1.Progress in the application of deep learning in prognostic models for non-small cell lung cancer
Ruikang ZHONG ; Jinghua LI ; Ximing LIN ; Xueni FANG ; Kaiwen HU ; Tian ZHOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(09):1345-1350
Non-small cell lung cancer is one of the cancers with the highest incidence and mortality rate in the world, and precise prognostic models can guide clinical treatment plans. With the continuous upgrading of computer technology, deep learning as a breakthrough technology of artificial intelligence has shown good performance and great potential in the application of non-small cell lung cancer prognosis model. The research on the application of deep learning in survival and recurrence prediction, efficacy prediction, distant metastasis prediction, and complication prediction of non-small cell lung cancer has made some progress, and it shows a trend of multi-omics and multi-modal joint, but there are still shortcomings, which should be further explored in the future to strengthen model verification and solve practical problems in clinical practice.
2.Study on mechanism of Jianpi Huatan Prescription in insulin resistance of polycystic ovary syndrome through AMPK/LKB1 signaling pathway
Tian LUO ; Xiao LI ; Anying LIN ; Luyu YANG ; Lan LI ; Ximing YU
International Journal of Traditional Chinese Medicine 2024;46(10):1303-1309
Objective:To investigate the effects of Jianpi Huatan Prescription on a rat model of polycystic ovary syndrome (PCOS) with insulin resistance (IR) induced by letrozole combined with high fat diet based on the liver kinase B1 (LKB1)/AMP activated protein kinase (AMPK) signaling pathway; To discuss its mechanism.Methods:A total of 40 SD female rats were divided into model group (30 rats) and blank group (10 rats). The model group rats were fed with high-fat feed from the first week of modeling for 8 consecutive weeks, and from the fourth week onwards, were given a daily gavage of letrozole solution for 5 consecutive weeks; the blank group was fed normally, and from the 4th week onwards, an equal amount of sodium carboxymethyl cellulose solution was administered. After the completion of modeling, the modeling group was divided into Jianpi Huatan Prescription group, Metformin group, and model group according to random number table method. The Jianpi Huatan Prescription group and the metformin group were given corresponding drug interventions, while the other two groups were simultaneously administered an equal amount of physiological saline for a total of 4 weeks. Ovarian morphological changes were observed using HE staining; intraperitoneal glucose tolerance test (IPGTT) was used to detect glucose tolerance in rats; Enzyme linked immunosorbent assay (ELISA) was used to detect the levels of follicle stimulating hormone (FSH), luteinizing hormone (LH), estrogen (E 2), total testosterone (T), fasting blood glucose (FBG), and fasting insulin (FINS) in rats; Real time fluorescence quantitative PCR and Western blot techniques were used to detect changes in LKB1, AMPK mRNA and protein expression in the LKB1/AMPK signaling pathway of rat ovarian tissue. Results:Compared with the model group, the polycystic changes in the ovaries of rats in the Jianpi Huatan Prescription group were improved, and the growth rate of body weight decreased. The levels of FBG, FINS, HOMA-IR, and IPGTT decreased ( P<0.05 or P<0.01), while serum FSH and HDL-C levels were significantly up-regulated ( P<0.05 or P<0.01). The levels of T, LH, LH/FSH, TC, TG, and LDL-C decreased ( P<0.05 or P<0.01); The mRNA and protein expression levels of LKB1 and AMPK in ovarian tissue increased ( P<0.05). Conclusion:Jianpi Huatan Prescription can improve PCOS-IR in rats caused by the combination of letrozole and high-fat diet, regulate various levels of sex hormones, and improve glucose and lipid metabolism disorders by regulating the LKB1/AMPK signaling pathway, which has a repairing effect on polycystic ovary disease in rats.
