nodules.[Chinese Medical Equipment Journal,2025,46(9):52-59]
2.Effects of Orexin-A/OX1R/OX2R on iron death and lipid peroxidation regulation in chronic unpredictable mild stress depressed rats
Zhen ZHANG ; Ming CHENG ; Zhaoshu JIANG ; Jie YANG ; Zhenliang LUO ; Feng CAO
The Journal of Practical Medicine 2025;41(16):2507-2514
Objective To investigate whether orexin A(orexin-A),orexin receptor 1(OX1R)and orexin receptor 2(OX2R)are involved in iron death and lipid peroxidation regulation in chronically unpredictable mild stress(CUMS)depressed rats.Methods Forty rats were randomly divided into a normal group(NC group),a modeling group(Mod group),an exogenous Orexin-A group(Orexin-A group,),and an OX1R/OX2R blocker group(TCS1102 group),with 10 rats in each group.After modeling,behavioral changes were observed using the absent field test(OFT),sugar-water preference test(SPT)and forced swimming test(FST),action potential(PA)and resting membrane potential(Vm)were detected by diaphragm-clamp technique,Orexin-A/OX1R/OX2R protein expression in orbital frontal cortex(OFC)tissues was detected by protein immunoblotting(WB)method,RT-PCR The mRNA expression of glutathione peroxidase 4(GPX4),long chain acyl coenzyme A synthase 4(ACSL4)and cysteine/glutamate transporter light chain(SLC7A11)were detected by RT-PCR method,and the intensity of the expression of rat glial fibrillary acidic protein(GFAP)and lipid peroxidation product 4-hydroxynon-enal(4-HNE)was labeled by immunofluorescence.Results Compared with the NC group,there were significant differences in OFT,SPT and FST behavioral in the Mod group(P<0.01),with lower number of PA issuance(P<0.001),higher Vm(P<0.01),and higher expression of Orexin-A/OX1R/OX2R proteins(P<0.01,P<0.001,and P<0.001).GPX4/SLC7A11 mRNA expression was decreased(P<0.01),ACSL4 mRNA expression was elevated(P<0.01),and the fluorescence intensity expression of both GFAP and 4-HNE was elevated(P<0.001);the number of PA issuance was decreased in the Orexin-A group compared to the Mod group(P<0.05),and the Orexin-A/OX1R/OX2R protein expression was elevated(P<0.05,P<0.01),GPX4/SLC7A11 mRNA ex-pression was decreased(P<0.05),ACSL4 mRNA expression was elevated(P<0.05),and the fluorescence in-tensity of GFAP and 4-HNE expression was elevated(P<0.05,P<0.01);the TCS1102 group had higher expres-sion of GFAP and 4-HNE in the behavioral,Orexin-A/OX1R/OX2R protein expression,PA and Vm,GPX4/SLC7A11/ACSL4 mRNA,and GFAP and 4-HNE fluorescence intensity expression showed a reversed trend.Con-clusions Orexin-A/OX1R/OX2R is involved in the regulation of iron death and lipid peroxidation in CUMS de-pressed rats,and the mechanism may be that Orexin-A enhances the excitability of OFC neurons by activating the OX1R/OX2R signaling pathway,up-regulates the expression of the key factor of iron death,ACSL4/4-HNE,and decreases the expression of GPX4/SLC7A11,which promotes lipid peroxidation and iron death.
3.Research progress on the mechanism of regulating bilirubin metabolism by traditional Chinese medicines attributed to the liver meridian
Mengting JIANG ; Zicheng XIAN ; Yinmin ZHOU ; Chao CHEN ; Xue LI ; Ming YANG
Chinese Journal of Pharmacoepidemiology 2025;34(9):1084-1093
Bilirubin,as a major endogenous substance in the human body,plays anti-inflammatory,antioxidant,and cytoprotective roles within physiological ranges,serving a critical function in maintaining metabolic balance of endogenous substances.Bilirubin metabolism is a complex physiological process regulated by multiple factors,relying on UGT1A1 enzyme catalysis and transporter protein modulation to sustain substance homeostasis.Based on the theory of traditional Chinese medicine(TCM)channel tropism and the principle of visceral syndrome differentiation,liver-channel-tropic herbs can guide medications to specific viscera and meridians,exerting targeted therapeutic effects.These herbs regulate bilirubin metabolic disorders through multi-target mechanisms,including upregulating UGT1A1 enzyme activity to promote bilirubin conjugation,modulating MRP2/OATP expression to enhance bilirubin transport,attenuating oxidative stress to reduce hepatocyte damage,inhibiting inflammatory cytokines to restore metabolic enzyme activity,activating CAR signaling pathways to regulate bile acid homeostasis.This review summarizes the mechanisms by which TCM regulates bilirubin metabolism,focuses on the role of liver meridian-targeting TCM to provide a basis for its rational clinical use,and studies the effects of liver meridian-targeting TCM on bilirubin metabolism from its core mechanisms to guide its rational use and provide new ideas for the research and development of traditional Chinese medicine.This review summarizes the mechanisms by which TCM regulates bilirubin metabolism,focusing on the actions of herbs that enter the liver meridian.Starting from the core mechanisms,it explores how liver meridian-entering herbs significantly impact bilirubin metabolism.Some of these herbs demonstrate dual-directional regulatory effects on bilirubin metabolism.This understanding guides their rational clinical use,provides novel ideas for TCM research and development,and promotes the modernization of TCM studies.
