1.Mean Arterial Pressure Prediction Based on Fully Connected Neural Networks
Yating QI ; Jincheng LIU ; Jiaying LIU ; Siqi WU ; Biaosheng HUANG ; Zhixiong HU ; Liguo YANG
Journal of Medical Biomechanics 2025;40(5):1239-1247,1255
Objective To achieve non-invasive and precise prediction of mean arterial pressure(MAP)based on a fully convolutional neural network(FCNN).Methods A high-precision blood pressure data acquisition system compliant with international metrological standards was used in conjunction with the'gold standard'auscultation method to collect blood pressure and pulse waveform data from patients.True MAP values were derived via Gaussian fitting of pulse waveform data,constructing a traceable dataset.The FCNN was applied to this dataset to develop a novel MAP prediction method.Additionally,the predictive accuracy of the FCNN was compared with linear regression and conventional empirical formulas.Results The mean squared errors(MSE)for MAP prediction using the FCNN,linear regression,and empirical formulas were 19.76,21.40,and 30.97,respectively.The coefficients of determination(R2)were 0.90,0.89,and 0.84,and the prediction accuracies were 0.90,0.89,and 0.85,respectively.Conclusions By using systolic blood pressure,diastolic blood pressure,age,and arm circumference as input parameters,the FCNN-based MAP prediction method significantly reduces the bias of empirical formulas.This approach not only improves the accuracy of hemodynamic boundary condition acquisition but also contributes to refining the metrological traceability system of non-invasive blood pressure measurement.
2.Mean Arterial Pressure Prediction Based on Fully Connected Neural Networks
Yating QI ; Jincheng LIU ; Jiaying LIU ; Siqi WU ; Biaosheng HUANG ; Zhixiong HU ; Liguo YANG
Journal of Medical Biomechanics 2025;40(5):1239-1247,1255
Objective To achieve non-invasive and precise prediction of mean arterial pressure(MAP)based on a fully convolutional neural network(FCNN).Methods A high-precision blood pressure data acquisition system compliant with international metrological standards was used in conjunction with the'gold standard'auscultation method to collect blood pressure and pulse waveform data from patients.True MAP values were derived via Gaussian fitting of pulse waveform data,constructing a traceable dataset.The FCNN was applied to this dataset to develop a novel MAP prediction method.Additionally,the predictive accuracy of the FCNN was compared with linear regression and conventional empirical formulas.Results The mean squared errors(MSE)for MAP prediction using the FCNN,linear regression,and empirical formulas were 19.76,21.40,and 30.97,respectively.The coefficients of determination(R2)were 0.90,0.89,and 0.84,and the prediction accuracies were 0.90,0.89,and 0.85,respectively.Conclusions By using systolic blood pressure,diastolic blood pressure,age,and arm circumference as input parameters,the FCNN-based MAP prediction method significantly reduces the bias of empirical formulas.This approach not only improves the accuracy of hemodynamic boundary condition acquisition but also contributes to refining the metrological traceability system of non-invasive blood pressure measurement.