3.Effects of Jianpi Huatan Fang on lipid metabolism and FOXO1/PDK4 expression in the ovary in rats with polycystic ovary syndrome and insulin resistance
Luyu YANG ; Anying LIN ; Zhengwang YANG ; Lan LI ; Ximing YU
Acta Laboratorium Animalis Scientia Sinica 2024;32(4):451-460
Objective To investigate the effects of Jianpi Huatan Fang on lipid metabolism and expression levels of FOXO1 and PDK4 in rats with polycystic ovary syndrome(PCOS)and insulin resistance(IR).Methods Forty female rats were divided randomly into a blank control group(n=10)and a model group(n=30).A PCOS-IR rat model was established using a high-fat diet(8 weeks)combined with letrozole(added at weeks 4~8).Thirty successfully modeled rats were then divided randomly into a model control group,a Jianpi Huatan Fang group(11.07 g/kg),and a metformin group(0.2 g/kg)(n=10 rats per group).Drug intervention was given for 4 weeks.The general status,Traditional Chinese medicine syndrome score,and weight changes were observed in each group.Histopathological changes in the ovary were detected by hematoxylin and eosin staining.Fasting blood glucose and blood lipids were measured using a blood biochemical analyzer.Levels of sex hormones including follicle-stimulating hormone(FSH),luteinizing hormone(LH),testosterone(T),estradiol(E2),and insulin were determined by enzyme linked immunosorbent assay and changes in the expression of FOXO1 and PDK4 in the ovaries were determined by Western Blot and real-time fluorescence quantitative polymerase chain reaction.Results Rats in the model control group exhibited symptoms of spleen deficiency and phlegm-dampness and showed significant weight gain,sex hormone disorders,polycystic ovarian changes,and dysregulation of glucose and lipid metabolism,compared with rats in the blank control group(P<0.01).In addition,weight increase was slower in rats in the Jianpi Huatan Fang group and the metformin group compared with that in the model control group,and follicle development was improved.Serum LH,T,LH/FSH,fasting blood glucose,insulin,homeostatic model assessment for IR,cholesterol,triglycerides,and low-density lipoprotein cholesterol decreased,estradiol and FSH increased,and ovarian FOXO1 and PDK4 mRNA and protein expression levels were down regulated in the Jianpi Huatan Fang group compared with the findings in the model control group(P<0.05,P<0.01).Serum high-density lipoprotein cholesterol content was also increased,but the difference was not significant(P>0.05).Conclusions Jianpi Huatan Fang can effectively regulate sex hormone secretion,improve ovarian reproductive function,and regulate glucose and lipid metabolism in obese PCOS-IR rats,possibly via inhibiting the FOXO1/PDK4 pathway.
4.Study on the prediction of acute coronary syndrome based on coronary fat attenuation index and laboratory indicators
Lin YANG ; Weitao YE ; Shaorong WANG ; Lusi WU ; Jun YANG ; Ximing CAO
China Modern Doctor 2024;62(32):11-15
Objective To explore the value of coronary fat attenuation index(FAI)combined with laboratory indicators in predicting the risk of acute coronary syndrome(ACS)in patients with coronary heart disease(CHD).Methods A retrospective analysis was conducted on 454 patients who were diagnosed with CHD in Guangdong Provincial People's Hospital SCAD group(n=233)and an ACS group(n=221).Univariate and multivariate Logistic regression analyses were performed on the FAI values of the main coronary branches[right coronary artery(RCA),left anterior descending branch(LAD),left circumflex branch(LCX)],laboratory indicators,and clinical data,to identify independent risk factors for ACS in CHD patients.Receiver operating characteristic curves were constructed,and area under the curve(AUC)was calculated to evaluate the predictive performance of the independent risk factors and their combinations.Results LAD-FAI,RCA-FAI,and high-sensitivity C-reactive protein(hs-CRP)were independent influencing factors for ACS in CHD patients.The AUC for the prediction of ACS occurrence in CHD patients based on LAD-FAI,RCA-FAI,and elevated hs-CRP values alone were 0.568,0.703,and 0.749,respectively.When these three factors were analyzed in combination,the AUC was 0.815.Conclusion The combined analysis of LAD-FAI,RCA-FAI,and hs-CRP has good predictive performance for assessing the risk of ACS in CHD patients.
