1.The clinical value of artificial intelligence quantitative parameters in distinguishing pathological grades of stage Ⅰ invasive pulmonary adenocarcinoma
Yun LIANG ; Mengmeng REN ; Delong HUANG ; Jingyan DIAO ; Xuri MU ; Guowei ZHANG ; Shuliang LIU ; Xiuqu FEI ; Dongmei DI ; Ning XIE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):598-607
Objective To explore the clinical value of artificial intelligence (AI) quantitative parameters in distinguishing pathological grades of stageⅠ invasive adenocarcinoma (IAC). Methods Clinical data of patients with clinical stageⅠ IAC admitted to Yantaishan Hospital Affiliated to Binzhou Medical University from October 2018 to May 2023 were retrospectively analyzed. Based on the 2021 WHO pathological grading criteria for lung adenocarcinoma, IAC was divided into gradeⅠ, grade Ⅱ, and grade Ⅲ. The differences in parameters among the groups were compared, and logistic regression analysis was used to evaluate the predictive efficacy of AI quantitative parameters for grade Ⅲ IAC patients. Parameters were screened using least absolute shrinkage and selection operator (LASSO) regression analysis. Three machine learning models were constructed based on these parameters to predict grade Ⅲ IAC and were internally validated to assess their efficacy. Nomograms were used for visualization. Results A total of 261 IAC patients were included, including 101 males and 160 females, with an average age of 27-88 (61.96±9.17) years. Six patients had dual primary lesions, and different lesions from the same patient were analyzed as independent samples. There were 48 patients of gradeⅠ IAC, 89 patients of grade Ⅱ IAC, and 130 patients of grade Ⅲ IAC. There were statitical differences in the AI quantitive parameters such as consolidation/tumor ratio (CTR), ect among the three goups. (P<0.05). Univariate analysis showed that the differences in all variables except age were statistically significant (P<0.05) between the group gradeⅠ+grade Ⅱand the group grade Ⅲ . Multivariate analysis suggested that CTR and CT standard deviation were independent risk factors for identifying grade Ⅲ IAC, and the two were negatively correlated. Grade Ⅲ IAC exhibited advanced TNM staging, more pathological high-risk factors, higher lymph node metastasis rate, and higher proportion of advanced structure. CTR was positively correlated with the proportion of advanced structures in all patients. This correlation was also observed in grade Ⅲ but not in gradeⅠand grade ⅡIAC. CTR and CT median value were selected by using LASSO regression. Logistic regression, random forest, and XGBoost models were constructed and validated, among which, the XGBoost model demonstrated the best predictive performance. Conclusion Cautious consideration should be given to grade Ⅲ IAC when CTR is higher than 39.48% and CT standard deviation is less than 122.75 HU. The XGBoost model based on combined CTR and CT median value has good predictive efficacy for grade Ⅲ IAC, aiding clinicians in making personalized clinical decisions.
2.Construction and Validation of A Prognostic Model for Lung Adenocarcinoma Based on Ferroptosis-related Genes.
Zhanrui ZHANG ; Wenhao ZHAO ; Zixuan HU ; Chen DING ; Hua HUANG ; Guowei LIANG ; Hongyu LIU ; Jun CHEN
Chinese Journal of Lung Cancer 2025;28(1):22-32
BACKGROUND:
Ferroptosis-related genes play a crucial role in regulating intracellular iron homeostasis and lipid peroxidation, and they are involved in the regulation of tumor growth and drug resistance. The expression of ferroptosis-related genes in tumor tissues can be used to predict patients' future survival times, aiding doctors and patients in anticipating disease progression. Based on the sequencing data of lung adenocarcinoma (LUAD) patients from The Cancer Genome Atlas (TCGA) database, this study identified genes involved in the regulation of ferroptosis, constructed a prognostic model, and evaluated the predictive performance of the model.
