1.Establishment of comprehensive evaluation models of physical fitness of the elderly based on machine learning.
Xiao-Hua LIU ; Ruo-Ling ZHU ; Wei-Xin LIU ; Xiao-Li TIAN ; Lei WU
Acta Physiologica Sinica 2023;75(6):937-945
The present study aims to establish comprehensive evaluation models of physical fitness of the elderly based on machine learning, and provide an important basis to monitor the elderly's physique. Through stratified sampling, the elderly aged 60 years and above were selected from 10 communities in Nanchang City. The physical fitness of the elderly was measured by the comprehensive physical assessment scale based on our previous study. Fuzzy neural network (FNN), support vector machine (SVM) and random forest (RF) models for comprehensive physical evaluation of the elderly people in communities were constructed respectively. The accuracy, sensitivity and specificity of the comprehensive physical fitness evaluation models constructed by FNN, SVM and RF were above 0.85, 0.75 and 0.89, respectively, with the FNN model possessing the best prediction performance. FNN, RF and SVM models are valuable in the comprehensive evaluation and prediction of physical fitness, which can be used as tools to carry out physical evaluation of the elderly.
Aged
;
Humans
;
Physical Fitness
;
Neural Networks, Computer
;
Exercise
;
Machine Learning
2.Triaging patients in the outbreak of COVID-2019
Guo-Qing HUANG ; Wei-Qian ZENG ; Wen-Bo WANG ; Yan-Min SONG ; Xiao-Ye MO ; Jia LI ; Ping WU ; Ruo-Long WANG ; Fang-Yi ZHOU ; Jing WU ; Bin YI ; Zeng XIONG ; Lu ZHOU ; Fan-Qi WANG ; Yang-Jing TIAN ; Wen-Bao HU ; Xia XU ; Kai YUAN ; Xiang-Min LI ; Xin-Jian QIU ; Jian QIU ; Ai-Min WANG
Chinese Journal of Infection Control 2023;22(3):295-303
In the outbreak of COVID-19,triage procedures based on epidemiology were implemented in a local hospital in Changsha to control the transmission of SARS-CoV-2 and avoid healthcare-associated infection.This re-trospective study analyzed the data collected during the triage period and found that COVID-19 patients were en-riched 7 folds into the Section A designated for patients with obvious epidemiological history.On the other side,nearly triple amounts of visits were received at the Section B for patients without obvious epidemiological history.8 COVID-19 cases were spotted out of 247 suspected patients.More than 50%of the suspected patients were submi-tted to multiple rounds of nucleic acid analysis for SARS-CoV-2 infection.Of the 239 patients who were diagnosed as negative of the virus infection,188 were successfully revisited and none was reported as COVID-19 case.Of the 8 COVID-19 patients,3 were confirmed only after multiple rounds of nucleic acid analysis.Besides comorbidities,delayed sharing of epidemiological history added complexity to the diagnosis in practice.The triaging experience and strategy will be helpful for the control of infectious diseases in the future.
3.Numerical simulation modeling of middle ear-eustachian tube ventilation based on Chinese digital visual human body.
