1.Clinical radiomics nomogram and deep learning based on CT in discriminating atypical pulmonary hamartoma from lung adenocarcinoma
Chuanbin WANG ; Cuiping LI ; Feng CAO ; Yankun GAO ; Baoxin QIAN ; Jiangning DONG ; Xingwang WU
Acta Universitatis Medicinalis Anhui 2024;59(2):344-350
Objective To discuss the value of clinical radiomic nomogram(CRN)and deep convolutional neural network(DCNN)in distinguishing atypical pulmonary hamartoma(APH)from atypical lung adenocarcinoma(ALA).Methods A total of 307 patients were retrospectively recruited from two institutions.Patients in institu-tion 1 were randomly divided into the training(n=184:APH=97,ALA=87)and internal validation sets(n=79:APH=41,ALA=38)in a ratio of 7∶3,and patients in institution 2 were assigned as the external validation set(n=44:APH=23,ALA=21).A CRN model and a DCNN model were established,respectively,and the performances of two models were compared by delong test and receiver operating characteristic(ROC)curves.A human-machine competition was conducted to evaluate the value of AI in the Lung-RADS classification.Results The areas under the curve(AUCs)of DCNN model were higher than those of CRN model in the training,internal and external validation sets(0.983 vs 0.968,0.973 vs 0.953,and 0.942 vs 0.932,respectively),however,the differences were not statistically significant(p=0.23,0.31 and 0.34,respectively).With a radiologist-AI com-petition experiment,AI tended to downgrade more Lung-RADS categories in APH and affirm more Lung-RADS cat-egories in ALA than radiologists.Conclusion Both DCNN and CRN have higher value in distinguishing APH from ALA,with the former performing better.AI is superior to radiologists in evaluating the Lung-RADS classification of pulmonary nodules.
2.Differential value of CT radiomics in papillary renal cell carcinoma and clear cell renal cell carcinoma
Xu LIN ; Yankun GAO ; Xiaomin ZHENG ; Xingwang WU
Journal of Practical Radiology 2024;40(1):74-78
Objective To construct a radiomics nomogram combining clinical and a radiomics signature for distinguishing type Ⅱpapillary renal cell carcinoma(pRCC)from atypical clear cell renal cell carcinoma(ccRCC).Methods Clinical and CT data of patients with pathologically confirmed type Ⅱ pRCC(62 cases)and atypical ccRCC(56 cases)were analyzed.A random sample was divided into a training set(82 cases)and a test set(36 cases)in a ratio of 7∶3.Clinical factors were screened to construct clinical factor models.A total of 1 595 radiomics features of tumors were extracted from the corticomedullary phase CT images and based on the most effective features to construct a radiomics signature and calculate the radiomics score(Rad-score).A radiomics nomogram was constructed by combining the Rad-score and independent clinical factors.Receiver operating characteristic(ROC)curve was used to assess the clini-cal usefulness of the models.Decision curve analysis(DCA)was used to assess the difference between the models.Results The radiomics signature showed good discrimination in training set area under the curve(AUC)0.894[95%confidence interval(CI)0.834-0.947]and test set AUC 0.879(95%CI 0.774-0.963).The AUC of the clinical factors model in training set and test set were 0.725(95%CI 0.646-0.804)and 0.698(95%CI 0.567-0.819).The AUC of the radiomics nomogram in training set and test set were 0.901(95%CI 0.840-0.953)and 0.901(95%CI 0.809-0.975).DCA demonstrated the radiomics nomogram outmatched the clinical factors model and radiomics signature in the aspects of clinical usefulness.Conclusion Radiomics nomogram based on enhanced CT can provide good prediction of type Ⅱ pRCC and atypical ccRCC preoperatively,improve the diagnostic accuracy and provide guidance for future clinical treatment.
