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
;
Schizophrenia/pathology*
;
Diffusion Tensor Imaging/methods*
;
Male
;
Female
;
Adult
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Brain/metabolism*
;
Young Adult
;
Middle Aged
;
White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
;
Graph Neural Networks
2.Clinical characteristics and prognosis of Pseudomonas aeruginosa perito-neal dialysis-associated peritonitis
Zhigang WANG ; Yingzhou GENG ; Xiaopei WANG ; Zhao LI ; Changna LIANG ; Wan-hong LU ; Jing LYU
Chinese Journal of Infection Control 2025;24(3):381-387
Objective To analyze the clinical characteristics and prognosis of Pseudomonas aeruginosa peritoneal dialysis-associated peritonitis(PaeP).Methods Peritoneal dialysis-associated peritonitis(PDAP)patients who were followed up in the nephrology outpatient department of a hospital from January 2019 to December 2020 were analyzed retrospectively.According to bacterial culture results,patients were divided into the PaeP group and non-PaeP group.Clinical characteristics of PaeP patients and antimicrobial susceptibility testing results of Pseudomonas aeruginosa were analyzed,clinical manifestations,laboratory test results,and prognosis of two groups of patients were compared.Results A total of 124 peritoneal dialysis patients were included in analysis,164 cases of peritoni-tis occurred,16 cases were in the PaeP group and 148 in the non-PaeP group.11 patients developed 16 episodes of Pseudomonas aeruginosa infection,accounting for 8.9%of PDAP patients.Among them,4 patients had peritoneal dialysis catheter exit-site infection,with 5 recurrence cases,1 case cured,1 case died,and 9 cases were extubated.Among the extubated patients,1 withdrew dialysis,3 were recovered to peritoneal dialysis after hemodialysis,5 changed to permanently hemodialysis,with a technical failure rate of 54.5%.Compared with the non-PaeP group,patients in the PaeP group had a shorter dialysis time(13.83±4.92 vs 38.53±35.77 months).During the infection period,C-reactive protein levels were higher(96.61±6.17 vs 45.87±44.65 mg/L),while albumin levels were lower(25.62±4.42 vs 29.46±8.25 g/L).At the onset of infection,the proportion of polymorphonuclear cells in perito-neal dialysis fluid was relatively higher.On the 5th day of treatment,the negative conversion rate of white blood cell count in peritoneal dialysis fluid was relatively low.Differences were all statistically significant(all P<0.05).The cure rate of patients in the PaeP group was lower than that in the non-PaeP group,the technical failure rate was higher than that in the non-PaeP group,both with statistically significant differences(both P<0.05).There was no statistically significant difference in the mortality between two groups of patients(P>0.05).Conclusion PaeP patients have severe clinical manifestations,poor clinical treatment prognosis,high recurrence and extubation rates.For patients with repeated episodes,resetting and replacing the tunnel after extubation is an effective means to re-duce technical failures.
3.Study on Suitable Areas and Ecological Characteristics of Lonicera japonica Thunb.Based on MaxEnt Model and GIS
Yaping ZHANG ; Suzhen ZHANG ; Guangzhen WAN ; Mei ZHANG ; Jianglong LI ; Juan CHEN ; Ling JIN ; Zhigang YANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):18-23
Objective To explore the environmental factors affecting the growth of Lonicera japonica Thunb.;To predict the suitable areas of L.japonica in China under current and future climate conditions.Methods Totally 2 553 pieces of L.japonica distribution information and 19 environmental factors were collected.MaxEnt model was used to screen the main environmental factors affecting the growth of L.japonica.Combined with ArcGIS 10.8 software,this article simulated the suitable area of L.japonica in our country under current and future climate conditions.Results The main environmental factors affecting the distribution of L.japonica were the lowest temperature in the coldest month,the average daily temperature range,the precipitation in the wettest quarter and the annual temperature range.Under the current climate conditions,the suitable area of L.japonica in China was about 318.29×104 km2,which was mainly distributed in central and southern China.Under the future climate scenario,the total suitable area would decrease.Conclusion This study predicted distribution of L.japonica resources and ecological suitability areas can provide theoretical basis for its wild cultivation,rational cultivation,and resource protection.
