1.Prediction of pulp exposure risk of carious pulpitis based on deep learning.
Li WANG ; Fei WU ; Mo XIAO ; Yu-Xin CHEN ; Ligeng WU
West China Journal of Stomatology 2023;41(2):218-224
OBJECTIVES:
This study aims to predict the risk of deep caries exposure in radiographic images based on the convolutional neural network model, compare the prediction results of the network model with those of senior dentists, evaluate the performance of the model for teaching and training stomatological students and young dentists, and assist dentists to clarify treatment plans and conduct good doctor-patient communication before surgery.
METHODS:
A total of 206 cases of pulpitis caused by deep caries were selected from the Department of Stomatological Hospital of Tianjin Medical University from 2019 to 2022. According to the inclusion and exclusion criteria, 104 cases of pulpitis were exposed during the decaying preparation period and 102 cases of pulpitis were not exposed. The 206 radiographic images collected were randomly divided into three groups according to the proportion: 126 radiographic images in the training set, 40 radiographic images in the validation set, and 40 radiographic images in the test set. Three convolutional neural networks, visual geometry group network (VGG), residual network (ResNet), and dense convolutional network (DenseNet) were selected to analyze the rules of the radiographic images in the training set. The radiographic images of the validation set were used to adjust the super parameters of the network. Finally, 40 radiographic images of the test set were used to evaluate the performance of the three network models. A senior dentist specializing in dental pulp was selected to predict whether the deep caries of 40 radiographic images in the test set were exposed. The gold standard is whether the pulp is exposed after decaying the prepared hole during the clinical operation. The prediction effect of the three network models (VGG, ResNet, and DenseNet) and the senior dentist on the pulp exposure of 40 radiographic images in the test set were compared using receiver operating characteristic (ROC) curve, area under the ROC curve (AUC), accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and F1 score to select the best network model.
RESULTS:
The best network model was DenseNet model, with AUC of 0.97. The AUC values of the ResNet model, VGG model, and the senior dentist were 0.89, 0.78, and 0.87, respectively. Accuracy was not statistically different between the senior dentist (0.850) and the DenseNet model (0.850)(P>0.05). Kappa consistency test showed moderate reliability (Kappa=0.6>0.4, P<0.05).
CONCLUSIONS
Among the three convolutional neural network models, the DenseNet model has the best predictive effect on whether deep caries are exposed in imaging. The predictive effect of this model is equivalent to the level of senior dentists specializing in dental pulp.
Humans
;
Deep Learning
;
Neural Networks, Computer
;
Pulpitis/diagnostic imaging*
;
Reproducibility of Results
;
ROC Curve
;
Random Allocation
2.Xenon post-conditioning protects against spinal cord ischemia-reperfusion injury in rats by downregulating mTOR pathway and inhibiting endoplasmic reticulum stress-induced neuronal apoptosis.
Lan LUO ; Jia Qi TONG ; Lu LI ; Mu JIN
Journal of Southern Medical University 2022;42(8):1256-1262
OBJECTIVE:
The purpose of this study was to determine whether xenon post-conditioning affects mTOR signaling as well as endoplasmic reticulum stress (ERS)-apoptosis pathway in rats with spinal cord ischemia/reperfusion injury.
METHODS:
Fifty male rats were randomized equally into sham-operated group (Sham group), I/R model group (I/R group), I/R model+ xenon post-conditioning group (Xe group), I/R model+rapamycin (a mTOR signaling pathway inhibitor) treatment group (I/R+ Rapa group), and I/R model + xenon post- conditioning with rapamycin treatment group (Xe + Rapa group).. In the latter 4 groups, SCIRI was induced by clamping the abdominal aorta for 85 min followed by reperfusion for 4 h. Rapamycin (or vehicle) was administered by daily intraperitoneal injection (4 mg/kg) for 3 days before SCIRI, and xenon post-conditioning by inhalation of 1∶1 mixture of xenon and oxygen for 1 h at 1 h after initiation of reperfusion; the rats without xenon post-conditioning were given inhalation of nitrogen and oxygen (1∶ 1). After the reperfusion, motor function and histopathologic changes in the rats were examined. Western blotting and real-time PCR were used to detect the protein and mRNA expressions of GRP78, ATF6, IRE1α, PERK, mTOR, p-mTOR, Bax, Bcl-2 and caspase-3 in the spinal cord.