METHODS:
A total of 1467 ferroptosis-related genes were obtained from the GeneCards database. Gene expression profiles and clinical data from 541 LUAD patients were collected from the TCGA database. The expression data of all ferroptosis-related genes were extracted, and differentially expressed genes were identified using R software. Survival analysis was performed on these genes to screen for those with prognostic value. Subsequently, a prognostic risk scoring model for ferroptosis-related genes was constructed using LASSO regression model. Each LUAD patient sample was scored, and the patients were divided into high-risk and low-risk groups based on the median score. Receiver operating characteristic (ROC) curves were plotted, and the area under the curve (AUC) was calculated. Kaplan-Meier survival curves were generated to assess model performance, followed by validation in an external dataset. Finally, univariate and multivariate Cox regression analyses were conducted to evaluate the independent prognostic value and clinical relevance of the model.
RESULTS:
Through survival analysis, 121 ferroptosis-related genes associated with prognosis were initially identified. Based on this, a LUAD prognostic risk scoring model was constructed using 12 ferroptosis-related genes (ALG3, C1QTNF6, CCT6A, GLS2, KRT6A, LDHA, NUPR1, OGFRP1, PCSK9, TRIM6, IGF2BP1 and MIR31HG). The results indicated that patients in the high-risk group had significantly shorter survival time than those in the low-risk group (P<0.001), and the model demonstrated good predictive performance in both the training set (1-yr AUC=0.721) and the external validation set (1-yr AUC=0.768). Risk scores were significantly associated with the prognosis of LUAD patients in both univariate and multivariate Cox regression analyses (P<0.001), suggesting that this score is an important prognostic factor for LUAD patients.
CONCLUSIONS
This study successfully established a LUAD risk scoring model composed of 12 ferroptosis-related genes. In the future, this model is expected to be used in conjunction with the tumor-node-metastasis (TNM) staging system for prognostic predictions in LUAD patients.
Humans
;
Ferroptosis/genetics*
;
Prognosis
;
Adenocarcinoma of Lung/pathology*
;
Lung Neoplasms/pathology*
;
Male
;
Female
;
Gene Expression Regulation, Neoplastic
;
Middle Aged
;
ROC Curve
3.Whole brain causal functional connectivity analysis of noise-induced deafness based on resting state-functional magnetic resonance imaging
Aijie WANG ; Ranran HUANG ; Chunye WANG ; Xinru BA ; Xianghua BAO ; Guowei ZHANG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2024;42(9):689-694
Objective:To investigate the changes of directional connections of auditory and non-auditory in patients with noise-induced deafness (NID) by degree centrality (DC) and Granger causality analysis (GCA), and to explore the mode of brain function remodeling after NID.Methods:In October 2023, a total of 58 patients diagnosed with NID by the Occupational Diseases Department of Yantaishan Hospital of Yantai from 2014 to 2022 were collected as case group (NID group), and 42 healthy volunteers matched by gender, age and education level were selected as the control group (HC group). Resting state-functional magnetic resonance imaging (Rs-fMRI) was perfomed and PC analysis was performed. The brain regions with statistically significant differences in DC values between groups and the bilateral Heschl regions were extracted as regions of interest (ROI) for voxel-based whole brain GCA and correlation analysis.Results:Compared with HC group, the SOG.L DC value of NID group was lower, the connectivity values of SFGdor.L to SOG.L was increased, the connectivity value of PCL.L to SOG.L was decreased, the connectivity values of ORBmid.L, PCG.R and CUN. L/R to HES.L were increased, the connectivity value of SFGdor.L to HES.L was decreased, the connectivity value of HES.L to PCUN.L was decreased, the connectivity values of ORBsup.L and PCG.R to HES.R were increased, the connectivity value of HES.R to CUN.L was decreased ( P voxel level<0.01, P cluster level<0.05). The connectivity value of PCL.L to SOG.L was negatively correlated with the weighted value of the better whisper frequency ( P<0.05) . Conclusion:The NID patients have abnormal directional connectivity activity in multiple brain regions, such as auditory vision, executive control, somatosensory movement, and default mode network. It is suggested that hearing loss may cause complex neural remodeling between auditory and non-auditory centers.