4.Clinical characteristics and prognosis of Pseudomonas aeruginosa perito-neal dialysis-associated peritonitis
Zhigang WANG ; Yingzhou GENG ; Xiaopei WANG ; Zhao LI ; Changna LIANG ; Wan-hong LU ; Jing LYU
Chinese Journal of Infection Control 2025;24(3):381-387
Objective To analyze the clinical characteristics and prognosis of Pseudomonas aeruginosa peritoneal dialysis-associated peritonitis(PaeP).Methods Peritoneal dialysis-associated peritonitis(PDAP)patients who were followed up in the nephrology outpatient department of a hospital from January 2019 to December 2020 were analyzed retrospectively.According to bacterial culture results,patients were divided into the PaeP group and non-PaeP group.Clinical characteristics of PaeP patients and antimicrobial susceptibility testing results of Pseudomonas aeruginosa were analyzed,clinical manifestations,laboratory test results,and prognosis of two groups of patients were compared.Results A total of 124 peritoneal dialysis patients were included in analysis,164 cases of peritoni-tis occurred,16 cases were in the PaeP group and 148 in the non-PaeP group.11 patients developed 16 episodes of Pseudomonas aeruginosa infection,accounting for 8.9%of PDAP patients.Among them,4 patients had peritoneal dialysis catheter exit-site infection,with 5 recurrence cases,1 case cured,1 case died,and 9 cases were extubated.Among the extubated patients,1 withdrew dialysis,3 were recovered to peritoneal dialysis after hemodialysis,5 changed to permanently hemodialysis,with a technical failure rate of 54.5%.Compared with the non-PaeP group,patients in the PaeP group had a shorter dialysis time(13.83±4.92 vs 38.53±35.77 months).During the infection period,C-reactive protein levels were higher(96.61±6.17 vs 45.87±44.65 mg/L),while albumin levels were lower(25.62±4.42 vs 29.46±8.25 g/L).At the onset of infection,the proportion of polymorphonuclear cells in perito-neal dialysis fluid was relatively higher.On the 5th day of treatment,the negative conversion rate of white blood cell count in peritoneal dialysis fluid was relatively low.Differences were all statistically significant(all P<0.05).The cure rate of patients in the PaeP group was lower than that in the non-PaeP group,the technical failure rate was higher than that in the non-PaeP group,both with statistically significant differences(both P<0.05).There was no statistically significant difference in the mortality between two groups of patients(P>0.05).Conclusion PaeP patients have severe clinical manifestations,poor clinical treatment prognosis,high recurrence and extubation rates.For patients with repeated episodes,resetting and replacing the tunnel after extubation is an effective means to re-duce technical failures.
5.Study on Suitable Areas and Ecological Characteristics of Lonicera japonica Thunb.Based on MaxEnt Model and GIS
Yaping ZHANG ; Suzhen ZHANG ; Guangzhen WAN ; Mei ZHANG ; Jianglong LI ; Juan CHEN ; Ling JIN ; Zhigang YANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):18-23
Objective To explore the environmental factors affecting the growth of Lonicera japonica Thunb.;To predict the suitable areas of L.japonica in China under current and future climate conditions.Methods Totally 2 553 pieces of L.japonica distribution information and 19 environmental factors were collected.MaxEnt model was used to screen the main environmental factors affecting the growth of L.japonica.Combined with ArcGIS 10.8 software,this article simulated the suitable area of L.japonica in our country under current and future climate conditions.Results The main environmental factors affecting the distribution of L.japonica were the lowest temperature in the coldest month,the average daily temperature range,the precipitation in the wettest quarter and the annual temperature range.Under the current climate conditions,the suitable area of L.japonica in China was about 318.29×104 km2,which was mainly distributed in central and southern China.Under the future climate scenario,the total suitable area would decrease.Conclusion This study predicted distribution of L.japonica resources and ecological suitability areas can provide theoretical basis for its wild cultivation,rational cultivation,and resource protection.
6.Research advances in the use of pigeon animal robots
Mengmeng LI ; Long YANG ; Lifang YANG ; Yuhuai LIU ; Hong WAN ; Zhigang SHANG
Acta Laboratorium Animalis Scientia Sinica 2024;32(2):248-253
Pigeons show flocking and homing behaviors,which require characteristics including long-distance weight-bearing and continuous flight,with excellent navigation and spatial cognitive abilities.Pigeons have been widely used in animal robot research in recent years.Pigeon robots achieve motor behavior control by applying neural information intervention to specific neural targets in the pigeon's brain.This review summarizes research progress in pigeon robots based on the sensory system,motivation and emotional system or cortex and midbrain motor area respectively,according to the distribution of hierarchical multi-level neural regulatory targets in the pigeon's brain,with the aim of providing reference and guidance for further applied research into the use of pigeon robots in space perception,reconnaissance,and anti-terrorism search and rescue.