Xiao Hui ZHU ; Qi TANG ; Meng Yao XIE ; Ruo Yan XUE ; Yong Li ZHANG ; Yi WU ; Xin HU ; Hua YANG ; Zhi Qiang GAO
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2022;57(4):452-457
Objective: To establish a three-dimensional model of middle ear-eustachian tube based on Chinese digital visual human dataset, and the deformation and pressure changes of the middle ear-eustachian tube system after eustachian tube opening are simulated by computer numerical simulation. Methods: The first female Chinese Digital Visual Human data was adopted. The images were imported by Amira image processing software, and the images were segmented by Geomagic software to form a three-dimensional model of middle ear-eustachian tube system, including eustachian tube, tympanum, tympanic membrane, auditory ossicles, and mastoid air cells system. The 3D model was imported into Hypermesh software for meshing and analysis. The structural mechanics calculation was carried out by Abaqus, and gas flow was simulated by Xflow. The tissue deformation and middle ear pressure changes during eustachian tube opening were numerically simulated by fluid-solid coupling algorithm. Several pressure monitoring points including tympanum, mastoid, tympanic isthmus, and external auditory canal were set up in the model, and the pressure changes of each monitoring point were recorded and compared. Results: In this study, a three-dimensional model of middle ear-eustachian tube and a numerical simulation model of middle ear ventilation were established, including eustachian tube, tympanum, mastoid air cells, tympanic membrane, and auditory ossicles. The dynamic changes of the model after ventilation could be divided into five stages according to the pressure. In addition, the pressure changes of tympanum and tympanic isthmus were basically synchronous, and the pressure changes of mastoid air cells system were later than that of tympanum and tympanic isthmus, which verified the pressure buffering effect of mastoid. The extracted pressure curve of the external auditory canal was basically consistent with that of tympanometry in terms of value and trend, which verified the effectiveness of the model. Conclusions: The numerical simulation model of middle ear-eustachian tube ventilation established in this paper can simulate the tissue deformation and middle ear pressure changes after eustachian tube opening, and its accuracy and effectiveness are also verified. This not only lays a foundation for further research, but also provides a new research method for the study of middle ear ventilation.
China
;
Ear, Middle
;
Eustachian Tube
;
Female
;
Human Body
;
Humans
;
Middle Ear Ventilation
4.Chronic psychological stress exacerbates aortic medial calcification via glucocorticoids.
Yan-Qing LI ; Pan-Na HUANG ; Hao-Zhe ZHANG ; Lu-Yu HAN ; Ruo-Xiang MIAO ; Wan-Yun FENG ; Hua PAN ; Lin FENG ; Xin-Hua WU ; Juan HE ; Xu TENG ; Xiao-Ning WANG
Acta Physiologica Sinica 2022;74(6):927-938
Chronic psychological stress can promote vascular diseases, such as hypertension and atherosclerosis. This study aims to explore the effects and mechanism of chronic psychological stress on aortic medial calcification (AMC). Rat arterial calcification model was established by nicotine gavage in combination with vitamin D3 (VitD3) intramuscular injection, and rat model of chronic psychological stress was induced by humid environment. Aortic calcification in rats was evaluated by using Alizarin red staining, aortic calcium content detection, and alkaline phosphatase (ALP) activity assay. The expression levels of the related proteins, including vascular smooth muscle cells (VSMCs) contractile phenotype marker SM22α, osteoblast-like phenotype marker RUNX2, and endoplasmic reticulum stress (ERS) markers (GRP78 and CHOP), were determined by Western blot. The results showed that chronic psychological stress alone induced AMC in rats, further aggravated AMC induced by nicotine in combination with VitD3, promoted the osteoblast-like phenotype transformation of VSMCs and aortic ERS activation, and significantly increased the plasma cortisol levels. The 11β-hydroxylase inhibitor metyrapone effectively reduced chronic psychological stress-induced plasma cortisol levels and ameliorated AMC and aortic ERS in chronic psychological stress model rats. Conversely, the glucocorticoid receptor agonist dexamethasone induced AMC, promoted AMC induced by nicotine combined with VitD3, and further activated aortic ERS. The above effects of dexamethasone could be inhibited by ERS inhibitor 4-phenylbutyrate. These results suggest that chronic psychological stress can lead to the occurrence and development of AMC by promoting glucocorticoid synthesis, which may provide new strategies and targets for the prevention and control of AMC.