RESULTS:
The rats showed significantly lowered hind limb motor function following SCIRI (P < 0.01) with a decreased count of normal neurons, increased mRNA and protein expressions of GRP78, ATF6, IRE1α, PERK, and caspase-3, and elevated p-mTOR/mTOR ratio and Bax/Bcl-2 ratio (P < 0.01). Xenon post-conditioning significantly decreased the mRNA and protein levels of GRP78, ATF6, IRE1α, PERK and caspase-3 (P < 0.05 or 0.01) and reduced p-mTOR/mTOR and Bax/Bcl-2 ratios (P < 0.01) in rats with SCIRI; the mRNA contents and protein levels of GRP78 and ATF6 were significantly decreased in I/R+Rapa group (P < 0.01). Compared with those in Xe group, the rats in I/R+Rapa group and Xe+Rapa had significantly lowered BBB and Tarlov scores of the hind legs (P < 0.01), and caspase-3 protein level and Bax/Bcl-2 ratio were significantly lowered in Xe+Rapa group (P < 0.05 or 0.01).
CONCLUSION
By inhibiting ERS and neuronal apoptosis, xenon post- conditioning may have protective effects against SCIRI in rats. The mTOR signaling pathway is partially involved in this process.
Animals
;
Apoptosis
;
Caspase 3/metabolism*
;
Endoplasmic Reticulum Stress
;
Endoribonucleases/pharmacology*
;
Injections, Intraperitoneal
;
Male
;
Neurons/pathology*
;
Nitrogen/metabolism*
;
Oxygen/metabolism*
;
Protein Serine-Threonine Kinases
;
Proto-Oncogene Proteins c-bcl-2/metabolism*
;
RNA, Messenger/metabolism*
;
Random Allocation
;
Rats
;
Rats, Sprague-Dawley
;
Reperfusion Injury/metabolism*
;
Sirolimus/pharmacology*
;
Spinal Cord Ischemia/pathology*
;
TOR Serine-Threonine Kinases/metabolism*
;
Xenon/therapeutic use*
;
bcl-2-Associated X Protein/metabolism*
3.Technical recommendation for pragmatic randomized controlled trial of heat-sensitive moxibustion in community (Ⅰ): randomization with consideration of patient preference.
Xu ZHOU ; Ze-Huai WEN ; Ling LI ; Jian-Ping LIU ; Yi-Huang GU ; Xin-Feng GUO ; Xing LIAO ; Wei-Feng ZHU ; Shu-Qing LI ; Xin SUN
Chinese Acupuncture & Moxibustion 2022;42(1):85-90
Heat-sensitive moxibustion is the appropriate technique of the external treatment in traditional Chinese medicine and it is widely used in community because of its "easy learning, simple operation and clear curative effect". Pragmatic randomized controlled trial is a main intervention design in the real world study, which provides a high-level evidence for the effectiveness assessment of heat-sensitive moxibustion in community management. Focusing on the key links of randomization, e.g. block randomization, stratified randomization, cluster randomization, sample size allocation, allocation concealment and blinding, the paper elaborates the advantages, disadvantages and technical details of two-stage randomization with consideration of patient preference in pragmatic randomized controlled trials of heat-sensitive moxibustion in community. It facilitates improving the quality of evidence, reproducibility and methodological homogeneity among different trials.
Hot Temperature
;
Humans
;
Moxibustion
;
Patient Preference
;
Random Allocation
;
Reproducibility of Results
4.The mechanism of enriched environment repairing the learning and memory impairment in offspring of prenatal stress by regulating the expression of activity-regulated cytoskeletal-associated and insulin-like growth factor-2 in hippocampus.