3.The value of combined model nomogram based on clinical characteristics and radiomics in predicting secondary loss of response after infliximab treatment in patients with Crohn′s disease
Shuai LI ; Chao ZHU ; Xiaomin ZHENG ; Yankun GAO ; Xu LIN ; Chang RONG ; Kaicai LIU ; Cuiping LI ; Xingwang WU
Chinese Journal of Radiology 2024;58(7):745-751
Objective:To investigate the value of nomogram based on radiomics features of CT enterography (CTE) combined with clinical characteristics to predict secondary loss of response (SLOR) after infliximab (IFX) treatment in patients with Crohn′s disease (CD).Methods:This study was a case-control study. Clinical and imaging data of 155 patients with CD diagnosed at the First Affiliated Hospital of Anhui Medical University from March 2015 to July 2022 were retrospectively collected. The patients were divided into a training set ( n=108) and a testing set ( n=47) in the ratio of 7∶3 by stratified sampling method. All patients were treated according to the standardized protocol and were classified as SLOR (43 in the training set and 18 in the testing set) and non-SLOR (65 in the training set and 29 in the testing set) according to treatment outcome. Based on the data from the training group, independent clinical predictors of SLOR after IFX treatment were screened in the clinical data using univariate and multivariate logistic regression analysis to establish a clinical model. Intestinal phase images were selected to be outlined layer by layer along the margin of the lesion to obtain the volume of the region of interest to extract the radiomics features. The radiomics features were screened using univariate analysis and the minimum absolute shrinkage and selection operator to establish the radiomics model. Multivariate logistic regression analysis was used to build a combined clinical-radiomics model based on the screened clinical independent predictors and radiomics characters, then a nomogram was drawn. The predictive efficacy of the 3 models for SLOR after IFX treatment was assessed by receiver operating characteristic curves, and the area under the curve (AUC) was calculated. The decision curve analysis was applied to evaluate the clinical utility of the models. Results:Disease duration ( OR=1.983, 95% CI 1.966-2.000, P=0.046) and intestinal stenosis ( OR=1.246, 95% CI 1.079-1.764, P=0.015) were identified as the independent predictors of SLOR in the clinical data, and a clinical model was established. Totally 9 radiomics features were included in the radiomics model. The AUCs of clinical, radiomics, and combined models for predicting SLOR after IFX treatment in CD patients were 0.691 (95% CI 0.591-0.792), 0.896 (95% CI 0.836-0.955), and 0.910 (95% CI 0.855-0.965) in the training set, and 0.722 (95% CI 0.574-0.871), 0.866 (95% CI 0.764-0.968), and 0.889 (95% CI 0.796-0.982) in the testing set. Decision curve analysis in the testing set showed higher net clinical benefits for both the radiomics model and combined model than the clinical model, and combined model had higher net clinical benefits than the radiomics model over most threshold probability intervals. Conclusions:CTE-based radiomics model can effectively predict SLOR after IFX treatment in patients with CD, and a combined model by incorporating clinical characteristics of disease duration and intestinal stenosis can further improve the predictive efficacy.
4.The causes and application value of adult OSAHS by MDCT upper airway imaging
Yaqing Du ; Yunxia Ma ; Xia Wang ; Zhao Gao ; Jian Song ; Jing Wu ; Kaile Wu ; Xingwang Wu
Acta Universitatis Medicinalis Anhui 2023;58(3):500-505
Objective:
To evaluate the value of multi-detector CT (MDCT) upper airway imaging in the diagnosis of obstructive sleep apnea hypopnea syndrome ( OSAHS) and in determining the location of upper airway obstruction.
Methods :
MDCT was used to scan the upper airways of 85 clinically confirmed adult patients with different degrees of OSAHS (73 males and 12 females) in calm breathing phase and forced inhalation phase and 60 normal adults (50 males and 10 females) in calm breathing phase to obtain nasal cavity,nasopharynx,palatopharynx and oglosopharynx volumes.Parapharyngeal fat volume was measured in OSAHS patients and normal subjects.In addition,three groups of clinical data related to OSAHS patients were recorded,including sleep apnea hypopnea index (AHI) ,body mass index ( BMI) and lowest blood oxygen saturation ( LaSO2 ) .Finally,the measured data and clinical data of each group were statistically analyzed.
