1.Deep neural networks analysis of 18F-FDG PET imaging in postoperative patients with temporal lobe epilepsy
Huanhua WU ; Shaobo CHEN ; Jingjie SHANG ; Hailing ZHOU ; Biao WU ; Jian GONG ; Xueying LING ; Qiang GUO ; Hao XU
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(4):220-224
Objective:To predict the short-term postoperative recurrence status of patients with refractory temporal lobe epilepsy (TLE) by analyzing preoperative 18F-FDG PET images and patients′ clinical characteristics based on deep residual neural network (ResNet). Methods:Retrospective analysis was conducted on preoperative 18F-FDG PET images and clinical data of 220 patients with refractory TLE (132 males and 88 females, age 23.0(20.0, 30.2) years)) in the First Affiliated Hospital of Jinan University between January 2014 and June 2020. ResNet was used to perform high-throughput feature extraction on preprocessed PET images and clinical features, and to perform a postoperative recurrence prediction task for differentiating patients with TLE. The predictive performance of ResNet model was evaluated by ROC curve analysis, and the AUC was compared with that of classical Cox proportional risk model using Delong test. Results:Based on PET images combined with clinical feature training, AUCs of the ResNet in predicting 12-, 24-, and 36-month postoperative recurrence were 0.895±0.073, 0.861±0.058 and 0.754±0.111, respectively, which were 0.717±0.093, 0.697±0.081 and 0.645±0.087 for Cox proportional hazards model respectively ( z values: -3.00, -2.98, -1.09, P values: 0.011, 0.018, 0.310). The ResNet showed best predictive effect for recurrence events within 12 months after surgery. Conclusion:The ResNet model is expected to be used in clinical practice for postoperative follow-up of patients with TLE, helping for risk stratification and individualized management of postoperative patients.
2.Harmonization of 18F-FDG PET brain imaging based on ComBat method: a pilot study
Fangyang JIAO ; Dan WANG ; Yuhua ZHU ; Jiaying LU ; Zizhao JU ; Qian XU ; Jingjie GE ; Tao HUA ; Ping WU ; Kuangyu SHI ; Yihui GUAN ; Chuantao ZUO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(7):412-416
Objective:To perform harmonization based on the ComBat method for PET brain imaging scanned by different types of scanners from the same manufacturer and explored its effect on center effect.Methods:The three-dimensional (3D) Hoffman brain model was scanned by two different PET/CT instruments (Siemens Biograph64 TruePoint and Biograph128 mCT). Fourteen healthy subjects (8 males, 6 females, age: (57.7±9.5) years) underwent 18F-FDG PET/CT on Siemens Biograph64 TruePoint and 12 healthy subjects (9 males, 3 females, age: (55.8±10.5) years) underwent 18F-FDG PET/CT on Siemens Biograph128 mCT (all from Huashan Hospital, Fudan University; from November 2020 to March 2023). The whole brain was divided into 116 brain regions based on the anatomical automatic labeling (AAL) brain template. The ComBat method was applied to harmonized the PET data from brain model and healthy subjects. Mann-Whitney U test was performed on the radioactive counts and SUV ratios (SUVR) before and after homogenization acquired by both PET/CT instruments. Voxel-based statistical parametric mapping (SPM) independent-sample t test was also performed on data of healthy subjects. Results:In 3D Hoffman brain model, radioactivity counts (5 590.33(4 961.67, 6 102.95) vs 6 116.03(5 420.97, 6 660.66); z=-9.35, P<0.001) and SUVR (1.35(1.19, 1.47) vs 1.37(1.21, 1.49); z=-3.63, P<0.001) were significantly different between the two PET/CT scanners before harmonization and not after harmonization (radioactivity counts: 5 845.95(5 192.68, 6 378.63) vs 5 859.17(5 193.84, 6 380.52); SUVR: 1.35(1.20, 1.48) vs 1.36(1.20, 1.49); both z=-0.68, both P=0.498). In the healthy subjects, radioactive counts in 19 brain regions (12 422.78(11 181.60, 13 424.28)-18 166.40(15 882.80, 18 666.27); z values: from -3.24 to -2.06, all P<0.05) and SUVR in 40 brain regions (1.46(1.41, 1.52)-2.28(2.16, 2.36); z values: from -3.65 to -1.70, all P<0.05) were significantly different between the two scanners before harmonization, while after homogenization there were no statistical differences for all 116 brain regions (radioactivity counts: 9 243.55(8 502.38, 9 854.87)-20 419.60(19 931.51, 21 179.43); z values: from -0.72 to 0, all P>0.05; SUVR: 1.04(1.01, 1.09)-2.32(2.24, 2.40); z values: from -0.82 to 0, all P>0.05). SPM showed that significant differences of glucose metabolism in the cerebral cortex, basal ganglia, midbrain and cerebellum were found in healthy subjects between the two PET/CT scanners before homogenization, and brain regions with obvious differences reduced after homogenization. Conclusion:ComBat harmonization method is efficient at removing the center effect among different types of PET/CT scanners from the same manufacturer and may provide a simple and easy-to-implement homogenization for multicenter brain imaging studies.