3.Analysis of occurrence status quo and influencing factors of low muscle mass in young and middle-aged health examination population
Huijian HUANG ; Zhixiong JIANG ; Jinmei WEI ; Fengping BAI ; Beiling LU ; Xiangying DING ; Hua LIN
Chongqing Medicine 2025;54(9):2073-2078,2084
Objective To investigate the occurrence status quo and influencing factors of low muscle mass(LMM)among young and middle-aged health examination population.Methods The young and middle-aged people undergoing the body composition analysis in this hospital from January to December 2023 were selected as the study subjects.The general data,body composition indices and biochemical indicators were col-lected.The body composition analysis was performed by the bioelectrical impedance analysis(BIA).LMM was diagnosed based on the skeletal muscle index.The univariate and multivariate logistic regression were used to analyze the influencing factors of LMN occurrence in the young and middle-aged health examination population.The receiver operating characteristic(ROC)curve and the area under the curve(AUC)were em-ployed to evaluate the predictive value of each indicator.Results A total of 2 351 people undergoing the phys-ical examination were included,aged 18-49 years old,366(15.57%)cases of LMM were detected out.The skeletal muscle index,sex,age,age group distribution,body mass index(BMI),body fat percentage(BFP),body fat percentage grade,visceral fat area(VFA),AST/ALT,Hb,serum creatinine,blood uric acid,HbA1c,fasting blood glucose,TC,LDL-C,HDL-C,TG and triglyceride-glucose index(TyG)had statistical differences between the LMM group and normal group(P<0.05).Multivariate logistic regression revealed that the sex(OR=2.606,95%CI:1.755-3.870),BMI(OR=0.579,95%CI:0.538-0.623),BFP(OR=5.885,95%CI:4.176-8.292)and VFA(OR=0.955,95%CI:0.944-0.967)were the influencing factors for the LMM oc-currence in the young and middle-aged people undergoing the physical examination(P<0.001).The ROC a-nalysis showed the AUC values of the sex,BMI,BFP and VFA for predicting LMM were 0.580,0.821,0.636 and 0.715 respectively,in which the predictive value of BMI was highest.Conclusion The population of fe-male,low BMI,high BFP and low VFA maybe the high-risk groups for LMM.The health management for the above-mentioned groups needs to be strengthened.
4.Effects of oral propranolol on heart rate and blood glucose in children with hemangiomas receiving hospital care
Huaxu HUANG ; Xuanfeng CHEN ; Beichen CAI ; Jiaqi YU ; Bogen XIE ; Jian CHEN ; Mingsheng WENG ; Zhixiong XU ; Ruilin LI ; Zheng LU ; Yongxin HUANG
Chinese Journal of Medical Aesthetics and Cosmetology 2025;31(2):120-125
Objective:To investigate the effects of oral propranolol on the heart rate and blood glucose levels in children with hemangiomas receiving hospital care.Methods:A total of 259 children [77 males and 182 females, aged (125.2±85.4) days, weighted (6.3±1.6) kg], who were treated with oral propranolol for the first time under hospital care from January 2013 to August 2021, were retrospectively analyzed. After fasting, the patients administered the same dose of propranolol once daily (0.5-2.5 mg/kg). Fasting blood glucose and heart rate were measured in all children before propranolol administration and after 2 h. Heart rate was measured at 1, 3 and 6 h after propranolol administration for three consecutive days. Adverse reactions were observed and recorded.Results:Within three days of oral propranolol administration, the heart rates at 1, 3 and 6 h after propranolol administration were lower than those before propranolol administration (all P<0.001). Within three days after taking propranolol and 2 h after taking propranolol daily, blood glucose levels reduced in all children (all P<0.001). During the hospitalization period, the incidence of adverse reactions was 5.4% (14/259), including lesion ulcers in four cases, upper respiratory tract infection with fever in four, reduced eating in two, nausea and vomiting in one, lethargy in one, sinus tachycardia in one, and hyperkalemia in one. No serious adverse reactions were life-threatening. Conclusion:After oral administration of propranolol, the heart rate and blood sugar of the children decrease to different degrees compared with those before propranolol administration.
5.Effects of oral propranolol on heart rate and blood glucose in children with hemangiomas receiving hospital care
Huaxu HUANG ; Xuanfeng CHEN ; Beichen CAI ; Jiaqi YU ; Bogen XIE ; Jian CHEN ; Mingsheng WENG ; Zhixiong XU ; Ruilin LI ; Zheng LU ; Yongxin HUANG
Chinese Journal of Medical Aesthetics and Cosmetology 2025;31(2):120-125
Objective:To investigate the effects of oral propranolol on the heart rate and blood glucose levels in children with hemangiomas receiving hospital care.Methods:A total of 259 children [77 males and 182 females, aged (125.2±85.4) days, weighted (6.3±1.6) kg], who were treated with oral propranolol for the first time under hospital care from January 2013 to August 2021, were retrospectively analyzed. After fasting, the patients administered the same dose of propranolol once daily (0.5-2.5 mg/kg). Fasting blood glucose and heart rate were measured in all children before propranolol administration and after 2 h. Heart rate was measured at 1, 3 and 6 h after propranolol administration for three consecutive days. Adverse reactions were observed and recorded.Results:Within three days of oral propranolol administration, the heart rates at 1, 3 and 6 h after propranolol administration were lower than those before propranolol administration (all P<0.001). Within three days after taking propranolol and 2 h after taking propranolol daily, blood glucose levels reduced in all children (all P<0.001). During the hospitalization period, the incidence of adverse reactions was 5.4% (14/259), including lesion ulcers in four cases, upper respiratory tract infection with fever in four, reduced eating in two, nausea and vomiting in one, lethargy in one, sinus tachycardia in one, and hyperkalemia in one. No serious adverse reactions were life-threatening. Conclusion:After oral administration of propranolol, the heart rate and blood sugar of the children decrease to different degrees compared with those before propranolol administration.