Su-Zhen GUAN ; You-Juan FU ; Feng ZHAO ; Hong-Ya LIU ; Xiao-Hui CHEN ; Fa-Qiu QI ; Zhi-Hong LIU ; Tzi Bun NG
Environmental Health and Preventive Medicine 2021;26(1):8-8
BACKGROUND:
Prenatal stress can cause neurobiological and behavioral defects in offspring; environmental factors play a crucial role in regulating the development of brain and behavioral; this study was designed to test and verify whether an enriched environment can repair learning and memory impairment in offspring rats induced by prenatal stress and to explore its mechanism involving the expression of insulin-like growth factor-2 (IGF-2) and activity-regulated cytoskeletal-associated protein (Arc) in the hippocampus of the offspring.
METHODS:
Rats were selected to establish a chronic unpredictable mild stress (CUMS) model during pregnancy. Offspring were weaned on 21st day and housed under either standard or an enriched environment. The learning and memory ability were tested using Morris water maze and Y-maze. The expression of IGF-2 and Arc mRNA and protein were respectively measured by using RT-PCR and Western blotting.
RESULTS:
There was an elevation in the plasma corticosterone level of rat model of maternal chronic stress during pregnancy. Maternal stress's offspring exposed to an enriched environment could decrease their plasma corticosterone level and improve their weight. The offspring of maternal stress during pregnancy exhibited abnormalities in Morris water maze and Y-maze, which were improved in an enriched environment. The expression of IGF-2, Arc mRNA, and protein in offspring of maternal stress during pregnancy was boosted and some relationships existed between these parameters after being exposed enriched environment.
CONCLUSIONS
The learning and memory impairment in offspring of prenatal stress can be rectified by the enriched environment, the mechanism of which is related to the decreasing plasma corticosterone and increasing hippocampal IGF-2 and Arc of offspring rats following maternal chronic stress during pregnancy.
Animals
;
Cytoskeletal Proteins/metabolism*
;
Female
;
Gene Expression Regulation
;
Hippocampus/metabolism*
;
Insulin-Like Growth Factor II/metabolism*
;
Learning
;
Learning Disabilities/psychology*
;
Male
;
Memory Disorders/psychology*
;
Nerve Tissue Proteins/metabolism*
;
Pregnancy
;
Prenatal Exposure Delayed Effects/psychology*
;
Random Allocation
;
Rats
;
Rats, Wistar
;
Social Environment
;
Stress, Psychological/genetics*
5.Effect of
Yi Qun LIU ; Ling He HUANG ; Pei Pei LIU ; Qing Bin XING ; Feng HAN ; Qin WANG ; Shu Rong CHEN ; Kimio SUGIYAMA ; Xue Song XIANG ; Zhen Wu HUANG
Biomedical and Environmental Sciences 2021;34(5):356-363
Objective:
This study aimed to investigate the effects of
Methods:
In this study, 0.1% DMG was supplemented in 20% casein diets that were either folate-sufficient (20C) or folate-deficient (20CFD). Blood and liver of rats were subjected to assays of Hcy and its metabolites. Hcy and its related metabolite concentrations were determined using a liquid chromatographic system.
Results:
Folate deprivation significantly increased pHcy concentration in rats fed 20C diet (from 14.19 ± 0.39 μmol/L to 28.49 ± 0.50 μmol/L;
Conclusion
DMG supplementation exhibited hypohomocysteinemic effects under folate-sufficient conditions. By contrast, the combination of folate deficiency and DMG supplementation has deleterious effect on pHcy concentration.
Animals
;
Biomarkers/metabolism*
;
Chromatography, Liquid
;
Diet
;
Dietary Supplements
;
Folic Acid Deficiency/metabolism*
;
Homocysteine/metabolism*
;
Liver/metabolism*
;
Male
;
Random Allocation
;
Rats
;
Rats, Wistar
;
Sarcosine/metabolism*
6.Expression of ubiquitin-specific protease 7 in lung tissue of preterm rats after hyperoxia exposure.
