1.Low-dose CT denoising method with CNN and Transformer to preserve tiny details
Xiaozeng LI ; Baozhu WANG ; Zhitao GUO ; Jui Sharmin SHANAZ
Chinese Journal of Medical Physics 2024;41(7):842-850
Given that low-dose computed tomography significantly amplifies image noise due to the mitigation of radiation exposure,which degrades image quality and lowers the precision of clinical diagnoses,a novel model incorporating convolutional neural network and Transformer is established,in which an intra-patch feature extraction module is used to effectively preserve tiny details in the image.A double attention Transformer is constructed by incorporating a multiple-input channel attention module into the self-attention for tackling the problem of incorrect restoration of texture details during denoising using Swin Transformer.AAPM dataset is used for testing,and the results demonstrate that the proposed algorithm not only surpasses the existing algorithms in denoising performance,but also excels in preserving tiny details in the image.
2.CT-derived fractional flow reserve and pericoronary fat attenuation index combined with clinical and coronary CT angiography characteristics for predicting major adverse cardiovascular events after aortic valve replacement
Shuyuan HUANG ; Baozhu YANG ; Xinxin YU ; Ximing WANG
Chinese Journal of Medical Imaging Technology 2024;40(6):848-852
Objective To explore the value of CT-derived fractional flow reserve(CT-FFR)and pericoronary fat attenuation index(FAI)combined with clinical and coronary CT angiography(CCTA)characteristics for predicting major adverse cardiovascular events(MACE)after aortic valve replacement(AVR).Methods Data of 139 patients with aortic stenosis who underwent AVR were retrospectively analyzed.According to occurrence of MACE or not during follow-up,the patients were divided into MACE group and non-MACE group.Cox proportional hazard regression was used to analyze clinical and CCTA data,as well as CT-FFR and FAI to screen independent predictors of MACE after AVR,and nested models based on clinical data,CCTA characteristics,CT-FFR and right coronary artery(RCA)FAI were constructed.Receiver operating characteristic(ROC)curves were drawn,the area under the curve(AUC)and Harrell C index(C-index)were calculated to assess the diagnostic efficacy of each model,and their goodness of fit were evaluated.Results There were 22 cases in MACE group and 117 in non-MACE group.CT-FFR(HR=3.683)and RCA-FAI(HR=3.261)were both independent predictors of MACE in patients after AVR.The AUC of clinical model,modelclinical+CCTA,modelclinical+CCTA+CT-FFR and modelclinical+CCTA+CT-FFR+RCA-FAI was 0.636,0.730,0.758 and 0.817,and the C-index was 0.614,0.707,0.733 and 0.782,respectively.The predicted results of modelclinical+CCTA+CT-FFR+RCA-FAI were most consistent with actual results,with the best goodness of fit.Conclusion CT-FFR and RCA-FAI combined with clinical and CCTA characteristics could effectively predict MACE in patients after AVR.
3.Medical decision-making in children with autism spectrum disorder from the perspective of caregivers: a systematic analysis
Wenhui LI ; Yi LI ; Xu BAOZHU ; Yan HUO ; Yuefeng LI ; Shuangshuang YE ; Yu WANG
Chinese Journal of Health Management 2024;18(12):924-931
Objective:To systematically review the medical decision-making for children with autism spectrum disorder (ASD) from the perspective of caregivers.Methods:It was a systematic review. Using search terms as “Autism”“loneliness disorder”“autism spectrum disorder”“parents”“caregiver”“medical decision making”, etc., qualitative studies on medical decision-making of ASD caregivers in the databases of PubMed, Web of Science, Cochrane Library, Embase, Scopus, CNKI.com, Wanfang Database, VIP database, and Chinese Biomedical Literature database were searched. The search was conducted from the inception of the databases to July 31, 2022, and the data was organized from August 1 to September 1, 2022. The literature quality was evaluated by two researchers according to the quality evaluation criteria for qualitative research at the Centre for Evidence-based Health Care, Joanna Briggs Institute, Australia. Pooled integration method was used to integrate the study results and evaluate the medical decision-making of children with ASD from the perspective of caregivers.Results:Seventeen studies were included, with two studies rated as quality grade A and fifteen studies rated as quality grade B. A total of 36 research findings were extracted. These findings were grouped into ten new categories based on similarities, which were further synthesized into three overarching results: the symptom-driven medical decision-making process, delays in medical decision-making due to individual, family, and societal factors, and the influence of personal experiences and multiple external pressures on medical decision-making.Conclusion:The factors that lead to the delay or promotion of medical decision of caregivers of children with ASD are complicated, and comprehensive intervention measures should be taken at individual, family and social levels to promote early medical diagnosis and intervention of the children with ASD.