3.Effects of theaflavin on ox-LDL-induced foam cell formation and oxidative stress in THP-1 derived macrophages
Mengmeng SHI ; Rui HUANG ; Zile HUANG ; Junwei HU ; Jingjie XIAO ; Yanhong LIU ; Junzhu WU
Chinese Journal of Arteriosclerosis 2024;32(9):747-755
Aim To investigate the effect of theaflavin on oxidized low density lipoprotein(ox-LDL)-induced foam cell formation and oxidative stress in THP-1 macrophages and its mechanism.Methods THP-1 derived macro-phages were pretreated with 50 μmol/L theaflavin and(or)10 μmol/L nuclear factor erythroid 2-related factor 2(NRF2)inhibitor ML385,then 100 mg/L ox-LDL was added to the cells for 24 h to establish the foam cell model.The effect of theaflavin on THP-1 macrophages viability was evaluated by CCK-8 assay and LDH release.The expression of inflamma-tory cytokines interleukin-6(IL-6),interleukin-1 β(IL-1β),tumor necrosis factor-α(TNF-α)were analyzed by real-time quantitative polymerase chain reaction(RT-qPCR)and Western blot.The release of inflammatory cytokines were detected by enzyme linked immunosorbent assay(ELISA).Intracellular lipid accumulation was detected by Oil red O staining,and lipid absorption was observed by DiL-labeled oxidized low density lipoprotein(DiL-ox-LDL)staining.Re-active oxygen species(ROS)level was detected by DCFH-DA probe.The expression of lipid uptake,cholesterol efflux and oxidative stress-related proteins were detected by Western blot and RT-qPCR.Results Treatment with 100 mg/L ox-LDL significantly decreased cell viability and cholesterol efflux-related protein expressions,increased lipid uptake,ac-cumulation and lipid uptake-related protein expressions,and significantly promoted inflammation and ROS level,as well as the expressions of myeloperoxidase(MPO),NADPH oxidase 2(NOX2)in THP-1 macrophages(all P<0.05).After pretreatment with theaflavin,cell viability was increased,intracellular lipid uptake,accumulation and lipid uptake-related protein expressions were significantly reduced,cholesterol efflux-related protein expressions were significantly increased,the expression and release of IL-6,IL-1β and TNF-α were significantly decreased,ROS level was significantly decreased,and the expression of MPO and NOX2 were decreased(all P<0.05).Pretreatment with theaflavin effectively alleviated intracellular oxidative stress by altering the expression of NRF2,heme oxygenase-1(HO-1)and Kelch-like ECH-associated protein 1(KEAP1)in NRF2 signaling pathway,and enhanced the translocation of NRF2 into the nucleus.After pretreat-ment with ML385,the expression levels of NRF2,HO-1,KEAP1 and CD36 were significantly decreased.Conclusion Theaflavin can significantly inhibit ox-LDL-induced foam cell formation,inflammation,and oxidative stress through NRF2/HO-1 signaling pathway in THP-1 macrophages.