Xiao-Yue HUANG ; Yu-Feng QUAN ; Long-Li YAN ; Lin ZHAO
Chinese Journal of Contemporary Pediatrics 2020;22(12):1331-1337
OBJECTIVE:
To study the expression and significance of ubiquitin-specific protease 7 (USP7) and the key factors of the Wnt signaling pathway in the lung tissue of preterm rats after hyperoxia exposure.
METHODS:
A total of 180 preterm neonatal Wistar rats were randomly divided into an air control group, an air intervention group, a hyperoxia control group, and a hyperoxia intervention group, with 45 rats in each group. Lung injury was induced by hyperoxia exposure in the hyperoxia groups. The preterm rats in the intervention groups were given intraperitoneal injection of the USP7 specific inhibitor P5091 (5 mg/kg) every day. The animals were sacrificed on days 3, 5, and 9 of the experiment to collect lung tissue specimens. Hematoxylin-eosin staining was used to observe the pathological changes of lung tissue. RT-PCR and Western blot were used to measure the mRNA and protein expression levels of USP7 and the key factors of the Wnt signaling pathway β-catenin and α-smooth muscle actin (α-SMA) in lung tissue.
RESULTS:
The air groups had normal morphology and structure of lung tissue; on days 3 and 5, the hyperoxia control group showed obvious alveolar compression and disordered structure, with obvious inflammatory cells, erythrocyte diapedesis, and interstitial edema. On day 9, the hyperoxia control group showed alveolar structural disorder and obvious thickening of the alveolar septa. Compared with the hyperoxia control group at the corresponding time points, the hyperoxia intervention group had significantly alleviated disordered structure, inflammatory cell infiltration, and bleeding in lung tissue. At each time point, the hyperoxia groups had a significantly lower radial alveolar count (RAC) than the corresponding air groups (
CONCLUSIONS
Hyperoxia exposure can activate the Wnt/β-catenin signaling pathway, and USP7 may participate in hyperoxic lung injury through the Wnt/β-catenin signaling pathway. The USP7 specific inhibitor P5091 may accelerate the degradation of β-catenin by enhancing its ubiquitination, reduce lung epithelial-mesenchymal transition, and thus exert a certain protective effect against hyperoxic lung injury.
Animals
;
Animals, Newborn
;
Hyperoxia/physiopathology*
;
Lung/physiopathology*
;
Random Allocation
;
Rats
;
Rats, Wistar
;
Thiophenes/pharmacology*
;
Ubiquitin-Specific Peptidase 7/metabolism*
;
Ubiquitin-Specific Proteases
;
Wnt Signaling Pathway
7.Astragaloside Ⅳ inhibits inflammation after cerebral ischemia in rats through promoting microglia/macrophage M2 polarization.
Xintian ZHENG ; Haiyan GAN ; Lin LI ; Xiaowei HU ; Yan FANG ; Lisheng CHU
Journal of Zhejiang University. Medical sciences 2020;49(6):679-686
OBJECTIVE:
To investigate the effects of astragaloside Ⅳ (AS-Ⅳ) on microglia/macrophage M1/M2 polarization and inflammatory response after cerebral ischemia in rats.
METHODS:
Forty eight male SD rats were randomly divided into sham operation control group, model control group and AS-Ⅳ group with 16 rats in each. Focal cerebral ischemia model was induced by occlusion of the right middle cerebral artery (MCAO) using the intraluminal filament. After ischemia induced, the rats in AS-Ⅳ group were intraperitoneally injected with 40 mg/kg AS-Ⅳ once a day for 3 days. The neurological functions were evaluated by the modified neurological severity score (mNSS) and the corner test on d1 and d3 after modelling. The infarct volume was measured by 2, 3, 5-triphenyl tetrazolium chloride (TTC) staining on d3 after ischemia. The expression of M1 microglia/macrophage markers CD86, inducible nitric oxide synthase (iNOS) and pro-inflammatory factors TNF-α, IL-1β, IL-6, M2 microglia/macrophages markers CD206, arginase-1 (Arg-1), chitinase-like protein (YM1/2) and anti-inflammatory factors interleukin-10 (IL-10) and transforming growth factor beta (TGF-β) was detected by real-time RT-PCR. The expression of CD16/32/Iba1 and CD206/Iba1 was determined by double labeling immunefluorescence method in the peripheral area of cerebral ischemia.
