1.Using machine learning to construct the diagnosis model of female bladder outlet obstruction based on urodynamic study data
Quan ZHOU ; Guang LI ; Kai CUI ; Weilin MAO ; Dongxu LIN ; Zhenglong YANG ; Zhong CHEN ; Youmin HU ; Xin ZHANG
Investigative and Clinical Urology 2024;65(6):559-566
Purpose:
To intelligently diagnose whether there is bladder outlet obstruction (BOO) in female with decent detrusor contraction ability by focusing on urodynamic study (UDS) data.
Materials and Methods:
We retrospectively reviewed the UDS data of female patients during urination. Eleven easily accessible urinary flow indicators were calculated according to the UDS data of each patient during voiding period. Eight diagnosis models based on back propagation neural network with different input feature combination were constructed by analyzing the correlations between indicators and lower urinary tract dysfunction labels. Subsequently, the stability of diagnostic models was evaluated by five-fold cross-validation based on training data, while the performance was compared on test dataset.
Results:
UDS data from 134 female patients with a median age of 51 years (range, 27–78 years) were selected for our study.Among them, 66 patients suffered BOO and the remaining were normal. Applying the 5-fold cross-validation method, the model with the best performance achieved an area under the receiver operating characteristic curve (AUC) value of 0.949±0.060 using 9 UDS input features. The accuracy, sensitivity, and specificity for BOO diagnosis model in the testing process are 94.4%, 100%, and 89.3%, respectively.
Conclusions
The 9 significant indicators in UDS were employed to construct a diagnostic model of female BOO based on machine learning algorithm, which performs preferable classification accuracy and stability.
2.Risk factors for neonatal asphyxia and establishment of a nomogram model for predicting neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture: a multicenter study.
Fang JIN ; Yu CHEN ; Yi-Xun LIU ; Su-Ying WU ; Chao-Ce FANG ; Yong-Fang ZHANG ; Lu ZHENG ; Li-Fang ZHANG ; Xiao-Dong SONG ; Hong XIA ; Er-Ming CHEN ; Xiao-Qin RAO ; Guang-Quan CHEN ; Qiong YI ; Yan HU ; Lang JIANG ; Jing LI ; Qing-Wei PANG ; Chong YOU ; Bi-Xia CHENG ; Zhang-Hua TAN ; Ya-Juan TAN ; Ding ZHANG ; Tie-Sheng YU ; Jian RAO ; Yi-Dan LIANG ; Shi-Wen XIA
Chinese Journal of Contemporary Pediatrics 2023;25(7):697-704
OBJECTIVES:
To investigate the risk factors for neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture and establish a nomogram model for predicting the risk of neonatal asphyxia.
METHODS:
A retrospective study was conducted with 613 cases of neonatal asphyxia treated in 20 cooperative hospitals in Enshi Tujia and Miao Autonomous Prefecture from January to December 2019 as the asphyxia group, and 988 randomly selected non-asphyxia neonates born and admitted to the neonatology department of these hospitals during the same period as the control group. Univariate and multivariate analyses were used to identify risk factors for neonatal asphyxia. R software (4.2.2) was used to establish a nomogram model. Receiver operator characteristic curve, calibration curve, and decision curve analysis were used to assess the discrimination, calibration, and clinical usefulness of the model for predicting the risk of neonatal asphyxia, respectively.
RESULTS:
Multivariate logistic regression analysis showed that minority (Tujia), male sex, premature birth, congenital malformations, abnormal fetal position, intrauterine distress, maternal occupation as a farmer, education level below high school, fewer than 9 prenatal check-ups, threatened abortion, abnormal umbilical cord, abnormal amniotic fluid, placenta previa, abruptio placentae, emergency caesarean section, and assisted delivery were independent risk factors for neonatal asphyxia (P<0.05). The area under the curve of the model for predicting the risk of neonatal asphyxia based on these risk factors was 0.748 (95%CI: 0.723-0.772). The calibration curve indicated high accuracy of the model for predicting the risk of neonatal asphyxia. The decision curve analysis showed that the model could provide a higher net benefit for neonates at risk of asphyxia.