Rats
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Animals
;
Glucocorticoids/metabolism*
;
Rats, Sprague-Dawley
;
Nicotine/metabolism*
;
Hydrocortisone/metabolism*
;
Muscle, Smooth, Vascular
;
Dexamethasone/metabolism*
;
Vascular Calcification/metabolism*
;
Myocytes, Smooth Muscle/metabolism*
;
Cells, Cultured
5.Common Problems of Traditional Chinese Medicine Effervescent Tablets and Prospect Analysis of Powder Modification Technology
Xin-feng XIA ; Mei WU ; Fei WU ; Xiao LIN ; Ruo-fei DU ; Li-jie ZHAO ; Yi FENG
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(9):266-272
Traditional Chinese medicine (TCM) effervescent tablets have the characteristics of rapid disintegration, good taste, and convenient taking, but there are some technical difficulties in the preparation and storage process, which are mainly reflected in the sticking, easy moisture absorption, poor compressibility, and poor stability. The basic physical properties of TCM powder (extract powder, raw powder) are the main cause of these technical problems, and also the key to control the quality of TCM effervescent tablets. Powder modification technology has shown good effects in solving the above problems. The author intended to review the research in the above aspects in recent years, and proposed the following strategies for applying powder modification technology to solve the problems in the production process of TCM effervescent tablets from the three aspects of raw materials, excipients and preparation intermediates:①The application of co-processing technology to the treatment of raw materials and auxiliary materials can solve the problems of sticking, poor compressibility, delayed disintegration, and poor stability. ②Using surface coating technology to treat raw materials and preparation intermediates can improve poor fluidity, poor compressibility and delayed disintegration. ③The hygroscopicity of the preparation can be reduced by using microencapsulation technology to treat the raw material. ④The inclusion technology can improve the clarity and stability of the preparation.
6.Bacterial community diversity in Dermatophagoides farinae using high-throughput sequencing
Xiao-qian ZHOU ; Jie MA ; Rui-yi WANG ; Ruo-hang WANG ; Yi-qiang WU ; Xin-yan YANG ; Yu-juan CHEN ; Xiao-niu TANG ; En-tao SUN
Chinese Journal of Schistosomiasis Control 2022;34(6):630-634
Objective To investigate the bacterial community diversity in Dermatophagoides farinae. Methods Laboratory-cultured D. farinae was collected, and the composition of microbial communities was determined by sequence analyses of the V4 region in the bacterial 16S ribosomal RNA (16S rRNA) gene on an Illumina PE250 high-throughput sequencing platform. Following quality control and filtering of the raw sequence files, valid reads were obtained and subjected to operational taxonomic units (OTU) clustering and analysis of the composition of microbial communities and alpha diversity index using the Usearch software, Silva database, and Mothur software. Results A total of 187 616 valid reads were obtained, and 469 OTUs were clustered based on a sequence similarity of more than 97%. OTU annotation showed that the bacteria in D. farinae belonged to 26 phyla, 43 classes, 100 orders, 167 families and 284 genera. The bacteria in D. farinae were mainly annotated to five phyla of Proteobacteria, Firmicutes, Bacteroidota, Actinobacteriota, and Acidobacteriota, with Proteobacteria as the dominant phylum, and mainly annotated to five dominant genera of Ralstonia, norank-f-Mitochondria, Staphylococcus and Sphingomonas, with Wolbachia identified in the non-dominant genus. Conclusions A high diversity is identified in the composition of the bacterial community in D. farinae, and there are differences in bacterial community diversity and abundance among D. farinae.
7.A Novel Diagnostic and Therapeutic Strategy for Cancer Patients by Integrating Chinese Medicine Syndrome Differentiation and Precision Medicine.