6.Chinese expert consensus on the diagnosis and treatment of traumatic cerebrospinal fluid leakage in adults (version 2023)
Fan FAN ; Junfeng FENG ; Xin CHEN ; Kaiwei HAN ; Xianjian HUANG ; Chuntao LI ; Ziyuan LIU ; Chunlong ZHONG ; Ligang CHEN ; Wenjin CHEN ; Bin DONG ; Jixin DUAN ; Wenhua FANG ; Guang FENG ; Guoyi GAO ; Liang GAO ; Chunhua HANG ; Lijin HE ; Lijun HOU ; Qibing HUANG ; Jiyao JIANG ; Rongcai JIANG ; Shengyong LAN ; Lihong LI ; Jinfang LIU ; Zhixiong LIU ; Zhengxiang LUO ; Rongjun QIAN ; Binghui QIU ; Hongtao QU ; Guangzhi SHI ; Kai SHU ; Haiying SUN ; Xiaoou SUN ; Ning WANG ; Qinghua WANG ; Yuhai WANG ; Junji WEI ; Xiangpin WEI ; Lixin XU ; Chaohua YANG ; Hua YANG ; Likun YANG ; Xiaofeng YANG ; Renhe YU ; Yongming ZHANG ; Weiping ZHAO
Chinese Journal of Trauma 2023;39(9):769-779
Traumatic cerebrospinal fluid leakage commonly presents in traumatic brain injury patients, and it may lead to complications such as meningitis, ventriculitis, brain abscess, subdural hematoma or tension pneumocephalus. When misdiagnosed or inappropriately treated, traumatic cerebrospinal fluid leakage may result in severe complications and may be life-threatening. Some traumatic cerebrospinal fluid leakage has concealed manifestations and is prone to misdiagnosis. Due to different sites and mechanisms of trauma and degree of cerebrospinal fluid leak, treatments for traumatic cerebrospinal fluid leakage varies greatly. Hence, the Craniocerebral Trauma Professional Group of Neurosurgery Branch of Chinese Medical Association and the Neurological Injury Professional Group of Trauma Branch of Chinese Medical Association organized relevant experts to formulate the " Chinese expert consensus on the diagnosis and treatment of traumatic cerebrospinal fluid leakage in adults ( version 2023)" based on existing clinical evidence and experience. The consensus consisted of 16 recommendations, covering the leakage diagnosis, localization, treatments, and intracranial infection prevention, so as to standardize the diagnosis and treatment of traumatic cerebrospinal fluid leakage and improve the overall prognosis of the patients.