5.Chinese expert consensus on the diagnosis and treatment of osteoporotic periarticular fracture of the shoulder in the elderly (version 2023)
Yan HU ; Dongliang WANG ; Xiao CHEN ; Zhongmin SHI ; Fengjin ZHOU ; Jianzheng ZHANG ; Yanxi CHEN ; Liehu CAO ; Sicheng WANG ; Jianfei WANG ; Hongliang WANG ; Yong FENG ; Zhimin YING ; Chengdong HU ; Qinglin HAN ; Ming LI ; Xiaotao CHEN ; Zhengrong GU ; Biaotong HUANG ; Liming XIONG ; Yunfei ZHANG ; Zhiwei WANG ; Baoqing YU ; Yong WANG ; Lei ZHANG ; Lei YANG ; Peijian TONG ; Ximing LIU ; Qiang ZHOU ; Feng NIU ; Weiguo YANG ; Wencai ZHANG ; Shijie CHEN ; Jinpeng JIA ; Qiang YANG ; Tao SHEN ; Bin YU ; Peng ZHANG ; Yong ZHANG ; Jun MIAO ; Kuo SUN ; Haodong LIN ; Yinxian YU ; Jinwu WANG ; Kun TAO ; Daqian WAN ; Lei WANG ; Xin MA ; Chengqing YI ; Hongjian LIU ; Kun ZHANG ; Guohui LIU ; Dianying ZHANG ; Zhiyong HOU ; Xisheng WENG ; Yingze ZHANG ; Jiacan SU
Chinese Journal of Trauma 2023;39(4):289-298
Periarticular fracture of the shoulder is a common type of fractures in the elderly. Postoperative adverse events such as internal fixation failure, humeral head ischemic necrosis and upper limb dysfunction occur frequently, which seriously endangers the exercise and health of the elderly. Compared with the fracture with normal bone mass, the osteoporotic periarticular fracture of the shoulder is complicated with slow healing and poor rehabilitation, so the clinical management becomes more difficult. At present, there is no targeted guideline or consensus for this type of fracture in China. In such context, experts from Youth Osteoporosis Group of Chinese Orthopedic Association, Orthopedic Expert Committee of Geriatrics Branch of Chinese Association of Gerontology and Geriatrics, Osteoporosis Group of Youth Committee of Chinese Association of Orthopedic Surgeons and Osteoporosis Committee of Shanghai Association of Chinese Integrative Medicine developed the Chinese expert consensus on the diagnosis and treatment of osteoporotic periarticular fracture of the shoulder in the elderly ( version 2023). Nine recommendations were put forward from the aspects of diagnosis, treatment strategies and rehabilitation of osteoporotic periarticular fracture of the shoulder, hoping to promote the standardized, systematic and personalized diagnosis and treatment concept and improve functional outcomes and quality of life in elderly patients with osteoporotic periarticular fracture of the shoulder.
6.The value of CT features in predicting the invasion and invasive degree of lung pure ground-glass nodules based on the new classification of lung tumor in 2021
Lin GAO ; Jing ZHANG ; Hui GU ; Bing KANG ; Xinxin YU ; Shuai ZHANG ; Yan GAO ; Fanfan CAI ; Ruopeng WANG ; Ximing WANG
Chinese Journal of Radiology 2022;56(6):616-622
Objective:To investigate the value of CT features in predicting the invasion and degree of invasiveness of lung pure ground-glass nodules (pGGN) in the new histological classification in 2021.Methods:A total of 281 patients (304 lesions) with pGGN confirmed by surgical pathology from December 2018 to January 2021 in Shandong Provincial Hospital Affiliated to Shandong First Medical University were retrospectively analyzed. According to the pathological types, the patients were divided into prodromal lesion group [atypical adenomatous hyperplasia (AAH) and adenocarcinoma in situ (AIS), 129 cases], minimally invasive group [minimally invasive adenocarcinoma (MIA), 116 cases] and invasive group [invasive adenocarcinoma (IAC), 59 cases]. Clinical data (age, gender, smoking history, family history of cancer), and CT parameters [shape, boundary, lobulation, burr, vacuolar sign, bronchial abnormality sign, internal vessel sign, pleural traction sign, longest diameter, shortest diameter, unenhanced CT value, contrast-enhanced CT value in arterial phase, contrast-enhanced CT values in venous phase, the degree of enhancement (ΔCT A-N, ΔCT V-N)] were recorded and measured. The ANOVA, Kruskal-Wallis H and χ 2 test were used to compare the differences among the three groups. Binary logistic regression analysis was used to evaluate the independent risk factors of nodular