Shu-Xian YU ; Zi-Mao LIANG ; Qi-Biao WU ; Lan SHOU ; Xing-Xing HUANG ; Qian-Ru ZHU ; Han XIE ; Ru-Yi MEI ; Ruo-Nan ZHANG ; Xiang-Yang ZHAI ; Tian XIE ; Xin-Bing SUI
Chinese journal of integrative medicine 2022;28(10):867-871
Applying Chinese medicine (CM) is an important strategy for malignant tumor treatment in China. One of the significant characteristics of CM is to treat diseases based on syndrome differentiation. For Western medicine, it is of important clinical significance to formulate guidelines for the diagnosis and treatment of cancer patients based on the characteristics of disease differentiation. In Chinese clinical practice, the combination of disease differentiation and syndrome differentiation is an important feature for cancer treatment in the past. Currently, molecular profiling and genomic analysis-based precision medicine optimizes the anticancer drug design and holds the greatest success in treating cancer patients. Therefore, we want to know which populations of cancer patients can benefit more from CM treatment if the theory of precision medicine is applied to CM clinical practice. So, we developed a novel diagnostic and therapeutic strategy "disease-syndrome differentiation-genomic profiling-prescriptions" for cancer patients by CM syndrome differentiation and precision medicine. As a result, this strategy has greatly enhanced the anti-tumor efficacy of CM and improved clinical outcomes for cancer patients with some gene mutations. Our idea will hopefully establish a novel approach for the inheritance and innovation of CM.
Antineoplastic Agents
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Drugs, Chinese Herbal/therapeutic use*
;
Humans
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Medicine, Chinese Traditional
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Neoplasms/therapy*
;
Precision Medicine
;
Syndrome
8.Impact of different obesity patterns on coronary microvascular function in male patients with non-obstructive coronary artery disease.
Ruo Nan WANG ; Ping WU ; Fei YAO ; Shi Hao HUANGFU ; Jun ZHANG ; Chu Xin ZHANG ; Li LI ; Hai Tao ZHOU ; Qi Ting SUN ; Rui YAN ; Zhi Fang WU ; Min Fu YANG ; Yue Tao WANG ; Si Jin LI
Chinese Journal of Cardiology 2022;50(11):1080-1086
Objective: This study sought to investigate the impact of different obesity patterns on coronary microvascular function in male patients with non-obstructive coronary artery disease. Methods: We retrospectively analyzed clinical data of male patients diagnosed with suspected coronary microvascular dysfunction (CMD) in the First Hospital of Shanxi Medical University between December 2015 and August 2021. All patients underwent the one-day rest and stress 13N-ammonia positron emission tomography myocardial perfusion imaging. Overall obesity was defined by body mass index (BMI) ≥28 kg/m2 and abdominal obesity was defined by waist circumference ≥90 cm. Hyperemic myocardial blood flow (MBF)<2.3 ml·min-1·g-1 or coronary flow reserve (CFR)<2.5 were referred as CMD. All patients were grouped based on their BMI and waist circumference. MBF, CFR, the incidence of CMD, hemodynamic parameters, and cardiac function were compared among the groups. Results: A total of 136 patients were included. According to BMI and waist circumference, patients were categorized into 3 groups: control group (n=45), simple abdominal obesity group (n=53) and compound obesity group (n=38). Resting MBF did not differ between groups (F=0.02,P=0.994). Compared with the control group, hyperemic MBF was significantly lower in the simple abdominal obesity and compound obesity groups ((2.82±0.64) ml·min-1·g-1, (2.44±0.85) ml·min-1·g-1 and (2.49±0.71) ml·min-1·g-1, both P<0.05, respectively). Hyperemic MBF was comparable among the groups of patients with obesity (P=0.772). CFR was significantly lower in the simle abdominal obesity group compared with the control group (2.87±0.99 vs. 3.32±0.62,P=0.012). Compared with the control group, CFR tended to be lower in the compound obesity group (3.02±0.91 vs. 3.32±0.62,P=0.117). The incidence of CMD was significantly higher in both the simple abdominal obesity and compound obesity groups than in the control group (62.3%, 52.6% vs. 22.2%, both P<0.01, respectively). Waist circumference was an independent risk factor for male CMD (OR=1.057, 95%CI: 1.013-1.103, P=0.011). Conclusions: In male patients with non-obstructive coronary artery disease, abdominal obesity is associated with decreased coronary microvascular function. Male patients with simple abdominal obesity face the highest risk of CMD.