7.Mechanism of Chinese Medicine Against Diabetic Gastroparesis: A Review
Long LI ; Zhifeng TANG ; Wenjing SONG ; Fangyi CHEN ; Yuting YUE ; Xia YANG ; Zhigang WANG ; Wanxin ZHU ; Shengfang WAN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(17):256-266
Diabetic gastroparesis (DGP) is a common diabetic neuropathy that affects the normal function of gastric motility and emptying. Clinically, it often manifests as abdominal distension, nausea and vomiting, early satiety, dyspepsia, etc. The pathogenesis of DGP is multifactorial, closely related to many factors, such as chronic hyperglycemia, neuropathy, autonomic nervous system disorders, inflammation, and oxidative stress. These factors can interact with each other, leading to delayed gastric emptying and the occurrence of related symptoms. Traditional Chinese medicine (TCM) has significant advantages in the prevention and treatment of DGP, including a long history, remarkable efficacy, individualized treatment, diverse therapeutic formulations, and improvement in the quality of life. Additionally, TCM is known for its low adverse reactions, good tolerance, and multi-targeted effects, making it an important approach in the management of DGP. Previous research has found that the main mechanisms of Chinese medicine in the prevention and treatment of DGP include the regulation of gastrointestinal hormones, inhibition of inflammatory responses, reduction of oxidative stress, enhancement of interstitial cells of Cajal activity, inhibition of pyroptosis, and modulation of related signaling pathways such as stem cell factor (SCF)/cellular growth factor receptor (c-Kit), adenosine monophosphate-activated protein kinase (AMPK), Ras homologous genome member A (RhoA)/Rho-associated coiled-coil forming kinase (ROCK). This article primarily summarized the research progress on Chinese medicine in preventing and treating DGP through the inhibition of inflammatory responses, reduction of oxidative stress, enhancement of interstitial cells of Cajal activity, inhibition of pyroptosis, and regulation of related signaling pathways, aiming to provide a reference and basis for further research on the application value of Chinese medicine in the prevention and treatment of DGP.
8.GID complex regulates the differentiation of neural stem cells by destabilizing TET2.
Meiling XIA ; Rui YAN ; Wenjuan WANG ; Meng ZHANG ; Zhigang MIAO ; Bo WAN ; Xingshun XU
Frontiers of Medicine 2023;17(6):1204-1218
Brain development requires a delicate balance between self-renewal and differentiation in neural stem cells (NSC), which rely on the precise regulation of gene expression. Ten-eleven translocation 2 (TET2) modulates gene expression by the hydroxymethylation of 5-methylcytosine in DNA as an important epigenetic factor and participates in the neuronal differentiation. Yet, the regulation of TET2 in the process of neuronal differentiation remains unknown. Here, the protein level of TET2 was reduced by the ubiquitin-proteasome pathway during NSC differentiation, in contrast to mRNA level. We identified that TET2 physically interacts with the core subunits of the glucose-induced degradation-deficient (GID) ubiquitin ligase complex, an evolutionarily conserved ubiquitin ligase complex and is ubiquitinated by itself. The protein levels of GID complex subunits increased reciprocally with TET2 level upon NSC differentiation. The silencing of the core subunits of the GID complex, including WDR26 and ARMC8, attenuated the ubiquitination and degradation of TET2, increased the global 5-hydroxymethylcytosine levels, and promoted the differentiation of the NSC. TET2 level increased in the brain of the Wdr26+/- mice. Our results illustrated that the GID complex negatively regulates TET2 protein stability, further modulates NSC differentiation, and represents a novel regulatory mechanism involved in brain development.