Results :
The volume of nasopharynx and palatopharynx in the calm breathing group was significantly smaller than that in the control group,with statistical significance.Palatopharyngeal volume forced inspiratory phase was significantly smaller than calm breathing phase in the experimental group.The parapharyngeal fat volume in the experimental group was significantly higher than that in the control group.AHI was positively correlated with BMI and parapharyngeal fat volume.LaSO2 was negatively correlated with AHI and BMI,respectively.
Conclusion
MDCT upper airway imaging has good clinical application value in the diagnosis,treatment and postoperative evaluation of OSAHS disease due to the significant anatomical difference between OSAHS patients and normal subjects.
5.Diagnosis, treatment and prevention of severe acute respiratory syndrome coronavirus 2 infection in children: experts′ consensus statement (Fifth Edition)updated for the Omicron variant
Rongmeng JIANG ; Zhengde XIE ; Yi JIANG ; Xiaoxia LU ; Runming JIN ; Yuejie ZHENG ; Yunxiao SHANG ; Baoping XU ; Zhisheng LIU ; Gen LU ; Jikui DENG ; Guanghua LIU ; Xiaochuan WANG ; Jianshe WANG ; Luzhao FENG ; Wei LIU ; Yi ZHENG ; Sainan SHU ; Min LU ; Wanjun LUO ; Miao LIU ; Yuxia CUI ; Leping YE ; Adong SHEN ; Gang LIU ; Liwei GAO ; Lijuan XIONG ; Yan BAI ; Likai LIN ; Zhuang WEI ; Fengxia XUE ; Tianyou WANG ; Dongchi ZHAO ; Zhengyan ZHAO ; Jianbo SHAO ; Wong Wing-kin GARY ; Yanxia HE ; Xingwang LI ; Yonghong YANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2023;38(1):20-30
China has classified the Corona Virus Disease 2019(COVID-19) as a statutory category B infectious disease and managed it according to Category B since January 8, 2023.In view that Omicron variant is currently the main epidemic strain in China, in order to guide the treatment of severe acute respiratory syndrome coronavirus 2(SARS-CoV-2) infection in children with the times, refer to the Diagnosis and Treatment Protocol for Novel Coronavirus Infection (Trial 10 th Edition), Expert Consensus on Diagnosis, Treatment and Prevention of Novel Coronavirus Infection in Children (Fourth Edition) and the Diagnosis and Treatment Strategy for Pediatric Related Viral Infections.The Expert Consensus on the Diagnosis, Treatment and Prevention of Novel Coronavirus Infection in Children (Fifth Edition) has been formulated and updated accordingly on related etiology, epidemiology, pathogenic mechanism, clinical manifestations, auxiliary examination, diagnosis and treatment, and added key points for the treatment of COVID-19 related encephalopathy, fulminating myocarditis and other serious complications for clinical reference.
6.Glucuronic acid metabolites of phenolic acids target AKT-PH domain to improve glucose metabolism.
Jie GAO ; Manqian ZHANG ; Xingwang ZU ; Xue GU ; Erwei HAO ; Xiaotao HOU ; Gang BAI
Chinese Herbal Medicines 2023;15(3):398-406
OBJECTIVE:
Phenolic acids widely exist in the human diet and exert beneficial effects such as improving glucose metabolism. It is not clear whether phenolic acids or their metabolites play a major role in vivo. In this study, caffeic acid (CA) and ferulic acid (FA), the two most ingested phenolic acids, and their glucuronic acid metabolites, caffeic-4'-O-glucuronide (CA4G) and ferulic-4'-O-glucuronide (FA4G), were investigated.
METHODS:
Three insulin resistance models in vitro were established by using TNF-α, insulin and palmitic acid (PA) in HepG2 cells, respectively. We compared the effects of FA, FA4G, CA and CA4G on glucose metabolism in these models by measuring the glucose consumption levels. The potential targets and related pathways were predicted by network pharmacology. Fluorescence quenching measurement was used to analyze the binding between the compounds and the predicted target. To investigate the binding mode, molecular docking was performed. Then, we performed membrane recruitment assays of the AKT pleckstrin homology (PH) domain with the help of the PH-GFP plasmid. AKT enzymatic activity was determined to compare the effects between the metabolites with their parent compounds. Finally, the downstream signaling pathway of AKT was investigated by Western blot analysis.