4.The epidemiological features and relational factors of accidental death among children under 5 years of age in rural Shaanxi Province
Xue YANG ; Baozhu WANG ; Lu GAN ; Min LI ; Xiping YU ; Juan ZHANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(3):489-492
【Objective】 To explore the epidemiological features and relational factors of accidental death among children under 5 years of age in rural area of Shaanxi Province. 【Methods】 A case-control study was conducted in the research, and children under 5 years old in nine National surveillance counties of Shaanxi were collected. The questionnaire of national survey of accidental injuries among children under 5 years of age was used to investigate the basic information of children, socio-demographic characteristics, child care status, injury occurrence condition. The mean, standard deviation and percentage were used to describe the basic situation and main characteristics of accidental death. The Chi-square test and Logistic regression methods were performed to explore the relational factors of accidental death of children. 【Results】 Of the 25 cases of accidental death of children under the age of five years old, 5 were traffic accidents (20.0%), 9 cases were falling (36.0%), and 11 were suffocation (44.0%). Age distribution showed that children of accidental suffocation were younger, with 90.9% (10 cases) of them under the age of 1 years old. Gender distribution showed that traffic accident deaths occurred to boys. Area distribution showed that falling and suffocation death mainly happened in Hanzhong, while traffic accidents death mainly in Weinan. When the accident happened, 8 caregivers were not on the scene. What was worse, among 17 caregivers who were on the scene of accident, only 4 kept an eye on children. Compared with 25 children in control group, 16 in case group had received health examination, and the difference showed statistical significance (χ2=8.672, P=0.003). Meanwhile, 9 main caregivers were mothers in the case group, compared with 14 in the control group. The Logistic regression analysis showed that compared with fathers, mothers as the children’ main caregivers could positively reduce accidental death of children (OR=0.016, 95% CI: 0.000 3-0.997, P=0.049). 【Conclusion】 To decrease the incidence rate and mortality of accidental death of children under the age of five years old, parenting behavior guidance, health examination, and targeted health education should be taken in Maternal and Child Health Care System as a routine work.
5.Pharmacological inhibition of STING signaling attenu-ates MPTP-induced neuroinflammation and neurode-generation in experimental models of Parkinson's disease
Baozhu WANG ; Jingru QIU ; Shuyan YU ; Deqing SUN ; Haiyan LOU
Chinese Journal of Pharmacology and Toxicology 2023;37(7):506-506
OBJECTIVE To investigate the effects of pharmacological inhibition of STING by C-176,a STING selective inhibitor,in experimental model of Parkinson's disease.METHODS The acute and sub-acute mice mod-els of Parkinson's disease(PD)were established by in-traperitoneal injection of 1-methyl-4-(2′-methylphenyl)-1,2,3,6-tetrahydrophine(MPTP).The selective STING inhibitor C-176 was administered by intraperitoneal injec-tion.The potential neuroprotective effects of C-176 were evaluated by behavioral test,tyrosine hydroxylase(TH)immunostaining,Nissl staining,Western blotting,qPCR and immunofluorescence.For in vitro study,the effects of C-176 on LPS/MPP+-induced inflammatory responses in BV2 microglial cells were determined by real time RT-PCR and Western blotting analysis.RESULTS Our study revealed that C-176 significantly inhibited STING signaling activation,ameliorated MPTP-induced dopami-nergic neurotoxicity,motor deficit and associated neuroin-flammation.Furthermore,pharmacological inhibition of STING in BV2 microglia treated with LPS/MPP+ exhibited decreased inflammatory responses.More importantly,C176 also reduced NLRP3 inflammasome activation both in vitro and in vivo.CONCLUSION The results of our study suggest that pharmacologic inhibition of STING protects against neuroinflammation that may act at least in part through suppressing NLRP3 inflammasome acti-vation and thus ameliorated dopaminergic neurodegener-ation.STING signaling may holds great promise for the development of new treatment strategy for PD as an effective therapeutic target.