CONCLUSIONS
The risk factors for neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture are multifactorial, and the nomogram model based on these factors has good value in predicting the risk of neonatal asphyxia, which can help clinicians identify neonates at high risk of asphyxia early, and reduce the incidence of neonatal asphyxia.
Infant, Newborn
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Humans
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Male
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Pregnancy
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Female
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Nomograms
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Retrospective Studies
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Cesarean Section
;
Risk Factors
;
Asphyxia Neonatorum/etiology*
3.Analysis of Chinese Medical Syndrome Features of Ischemic Stroke Based on Similarity of Symptoms Subgroup.
Xiao-Qing LIU ; Run-Shun ZHANG ; Xue-Zhong ZHOU ; Hong ZHOU ; Yu-Yao HE ; Shu HAN ; Jing ZHANG ; Zi-Xin SHU ; Xue-Bin ZHANG ; Jing-Hui JI ; Quan ZHONG ; Li-Li ZHANG ; Zi-Jun MOU ; Li-Yun HE ; Lun-Zhong ZHANG ; Jie YANG ; Yan-Jie HU ; Zheng-Guang CHEN ; Xiao-Zhen LI ; Yan TAN ; Zhan-Feng YAN ; Ke-Gang CAO ; Wei MENG ; He ZHAO ; Wei ZHANG ; Li-Qun ZHONG
Chinese journal of integrative medicine 2023;29(5):441-447
OBJECTIVE:
To derive the Chinese medicine (CM) syndrome classification and subgroup syndrome characteristics of ischemic stroke patients.
METHODS:
By extracting the CM clinical electronic medical records (EMRs) of 7,170 hospitalized patients with ischemic stroke from 2016 to 2018 at Weifang Hospital of Traditional Chinese Medicine, Shandong Province, China, a patient similarity network (PSN) was constructed based on the symptomatic phenotype of the patients. Thereafter the efficient community detection method BGLL was used to identify subgroups of patients. Finally, subgroups with a large number of cases were selected to analyze the specific manifestations of clinical symptoms and CM syndromes in each subgroup.
RESULTS:
Seven main subgroups of patients with specific symptom characteristics were identified, including M3, M2, M1, M5, M0, M29 and M4. M3 and M0 subgroups had prominent posterior circulatory symptoms, while M3 was associated with autonomic disorders, and M4 manifested as anxiety; M2 and M4 had motor and motor coordination disorders; M1 had sensory disorders; M5 had more obvious lung infections; M29 had a disorder of consciousness. The specificity of CM syndromes of each subgroup was as follows. M3, M2, M1, M0, M29 and M4 all had the same syndrome as wind phlegm pattern; M3 and M0 both showed hyperactivity of Gan (Liver) yang pattern; M2 and M29 had similar syndromes, which corresponded to intertwined phlegm and blood stasis pattern and phlegm-stasis obstructing meridians pattern, respectively. The manifestations of CM syndromes often appeared in a combination of 2 or more syndrome elements. The most common combination of these 7 subgroups was wind-phlegm. The 7 subgroups of CM syndrome elements were specifically manifested as pathogenic wind, pathogenic phlegm, and deficiency pathogens.
CONCLUSIONS
There were 7 main symptom similarity-based subgroups in ischemic stroke patients, and their specific characteristics were obvious. The main syndromes were wind phlegm pattern and hyperactivity of Gan yang pattern.