invasion [prodromal lesion and invasive lesion (MIA and IAC)] and the degree of nodular invasion (MIA and IAC), and receiver operating characteristic (ROC) curve analysis was performed for each parameter. Results:There were statistically significant differences in age, pGGN morphology, lobulation, vacuolar sign, bronchial abnormality sign, internal vascular sign, pleural traction sign, longest diameter, shortest diameter, unenhanced CT value, contrast-enhanced CT value in arterial phase, contrast-enhanced CT value in venous phase among the precursor lesion group, minimally invasive group and invasive group ( P<0.05). Binary logistic regression analysis showed that vacuole sign (OR=2.832, 95%CI 1.363-5.887, P=0.005), internal vascular sign (OR=3.021, 95%CI 1.909-4.779, P<0.001) and unenhanced CT value (OR=1.003, 95%CI 1.001-1.006, P=0.019) were independent risk factors for invasion. Lobulation (OR=5.739, 95%CI 2.735-12.042, P<0.001), internal vascular sign (OR=1.968, 95%CI 1.128-3.433, P=0.017) and unenhanced CT value (OR=1.004, 95%CI 1.001-1.008, P=0.012) were independent risk factors for the degree of invasiveness. ROC curve analysis showed that the efficiency of internal vascular sign was the highest in distinguishing precursor lesion and the invasive, the area under the curve (AUC) was 0.757, the sensitivity was 50.3%, the specificity was 89.8%. The efficiency of lobulation was the highest in distinguishing MIA and IAC (AUC=0.702), with a sensitivity of 61.0% and specificity of 79.3%. Conclusions:CT features are of certain value in predicting the invasion and degree of invasiveness of lung pGGN in the new histological classification in 2021, and internal vascular sign is more effective in predicting the invasion of lung pGGN. Lobulation can predict the degree of invasiveness of pGGN better.
7.Long-term observation of the effect of atlantoaxial fusion on the growth and development of children′s cervical spine
Bin LIN ; Yuanjie JIANG ; Zhida CHEN ; Taoyi CAI ; Ximing HUANG ; Xiaoyang HU ; Chengquan TU
Chinese Journal of Surgery 2022;60(6):558-566
Objective:To explore the effect of atlantoaxial fusion on the growth and development of children′s cervical spine.Methods:The clinical data of 12 children with atlantoaxial dislocation who underwent posterior atlantoaxial fusion at Department of Orthopaedics,the 909th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army from June 2002 to September 2013 were retrospective analyzed. There were 7 males and 5 females,with age of (8.1±3.1)years (range:3 to 13 years).Nine cases were traumatic and 3 cases were congenital malformations,1 of the children had Down syndrome. All children underwent posterior atlantoaxial fusion. Furthermore,the information of the height and anteroposterior width of the cervical vertebral bodies and vertical growth rate of the fusion mass were collected from all patients immediately postoperatively and during the follow-up.The range of motion in cervical spine were collected preoperatively and during follow-up period. Data were compared using independent sample t test, paired sample t test and repeated-measurement. Results:All 12 children had regular follow-up within (122.4±25.3)months(range:65 to 163 months). The height and anteroposterior width of the cervical vertebral bodies were similar to these results with those in published reports of growth in normal children of the same age(all P<0.01). At the last follow-up,atlantoaxial fusion of 11 cases had substantial growth (vertical growth rate of the fusion mass:11 cases ≥10%, 1 case <10%);the range of motion in cervical spine was close to the normal level (flexion(55.2±5.0)°,extension (65.3±4.9)°,left bending (41.7±4.5)°,right bending (42.4±4.4)°,left rotation (66.4±5.6)°,right rotation (68.5±5.8)°). Conclusions:Atlantoaxial fusion surgery is satisfactory in the treatment of pediatric atlantoaxial dislocation.During the follow-up,the growth and development of the cervical spine is close to that of normal children of the same age.In long-term observation,it has been found that the operation has no negative effect on the growth and development of the children′s cervical spine.