7.Screening for differentially expressed microRNAs in ectopic endometrial tissue of endometriosis patients
Jingjing LI ; Zhixiong HUANG ; Lin YANG ; Qingxi CHEN ; Qionghua CHEN ; Rongfeng WU
Chinese Journal of Reproduction and Contraception 2021;41(6):512-521
Objective:To investigate the microRNA (miRNA) expression features in ectopic endometrial tissues of endometriosis (EMS) patients.Methods:From April 2018 to October 2019, ectopic endometrial tissues from EMS patients and eutopic endometrial tissues from control women who received treatment in the Department of Obstetrics and Gynecology of The First Affiliated Hospital of Xiamen University were used in subsequent experiments. Differentially expressed miRNAs were screened out in ectopic endometrial tissues by detecting miRNA sequence from Illumina. The potential roles of these differentially expressed miRNAs and their potential targeted genes in pathogenesis of EMS were analyzed by bioinformatics, and the differential expression levels of 6 miRNAs (miR-98-5p, miR-495-3p, let-7c-5p, miR-200b-3p, miR-200c-3p, miR-148b-3p) were validated by quantitative real-time polymerase chain reaction (qRT-PCR) and subsequently used to build the miRNA-gene regulatory network, then we verified its potential target gene.Results:The microarray results showed that 69 miRNAs might be differentially expressed in ectopic endometrial tissues compared with those in eutopic endometrial tissues (fold change>1.5, P<0.05), including 22 up-regulated miRNAs and 47 down-regulated miRNAs. Gene ontology (GO) analysis showed that the target genes of these differentially expressed miRNAs mainly participated in the protein modification, regulation of development, cell metabolism and morphological structure. KEGG pathway analysis showed that these targeted genes were involved in protein function, autophagy, AGE-RAGE and MAPK signaling pathways. The expression levels of miR-98-5p, let-7c-5p, miR-200b-3p and miR-200c-3p were validated to be significantly altered in ectopic endometrial tissues. The miRNA-gene co-expression network revealed the correlation between the 4 miRNAs and their predicted target genes. qRT-PCR validated results showed that the expression of miR-200b-3p and miR-200c-3p were significantly negatively correlated with ZEB2, while miR-98-5p was negatively correlated with PGRMC1, miR-98-5p and let-7c-5p were positively correlated with ADIPOR2. Conclusion:MiR-98-5p, let-7c-5p, miR-200b-3p and miR-200c-3p were significantly differentially expressed in the ectopic endometrial tissues of EMS patients, which may be involved in the development of EMS.
8.Screening for differentially expressed microRNAs in ectopic endometrial tissue of endometriosis patients
Jingjing LI ; Zhixiong HUANG ; Lin YANG ; Qingxi CHEN ; Qionghua CHEN ; Rongfeng WU
Chinese Journal of Reproduction and Contraception 2021;41(6):512-521
Objective:To investigate the microRNA (miRNA) expression features in ectopic endometrial tissues of endometriosis (EMS) patients.Methods:From April 2018 to October 2019, ectopic endometrial tissues from EMS patients and eutopic endometrial tissues from control women who received treatment in the Department of Obstetrics and Gynecology of The First Affiliated Hospital of Xiamen University were used in subsequent experiments. Differentially expressed miRNAs were screened out in ectopic endometrial tissues by detecting miRNA sequence from Illumina. The potential roles of these differentially expressed miRNAs and their potential targeted genes in pathogenesis of EMS were analyzed by bioinformatics, and the differential expression levels of 6 miRNAs (miR-98-5p, miR-495-3p, let-7c-5p, miR-200b-3p, miR-200c-3p, miR-148b-3p) were validated by quantitative real-time polymerase chain reaction (qRT-PCR) and subsequently used to build the miRNA-gene regulatory network, then we verified its potential target gene.Results:The microarray results showed that 69 miRNAs might be differentially expressed in ectopic endometrial tissues compared with those in eutopic endometrial tissues (fold change>1.5, P<0.05), including 22 up-regulated miRNAs and 47 down-regulated miRNAs. Gene ontology (GO) analysis showed that the target genes of these differentially expressed miRNAs mainly participated in the protein modification, regulation of development, cell metabolism and morphological structure. KEGG pathway analysis showed that these targeted genes were involved in protein function, autophagy, AGE-RAGE and MAPK signaling pathways. The expression levels of miR-98-5p, let-7c-5p, miR-200b-3p and miR-200c-3p were validated to be significantly altered in ectopic endometrial tissues. The miRNA-gene co-expression network revealed the correlation between the 4 miRNAs and their predicted target genes. qRT-PCR validated results showed that the expression of miR-200b-3p and miR-200c-3p were significantly negatively correlated with ZEB2, while miR-98-5p was negatively correlated with PGRMC1, miR-98-5p and let-7c-5p were positively correlated with ADIPOR2. Conclusion:MiR-98-5p, let-7c-5p, miR-200b-3p and miR-200c-3p were significantly differentially expressed in the ectopic endometrial tissues of EMS patients, which may be involved in the development of EMS.