Humans
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Syndrome
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Ischemic Stroke
;
Medicine, Chinese Traditional
;
Liver
;
Phenotype
4.Abdominal acupoint thread embedding therapy based on "brain-intestinal connection" for mild-to-moderate Alzheimer's disease and its effects on serum levels of APP and Aβ
Shu-Quan YANG ; De-Hui FAN ; Zhi-Xian YUAN ; Mei-Yi SU ; Zhen-Ning ZHANG ; Ying LIN ; Hu-Guang LIN
Chinese Acupuncture & Moxibustion 2021;41(11):1231-1235
OBJECTIVE:
To compare the clinical efficacy of abdominal acupoint thread embedding therapy based on "brain-intestinal connection" combined with donepezil hydrochloride tablets and oral donepezil hydrochloride tablets alone for mild-to-moderate Alzheimer's disease (AD) and observe its effects on amyloid precursor protein (APP) and β-amyloid protein
METHODS:
Sixty patients with AD were randomly divided into an observation group (30 cases, 3 cases dropped off) and a control group (30 cases, 3 cases dropped off). The patients in the control group were treated with donepezil hydrochloride tablets (5 mg per day); based on the treatment in the control group, the patients in the observation group were treated with abdominal acupoint thread embedding therapy at Zhongwan (CV 12), Xiawan (CV 10), Huaroumen (ST 24), Wailing (ST 26), Daheng (SP 15), etc., once every 10 days. Both groups were treated for 2 months. The mini-mental state examination (MMSE), Alzheimer's disease assessment scale-cognitive subscale (ADAS-Cog), activity of daily living scale (ADL), neuropsychiatric inventory questionnaire (NPI) as well as the serum levels of APP and Aβ
RESULTS:
After treatment, the MMSE scores in the two groups were higher than those before treatment (
CONCLUSION
The abdominal acupoint thread embedding therapy based on the theory of "brain-intestinal connection" combined with donepezil hydrochloride tablets can improve cognitive function, self-care ability of daily life and mental behavior, and reduce the serum levels of APP and Aβ
Acupuncture Points
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Alzheimer Disease/drug therapy*
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Amyloid beta-Peptides
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Amyloid beta-Protein Precursor
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Brain
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Donepezil
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Humans
;
Peptide Fragments
5.Association between IL-10 Gene -592(C→A) (rs1800872) SNP and GVHD after Allogeneic Hematopoietic Stem Cell Transplantation in Children.
Jia-Yan LIN ; Kai WANG ; Chao GAO ; Shu-Guang LIU ; Mao-Quan QIN ; Bin WANG ; Guang-Hua ZHU ; Hu-Yong ZHENG
Journal of Experimental Hematology 2019;27(2):573-579
OBJECTIVE:
To study the association between IL-10 gene-592(C→A) (rs1800872) single nucleotide polymorphism (SNP) and the graft versus host disease (GVHD) after allogeneic hematopoietic stem cell transplantation (allo-HSCT) in children.
METHODS:
Ninety-seven childhood patients and seventy-one donors in the Hematology Oncology Center of Beijing Children's Hospital from Jan 2011 to Jul 2017 were enrolled in this study. The genomic DNA was extracted from peripheral blood cells and the SNP genotype was analyzed using TaqMan SNP genotyping assay.
RESULTS:
In malignant patients with AA genotype, the incidence of Ⅱ-Ⅳ grade acute GVHD (aGVHD) was lower than that in patients with AC and CC genotype (9.1% vs 43.5%) (P<0.01), and the gastrointestinal aGVHD rate was also lower (9.1% vs 39.1%) (P<0.05). There's no significant association between patients' genotype and Ⅱ-Ⅳ grade aGVHD in total patients and non-malignant patients. Also, the genotype in patients did not corelate with chronic GVHD (cGVHD) and 1 year transplantation-related mortality (TRM). In cases who received HSCT of donors with AA genotype, the liver aGVHD rate was higher than that in cases who received HSCT of donors with AC and CC genotype (23.1% vs 0.0%) (P<0.05), but the genotype in donors did not correlate with Ⅱ-Ⅳ grade aGVHD, cGVHD and 1 year TRM.
CONCLUSION
AA genotype in the IL-10 gene-592 (C→A) (rs1800872) single nucleotide polymorphism in patients protects pediatric malignant patients against Ⅱ-Ⅳ grade aGVHD and gastrointestinal aGVHD after allo-HSCT. AA genotype in donors is a risk factor for liver aGVHD after allo-HSCT in non-malignant disease.
Child
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Graft vs Host Disease
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Hematopoietic Stem Cell Transplantation
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Humans
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Interleukin-10
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genetics
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Polymorphism, Single Nucleotide
;
Tissue Donors
6.Efficacy of thunder-fire moxibustion combined with external applicaion of powder for mild and moderate knee osteoarthritis.