RESULTS:
Compared with model control group, AS-Ⅳ treatment improved neurological function recovery and reduced infarct volume after ischemia (
CONCLUSIONS
The findings suggest that AS-Ⅳ ameliorates brain injury after cerebral ischemia in rats, which may be related to inhibiting inflammation through promoting the polarization of the microglia/macrophage from M1 to M2 phenotype in the ischemic brain.
Animals
;
Anti-Inflammatory Agents/therapeutic use*
;
Brain Ischemia/drug therapy*
;
Cell Polarity/drug effects*
;
Inflammation/drug therapy*
;
Macrophages/drug effects*
;
Male
;
Microglia/drug effects*
;
Random Allocation
;
Rats
;
Rats, Sprague-Dawley
;
Saponins/therapeutic use*
;
Triterpenes/therapeutic use*
8.Effect of Wubi Shanyao pills on sexual function in mice with kidney-yang-deficiency induced by hydrocortisone.
Qingqing CHEN ; Chaowen SHAN ; Jie SU ; Wei CHEN ; Jiaming ZHU ; Suhong CHEN ; Guiyuan LYU
Journal of Zhejiang University. Medical sciences 2020;49(6):697-704
OBJECTIVE:
To investigate the effect of Chinese medicine Wubi Shanyao pills on sexual function of kidney-yang-deficiency mice induced by hydrocortisone.
METHODS:
Male Kunming mice were injected with hydrocortisone for 10 days to prepare the kidney-yang-deficiency model, and administrated with Wubi Shanyao pills (0.91, 1.82, 2.73 g/kg) for 9 weeks. The general behaviors of mice (autonomous activity, grasping power) were observed; sexual behaviors (capture, straddle, ejaculation frequency and incubation period) of mice were detected by mating experiment. The serum levels of cortisol, adrenocorticotropic hormone (ACTH), luteinizing hormone (LH), follicle stimulating hormone (FSH), estradiol (E
RESULTS:
Wubi Shanyao pills increased the number of independent activities, grasping power, capture frequency of model mice and shortened the capture latency (all
CONCLUSIONS
Wubi Shanyao pills can improve the sexual function of mice with kidney-yang-deficiency induced by hydrocortisone, which may be related to regulating the hypothalamus-pituitary-adrenal axis (HPA axis), promoting the proliferation of testicular cells, and inhibiting cell apoptosis.
Animals
;
Follicle Stimulating Hormone/blood*
;
Hydrocortisone
;
Hypothalamo-Hypophyseal System
;
Kidney/drug effects*
;
Kidney Diseases/drug therapy*
;
Male
;
Mice
;
Pituitary-Adrenal System/drug effects*
;
Random Allocation
;
Sexual Behavior, Animal/drug effects*
;
Yang Deficiency/drug therapy*
9.Effect of Açaí oil, alcohol extract and water extract on temperature tendency and metabolic level of mice with deficiency-feat and deficiency-cold.