4.Establishment and clinical verification of brain template for analyzing 11C-CFT PET imaging data
Chengfeng JIANG ; Ping WU ; Jingjie GE ; Zhemin HUANG ; Jianfei XIAO ; Yunhao YANG ; Xiuming LI ; Qian XU ; Huiwei ZHANG ; Yihui GUAN ; Chuantao ZUO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(4):216-220
Objective:To establish standard spatial brain template and ROIs template of 11C-methyl- N-2β-carbomethoxy-3β-(4-fluorophenyl)tropane (CFT) PET images for automated quantitative analysis of dopamine transporter (DAT) distribution. Methods:From May 2014 to December 2015, 11C-CFT PET and MRI T 1 brain images of 16 healthy volunteers (3 males, 13 females; age (63.3±6.9) years) from Huashan Hospital, Fudan University were co-registered and smoothed using statistical parametric mapping(SPM)5 software based on MATLAB to create a standard spatial brain template. The ROIs template was established by ScAnVp procedures. These templates were clinically verified by using 11C-CFT PET images of 37 healthy volunteers (23 males, 14 females; age (61.7±7.1) years), 32 Parkinson′s disease (PD) patients (20 males, 12 females; age (61.1±5.4) years), 10 multiple system atrophy with predominant parkinsonism (MSA-P) patients (7 males, 3 females; age (60.8±7.1) years) and 10 progressive supranuclear palsy (PSP) patients (5 males, 5 females; age (58.4±6.1) years) from Huashan Hospital, Fudan University between January 2014 and March 2019. One-way analysis of variance was used to analyze data. Results:Based on the 11C-CFT PET images and MRI T 1 images of healthy volunteers, a standard spatial brain template for normalization of 11C-CFT PET images was created. The ROIs template was established including seven regions: bilateral caudate, anterior putamen, posterior putamen (along the long axis) and the occipital cortex. The ROIs template was accurately aligned in each verification group. The normal reference values of semi-quantitative DAT distribution in caudate, anterior putamen and posterior putamen were obtained (1.84±0.13, 2.18±0.16, 1.77±0.11). The semi-quantitative values of 11C-CFT uptake in each ROI in patients were significantly lower than those in healthy volunteers ( F values: 49.79-283.83, all P<0.05). Conclusion:The established brain templates with accurate spatial alignment for 11C-CFT image analysis can provide foundational tools for the application of 11C-CFT PET imaging in clinical practice and scientific research.
5.Interpretation of presynaptic dopaminergic PET imaging results
Ping WU ; Jianjun WU ; Xun SUN ; Jingjie GE ; Fangyang JIAO ; Chengfeng JIANG ; Lirong JIN ; Xinlu WANG ; Zhenguang WANG ; Yafu YIN ; Ruixue CUI ; Rong TIAN ; Shuo HU ; Rongbing JIN ; Jianjun LIU ; Xiangsong ZHANG ; Ling CHEN ; Jie LU ; Xingmin HAN ; Yihui GUAN ; Xiaoli LAN ; Chuantao ZUO ; Jian WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(4):236-241
Presynaptic dopaminergic PET imaging is a useful method for the diagnosis of parkinsonism. Based on the expert consensus on operation and clinical application of dopamine transporter brain PET imaging technology published in 2020, this paper further recommends the relevant elements of result interpretation of presynaptic dopaminergic PET imaging.
6.Development of a Chinese version of the Stress Adaption Scale and the assessment of its reliability and validity among Chinese patients with multimorbidity.
Yujia FU ; Jingjie WU ; Binyu ZHAO ; Chuyang LAI ; Erxu XUE ; Dan WANG ; Manjun WANG ; Leiwen TANG ; Jing SHAO
Journal of Zhejiang University. Medical sciences 2023;52(3):361-370
OBJECTIVES:
To develop a Chinese version of the Stress Adaption Scale (SAS) and to assess its reliability and validity among Chinese patients with multimorbidity.
METHODS:
The Brislin model was used to translate, synthesize, back-translate, and cross culturally adapt the SAS. A total of 323 multimorbidity patients selected by convenience sampling method from four hospitals in Zhejiang province. The critical ratio method, total question correlation method, and graded response model (item characteristic curve and item discrimination) were used for item analysis. Cronbach's alpha coefficient and split-half reliability were used for the reliability analysis. Content validity analysis, structural validity analysis, and criterion association validity analysis were performed by expert scoring method, confirmatory factor analysis, and Pearson correlation coefficient method, respectively.