Qu HU ; Zhen ZENG ; Guang-Yun HU ; Xue-Mei DAI ; Ying-Xuan GU ; Yang-Yue ZHANG ; Xiao-Ming QUAN
Chinese Acupuncture & Moxibustion 2019;39(8):804-808
OBJECTIVE:
To compare the therapeutic effect between thunder-fire moxibustion combined with external applicaion of powder and thunder-fire moxibustion alone for mild and moderate knee osteoarthritis.
METHODS:
A total of 70 patients with mild and moderate knee osteoarthritis were randomly divided into an observation group and a control group, 35 cases in each group. In the observation group, thunder-fire moxibustion combined with external applicaion of powder were applied, Thunder-fire moxibustion was applied at Xuehai (SP 10), Liangqiu (ST 34), Neixiyan (EX-LE 4), Yanglingquan (GB 34) and point, external applicaion of powder was given to the affected knee after the treatment of thunder-fire moxibustion. Simple thunder-fire moxibustion was given in the control group. All patients in the two groups were treated once a day, 7 days as one course and the consecutive 4 courses were required, with an interval of 1 day between courses. Before and after treatment, the visual analogue scale (VAS) score and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) score were used to assessed knee pain, stiffness and physical function in the two groups. In addition, the efficacy was evaluated.
RESULTS:
Compared before treatment, the VAS scores, total scores of WOMAC, pain scores, stiffness scores and physical function scores were reduced after treatment in the two groups (<0.01), and the scores in the observation group were significantly lower than those in the control group (<0.01, <0.05). The total effective rate was 97.0% (32/33) in the observation group, which was superior to 91.2% (31/34) in the control group (<0.05).
CONCLUSION
Thunder-fire moxibustion combined with external applicaion of powder are superior to simple thunder-fire moxibustion in improving the symptoms and delaying the development of the disease for mild and moderate knee osteoarthritis.
Acupuncture Points
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Humans
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Knee Joint
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Moxibustion
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Osteoarthritis, Knee
;
therapy
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Treatment Outcome
7.Technical specification of expert consensus statement in developing clinical practice guidelines of traditional Chinese medicine.
Xing LIAO ; Yan-Ming XIE ; Jun-Hua ZHANG ; Qing-Quan LIU ; Rong MA ; Yao-Xian WANG ; Qing MIAO ; Hong-Chun ZHANG ; Guang-Xi LI ; Kun MA ; Yao-Long CHEN ; Wei CHEN ; Jing HU
China Journal of Chinese Materia Medica 2019;44(20):4354-4359
The formation of expert consensus statement is an indispensable part in the process of developing clinical practice guidelines. The Guidelines International Network believes that experts make group decisions for different stages and issues,and the process of gathering expert opinions is the process of reaching the consensus. GRADE system also requires that recommendations should be formed based on expert consensus in consideration of the risk and bias,patients' preferences and values,resources and other factors. At present,the main method for reaching consensus is the formal consensus method. According to the published clinical guidelines,most of them failed to report the specific methods and process of reaching expert consensus. Therefore,it is impossible to obtain an objective evaluation. This phenomenon is more common in the field of clinical practice guidelines of traditional Chinese medicine( TCM). There are two main reasons for this phenomenon. For one thing,the developers of the guidelines neglect the importance of transparency and objectivity in the implementation of expert consensus. For another,they know little about the methods and technical specifications for the formation of expert consensus. To solve them,based on the internationally recognized consensus-building methods,as well as the specific stages in the process of developing clinical practice guidelines of traditional Chinese medicine,it is of great significance to put forward the technical norms for TCM researchers to develop the expert consensus. This guide will provide detailed guidance for forming the expert consensus for TCM clinical practice guideline. This guideline has been approved and published by the Chinese Association of Traditional Chinese Medicine( No. T/CACM 1049-2017).