9.Expression of CD24 in prostate cancer tissues and its clinical significance
CHEN Qing ; HUANG Zhiyang ; ZHANG Wenbin ; ZHENG Zhixiong ; SUN Anyi
Chinese Journal of Cancer Biotherapy 2019;26(12):1383-1386
Objective: To investigate the expression of CD24 in prostate cancer (PC) tissues, and explore its relationship with clinicopathological features of PC patients. Methods:Atotal of 40 cases of PC tissues and 36 cases of corresponding para-cacerous tissues resected during surgery at the Department of Urology Surgery, Quanzhou First HospitalAffiliated to Fujian Medical University from February 2016 to March 2019 were collected for this study; in addition, 46 cases of benign prostatic hyperplasia tissues were collected from patients underwent TURP surgery. Flow cytometry was used to detect the expression of CD24 in above mentioned tissues; One-way analysis of variance was used to analyze the relationship between the expression of CD24 and the age, tumor distribution, preoperative serum PSA, postoperative Gleason score, clinical stage and distant metastasis of PC patients. Results: The positive expression rate and MFI (mean fluorensece intensity) value of CD24 in prostate cancer tissues were significantly higher than those in para-cancerous prostate tissues and benign prostatic hyperplasia tissues (all P<0.05); CD24 positive expression rate and MFI value in PC tissues of patients with preoperative serum PSA≥10 ng/ml, postoperative Gleason score≥8 (low differentiation), clinical stage of T4 and distant metastasis were significantly higher than corresponding control group (all P<0.05); The expression of CD24 gradually increased with the progression of postoperative Gleason score and clinical stage ( P <0.05). Conclusions: The expression of CD24 is increased in prostate cancer tissues. The detection of CD24 expression level can help to determine the occurrence, development, invasion and metastasis of prostate cancer, and has potential clinical application value.
10.Investigation and research of physics technique and quality assurance for radiotherapy in east guangdong province
Xun PENG ; Baotian HUANG ; Zhihua LIU ; Xuanyi YU ; Qi KE ; Jingbin CHEN ; Dan OUYANG ; Tianbin MA ; Dongsheng GAO ; Zhixiong LIN ; Xiaowu DENG
Chinese Journal of Radiation Oncology 2018;27(4):343-347
Objective To investigate the physics technique and quality assurance (QA) during radiotherapy in the institutions from the East Guangdong province,aiming to provide reference for the construction of radiotherapy discipline and rational allocation of resources in the primary hospitals from the eastern Guangdong province.Methods From March 15 to May 20,2016,the general conditions,radiotherapy equipment,available technique and quality assurance (QA) in the medical institutions from eastern Guangdong were investigated and analyzed by online combined with on-spot surgery.Results There were 8 institutions which provided radiotherapy with 966 ward beds,a daily capacity of 632 patients and 222 radiotherapy practitioners.Radiotherapy equipment included 12 linear accelerators,5 after-loading devices,1γ-knife,8 CT simulators and 9 radiotherapy planning systems.Five institutions performed IMRT/VMAT,IGRT and ART.Dose verification was performed before precision radiotherapy delivery in all institutions except for 1 center.QA procedures were missing for the linear accelerators,CT simulators and after-loading devices.Short-term advanced studies and hand-by-hand teaching were the main approaches for staff professional training.Conclusions The resource allocation for radiotherapy in the medical centers from the eastern Guangdong province is scarce.The technique and QC levels greatly differ among different institutions.Standard QA protocols are urgently to be established and implemented.Extensive attentions should be paid to the the professional training for technicians.

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