1.Application value of machine learning models based on CT radiomics for assessing split renal function
Junjie ZOU ; Ruidong LI ; Hu SONG ; Feng WANG ; Ning DING ; Kongyuan ZHANG
Chinese Journal of Radiological Health 2025;34(1):108-113
Objective Based on the radiomics features extracted from the unenhanced CT images of the lower abdomen, a variety of machine learning models were constructed to explore their application value in the assessment of split renal function. Methods A retrospective analysis was conducted on the unenhanced CT images from 240 single kidneys in patients with clinically suspected renal dysfunction. Based on the results of single-photon emission computed tomography renal dynamic imaging, the cases were classified into the normal glomerular filtration rate group (n=118) and the decreased glomerular filtration rate group (n=122). The region of interest was outlined on the unenhanced CT images and the radiomics features were extracted. The features were selected by correlation analysis and least absolute shrinkage and selection operator, and the machine learning models were constructed based on the algorithms of decision tree, support vector machine, random forest, logistic regression, and extreme gradient boosting. Area under the receiver operating characteristic curve, accuracy, sensitivity, and specificity were calculated to compare the performance of different models. Results Sixteen radiomics features were selected for constructing the machine learning models. The support vector machine model showed relatively high performance for the assessment of split renal function on the test set, with an area under the receiver operating characteristic curve value of 0.883 (95% confidence interval: 0.804-0.961), an accuracy of 0.778, a sensitivity of 0.811, and a specificity of 0.743. Conclusion The machine learning models constructed based on unenhanced CT radiomics can be used to preliminarily assess split renal function, which provides an innovative, convenient, and safe method for clinical diagnosis and has positive significance for treatment.
2.Perioperative application of immunoadsorption in highly sensitized kidney transplant recipients: single-center experience
Haojie HUANG ; Jie DING ; Yuting HU ; Dan SONG ; Ming ZHU ; Feng WANG ; Heng ZHENG ; Chenjie HUANG ; Qingling ZOU ; Zhangfei SHOU
Chinese Journal of Organ Transplantation 2024;45(10):702-709
Objective:To explore the clinical efficacy of immunoadsorption in highly sensitized kidney transplant (KT) candidates.Methods:From September 2019 to April 2023, the relevant clinical data were retrospectively reviewed for 26 highly sensitized KT recipients. Protein A immunoadsorption desensitization therapy was offered after KT. The effect of immunosorbent on reducing anti-human leukocyte antigen (HLA) antibodies was summarized. And operative success rate and postoperative complication incidence were calculated.Results:The mean number of treatment session was (10.76±5.53). The highest level of HLA-Ⅰ antibody mean fluorescence intensity (MFI) dropped from (17 921±4 442) to (7 333±6 434) with a decline of 59% and HLA-Ⅱ antibody MFI decreased from (21 135±5 245) to (10 989±7 627) with a decline of 48%. The differences were statistically significant (both P<0.001). All kidneys were harvested from cadavers. The complications were acute antibody mediated rejection (7 cases), perioperative pulmonary infection (3 cases) and myelosuppression (2 cases). The average follow-up period was (30.8±12.6) month. The graft survival rate was 88.5% (23/26) and the recipient survival rate 100% (26/26) . Conclusions:Immunoadsorption therapy can effectively reduce HLA antibody in highly sensitized KT candidates, thereby increasing the probability of successful KT. In terms of safety, immunosorbent therapy may boost the potential risks of infection and myelosuppression. It requires heightened attention.
3.Predicting the Risk of Arterial Stiffness in Coal Miners Based on Different Machine Learning Models.