RESULTS:
The Chinese version of the SAS contained 2 dimensions of resilience and thriving, with a total of 10 items. In the item analysis, the critical ratio method showed that the critical ratio of all items was greater than 3.0 (P<0.001); the correlation coefficient method showed that the Pearson correlation coefficients for all items exceeded 0.4 (P<0.01). The graded response model showed that items of the revised scale exhibited distinct item characteristic curves and all items had discrimination parameters exceeding 1.0. In the reliability analysis, Cronbach's alpha coefficient of the revised Chinese version of the SAS scale was 0.849, and the split-half reliability was 0.873. In the validity analysis, the item-level content validity index and scale-level content validity index both exceeded 0.80. In the confirmatory factor analysis, the revised two-factor model showed satisfactory fit indices (χ2/df=3.115, RMSEA=0.081, RMR=0.046, GFI=0.937, AGFI=0.898, CFI=0.936, TLI=0.915). In the criterion-related validity analysis, the Chinese version of the SAS score was negatively correlated with the Perceived Stress Scale and the Treatment Burden Questionnaire, with correlation coefficients of -0.592 and -0.482, respectively (both P<0.01).
CONCLUSIONS
The Chinese version of the SAS has good reliability and validity, which can be used to evaluate the stress adaption capacity among multimorbidity patients in China, and provides a reference for developing individualized health management measures.
Humans
;
Adaptation, Psychological
;
Asian People
;
China
;
Multimorbidity
;
Reproducibility of Results
;
Stress, Psychological/psychology*
;
Surveys and Questionnaires
;
Translating
;
Cross-Cultural Comparison
7.Development and testing of the reliability and validity of a Chinese version of the Long-Term Conditions Questionnaire.
Chuyang LAI ; Zhihong YE ; Jing SHAO ; Jingjie WU ; Binyu ZHAO ; Yujia FU ; Erxu XUE
Journal of Zhejiang University. Medical sciences 2023;52(3):371-378
OBJECTIVES:
To develop a Chinese version of the Long-Term Conditions Questionnaire (LTCQ) and to test its reliability and validity in Chinese patients with chronic diseases.
METHODS:
With the consent of the original authors, a Chinese version of LTCQ was developed according to the cultural adjustment guidelines. A questionnaire survey was conducted on 319 patients with chronic diseases in Sir Run Run Shaw Hospital, Wuyi County First People's Hospital and Hangzhou Gongchen Bridge Street Health Service Center. The questionnaire was evaluated by item analysis (including frequency analysis, total question correlation method and critical ratio method), reliability analysis (Cronbach's alpha coefficient) and validity analysis [including content validity (expert scoring method) and structural validity (exploratory factor analysis)].
RESULTS
The Chinese version of the LTCQ included 20 entries, with a Cronbach's alpha coefficient of 0.926, a retest reliability of 0.829, a split-half reliability of 0.878, an entry content validity index of 1, and a content validity index at the questionnaire level of 1. Four common factors were extracted by exploratory factor analysis, namely physical state and daily life, psychological state, support and coping, and safe environment, with a cumulative variance contribution rate of 67.244%. Discussion: The Chinese version of the LTCQ developed in this study has good reliability and validity and it may be used to assess the long-term conditions of patients with chronic diseases in China.
Humans
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Asian People
;
China
;
Chronic Disease
;
Quality of Life
;
Reproducibility of Results
;
Surveys and Questionnaires
8.5'-tiRNA-Gln inhibits hepatocellular carcinoma progression by repressing translation through the interaction with eukaryotic initiation factor 4A-I.
Chengdong WU ; Dekai LIU ; Lufei ZHANG ; Jingjie WANG ; Yuan DING ; Zhongquan SUN ; Weilin WANG
Frontiers of Medicine 2023;17(3):476-492
tRNA-derived small RNAs (tsRNAs) are novel non-coding RNAs that are involved in the occurrence and progression of diverse diseases. However, their exact presence and function in hepatocellular carcinoma (HCC) remain unclear. Here, differentially expressed tsRNAs in HCC were profiled. A novel tsRNA, tRNAGln-TTG derived 5'-tiRNA-Gln, is significantly downregulated, and its expression level is correlated with progression in patients. In HCC cells, 5'-tiRNA-Gln overexpression impaired the proliferation, migration, and invasion in vitro and in vivo, while 5'-tiRNA-Gln knockdown yielded opposite results. 5'-tiRNA-Gln exerted its function by binding eukaryotic initiation factor 4A-I (EIF4A1), which unwinds complex RNA secondary structures during translation initiation, causing the partial inhibition of translation. The suppressed downregulated proteins include ARAF, MEK1/2 and STAT3, causing the impaired signaling pathway related to HCC progression. Furthermore, based on the construction of a mutant 5'-tiRNA-Gln, the sequence of forming intramolecular G-quadruplex structure is crucial for 5'-tiRNA-Gln to strongly bind EIF4A1 and repress translation. Clinically, 5'-tiRNA-Gln expression level is negatively correlated with ARAF, MEK1/2, and STAT3 in HCC tissues. Collectively, these findings reveal that 5'-tiRJNA-Gln interacts with EIF4A1 to reduce related mRNA binding through the intramolecular G-quadruplex structure, and this process partially inhibits translation and HCC progression.