Humans
;
Male
;
Coronary Artery Disease
;
Coronary Circulation/physiology*
;
Obesity, Abdominal
;
Retrospective Studies
;
Obesity/epidemiology*
;
Hyperemia
9.Application of SifaInDel 45plex System in the Han and Mongolian Populations.
Guang-Yuan YANG ; Chun-Yan YUAN ; Rui-Yang TAO ; Ruo-Cheng XIA ; Ya-Li WANG ; Xin-Yu DONG ; Si-Yu CHAI ; Li-Ming WU ; Zhi-Wei JIANG ; Ting-Ting JIANG ; Kai-Qin CHEN ; Cheng-Tao LI ; Li-Qin CHEN
Journal of Forensic Medicine 2022;38(6):733-738
OBJECTIVES:
To investigate the genetic polymorphism of InDel loci in SifalnDel 45plex system in the Han population in Jiangsu Province and the Mongolian population in Inner Mongolia, and to evaluate the effectiveness of the system in forensic medicine.
METHODS:
SifaInDel 45plex system was used for genotyping in blood samples of 398 unrelated individuals from the above two populations, and allele frequencies and population genetic parameters of the two populations were calculated respectively. Eight intercontinental populations in the gnomAD database were used as reference populations. The genetic distances between the two studied populations and eight reference populations were calculated based on the allele frequencies of 27 autosomal-InDels (A-InDels). The phylogenetic trees and multidimensional scaling (MDS) analysis diagrams were constructed accordingly.
RESULTS:
Among two studied populations, the 27 A-InDels and 16 X-InDels showed no linkage disequilibrium between each other and the allele frequency distributions were in Hardy-Weinberg equilibrium. The CDP of the 27 A-InDels in two studied populations were all higher than 0.999 999 999 9, and the CPEtrio were all less than 0.999 9. The CDP of the 16 X-InDels in Han in Jiangsu and Mongolian in Inner Mongolia female and male samples were 0.999 997 962, 0.999 998 389, and 0.999 818 940, 0.999 856 063, respectively. The CMECtrio were all less than 0.999 9. The results of population genetics showed that the Jiangsu Han nationality, Inner Mongolia Mongolian nationality and East Asian population clustered into one branch, showing closer genetic relationship. The other 7 intercontinental populations clustered into another group. And the above 3 populations displayed distant genetic relationships with the other 7 intercontinental populations.
CONCLUSIONS
The InDels in the SifaInDel 45plex system have good genetic polymorphism in the two studied populations, which can be used for forensic individual identification or as an effective complement for paternity identification, and to distinguish different intercontinental populations.
Humans
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Phylogeny
;
Gene Frequency
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Polymorphism, Genetic
;
Genetics, Population
;
Asian People/genetics*
;
China
;
INDEL Mutation
10.Recent progress in targeting degradation of FAK based on PROTAC
Ying-ruo XU ; Qin-song ZHANG ; Jing-yi WU ; Run-fei BAO ; Shen-xin ZENG
Acta Pharmaceutica Sinica 2021;56(6):1571-1579
Local focal adhesion kinase (FAK) is a non-receptor intracellular tyrosine kinase that plays an important role in tumor initiation, development, metastasis and invasion, and is considered to be an important target for the development of antineoplastic drugs. It has both kinase-dependent and non-kinase-dependent scaffolding functions. However, traditional small molecular inhibitors can only inhibit its kinase-dependent activity, so it is difficult to target the kinase-independent scaffolding function. Therefore, there is an urgent need for novel strategies to enhance FAK targeting to lay the foundation for determining the druggability and discovery of FAK inhibitors. Proteolysis targeting chimera (PROTAC) is a new drug development strategy that can recruit E3 ligase to specifically ubiquitinylate target proteins for degradation through the proteasome system. The unique mechanism of action of the PROTAC system could be used to target and degrade the FAK protein, thus eliminating the scaffolding function of FAK. In this review, FAK protein, the signaling pathway, and small molecule inhibitors are briefly described, and the latest research progress in targeting the degradation of FAK using PROTAC technology is summarized.

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