4.Chaihu Longgu Mulitang Relieves Generalized Anxiety Disorder in Rats via p38 MAPK/NF-κB Signaling Pathway
Chunxin WEI ; Yiming HU ; Shiqi HUANG ; Guowei TAN ; Yaorong AN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(4):114-123
ObjectiveTo study whether Chaihu Longgu Mulitang can inhibit hypothalamic inflammation, mitigate anxiety-like behavior, and alleviate anxiety symptoms by regulating the p38 mitogen-activated protein kinase/nuclear factor-κB (p38 MAPK/NF-κB) signaling pathway in the rat model of generalized anxiety disorder (GAD). MethodTwelve out of 74 Wistar rats were randomly selected as the blank group, and the remaining rats were subjected to chronic restraint stress for the modeling of GAD. The open field test (OFT) and elevated Porteus maze test (PMT) were conducted 14 days after modeling to detect the anxiety-like behaviors. Sixty successfully modeled rats were selected and randomized into model, low-, medium-, and high-dose (6, 12, and 24 g·kg-1, respectively) Chaihu Longgu Mulitang, and diazepam (1 mg·kg-1) groups (n=12) and administrated with corresponding drugs for 14 consecutive days. OFT and PMT were then carried out to examine the anxiety-like behaviors of the rats. The levels of tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6), and interleukin-1β (IL-1β) in the hypothalamus and serum of rats were determined by the enzyme-linked immunosorbent assay (ELISA). Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR)was conducted to determine the mRNA levels of p38 MAPK, NF-κB p65, nuclear factor κB inhibitor α (IκBα), and ionized calcium binding adaptor molecule 1 (Iba-1). The protein levels of p38 MAPK, phosphorylated (p)-p38 MAPK, NF-κB p65, p-NF-κB p65, and IκBα in the hypothalamus of rats were determined by Western blot. The expression of Iba-1 in the hypothalamic microglia was detected by immunofluorescence assay. ResultCompared with the blank group, the model group had decreased body weight, scattered dark yellow fur, increased irritability, and preference to hibernation in the corner. In addition, the modeled rats showed increased edge movement distance and time in OFT (P<0.01) and decreased movement distance and time and the number of entries in the open arm in PMT (P<0.01). The modeling increased the fluorescence intensity of Iba-1 in paraventricular nucleus of hypothalamus (P<0.01), elevated the levels of IL-1β, IL-6, and TNF-α in the serum and hypothalamus (P<0.01), up-regulated the protein and mRNA levels of p38 MAPK, NF-κB p65, p-p38 MAPK, p-NF-κB p65, and Iba-1 (P<0.05, P<0.01), and down-regulated the protein and mRNA levels of IκBα (P<0.01) in the hypothalamus. Compared with the model group, medium- and high-dose Chaihu Longgu Mulitang and diazepam increased the body weight, improved the fur and behaviors, decreased the edge movement distance and time in OFT (P<0.05, P<0.01), and increased the movement distance and time in the open arm in PMT (P<0.05, P<0.01). Furthermore, they decreased the fluorescence intensity of Iba-1 in hypothalamic microglia (P<0.05, P<0.01), lowered the levels of IL-1β, IL-6, and TNF-α in the serum and hypothalamic tissue (P<0.05, P<0.01), down-regulated the mRNA and protein levels of p38 MAPK, NF-κB p65, p-p38 MAPK, p-NF-κB p65, and Iba-1 (P<0.05, P<0.01), and up-regulated the mRNA and protein levels of IκBα (P<0.05, P<0.01) in the hypothalamus. ConclusionChaihu Longgu Mulitang can mitigate anxiety-like behaviors and relieve anxiety in GAD rats by inhibiting the p38 MAPK/NF-κB signaling pathway and reducing the activation of microglia and the levels of pro-inflammatory cytokines in the hypothalamus.