8.Long-term observation of the effect of atlantoaxial fusion on the growth and development of children′s cervical spine
Bin LIN ; Yuanjie JIANG ; Zhida CHEN ; Taoyi CAI ; Ximing HUANG ; Xiaoyang HU ; Chengquan TU
Chinese Journal of Surgery 2022;60(6):558-566
Objective:To explore the effect of atlantoaxial fusion on the growth and development of children′s cervical spine.Methods:The clinical data of 12 children with atlantoaxial dislocation who underwent posterior atlantoaxial fusion at Department of Orthopaedics,the 909th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army from June 2002 to September 2013 were retrospective analyzed. There were 7 males and 5 females,with age of (8.1±3.1)years (range:3 to 13 years).Nine cases were traumatic and 3 cases were congenital malformations,1 of the children had Down syndrome. All children underwent posterior atlantoaxial fusion. Furthermore,the information of the height and anteroposterior width of the cervical vertebral bodies and vertical growth rate of the fusion mass were collected from all patients immediately postoperatively and during the follow-up.The range of motion in cervical spine were collected preoperatively and during follow-up period. Data were compared using independent sample t test, paired sample t test and repeated-measurement. Results:All 12 children had regular follow-up within (122.4±25.3)months(range:65 to 163 months). The height and anteroposterior width of the cervical vertebral bodies were similar to these results with those in published reports of growth in normal children of the same age(all P<0.01). At the last follow-up,atlantoaxial fusion of 11 cases had substantial growth (vertical growth rate of the fusion mass:11 cases ≥10%, 1 case <10%);the range of motion in cervical spine was close to the normal level (flexion(55.2±5.0)°,extension (65.3±4.9)°,left bending (41.7±4.5)°,right bending (42.4±4.4)°,left rotation (66.4±5.6)°,right rotation (68.5±5.8)°). Conclusions:Atlantoaxial fusion surgery is satisfactory in the treatment of pediatric atlantoaxial dislocation.During the follow-up,the growth and development of the cervical spine is close to that of normal children of the same age.In long-term observation,it has been found that the operation has no negative effect on the growth and development of the children′s cervical spine.
9.Correlation study of triglyceride-glucose index and plaque burden and characteristics of vulnerable plaque based on coronary CT angiography plaque quantitative analysis
Ruopeng WANG ; Hui GU ; Yan GAO ; Ying WANG ; Xinxin YU ; Fanfan CAI ; Lin GAO ; Ximing WANG
Chinese Journal of Radiology 2021;55(11):1153-1160
Objective:To explore the relationship between triglyceride-glucose (TyG) index with plaque components, plaque burden and characteristics of vulnerable plaque using coronary plaque analysis based on coronary artery computed tomography (CCTA).Methods:A total of 498 patients(male 296, female 202), the age ranged from 33 to 87 (63±9) years who underwent CCTA from January 2020 to September in Shandong Provincial Hospital Affiliated to Shandong First Medical University were included. The enrolled patients were divided into three groups according to the tertiles of TyG index: T 1 group (the lowest one-third), T 2 group (middle one-third) and T 3 group (the highest one-third). The plaque burden, volume and ratio of calcified, lipid and fibrous components of plaques as well as the incidence of vulnerable plaques were measured based on CCTA images. Chi-square test, ANOVA and Kruskal-Wallis test were used to compare whether the differences of indexes among the three groups were statistically significant. Multiple stepwise regression was used to analyze the influencing factors of coronary atherosclerotic plaque burden and multiple logistic regression was used to analyze the risk factors of CT high-risk plaque. Finally, ROC curve was used to evaluate the value of TyG index in the diagnosis of CT high-risk plaque, and the best diagnostic threshold of TyG index was determined. Results:The plaque burden, non-calcified plaque volume and ratio had positive relationship with TyG index ( P<0.001).TyG index was significantly correlated with plaque burden according to multiple stepwise regression analysis (regression coefficient 7.267, P<0.001). The results of CT vulnerable characteristics of plaques showed that positive remodeling, low-attenuation plaque sign and the incidence of vulnerable plaque increased with TyG index ( P<0.05). Multivariate Logistic regression analysis showed that TyG index was an independent risk factor for CT vulnerable plaque(OR=2.324,95 %CI 1.533-3.523, P<0.001). The cut-off value of TyG index that can predict vulnerable plaque was 8.43(sensitivity 77.24%, specificity 45.60%, AUC 0.645, P<0.001). Conclusions:With the increase of TyG index, the burden of coronary atherosclerosis plaque and the incidence of CT vulnerable plaque increased. TyG index is expected to be a simple and effective predictor of cardiovascular disease and adverse cardiovascular events.