4.Analysis of completion rate of tumor evaluation at initial assessment and after neoadjuvant therapy for mid and low rectal cancer : a national multicenter real-world study
Kexuan LI ; Tixian XIAO ; Xiaodong WANG ; Bin WU ; Guole LIN ; Yuchen GUO ; Ming QU ; Si WU ; Xiaodong YANG ; Yinshengbo′er BAO ; Baohua WANG ; Fan ZHANG ; Xiangwang YU ; Beizhan NIU ; Junyang LU ; Lai XU ; Guannan ZHANG ; Zhen SUN ; Guoyou ZHANG ; Yan SHI ; Hong JIANG ; Yongjing TIAN ; Yongxiang LI ; Hongwei YAO ; Jun XUE ; Quan WANG ; Lie YANG ; Qian LIU ; Yi XIAO
Chinese Journal of Digestive Surgery 2025;24(1):113-119
Objective:To investigate the completion rate of tumor evaluation at initial assessment and after neoadjuvant therapy for mid and low rectal cancer patients in the national multicenter real-world database.Methods:The prospective real-world study was conducted. The clinicopathological data of 1 074 patients who underwent surgical treatment for mid and low rectal cancer in 47 national medical institutions, including Peking Union Medical College Hospital et al, from May 12,2023 to May 11,2024 were collected. Observation indicators: (1) clinical characteristics of patients with mid and low rectal cancer; (2) initial colonoscopy and pathologic evaluation of tumors in patients with mid and low rectal cancer; (3) initial imaging evaluation of patients with mid and low rectal cancer; (4) imaging evaluation after neoadjuvant therapy for patients with mid and low rectal cancer. Measurement data with normal distribution were represented as Mean± SD, and measurement data with skewed distribution were represented as M( Q1, Q3). Count data were described as absoluter numbers and/or percentages. Results:(1) Clinical characteristics of patients with mid and low rectal cancer. Of the 1 074 patients, there were 713 males and 361 females, aged 63(56,70)years. The body mass index of 1 074 patients was 24(21,26)kg/m 2.For American Society of Anesthesiologists classification, there were 147 cases of stage Ⅰ, 641 cases of stage Ⅱ, 157 cases of stage Ⅲ, 2 cases of stage Ⅳ, and there were 127 cases missing data. (2) Initial colonoscopy and pathologic evaluation of tumors in patients with mid and low rectal cancer. Of the 1 074 patients, there were 787 cases (73.28%) undergoing complete colonoscopy, and there were only 197 cases (18.34%) undergoing immunohistochemical evaluation of all four mismatch repair proteins. (3) Initial imaging evaluation of patients with mid and low rectal cancer. Of the 1 074 patients, there were 842(78.40%) patients completing magnetic resonance imaging (MRI) or ultrasound evaluation, and there were 914(85.10%) patients completing chest, abdomen, and pelvis enhanced computed tomography (CT) evaluation. In the 149 patients completing rectal ultrasound evaluation, there were 122 cases (81.88%) comple-ting T staging evaluation, and there were 81 cases (54.36%) completing N staging evaluation. In the 808 patients completing rectal MRI evaluation, there were 708 cases (87.62%) completing T staging evaluation, and there were 590 cases (73.02%) completing N staging evaluation. (4) Imaging evalua-tion after neoadjuvant therapy for patients with mid and low rectal cancer. Of the 388 patients with neoadjuvant therapy, there were 332 patients (85.57%) completing MRI or ultrasound evaluation, and there were 327 patients (84.28%) completing chest, abdomen, and pelvis enhanced CT evalua-tion. In the 70 patients completing rectal ultrasound evaluation, there were 65 cases (92.86%) com-pleting T staging evaluation, and there were 49 cases (70.00%) completing N staging evaluation. In the 327 patients completing rectal MRI evaluation, there were 246 cases (75.23%) completing T staging, and there were 228 cases (69.72%) completing N staging evaluation. Conclusion:The com-pletion rate of tumor imaging evaluation at initial assessment and after neoadjuvant therapy for mid and low rectal cancer patients on a national scale is relatively good.