5.Whole brain causal functional connectivity analysis of noise-induced deafness based on resting state-functional magnetic resonance imaging
Aijie WANG ; Ranran HUANG ; Chunye WANG ; Xinru BA ; Xianghua BAO ; Guowei ZHANG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2024;42(9):689-694
Objective:To investigate the changes of directional connections of auditory and non-auditory in patients with noise-induced deafness (NID) by degree centrality (DC) and Granger causality analysis (GCA), and to explore the mode of brain function remodeling after NID.Methods:In October 2023, a total of 58 patients diagnosed with NID by the Occupational Diseases Department of Yantaishan Hospital of Yantai from 2014 to 2022 were collected as case group (NID group), and 42 healthy volunteers matched by gender, age and education level were selected as the control group (HC group). Resting state-functional magnetic resonance imaging (Rs-fMRI) was perfomed and PC analysis was performed. The brain regions with statistically significant differences in DC values between groups and the bilateral Heschl regions were extracted as regions of interest (ROI) for voxel-based whole brain GCA and correlation analysis.Results:Compared with HC group, the SOG.L DC value of NID group was lower, the connectivity values of SFGdor.L to SOG.L was increased, the connectivity value of PCL.L to SOG.L was decreased, the connectivity values of ORBmid.L, PCG.R and CUN. L/R to HES.L were increased, the connectivity value of SFGdor.L to HES.L was decreased, the connectivity value of HES.L to PCUN.L was decreased, the connectivity values of ORBsup.L and PCG.R to HES.R were increased, the connectivity value of HES.R to CUN.L was decreased ( P voxel level<0.01, P cluster level<0.05). The connectivity value of PCL.L to SOG.L was negatively correlated with the weighted value of the better whisper frequency ( P<0.05) . Conclusion:The NID patients have abnormal directional connectivity activity in multiple brain regions, such as auditory vision, executive control, somatosensory movement, and default mode network. It is suggested that hearing loss may cause complex neural remodeling between auditory and non-auditory centers.
6.Current situation and prospect of non-drug treatment of agitated symptoms of Alzheimer disease
Zhenfang DONG ; Wenbin CHENG ; Xiaoge HUANG ; Yonghua ZENG ; Guowei ZHANG ; You YIN
Chinese Journal of Clinical Medicine 2024;31(5):811-818
Alzheimer disease(AD),commonly known as senile dementia,is the most common type of dementia,resulting in progressive impairment of cognitive function,and is often accompanied by a variety of psychiatric symptoms,such as agitation.Agitated symptoms in AD patients often cause an increasing burden on caregivers,and current psychiatric medications may exacerbate adverse effects such as cognitive impairment and motor retardation in patients.Therefore,non-drug intervention is a very important adjuvant treatment option.This article reviews the clinical manifestations,possible mechanisms,drug therapy and non-drug intervention measures of agitation in order to provide reference for more effective treatment of AD.