RESULTS:
The results showed that CA4G and FA4G were more potent than their parent compounds in increasing glucose consumption. AKT was predicted to be the key target of CA4G and FA4G by network pharmacology analysis. The fluorescence quenching test confirmed the more potent binding to AKT of the two metabolites compared to their parent compounds. The molecular docking results indicated that the carbonyl group in the glucuronic acid structure of CA4G and FA4G might bind to the PH domain of AKT at the key Arg-25 site. CA4G and FA4G inhibited the translocation of the AKT PH domain to the membrane, while increasing the activity of AKT. Western blot analysis demonstrated that the metabolites could increase the phosphorylation of AKT and downstream glycogen synthase kinase 3β in the AKT signaling pathway to increase glucose consumption.
CONCLUSION
In conclusion, our results suggested that the metabolites of phenolic acids, which contain glucuronic acid, are the key active substances and that they activate AKT by targeting the PH domain, thus improving glucose metabolism.
7.Cytochrome P450s in algae: Bioactive natural product biosynthesis and light-driven bioproduction.
Shanmin ZHENG ; Jiawei GUO ; Fangyuan CHENG ; Zhengquan GAO ; Lei DU ; Chunxiao MENG ; Shengying LI ; Xingwang ZHANG
Acta Pharmaceutica Sinica B 2022;12(6):2832-2844
Algae are a large group of photosynthetic organisms responsible for approximately half of the earth's total photosynthesis. In addition to their fundamental ecological roles as oxygen producers and as the food base for almost all aquatic life, algae are also a rich source of bioactive natural products, including several clinical drugs. Cytochrome P450 enzymes (P450s) are a superfamily of biocatalysts that are extensively involved in natural product biosynthesis by mediating various types of reactions. In the post-genome era, a growing number of P450 genes have been discovered from algae, indicating their important roles in algal life-cycle. However, the functional studies of algal P450s remain limited. Benefitting from the recent technical advances in algae cultivation and genetic manipulation, the researches on P450s in algal natural product biosynthesis have been approaching to a new stage. Moreover, some photoautotrophic algae have been developed into "photo-bioreactors" for heterologous P450s to produce high-value added pharmaceuticals and chemicals in a carbon-neutral or carbon-negative manner. Here, we comprehensively review these advances of P450 studies in algae from 2000 to 2021.
8.Expert consensus on the diagnosis, treatment and prevention of monkeypox in children
Rongmeng JIANG ; Yuejie ZHENG ; Lei ZHOU ; Luzhao FENG ; Lin MA ; Baoping XU ; Hongmei XU ; Wei LIU ; Zhengde XIE ; Jikui DENG ; Lijuan XIONG ; Wanjun LUO ; Zhisheng LIU ; Sainan SHU ; Jianshe WANG ; Yi JIANG ; Yunxiao SHANG ; Miao LIU ; Liwei GAO ; Zhuang WEI ; Guanghua LIU ; Gang LIU ; Wei XIANG ; Yuxia CUI ; Gen LU ; Min LU ; Xiaoxia LU ; Runming JIN ; Yan BAI ; Leping YE ; Dongchi ZHAO ; Adong SHEN ; Xiang MA ; Qinghua LU ; Fengxia XUE ; Jianbo SHAO ; Tianyou WANG ; Zhengyan ZHAO ; Xingwang LI ; Yonghong YANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2022;37(13):964-973
Monkeypox is a zoonotic disease.Previous studies have shown that children are vulnerable to monkeypox and are also at high risk for severe disease or complications.In order to improve pediatricians′ understanding of monkeypox and achieve early detection, early diagnosis, early treatment and early disposal, the committee composed of more than 40 experts in the related fields of infectious diseases, pediatrics, infection control and public health formulate this expert consensus, on the basis of the latest clinical management and infection prevention and control for monkeypox released by the World Health Organization (WHO), the guidelines for diagnosis and treatment of monkeypox (version 2022) issued by National Health Commission of the People′s Republic of China and other relevant documents.During the development of this consensus, multidisciplinary experts have repeatedly demonstrated the etiology, epidemiology, transmission, clinical manifestations, laboratory examinations, diagnosis and differential diagnosis, treatment, discharge criteria, prevention, case management process and key points of prevention and control about monkeypox.