5.Real world clinical data analysis of fuzuloparib for the treatment of ovarian epithelial cancer patients
Danhui WENG ; Jie JIANG ; Yingjie YANG ; Mingqian LU ; Jiaying BAI ; Ming LIU ; Xiaoling LI ; Jun TIAN ; Yutao GUAN ; Quan LI ; Liang CHEN ; Qiubo LYU ; Lixia MA ; Yali WANG ; Huicheng XU ; Hailong GUO ; Li SUN ; Ding MA ; Qinglei GAO
Chinese Journal of Obstetrics and Gynecology 2025;60(8):590-599
Objective:To evaluate the safety and effectiveness of fuzuloparib for the treatment of ovarian epithelial cancer patients in the real world setting.Methods:A retrospective analysis was conducted on the baseline data of 4 620 ovarian cancer patients who had received fuzuloparib monotherapy or combination therapy. Another 224 ovarian cancer patients who were willing to receive fuzuloparib monotherapy or combination therapy were prospectively enrolled, and their baseline characteristics, drug effectiveness, and safety data were analyzed.Results:(1) Among the 4 620 patients in the retrospective cohort, the median age of patients was 60 years; tumor types: 89.8% (4 149/4 620) had ovarian cancer. Among patients with clearly documented information, the vast majority had a histological type of serous carcinoma (82.9%, 3 770/4 546) and International Federation of Gynecology and Obstetrics (FIGO) staging of Ⅲ-Ⅳ (90.9%, 1 537/1 691). (2) Among the 224 patients in the prospective cohort, the median age of patients was 57 years; tumor types: 83.9% (188/224) had ovarian cancer. Among patients with clearly documented records, the predominant pathologic type was serous carcinoma (91.9%, 193/210), and FIGO stage was Ⅲ-Ⅳ in 79.9% (139/174). (3) Among the 224 prospective patients: 84 patients received first-line fluzoparib maintenance therapy, 92 patients received fluzoparib maintenance therapy after platinum-sensitive recurrence, 23 patients received direct fluzoparib treatment after platinum-sensitive recurrence, 19 patients received direct fluzoparib treatment after platinum-resistant recurrence. The median follow-up durations were 8.5, 8.7, 7.9, and 6.7 months, respectively. The median durations of fluzoparib treatment were 6.7, 4.8, 3.1, and 1.9 months, respectively. The median progression-free survival (PFS) times were not reached during follow-up, 12.6 months, not reached during follow-up, and 4.8 months, respectively. The 1-year PFS rates were 84.1%, 55.0%, 69.8%, and 45.5%, respectively. The remaining 6 patients received other fluzoparib regimens. (4) Among the 224 patients in the prospective dataset, 205 had safety data recorded. Of these, 127 patients (62.0%, 127/205) experienced treatment-related adverse events, with common events including anemia (24.4%, 50/205), thrombocytopenia (21.0%, 43/205), and leukopenia (19.5%, 40/205). Among the 205 patients, 43 (21.0%, 43/205) experienced grade 3 or higher treatment-related adverse events, with common events including anemia (8.3%, 17/205) and thrombocytopenia (8.3%, 17/205).Conclusions:The effectiveness of fuzuloparib in clinical application is generally consistent with other drugs in the same class, with good safety. This study provids new clinical evidence for the treatment of ovarian cancer with fuzuloparib.