7.Effect of Qingjin Huazhuo Decoction combined with conventional therapy on blood hypercoagulability in patients with acute exacerbation of chronic obstructive pulmonary disease with phlegm-heat stasis and lung syndrome
Wei WANG ; Lina HUANG ; Xue LAI ; Shan LI ; Wei WU ; Lichun ZHANG ; Yongli DONG ; Guowei DONG ; Feng GAO
International Journal of Traditional Chinese Medicine 2023;45(10):1217-1221
Objective:To investigate the effect of Qingjin Huazhuo Decoction combined with conventional western medicine on blood hypercoagulability in patients with acute exacerbation of chronic obstructive pulmonary disease (AECOPD) of phlegm-heat stasis lung syndrome.Methods:Randomized controlled trial. According to random number table method, allocation of cases in the observation and control groups. From April 2021 to March 2022, 66 hospitalized patients with AECOPD of phlegm-heat stasis and lung syndrome were randomly divided into control group ( n=32) and study group ( n=34). The control group was treated with conventional western medicine. The study group was treated with Qingjin Huazhuo Decoction on the basis of the control group. Both groups were treated for 7 days. Plasma thrombomodulin (TM), thrombin-antithrombin complex (TAT), tissue plasminogen activator-plasminogen activator inhibitor-1 complex (t-PAIC), plasmin-antiplasmin complex (PIC), prothrombin time (PT), partial thromboplastin time (APTT) and D-dimer levels were measured by automatic immunoassay analyzer; serum TNF-α levels were measured by ELISA and CRP levels were measured by immunoturbidimetry. Adverse reactions and acute thrombotic events during treatment were recorded. Results:During the treatment period, 4 of 66 patients had hemolysis, 2 were mistakenly included in the withdrawal study, 28 in the final control group and 32 in the study group were included for the analyses. After treatment, plasma t-PAIC [(6.19±1.93) μg/L vs. (7.42±2.71) μg/L, t=2.04] level in study group was significantly lower than that of the control group ( P<0.05), and the serum TNF-α [(71.15±25.25) ng/L vs. (122.60±98.76) ng/L, t=2.42] level was significantly lower than that of the control group ( P<0.05), plasma PT [(11.98±0.74) s vs. (11.55±0.77) s, t=-2.19] was significantly longer than that of the control group ( P<0.05). No thrombotic events occurred during hospitalization in the study group, and 1 case of acute myocardial infarction occurred in the control group. Conclusion:Qingjin Huazhuo Decoction combined with conventional western medicine therapy can improve the blood hypercoagulability of AECOPD patients with phlegm-heat stasis lung syndrome.
8.Application of Modified FuMai Decoction (复脉汤加减方) based on Sanjiao (三焦) Theory
Jienan GU ; Yuxuan HE ; Bin PENG ; Sheng HUANG ; Guowei WANG ; Yongtao WANG ; Qianhui LIU ; Shijie XU
Journal of Traditional Chinese Medicine 2023;64(20):2157-2160
Review of historical literature showed that the understanding of the indicated disease location of Modified FuMai Decoction (复脉汤加减方) has evolved from the upper jiao (焦) to the middle and lower jiao. Initially, it is used for the treatment of yin deficiency of both yin and yang in the upper jiao, changes to supplement stomach and produce fluids in the middle jiao, and is used to protect yin, clear the pathogens, conslidate yin and subdue yang so as to store the true yin of lower jiao. The unchanging principle of Fumai Decoction modifications is nourishing yin, while the changing aspects are determining the secondary treatment methods based on disease location of sanjiao, concomitant disease natures, internal injury or external contraction, warm disease or cold damage, thereby choosing the corresponding added or subtracted herbs, and providing reference for the application of classical formulas.
9.Medical status of outpatients with obsessive-compulsive disorder in psychiatric department and its influencing factors.
Huirong ZHENG ; Zhengchi ZHANG ; Cigui HUANG ; Guowei LUO
Journal of Central South University(Medical Sciences) 2022;47(10):1418-1424
OBJECTIVES:
Obsessive-compulsive disorder (OCD) is a chronic and refractory mental disorder with early onset, low response rate, and poor prognosis. Studies have shown that the age of onset, severity, course of disease, and untreated course of disease may affect its clinical efficacy. At present, there are few studies on the duration of untreated illness (DUI) of OCD patients. The current medical status and untreated course of OCD patients in China are still unclear. This study aims to investigate the current medical status of OCD patients in psychiatric outpatients of a general hospital, including the course of disease and DUI as well as its influencing factors.