Qian Wei CHEN ; Xue Zan HUANG ; Yu DING ; Feng Ren ZHU ; Jia WANG ; Yuan Jie ZOU ; Yuan Zhen DU ; Ya Jun ZHANG ; Zi Wen HUI ; Feng Lin ZHU ; Min MU
Biomedical and Environmental Sciences 2024;37(1):108-111
4.In vivo Fate of Functionalized Liposomes:Applications and Challenges
Linghui ZOU ; Xu YANG ; Jilang LI ; Wenya DING ; Jianfang FENG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(3):244-253
Functionalized liposomes can improve the in vivo process of drugs to achieve high-efficiency delivery by enhancing drug absorption, changing drug distribution and reducing the elimination, which is one of the hotspots in nanomedicine research with broad application prospects. However, the drug information published by official websites of National Medical Products Administration (NMPA), the United States Food and Drug Administration (FDA), and the European Medicines Agency (EMA) shows that there are few liposomal products on the market, and the domestic varieties are mainly generic drugs. Excepting for polyethylene glycolized (PEGylated) liposomes, no other functionalized liposomes have been approved for marketing, which indicates that the clinical translation of functionalized liposomes remains at a low level. Therefore, the relevant reports of functionalized liposomes in recent years were reviewed in this paper, their application advantages and main challenges in preparation research and development were discussed based on the in vivo process, and their low clinical translation mainly because of the insufficient clinical thinking, safety and efficacy of functional materials, inaccurate in vitro and in vivo analysis methods and difficulty in scaling up production. Meanwhile, the possible strategies such as introducing the concept of clinical multi-function to improve clinical acuity, focusing on examining the modification density of functional materials and the interaction between the modified materials, evaluating the drug delivery performance of functionalized liposomes from multiple perspectives and scenarios, and conducting cost and convenience-oriented formulation composition and preparation process optimization were proposed in order to provide a reference for the development of functionalized liposomes and other carrier-based nanomedicines.
5.CiteSpace knowledge map of research hotspots and frontiers of traditional Chinese medicine intervention in psoriasis in recent ten years.
Hui-Qin ZOU ; Xue-Yan ZHEN ; Jun-Tang YAN ; Hui-Shang FENG ; Jian-Qiu LU ; Sheng-Yun DING ; Su-Mei HAO ; Ying-Hua HUANG ; Rong-Ting XU
China Journal of Chinese Materia Medica 2023;48(11):3110-3117
This study aimed to investigate the development status of traditional Chinese medicine(TCM) intervention in psoriasis in recent ten years, analyze the research hotspots, and summarize the development trends to provide reference materials for scholars in this field. Taking the available literature related to the field of TCM intervention in psoriasis as the research object, the trends, contents, and source publications were statistically analyzed based on bibliometrics. The research cooperation and co-occurrence of keywords in this field were studied by the knowledge map analysis method based on CiteSpace. The total number of Chinese papers was 2 993 and English papers 285. In terms of publication trend, the annual publication of English papers was low but showed an obvious upward trend, while the increase in Chinese papers fluctuated and tended to be flat. In terms of the content of Chinese papers published, TCM ranked first according to the discipline(2 415). In English papers, the number of publications in pharmacology and pharmaceutical science was the highest(87). Literature source analysis showed that the Chinese and English journals with the most publications were China Journal of Traditional Chinese Medicine and Pharmacy and Evidence Based Complementary and Alternative Medicine, respectively. Beijing University of Chinese Medicine published the most dissertations in China(99). The authors with the most publications in Chinese and English were LI Bin(Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine) and LU Chuan-jian(Guangdong Hospital of Traditional Chinese Medicine). As revealed by the CiteSpace analysis of the research cooperation network, there were four mature and stable core teams in this field, but the cooperation intensity between different teams was weak. According to the keywords co-occurrence knowledge graph constructed by CiteSpace, the current hot keywords in this field are as follows: psoriasis, blood-heat syndrome, blood-stasis syndrome, fire needle, blood-dryness type, imiquimod, TCM bath, etiology and pathogenesis, cytokines, cupping therapy, etc. In summary, Chinese scholars have conducted active exploration and research in the field of TCM intervention in psoriasis in recent ten years. The overall development trend is good, and the breadth and depth of the research are constantly extending. It is suggested that relevant research should be free from discipline restrictions and strive for interdisciplinary integration.
Humans
;
Medicine, Chinese Traditional
;
Psoriasis/drug therapy*
6.Sea-buckthorn slows down-regulation of CYP 2C in mice with liver injury by BCG-induced via PXR/NF-κB pathway
Pei-Pei HAO ; Ying-Ying CAO ; Hui-Qiong ZOU ; Rui-Feng DING ; Xue-Feng BAI ; Yong-Zhi XUE
Chinese Pharmacological Bulletin 2023;39(12):2320-2324
Aim To explore whether sea-buckthorn slows down-regulation of hepatic cytochrome P450 2C(CYP 2C)in mice with liver injury by BCG vaccine(BCG)-induced via PXR/NF-κB pathway.Methods The mouse model of liver injury was induced by a single tail vein injection of BCG 125 mg·kg-1 for hepatitis B research,and the mice were randomly di-vided into control group,BCG group,BCG+sea-buckthorn granules(SG)group(gavage 50,100,200 mg·kg-1,twice a day),BCG+PCN group(intraper-itoneal injection 100 mg·kg-1,once a day).The levels of serum transaminase and TNF-α and IL-1β in liver tissue were detected by ELISA.The nuclear pro-tein expression NF-κB p65 and the total protein expres-sion of pregnane X receptor(PXR),CYP2C in liver were detected by Western blot.Liver pathological changes were observed by HE staining.Results Sea-buckthorn inhibited overexpression of TNF-α,IL-1βand NF-κB p65,alleviated the down-regulation of CYP2C and PXR protein expression,and improved liv-er pathology and serum transaminase in a dose-depend-ent manner.After intervention with PCN,a mouse specific agonist of PXR,it was similar to the high dose group of SG.Conclusion Sea-buckthorn slows down-regulation of CYP2C in mice with liver injury by BCG-induced via PXR/NF-κB pathway.