6.Bioinformatics analysis and purification of Treponema pallidum OmpH protein and preparation of polyclonal antibody
Xian WU ; Jing JIANG ; Xuefeng WANG ; Ming WANG ; Huan YANG ; Shuguang HE ; Youde CAO
Chinese Journal of Preventive Medicine 2025;59(7):1013-1021
Objective:To analyze and predict the biological properties and function of Treponema pallidum OmpH protein by bioinformatics methods, purify the target protein, and prepare polyclonal antibodies. Methods:From January 2024 to February 2025, the research team from the Department of Clinical Laboratory at The First Affiliated Hospital of Hunan Traditional Chinese Medical College (Hunan Province Directly Affiliated Traditional Chinese Medical Hospital) conducted a study employing integrative approaches combining bioinformatics analysis with animal experimentation. During this investigation, the coding sequence of the T. pallidum outer membrane protein H (TpOmpH) was systematically retrieved from the National Center for Biotechnology Information (NCBI) database. And the bioinformatics tools, such as Protparam, Protscale,SignalP 6.0,NetNGlyc-1.0,TMHMM2.0,NetPhos-3.1,SOPMA,AlphaFold3,IEDB,STRING,C-immsim were used to analyze and predict the biological and immunological characteristics of TpOmpH protein. The full length of TpOmpH gene was synthesized and was cloned into the pET28a to construct the recombinant plasmid pET28a-TpOmpH. The the expression of target protein was induced by IPTG and was purified using affinity chromatography. The TpOmpH protein was used to immunize mice and the anti-serum was harvested, then the titer of antibody was detected. Results:TpOmpH is a hydrophobic outer membrane protein with a molecular weight of 19.7 kDa and strong stability. The TpOmpH protein is located outside the cell membrane and contains 11 serine, 4 threonine, and 1 tyrosine phosphorylation site, but no glycosylation sites. The 77.91% of the amino acids in TpOmpH protein are alpha helix, 8.72% are extended strand, 10.47% are random coils, and 2.91% are beta turns. The tertiary structure predicted by AlphaFold3 is in its optimal state. The TpOmpH protein has 4 CTL epitopes, 4 linear epitopes, and 5 spatial epitopes. The TpOmpH protein can interact with Tp92,MutS,SurA,TPANIC_0600 and other proteins which may be involved in Tp invasion. TpOmpH protein can induce an increase in B cell count, antibody content, Th cell count, NK cell count, as well as the expression of various cytokines. High purity TpOmpH protein was obtained through Ni 2+ affinity chromatography, which is consistent with the theoretical molecular weight. TpOmpH protein can induce mice to secrete polyclonal antibodies with antibody titers higher than 1∶10 000. Conclusion:TpOmpH protein is a hydrophobic protein located on the outer membrane of Tp, can induce mice to secrete high titer antibodies, which providing experimental basis for the pathogenesis of Tp and vaccine development.
7.Investigation of effects of petroleum ether fraction from Derris eriocarpa on glucose and lipid metabolism in a mouse model of metabolic syndrome via ATF3/HNF4ɑ/CYP7A1 pathway
Jing YAN ; Jie WENG ; Xuan ZHANG ; Xue LI ; Chao-nan KONG ; Hong-cun LIU ; Li-fang YANG ; Ming-guo JIANG ; Qiu-yan LIANG ; Li-ting HE
Chinese Traditional Patent Medicine 2025;47(9):2902-2911
AIM To investigate effects of petroleum ether fraction from Derris eriocarpa How on glucose and lipid metabolism in a mouse model of metabolic syndrome(MS).METHODS KM mice were fed a high-fat diet and administered streptozotocin intraperitoneally to establish MS models.The MS mice were then randomly assigned to the model group,the metformin hydrochloride group,the lovastatin group,the ursolic acid group,and the high-,medium-and low-dose D.eriocarpa petroleum ether fraction groups,with 10 mice in each group.Ten additional mice maitained on a normal diet served as the normal control group.After 4 weeks of intragastric administration,glucose and lipid metabolism indicators were measured.Hepatic pathological changes were assessed using HE staining and oil red O staining.Liver tissue mRNA expressions of ATF3,PEPCK,FXR,CYP7A1,HNF4ɑ,CYP8B1 and SRB1 were quantified by RT-qPCR.Hepatic protein expressions of ATF3,HNF4ɑ,PEPCK,FXR and CYP7A1 was analyzed by Western blot in MS mice.RESULTS Compared to the model group,the high-dose D.eriocarpa petroleum ether fraction group exhibited significant glucose tolerance improvement(reduced OGTT-AUC,P<0.01);favorable serum lipid modulation in terms of increased HDL-C levels(P<0.01)and decreased TG,TC,LDL-C(P<0.01);reduced renal biomarkers(BUN,SCR)and hepatotoxic indicators of TBA,AST and ALT activities(P<0.01);alleviated hepatic lipid accumulation and histopathological damage;downregulated mRNA and protein expressions of ATF3,HNF4ɑ and PEPCK,as well as CYP8B1 mRNA expression(P<0.01);and upregulated mRNA and protein expressions of FXR and CYP7A1,along with SRB1 mRNA expression(P<0.01).CONCLUSION D.eriocarpa petroleum ether fraction ameliorates glucose and lipid metabolism dysregulation in MS mice by modulating the ATF3/HNF4ɑ/CYP7A1 signaling pathway,consequently eliciting hypoglycemic,hypolipidemic,hepatoprotective and nephroprotective effects.