METHODS:
A total of 310 outpatients with OCD who visited the Department of Mental Health, Guangdong Provincial People's Hospital for the first time, were recruited and interviewed. The information including age, gender, years of education, marital status, work status, age of onset, comorbid mental disorders, age of first treatment, course of disease, and DUI were collected. We also calculated the Yale-Brown Obsessive-Compulsive Scale (Y-BOCS) and Global Assessment Function (GAF) scores for total sample to analyze the demographic characteristics and clinical data of patients with OCT. The median DUI was used as the cut-off value, and the patients were divided into a short DUI group and a long DUI group. The differences in demographic characteristics and clinical data between the 2 groups were compared, and the factors affecting the DUI were analyzed.
RESULTS:
There were 158 males (51%) and 152 females (49%). The age of onset was (19.48±7.97) years. The years of education were 13.49±3.13; 215 (69.4%) were single and 95 (30.6%) were married; 103 (33.2%) were employed and 207 (66.8%) were unemployed. The median course of OCD was 4 years and the median DUI was 3 years. There were 177 cases in the short DUI (≤3 years) group and 133 cases in the long DUI (>3 years) group. Compared with the long DUI group, the patients in the short DUI group were younger (P<0.01); they had mild obsessive-compulsive symptoms (P<0.05) and a shorter education period and course of disease (P<0.01 and P<0.001, respectively); and they were more unemployed and single (both P<0.001). Correlation analysis showed that DUI was positively correlated with age, course of disease, years of education, and Y-BOCS score (r=0.45, P<0.001; r=0.74, P<0.001; r=0.27, P<0.001; r=0.17, P<0.01). When the DUI of OCD patients was used as the dependent variable, Y-BOCS, age, course of disease, whether to work, marital status, and years of education were used as the independent variables for binary logistic regression analysis, which showed that the duration of illness could predict the short and long DUI of OCD [Wald χ2=49.78, Exp(B)=1.34, P<0.001].
CONCLUSIONS
Investigation for the medical status of OCD patients in the psychiatric outpatients of a general hospital in Guangdong, China shows that the duration of illness of OCD patients in the psychiatric outpatients and the DUI of OCD patients are generally shorter than previous foreign reports. The DUI of OCD patients is affected by the course of disease, age, severity of symptoms, and other factors. In the future, large sample, multi-center, and follow-up studies could be considered to further explore the influencing factors for the DUI of OCD and the impact on the prognosis of the disease, to help improve the status of delayed treatment for OCD and improve the effective rate of OCD treatment.
Male
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Female
;
Humans
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Child
;
Adolescent
;
Young Adult
;
Adult
;
Outpatients
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Obsessive-Compulsive Disorder/epidemiology*
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Treatment Outcome
;
Time Factors
;
China/epidemiology*
10. Effects of oxypeucedanin on the resistance of breast cancer MCF-7/DOX cells to doxorubicin
Wei DONG ; Xiaoying HUANG ; Guowei ZHAO ; Xinli LIANG ; Bingbin XIE ; Xilan TANG ; Hongming LI ; Yumei QIU
Chinese Journal of Clinical Pharmacology and Therapeutics 2022;27(3):260-266
AIM: To investigate the effect of oxypeucedanin (OPD) on doxorubicin resistance in human breast cancer MCF-7/DOX cells and its possible mechanism. METHODS: MCF-7/DOX cells were cultured in vitro, MTT assay was used to detect the effect of OPD on the survival of MCF-7/DOX cells, and the effect of OPD combined with different concentrations of doxorubicin on the proliferation of MCF-7/DOX cells were investigated. The effect of OPD combined with doxorubicin on the expression of genes including MDR1, MRP1, AGPAT2, CHKA, CEPT1, DGKA, PCYT1A, PLA2G15 in MCF-7/DOX cells was measured by qRT-PCR. The effect of OPD combined with doxorubicin on the protein expression of MDR1, MRP1, CHKA and CCTα in MCF-7/DOX cells was determined by Western blot. RESULTS: The IC

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