9.Diagnosis, treatment and prevention of severe acute respiratory syndrome coronavirus 2 infection in children: experts′ consensus statement (Fourth Edition)
Rongmeng JIANG ; Zhengde XIE ; Yi JIANG ; Xiaoxia LU ; Runming JIN ; Yuejie ZHENG ; Yunxiao SHANG ; Baoping XU ; Zhisheng LIU ; Gen LU ; Jikui DENG ; Guanghua LIU ; Xiaochuan WANG ; Jianshe WANG ; Luzhao FENG ; Wei LIU ; Yi ZHENG ; Sainan SHU ; Min LU ; Wanjun LUO ; Miao LIU ; Yuxia CUI ; Leping YE ; Adong SHEN ; Gang LIU ; Liwei GAO ; Lijuan XIONG ; Yan BAI ; Likai LIN ; Zhuang WEI ; Fengxia XUE ; Tianyou WANG ; Dongchi ZHAO ; Zhengyan ZHAO ; Jianbo SHAO ; Kwok-keung Daniel NG ; Wing-kin Gary WONG ; Xingwang LI ; Yonghong YANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2022;37(14):1053-1065
Since December 2019, severe acute respiratory syndrome coronavirus 2(SARS-CoV-2) infections have raged globally for more than 2 years.China has always adopted scientific and effective prevention and control measures to achieved some success.However, with the continuous variation of SARS-CoV-2 cases and imported cases from abroad, the prevention and control work has become more difficult and complex.With the variation of the mutant strain, the number of cases in children changed, and some new special symptoms and complications were found, which proposed a new topic for the prevention and treatment of SARS-CoV-2 infection in children in China.Based on the third edition, the present consensus according to the characteristics of the new strain, expounded the etiology, pathology, pathogenesis, and according to the clinical characteristics and experience of children′s cases, and puts forward recommendations on the diagnostic criteria, laboratory examination, treatment, prevention and control of children′s cases for providing reference for further guidance of effective prevention and treatment of SARS-CoV-2 infection in children in China.
10.Diagnosis, treatment and prevention of 2019 novel coronavirus infection in children: experts′ consensus statement (Third Edition)
Rongmeng JIANG ; Zhengde XIE ; Yi JIANG ; Xiaoxia LU ; Runming JIN ; Yuejie ZHENG ; Baoping XU ; Zhisheng LIU ; Likai LIN ; Yunxiao SHANG ; Sainan SHU ; Yan BAI ; Min LU ; Gen LU ; Jikui DENG ; Wanjun LUO ; Lijuan XIONG ; Miao LIU ; Yuxia CUI ; Leping YE ; Liwei GAO ; Yongyan WANG ; Xuefeng WANG ; Jiafu LI ; Tianyou WANG ; Dongchi ZHAO ; Jianbo SHAO ; Xingwang LI ; Yonghong YANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2021;36(10):721-732
2019 novel coronavirus(2019-nCoV) outbreak is one of the public health emergency of international concern.Since the 2019-nCoV outbreak, China has been adopting strict prevention and control measures, and has achieved remarkable results in the initial stage of prevention and control.However, some imported cases and sporadic regional cases have been found, and even short-term regional epidemics have occurred, indicating that the preventing and control against the epidemic remains grim.With the change of the incidence proportion and the number of cases in children under 18 years old, some new special symptoms and complications have appeared in children patients.In addition, with the occurrence of virus mutation, it has not only attracted attention from all parties, but also proposed a new topic for the prevention and treatment of 2019-nCoV infection in children of China.Based on the second edition, the present consensus further summarizes the clinical characteristics and experience of children′s cases, and puts forward recommendations on the diagnostic criteria, laboratory examination, treatment, prevention and control of children′s cases for providing reference for further guidance of treatment of 2019-nCoV infection in children.


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