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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.
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Objective To explore the relationship between histological chorioamnionitis(HC),fetal vasculitis(FV)and the morbidity of neonatal respiratory distress syndrome(RDS).Methods Three hundred and forty-seven cases of infants at the gestational ages of 28 +0 to 31 +6 weeks who were admitted to the Neo-natology Department of our hospital from October 2009 to June 2013 were analyzed retrospectively.They were divided into four groups according to the occurrence of HC and FV,namely,HC positive group and HC negative group,FV positive group and FV negative group.The patients in the HC positive group were further divided into FV positive group and FV negative group according to the occurrence of FV.The morbidity of RDS among above-mentioned groups was compared.Results The clinical characteristics including propor-tion of male,gestational age,birth weight,cesarean delivery,antenatal corticosteroid use,gestational hyperten-sion,gestational diabetes and cholestasis of pregnancy showed no statistically significant difference among all the groups(P 〉0.05).The incidence of RDS in the HC positive group(145 cases)was 49.6%(72 cases), which was significantly lower than that in the HC negative group(67.3%,126 /202,P 〈0.05).The incidence of RDS in FV positive group(64 cases)was 42.2%(27 cases),which was significantly lower than that in FV negative group(63.3%,179 /283,P 〈0.05)In the HC positive group(145 cases),the incidence of RDS in FV positive group (64 cases)was 42.2% (27 cases),and 55.6% (45 cases)in FV negative group (81 cases),which showed no significant difference(P ﹦0.01 ).Conclusion (1 )HC or FV can reduce the incidence rate of RDS in premature infants.(2)HC combined FV cannot furtherly reduce the incidence of RDS.
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Crizotinib is effective to treat non small cell lung cancer, the study has found that it can inhibit the prolif-eration of tumor cells, induce tumor cells apoptosis and inhibit tumor cells invade and transfer. Crizotinib anti-tumor effect involving the anaplastic lymphoma kinase, HGF/c-MET signaling pathway, c-ros oncogene 1 receptor tyrosine kinase, Bim gene, mammalian target of rapamycin, hypoxia induced factor-1, the clinical treatment has found that crizotinib appear resistance in recent years, so its anti-tumor and drug resistance mechanism still need further study in the furture.
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Objective To explore the correlation between histological chorioamnionitis (HC) and brain injury in preterm infants. Methods Three hundred and forty-seven cases of infants at the gestational age of 28-31 weeks who were admitted to the neonatology department of our hospital were analyzed retrospectively. They were divided into the HC group and the control group according to the pathological examination. Moreover, HC group was divided into FV group and non-FV group according to the pathological findings of fetal vasculitis (FV). Based on the findings of periodical ultrasonography, the incidences of periventricular leukomalacia (PVL), periventricular-intraventricular hemorrhage (PVH-IVH), and the PVL+PVH-IVH were compared among groups. Results The incidences of PVL in the HC group and the control group were 17.9% and 10.3%respectively. The incidences of PVL+PVH-IVH in the two groups were 5.5%and 1.48%respectively, and the difference between two groups was signiifcant (P0.05). In the HC group, the incidences of PVL in FV group and non-FV group were 28.1%and 9.87%respectively, and the difference between two groups was signiifcant (P0.05). The incidences of PVL+PVH-IVH in FV group and non-FV group were 7.81%and 3.70%respectively, and the difference between the two groups was not have signiifcant (P>0.05). Conclusions HC may increase the ncidences of PVL and PVL+PVH-IVH in the preterm infants, while its effect is minimal on PVH-IVH. FV could increase the incidence of brain injury in preterm infants.
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Objective To explore the effects of pyrrolidine dithiocarbamate (PDTC) on the acute lung injury and the activation of Nrf2 pathway after Paraquat (PQ) induced lung injury.Methods Fortyeight adult male SD rats with lung injury induced by PQ were randomly (random number) divided into control group and PDTC group.Three animals were sacrificed at every 1-week interval,7d,14d and 21 days after PQ intoxication,and the lungs of rats were removed for acute lung injury score after HE staining,and for lung fibrosis assessment after Masson staining,and the levels of reduced glutathione (GSH) and malondialdehyde (MDA) in the lung tissue homogenate were assayed and the phosphorylation of Nrf2 (nuclear-E2-related factor 2) was detected by Weston blot.The mean values of detected variables between two groups were compared by t test,and survival curve was tested by Wilcoxon (Gehan) test.Results The intoxication symptoms of rats were obvious,and 4 rats in control group and 9 rats in PDTC group survived until 21days.The survival time of animals in PDTC group was longer than that in control group (Wilcoxon (Gehan) =10.17023,P =0.001).The levels of MDA in control group were higher than those in PDTC group,while the levels of GSH in control group were lower than those in PDTC group.The levels of phosphorylation of Nrf2 in PDTC group were higher than those in control group at 1-week intervals,1-week:(0.32±0.04) vs.(0.23±0.05),P=0.003; 2-week:(0.62±0.06) vs.(0.33±0.03),P＜0.001; 3-week:(0.61 ±0.04) vs.(0.33±0.05),P＜0.001.The acute lung injury (ALI) scores in PDTC group were lower than those in control group,1-week:(5 ± 0.95) vs.(8 ± 1.23),P =0.002 ; 2-week:(9±1.18) vs.(11±1.02),P=0.019; 3-week:(11±1.33) vs.(12±1.42),P=0.002.The percentages of lung fibrosis at 1-week intervals after PQ intoxication were (40.87 ± 7.25) ％,(43.38 ±5.71)％ and (45.91 ± 3.97)％ in control group,and they were higher than those in PDTC group (32.92±2.34)％,(33.45 ±3.04)％ and (35.27 ±3.81)％ in PDTC group,P=0.017,0.001 and 0.001 respectively.Conclusions Attenuation of acute lung injury and lung fibrosis,and prolongation of survival time of SD rats by PDTC were associated with activation of Nrf2 pathway.