7.Analysis of clinical phenotype and genotype of Chinese children with disorders of sex development.
Hu LIN ; Hao YANG ; Jun Fen FU ; Jin Na YUAN ; Ke HUANG ; Wei WU ; Guan Ping DONG ; Hong Juan TIAN ; De Hua WU ; Da Xing TANG ; Ding Wen WU ; Li Ying SUN ; Ya Lei PI ; Li Jun LIU ; Li Ping SHI ; Wei GU ; Lu Gang HUANG ; Yi Hua WANG ; Lin Qi CHEN ; Hong Ying LI ; Yang YU ; Hai Yan WEI ; Xin Ran CHENG ; Xiao Ou SHAN ; Yu LIU ; Xu XU ; Shu LIU ; Xiao Ping LUO ; Yan Feng XIAO ; Yu YANG ; Gui Mei LI ; Mei FENG ; Xiu Qi MA ; Dao Xiang PAN ; Jia Yan TANG ; Rui Min CHEN ; Mireguli MAIMAITI ; De Yun LIU ; Xin Hai CUI ; Zhe SU ; Zhi Qiao DONG ; Li ZOU ; Yan Ling LIU ; Jin WU ; Kun Xia LI ; Yuan LI
Chinese Journal of Pediatrics 2022;60(5):435-441
Objective: To explore the heterogeneity and correlation of clinical phenotypes and genotypes in children with disorders of sex development (DSD). Methods: A retrospective study of 1 235 patients with clinically proposed DSD in 36 pediatric medical institutions across the country from January 2017 to May 2021. After capturing 277 DSD-related candidate genes, second-generation sequencing was performed to analyzed the heterogeneity and correlation combined with clinical phenotypes. Results: Among 1 235 children with clinically proposed DSD, 980 were males and 255 were females of social gender at the time of initial diagnosis with the age ranged from 1 day of age to 17.92 years. A total of 443 children with pathogenic variants were detected through molecular genetic studies, with a positive detection rate of 35.9%. The most common clinical phenotypes were micropenis (455 cases), hypospadias (321 cases), and cryptorchidism (172 cases) and common mutations detected were in SRD5A2 gene (80 cases), AR gene (53 cases) and CYP21A2 gene (44 cases). Among them, the SRD5A2 mutation is the most common in children with simple micropenis and simple hypospadias, while the AMH mutation is the most common in children with simple cryptorchidism. Conclusions: The SRD5A2 mutation is the most common genetic variant in Chinese children with DSD, and micropenis, cryptorchidism, and hypospadias are the most common clinical phenotypes. Molecular diagnosis can provide clues about the biological basis of DSD, and can also guide clinicians to perform specific clinical examinations. Target sequence capture probes and next-generation sequencing technology can provide effective and economical genetic diagnosis for children with DSD.