Consensus
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Humans
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Medicine, Chinese Traditional
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Practice Guidelines as Topic
8.Efficacy analysis of flexible neuroendoscopy combined with dry-field techniques in the treatment of chronic subdural hematoma
Guan FENG ; Peng WEI-CHENG ; Huang HUI ; Dai BIN ; Zhu GUANG-TONG ; Xiao ZHI-YONG ; Mao BEI-BEI ; Lin ZHEN-YANG ; Zhou QUAN ; Wei YA-PING ; Hu ZHI-QIANG
Chinese Medical Journal 2019;132(11):1359-1362
9.Application of Pulmonary Vein Deployment Technique for Percutaneous Closure of Atrial Septal Defect Solely Under Echocardiography Guidance
Wen-Bin OU-YANG ; Gai-Li GUO ; Sheng-Shou HU ; Guang-Zhi ZHAO ; Feng-Wen ZHANG ; Yong-Quan XIE ; Yao LIU ; Mu-Zi LI ; Xu QIU ; Zi-Qi YUE ; Xiang-Bin PAN
Chinese Circulation Journal 2018;33(1):79-82
Objective: To investigate the safety and efficacy of pulmonary vein deployment technique for percutaneous closure of atrial septal defects (ASD) solely under echocardiography guidance. Methods: A total of 38 ASD patients received pulmonary vein deployment in our hospital from 2012-10 to 2016-09 since the conventional method could not deliver the occluder to correct place. The patients were with the mean age at (16.0±15.6) years, body weight at (37.2±22.9) kg and ASD diameter at (17.1±4.2) mm. Operative effect was assessed by echocardiography. Follow-up study was conducted at 1, 3, 6, 12 months post-operation and at each year thereafter. Results: 37 patients were successfully finished pulmonary vein deployment for percutaneous closure of ASD solely under echocardiography guidance. One patient was successfully treated by a controlled steerable sheath. The mean operative time was (25.2±5.1) min and mean diameter of ASD occluder was (22.9±5.6) mm. 2 patients had trivial residual shunt at the early post-operative stage. No peripheral vascular injury, pulmonary vein and cardiac perforation occurred. All 38 patients were recovered and discharged. The average in-hospital time was (2.9±0.7) days. The patients were followed-up for (23.9±15.4) months, without complications of residual shunt, pericardial effusion, aortic regurgitation and pulmonary vein stenosis. Conclusion: Pulmonary vein deployment technique for percutaneous closure of ASD solely under echocardiography guidance was safe and effective; it can avoid radiation damage and provided a simple and practical method for ASD patients who failed to conventional method under echocardiography guidance.
10.Ultrasound-guided Selective Cervical Nerve Root Block Plus Superficial Cervical Plexus Block for Minimally Invasive Parathyroidectomy.
Xu LI ; Min-Na LI ; Xu-Lei CUI ; Shu-Ai TANG ; Ya HU ; Quan LIAO ; Yu-Guang HUANG
Acta Academiae Medicinae Sinicae 2017;39(5):688-692
Objective To explore the efficacy and safety of ultrasound-guided cervical root block (CRB) in patients undergoing minimally invasive parathyroidectomy (MIP).Methods We enrolled 35 patients with hyperparathyroidism undergoing MIP in Peking Union Medical College Hospital.C4-7 nerve roots were identified in ultrasound imaging by the shape of the transverse process.A 50 mm insulated needle was gently introduced by an in-plane approach toward the posterior edge of the nerve root located at the inside of the posterior tubercle.After careful aspiration,a total of 3-4 ml of a mixture of 0.5% ropivacaine and 1% lidocaine was slowly injected.The superficial block was administered at the midpoint of the posterior border of the sternocleidomastoid by injecting 5-6 ml of the same mixture.The patients were administrated with dexmedetomidine during the surgery.All patients were assessed for sensory following the procedure and for pain after the surgery.Results Totally 35 patients successfully received MIP under ultrasound-guided CRB plus superficial block.There was no conversion to general anesthesia,no toxic reaction of local anesthetics,and no intravertebral injection.Hoarseness occurred in 6 patients (17.1%) and Horner syndrome occurred in 3 patients (8.6%).The median cold sensory visual analogue scale score was 1.2 [0,5] points at 10 minutes after the procedure.Patient's satisfaction score was 9.5 points.Conclusion Ultrasound-guided CRB plus superficial block can achieve accurate and safe anesthesia,and it provides lasting analgesic effect during and after MIP.

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