Humans
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Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Eukaryotic Initiation Factor-4A/genetics*
;
Cell Line
;
RNA, Transfer/metabolism*
;
RNA
;
Cell Proliferation
9.Influence of perceived stress on health-promoting behaviors in patients with metabolic syndrome: the multiple mediating roles of adaptability and social support.
Jing SHAO ; Dandan CHEN ; Hui ZHANG ; Xiyi WANG ; Jingjie WU ; Leiwen TANG ; Zhihong YE
Journal of Zhejiang University. Medical sciences 2022;51(1):19-26
To explore the potential associations between perceived stress and health-promoting behaviors based on the theoretical schema of the middle-range theory of adaptation to chronic illness. From January to May 2021, a convenience sampling method was used to recruit 230 young and middle-aged patients with metabolic syndrome who underwent physical examination in the inpatient center of Sir Run Run Shaw Hospital, Zhejiang University School of Medicine. The Health-Promoting Health Profile-Ⅱ, Chinese Perceived Stress Scale, Coping and Adaptation Processing Scale-Short Form, and Multi-dimensional Scale of Perceived Social Support were used in the cross-sectional study. The chain mediation effect procedure and bootstrap sampling test were used to examine the mediating role of adaptability and social support between perceived stress and health-promoting behaviors. The mean score of health-promoting behaviors was 100.0±14.6, the mean score of perceived stress was 22.0± 6.9, the mean score of adaptability was 47.0±6.1, and the mean score of social support was 63.8±10.8. Perceived stress had a negative impact on patients' health-promoting behaviors (=-0.309, <0.05). The adaptability (effect size= -0.112, 95%:-0.199~-0.038) and social support (effect size= -0.032, 95%:-0.083~played a mediating role and a chain mediating role in the process of perceived stress influencing patients' health-promoting behaviors (effect size= -0.045, 95%:-0.093~-0.020). Adaptability and social support play an intermediary role between perceived stress and health-promoting behaviors in young and middle-aged patients with metabolic syndrome. Healthcare professionals can motivate patients to develop healthy behaviors by developing intervention strategies on adaptability and social support.
Adaptation, Psychological
;
Cross-Sectional Studies
;
Humans
;
Metabolic Syndrome
;
Middle Aged
;
Social Support
;
Stress, Psychological
10.Design and development of a Wechat applet for intelligent health management of metabolic syndrome.
Leiwen TANG ; Dandan CHEN ; Jing SHAO ; Hui ZHANG ; Jingjie WU ; Zhihong YE
Journal of Zhejiang University. Medical sciences 2022;51(1):115-121
To design and develop a Wechat applet for intelligent health management of metabolic syndrome. Based on the needs and requirements of individuals undergoing health check-up, patients with metabolic syndrome and medical workers, a Wechat applet for metabolic syndrome management was designed and developed, which involving health data collection, health risk prediction, health management knowledge base fusion and intelligent recommendation, data privacy and security. The platform consists of three user ports: individuals undergoing health check and patients with metabolic syndrome, the medical workers and the system administrators. The main functions of the platform included metabolic syndrome risk prediction, intelligent recommendation of health management strategies, health behavior record and supervision, experts' consultation and health knowledge guide. The Wechat applet developed in this study can be used for metabolic syndrome risk prediction for general population, and health management for patients with metabolic syndrome, which helps them to enhance health management awareness and health behavior adherence.
Humans
;
Metabolic Syndrome/therapy*
;
Software

Result Analysis
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