8.Research progress on the mechanism of regulating bilirubin metabolism by traditional Chinese medicines attributed to the liver meridian
Mengting JIANG ; Zicheng XIAN ; Yinmin ZHOU ; Chao CHEN ; Xue LI ; Ming YANG
Chinese Journal of Pharmacoepidemiology 2025;34(9):1084-1093
Bilirubin,as a major endogenous substance in the human body,plays anti-inflammatory,antioxidant,and cytoprotective roles within physiological ranges,serving a critical function in maintaining metabolic balance of endogenous substances.Bilirubin metabolism is a complex physiological process regulated by multiple factors,relying on UGT1A1 enzyme catalysis and transporter protein modulation to sustain substance homeostasis.Based on the theory of traditional Chinese medicine(TCM)channel tropism and the principle of visceral syndrome differentiation,liver-channel-tropic herbs can guide medications to specific viscera and meridians,exerting targeted therapeutic effects.These herbs regulate bilirubin metabolic disorders through multi-target mechanisms,including upregulating UGT1A1 enzyme activity to promote bilirubin conjugation,modulating MRP2/OATP expression to enhance bilirubin transport,attenuating oxidative stress to reduce hepatocyte damage,inhibiting inflammatory cytokines to restore metabolic enzyme activity,activating CAR signaling pathways to regulate bile acid homeostasis.This review summarizes the mechanisms by which TCM regulates bilirubin metabolism,focuses on the role of liver meridian-targeting TCM to provide a basis for its rational clinical use,and studies the effects of liver meridian-targeting TCM on bilirubin metabolism from its core mechanisms to guide its rational use and provide new ideas for the research and development of traditional Chinese medicine.This review summarizes the mechanisms by which TCM regulates bilirubin metabolism,focusing on the actions of herbs that enter the liver meridian.Starting from the core mechanisms,it explores how liver meridian-entering herbs significantly impact bilirubin metabolism.Some of these herbs demonstrate dual-directional regulatory effects on bilirubin metabolism.This understanding guides their rational clinical use,provides novel ideas for TCM research and development,and promotes the modernization of TCM studies.
9.Clinical Application of Ultrasound-guided Cervical Plexus Block Combined with Superior Laryngeal Nerve Block in Tracheostomy in Burn Patients
Shuang-ping OU ; Jiang-tao LIU ; Xi LIAO ; Pei-yang XU ; Ming LIU
Progress in Modern Biomedicine 2025;25(11):1822-1829
Objective:To investigate the clinical application of ultrasound-guided cervical plexus block combined with superior laryngeal nerve block in tracheotomy for burn patients.Methods:A total of 88 burn patients who underwent tracheotomy from January 2022 to December 2022 were divided into observation group(44 cases)and matched group(44 cases).The matched group received conventional general anesthesia,while the observation group underwent ultrasound-guided cervical plexus block combined with superior laryngeal nerve block.The operation time,anesthetic effect,intraoperative hemodynamic parameters,postoperative complications,and patient satisfaction were compared.Results:The surgery time in the observation group was shorter than that in the matched group(P<0.05).The anesthetic effect in the observation group was superior to that in the matched group,with more stable intraoperative hemodynamics,and smaller fluctuations in heart rate and mean arterial pressure(P<0.05).The incidence of postoperative cough reflex,hoarseness,postoperative pain score,and respiratory complications in the observation group were lower than those in the matched group(P<0.05).Patient satisfaction in the observation group was higher than that in the matched group(P<0.05).Conclusion:Ultrasound-guided cervical plexus block combined with superior laryngeal nerve block for tracheotomy in burn patients can effectively improve anesthetic effect,reduce operation time,stabilize intraoperative hemodynamics,reduce postoperative complications,and improve patient satisfaction,which is worthy of clinical application.
10.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

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