3-Oxo-5-alpha-Steroid 4-Dehydrogenase/genetics*
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Child
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China/epidemiology*
;
Cryptorchidism/genetics*
;
Disorders of Sex Development/genetics*
;
Female
;
Genital Diseases, Male
;
Genotype
;
Humans
;
Hypospadias/genetics*
;
Male
;
Membrane Proteins/genetics*
;
Penis/abnormalities*
;
Phenotype
;
Retrospective Studies
;
Steroid 21-Hydroxylase/genetics*
8.Early whole body CT combined with coronary angiography for treatment guidance in patients with extracorporeal cardiopulmonary resuscitation
Yi ZHU ; Xufeng CHEN ; Wei LI ; Zhongman ZHANG ; Yong MEI ; Jinru LV ; Deliang HU ; Gang ZHANG ; Feng SUN ; Huazhong ZHANG ; Di AN ; Yue ZOU ; Tao DING ; Shuang LOU
Chinese Journal of Emergency Medicine 2022;31(12):1603-1607
Objective:To investigate the safety of early whole body computed tomography (WBCT) combined with coronary angiography (CAG) in patients with extracorporeal cardiopulmonary resuscitation (ECPR) and its application value in the diagnosis of cardiac arrest and complications of cardiopulmonary resuscitation (CPR).Methods:This was a retrospective study. Patients who underwent ECPR in the Emergency Department of the First Affiliated Hospital of Nanjing Medical University from January 2017 to July 2021 were enrolled in this research. Patients younger than 18 years or with incomplete clinical data were excluded. The results of WBCT and CAG examinations after ECPR were collected.Results:A total of 89 patients with ECPR, aged (47±17) years, were enrolled in the study, all underwent WBCT examination, and no adverse events such as ECMO and tracheal tube shedding occurred. WBCT found 7 cases of pulmonary embolism, 3 cases of aortic dissection and 2 cases of cerebral hemorrhage. WBCT identified CPR-related complications in 42 cases, including rib fractures ( n=20), pneumothorax ( n=5), mediastinal emphysema ( n=5), subcutaneous emphysema ( n=6), and hematoma or swelling at puncture site ( n=6). Fifty-five patients underwent CAG examination, the most common culprit vessels were the left anterior descending branch disease (58.2%) followed by the left circumflex branch disease (27.3%), the right coronary artery disease (21.8%) and left main artery disease (12.7%). Conclusions:Early WBCT and CAG examinations are of great significance and safety for the guidance of treatment in ECPR patients.
9.Research progress on liposome and nanomicelle targeted drug delivery system across blood-brain barrier.
Xu YANG ; Ling-Hui ZOU ; Wen-Ya DING ; Zhong-Bin ZHANG ; Jin-Qing CHEN ; Ji-Lang LI ; Hong-Li FENG ; Yu-Yang LI ; Ling TANG ; Jian-Fang FENG
China Journal of Chinese Materia Medica 2022;47(22):5965-5977
The blood-brain barrier(BBB), a protective barrier between brain tissues and brain capillaries, can prevent drugs from entering the brain tissues to exert the effect, which greatly increases the difficulty in treating brain diseases. The drug delivery system across the BBB can allow efficient drug delivery across the BBB by virtue of carriers and formulations, thereby enhancing the therapeutic effect of drugs on brain tissue diseases. Liposomes and micelles have been extensively studied with advances in the targeted therapy across the BBB for the brain due to their unique structures and drug delivery advantages. This study summarized the research status of liposome and micelle drug delivery systems across the BBB based on the literature in recent years and analyzed their application advantages and mechanism in terms of trans-BBB capability, targeting, and safety. Moreover, the problems and possible countermeasures in the research on trans-BBB liposomes and micelles were discussed according to the current clinical translation, which may provide refe-rences and ideas for the development of trans-BBB targeted nano-drugs.
Humans
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Blood-Brain Barrier
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Liposomes
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Micelles
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Drug Delivery Systems
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Biological Transport
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Brain
;
Brain Diseases
10.Application Advantages of Nanoemulsion in Field of Traditional Chinese Medicine Preparation:A Review
Ling-hui ZOU ; Wen-ya DING ; Qiu-yan HUANG ; Ting-ting LYU ; Ying-gang ZENG ; Jian-fang FENG
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(18):217-226
As a new technology with unique drug delivery advantages, nanoemulsion has been widely used in the field of traditional Chinese medicine (TCM) preparations. By searching, classifying and sorting out the literature reports at home and abroad in recent years, this paper systematically expounded the application advantages and production mechanism of nanoemulsion in delivering effective components of TCM from three aspects of improving oral bioavailability, enhancing targeting effect and delaying drug release. The current formulation optimization strategies, preparation processes and quality evaluation indicators commonly used in TCM nanoemulsion were summarized. Based on the research status of TCM nanoemulsion with different active components, the common problems and possible solutions in the development of TCM nanoemulsion were discussed, and the future research hotspots and directions of TCM nanoemulsion were prospected. This article clarifies the feasibility of nanoemulsion for enriching the selection of TCM dosage forms, which can provide reference for the subsequent rational design and improvement of TCM preparations. At the same time, it is revealed that the research focus of TCM nanoemulsion in the future lies in the integrated research of TCM compounds, and shows a trend of multi-disciplinary joint and targeted research.

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