Xue ZHOU ; Na YUE ; Shuo ZHANG ; Zi-Nan ZHAO ; Chun WANG ; Lin-Yuan WANG ; Jian-Jun ZHANG
China Journal of Chinese Materia Medica 2020;45(5):991-996
To investigate the effect of resolution components, such as Açaí oil, alcohol extract and water extract, on the temperature tendency animal behavior and intrinsic biochemical indexes, such ascyclic nucleotides and metabolic level, in mice with deficiency-heat and deficiency-cold syndrome, in order to study the characteristics of the cold and heat properties of each resolution component of Açaí and the material basis of cooling. KM mice were randomly divided into 12 groups, namely blank group, deficiency-heat model group, deficiency-heat+Açaí group, deficiency-heat+Açaí oil group, deficiency-heat+Açaí alcohol extract group, deficiency-heat+Açaí water extract group, deficiency-cold model group, deficiency-cold+Cinnamomi Cortex group, deficiency-cold+Açaí group, deficiency-cold+Açaí oil group, deficiency-cold+Açaí alcohol extract group, deficiency-cold+Açaí water extract group. The mice in deficiency-heat group were given thyroid tablet solution(160 mg·kg~(-1)), the mice in deficiency-cold group were given hydrocortisone solution(25 mg·kg~(-1)) through gastric perfusion every afternoon for 14 days, and each administration group was given the corresponding drug. The temperature tendency, cyclic nucleotides and metabolic level of animals were measured after the experiment. The Açaí alcohol extract was consistent with the Açaí powder, with a regulatory effect on the deficiency-heat model mice; Açaí oil and its water extract were consistent with Cinnamomi Cortex, with a regulatory effect on the deficiency-cold model mice. In this study, based on the parable theory of traditional Chinese medicine's properties and tastes, property of alcohol extract of Açaí was cool, while the property of oil and water extract were warm, the alcohol extract of Açaí was the material basis of Açaí cold medicine by the methods of homogeneous comparison and heterogeneous disproval.
Animals
;
Ethanol
;
Euterpe/chemistry*
;
Medicine, Chinese Traditional
;
Mice
;
Plant Extracts/pharmacology*
;
Plant Oils/pharmacology*
;
Random Allocation
;
Temperature
;
Water
10.Effect of ginsenosides on serous metabonomic profiles in cerebral ischemia-reperfusion rats based on ~1H-NMR.
Dong-Min CAO ; Qin-Xiao GUAN ; Ya-Li LIU ; Shu-Mei WANG
China Journal of Chinese Materia Medica 2020;45(5):1142-1148
Serum metabonomic profiles of the model of focal cerebral ischemia reperfusion is established with the suture-occluded method by Longa to study the effect of ginsenosides. In this study, 48 rats were randomly divided into six groups: sham-operated group, pathological model group, positive drug group(6 mg·kg~(-1)·d~(-1)) and high, medium, low-dose ginsenosides groups(200, 100, 50 mg·kg~(-1)·d~(-1)). They are given intragastric administration respectively with same amount of 0.5% CMC-Na,nimodipine and ginsenoside for 5 days. At 2 h after the final administration, the model was established with the suture-occluded method, and free radical-scavenging activity changes of ginsenoside were observed by maillard reaction, and Longa was possible used as a renoprotective agent-occluded method. At the end of 24 h after the reperfusion, the hemolymph of rats in each group was collected, and the ~1H-NMR spectrum was collected after being treated by certain methods, and analyzed by principal component analysis(PCA). Compared with sham-operated group, pathological model group showed significant increases in the levels of lactate, glutamate, taurine, choline, glucose and methionine, but decreases in the levels of 3-hydroxybutyrate and phosphocreatine/creatine in serum. After treatment with ginsenosides, lipid, 3-hydroxybutyrate and phosphocreatine/creatine were increased in the serum of ginsenosides group rats, but with decreases in lactate and glutamate. The results showed that ginsenosides could regulate metabolic disorders in rats with focal cerebral ischemia reperfusion, and promote a recovery in the process of metabolism. It's helpful to promote the metabolic changes in rats with focal cerebral ischemia reperfusion via ~1H-NMR, and lay a foundation to develop ginsenosides as a new drug to treat ischemic cerebral paralysis.
3-Hydroxybutyric Acid
;
Animals
;
Brain Ischemia/metabolism*
;
Creatine
;
Ginsenosides/pharmacology*
;
Hemolymph
;
Metabolome
;
Phosphocreatine
;
Proton Magnetic Resonance Spectroscopy
;
Random Allocation
;
Rats
;
Reperfusion Injury/metabolism*

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