10.IWR-1-endo affects the migration and proliferation of hepatocarcinoma cells by inhibiting the Wnt pathway
Lin XIONG ; Xiuyun ZHANG ; Xiaoyu ZHANG ; Yue LI ; Ximing XU
Journal of International Oncology 2021;48(12):711-715
Objective:To investigate the effects and mechanisms of Wnt pathway inhibitor IWR-1-endo on the biological behaviors of human hepatocarcinoma cell Huh7.Methods:Human hepatocellular carcinoma cell Huh7 was cultured in vitro, and Huh7 cells were treated with IWR-1-endo at different concentrations (0, 20, 40, 80, 160, 320 μmol/L). Scratch test was used to detect changes in cell migration ability at diffe-rent drug concentrations, plate cloning was used to detect changes in cell proliferation, Western blotting was used to detect changes in the expression of Wnt pathway related protein β-catenin, and immunofluorescence staining was used to detect the expression of β-catenin in cytoplasm and nucleus. Results:The results of the scratch test showed that the 24 h scratch healing rates of Huh7 cells treated with 0, 20, 40, 80, 160, 320 μmol/L IWR-1-endo were (20.55±0.05)%, (12.10±0.08)%, (9.36±0.10)%, (3.62±0.09)%, (0.62±0.04)% and (0.23±0.02)%, respectively, and there was a statistically significant difference ( F=230.87, P<0.001). Further pair comparison showed that there were statistically significant differences in 24 h scratch healing rates among different concentrations (all P<0.001). The 48 h scratch healing rates were (34.77±0.08)%, (17.69±0.05)%, (11.60±0.04)%, (5.68±0.07)%, (2.66±0.04)% and (1.75±0.02)%, respectively, and there was a statistically significant difference ( F=589.68, P<0.001). Further pair comparison showed that there were statistically significant differences in 48 h scratch healing rates among different concentrations (all P<0.001). After treatment with IWR-1-endo at the concentration of 0, 20, 40, 80, 160, 320 μmol/L, the clone formation rates of Huh7 cells were (61.67±0.21)%, (57.33±0.11)%, (50.00±0.25)%, (36.67±0.28)%, (23.33±0.12)% and (15.00±0.08)%, respectively, and there was a statistically significant difference ( F=403.56, P<0.001). Further pair comparison showed that there were statistically significant differences in clone formation rates among different concentrations (all P<0.001). After treatment with 0, 20, 40, 80, and 160 μmol/L IWR-1-endo for 24 h, the relative expression levels of β-catenin in Huh7 cells were 0.30±0.08, 0.25±0.07, 0.22±0.05, 0.15±0.01 and 0.06±0.02, respectively, and there was a statistically significant difference ( F=247.00, P<0.001). Compared with 0 μmol/L, the relative expression levels of β-catenin treated with 80 and 160 μmol/L had statistical significance ( P=0.014; P=0.008). Compared with 0 mol/L, immunofluorescence showed that the expressions of β-catenin in cytoplasm and nucleus were reduced after 80 μmol/L IWR-1-endo treatment. Conclusion:Wnt pathway inhibitor IWR-1-endo can inhibit the migration and proliferation of hepatocarcinoma cells Huh7 by inhibiting the activity of Wnt pathway. The above inhibitory effects are dose-dependent.

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