Animals
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Mice
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DNA-Binding Proteins/genetics*
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Cell Differentiation
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Neural Stem Cells
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Translocation, Genetic
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Ubiquitins/genetics*
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Ligases/genetics*
9.Evaluation of the applicability of the Zhang′s diagnostic criteria for atopic dermatitis in adolescents and adults from southern Jiangsu
Wen XU ; Xin LING ; Xin SHI ; Congchong WAN ; Caihong DAI ; Zhigang YANG ; Lingling CHEN
Chinese Journal of Dermatology 2022;55(12):1084-1088
Objective:To evaluate the applicability of the Zhang′s diagnostic criteria for atopic dermatitis (AD) in adolescents and adults from southern Jiangsu.Methods:A total of 1 769 patients were collected, who were newly diagnosed with eczema or AD in departments of dermatology of 7 hospitals in southern Jiangsu from May 2019 to May 2021. A standardized survey interview was conducted with patients by dermatologists using a self-designed questionnaire, which included patient′s personal information, relevant medical history, clinical characteristics, laboratory tests, etc. Using Hanifin-Rajka criteria as the gold standard, the sensitivity and specificity of the Williams criteria, Zhang′s criteria and Japanese Dermatological Association (JDA) criteria were evaluated, separately.Results:Among the 1 769 patients, there were 759 (42.9%) males and 1 010 (57.1%) females, aged 32.2 ± 8.2 years (range, 12 - 79 years) . Pruritus was the most common clinical feature among the AD patients (883/913, 96.7%) . When using the Hanifin-Rajka criteria as the gold standard, 913 (51.6%) subjects were diagnosed with AD; the sensitivity of Zhang′s criteria reached 92.6% (845/913) , and its specificity was 73.2% (627/856) ; the sensitivity of Williams′ criteria was 87.8% (802/913) , and its specificity was 81.3% (696/856) ; the sensitivity of JDA criteria reached 96.9% (885/913) , and its specificity was 68.9% (590/856) . The consistency in the diagnosis of AD was moderate between the Zhang′s criteria and Williams criteria (Kappa = 0.61, P = 0.009) , was relatively high between the Zhang′s criteria and JDA criteria (Kappa = 0.85, P = 0.001) , and was moderate between the Williams criteria and JDA criteria (Kappa = 0.51, P = 0.013) . Conclusions:Compared with the Hanifin-Rajka criteria, the Zhang′s criteria exhibit good sensitivity and specificity for the diagnosis of AD among adolescents and adults in southern Jiangsu. However, pruritus remains important for the diagnosis of AD.
10.Multimodal imaging and photothermal/chemotherapy in vitro study of peptide-mediated network engineering paclitaxel nanoparticles loaded with metal polyphenols
Chen CHENG ; Weixi JIANG ; Yuanli LUO ; Xun GUO ; Li WAN ; Zhiyi ZHOU ; Zhigang WANG ; Jianli REN
Chinese Journal of Ultrasonography 2022;31(4):345-352
Objective:To prepare a phase-change lipid nanoparticle modified by tumor homing membrane-penetrating peptide (tLyP-1) and carrying paclitaxel (PTX) engineered by metal polyphenol network (TA-Fe 3+ ), and evaluate the therapeutic effects of tumor targeting, ultrasound/photoacoustic imaging and photothermal combined chemotherapy in vitro. Methods:Phase-change lipid nanoparticles (t-P@TFP) with TA-Fe 3+ engineered PTX mediated by tLyP-1 were prepared by solvent replacement method, thin film hydration method and double emulsification method. Its detection and characterization, in vitro targeting ability, photothermal conversion ability, in vitro photoacoustic and ultrasonic imaging ability, CCK-8 method, cell live and death double staining method and flow cytometry method were used to detect the safety of nanoparticles and the killing effects of different nanoparticles on 4T1 cells. Results:t-P@TFP nanoparticles were successfully prepared. Transmission electron microscopy showed that the nanoparticles were spherical with uniform shape and size, with a particle size of (209.8±1.56)nm and a potential of (-25.9±1.36)mV. Laser confocal scanning microscopy showed that t-P@TFP nanoparticles could gather around 4T1 cells in a targeted manner. It had an efficient photothermal conversion effect, and nanoparticles could quickly become microbubbles after being irradiated by near-infrared laser, which enhanced the in vitro ultrasonic imaging effect; The photoacoustic signal of nanoparticles increased with the increase of concentration. CCK-8 method, double staining of living and dead cells and flow cytometry showed that t-P@TFP combined photothermal chemotherapy had the best anti-tumor effect. Conclusions:t-P@TFP nanoparticles are successfully prepared. The nanoparticles have good targeting ability for photoacoustic and ultrasonic imaging and have good photothermal effect, killing breast cancer cells, which is expected to realize the integration of diagnosis and treatment.

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