6.Prediction of maternal mortality ratio in China based on analysis of data from 2010 to 2020
Qiong MA ; Jiahui JIAO ; Baozhu WANG ; Yinli CAO
Chinese Journal of Perinatal Medicine 2023;26(6):482-489
Objective:To analyze the changing trends in maternal mortality ratios (MMRs) and the main cause-specific MMRs in China from 2010 to 2020, evaluate the association between MMRs and pregnancy healthcare and predict the MMRs for the next five years.Methods:Data on MMRs, the main cause-specific MMRs, and maternal healthcare in China from 2010 to 2020 were collected from China Health Statistical Yearbook. Estimated annual percent changes (EAPCs) were used to analyze the trends in MMRs and the main cause-specific MMRs in China. Average growth rate was used to describe the trend of perinatal healthcare indicators, and spearman rank correlation was used to analyze the correlation between MMRs and perinatal healthcare indicators. GM (1,1) model was established to predict the MMRs for the following five years. Results:(1) From 2010 to 2020, the EAPCs were-5.16%,-6.24%, and-4.28%, respectively, indicating downward trends in MMRs in the whole nation, urban and rural areas ( t=-0.98,-12.42 and-8.96, all P<0.001). (2) From 2010 to 2020, the main cause-specific MMRs in China from obstetric hemorrhage, hypertension during pregnancy, amniotic fluid embolism, and liver disease were all in downward trends ( t=-12.42,-5.44,-3.98 and-3.63, all P<0.001). Except for the MMR from hypertension during pregnancy in urban areas (average growth rate =0.51%), all main cause-specific MMRs in both urban and rural areas decreased significantly, especially the MMRs from hepatopathy in urban and rural areas (average growth rate=-10.40% and-13.96%). (3) The nation wide MMR was negatively correlated with maternal system management rate ( r s=-0.80, P=0.003), prenatal examination rate ( r s=-0.97, P<0.001), postpartum visit rate ( r s=-0.82, P=0.002) and hospital delivery rate ( r s=-0.98, P<0.001). Negative correlations were also found between the MMR and hospital delivery rate in both urban ( r s=-0.82, P=0.002) and rural areas ( r s=-0.95, P<0.001). (4) The GM (1, 1) models for forecasting MMRs in the whole nation, urban and rural areas were established with an accuracy of level 1. The MMR was predicted to show a downward trend in the following five years. The MMRs in China were 15.86/100 000 in 2021 and 15.13/100 000 in 2022 through prediction, similar to the 16.1/100 000 and 15.7/100 000 as announced by the government. Conclusions:The overall MMR in China shows a downward trend, and it dropped faster in urban areas than the rural areas. In addition, it is predicted that the MMR will continue to decline in the following five years, but the gap between urban and rural areas will remain.
7.Study of perioperative safety of laparoscopic pancreaticoduodenectomy in elderly patients.
Daofu FENG ; Yizeng WANG ; Jizhe LI ; Baozhu LI ; Nan LI
Chinese Critical Care Medicine 2023;35(10):1063-1069
OBJECTIVE:
To investigate the safety of laparoscopic pancreaticoduodenectomy (LPD) in elderly patients and the related risk factors admitted to the intensive care unit (ICU) after LPD.
METHODS:
The perioperative data of patients who underwent LPD in Tianjin Medical University General Hospital from February 2017 to June 2023 were retrospectively collected, including basic data, preoperative laboratory indicators, intraoperative and postoperative indicators, pathological results (tumor size, lymph node dissection and pathological type), postoperative complications, ICU postoperative management and prognosis. The patients were divided into the elderly group (≥ 65 years) and the non-elderly group (< 65 years) according to age. Perioperative data between two groups were compared. Kaplan-Meier survival curve was drawn to analyze the survival rate of the elderly group and the non-elderly group, and the pancreatic head carcinoma group and other type of tumors group after LPD. Logistic regression was used to analyze the risk factors of ICU stay (length of ICU stay > 1 day) after LPD in elderly patients. The receiver operator characteristic curve (ROC curve) was drawn to analyze the predictive value of this risk factor for ICU stay after LPD in elderly patients.
RESULTS:
A total of 160 patients were enrolled, including 57 cases in the elderly group (17 cases of vascular reconstruction) and 103 cases in the non-elderly group (40 cases of vascular reconstruction). All patients underwent R0 resection and were transferred to the comprehensive ICU for treatment. The follow-up time of patients with malignant tumors was 43 (6, 72) months. The elderly group had significantly longer surgery time, postoperative hospital stay and oral feeding time than the non-elderly group, and the incidence of delayed gastric emptying (DGE) was significantly higher than that in the non-elderly group. There were no significant differences in intraoperative blood transfusion rate, intraoperative blood loss, pathological results, short-term and severe postoperative complications, reoperation rate and 90-day mortality between the two groups. In patients with vascular resection reconstruction, the intraoperative blood loss in the elderly group was significantly higher than that in the non-elderly group, and the operation time and postoperative hospital stay were significantly longer. During ICU, the acute physiology and chronic health evaluation II [APACHE II: 12 (9, 14) vs. 8 (7, 10)], sequential organ failure assessment [SOFA: 6 (4, 8) vs. 3 (2, 5)] within 24 hours after admission to ICU were significantly increased in the elderly group (both P < 0.05), the time of mechanical ventilation [hours: 12 (10, 15) vs. 9 (5, 13)] and the length of ICU stay [days: 2 (1, 2) vs. 1 (1, 1)] were significantly increased in the elderly group (both P < 0.05), and the proportion of multi-disciplinary team (MDT) was also significantly increased in the elderly group (33.3% vs. 17.4%, P < 0.05), there were no significant differences in the levels of hemoglobin (Hb), albumin, and blood lactic acid between the two groups. Logistic regression analysis showed that the APACHE II score was an independent risk factor for ICU stay after LPD in elderly patients (β = 1.737, P = 0.028). ROC curve showed that the prediction performance was the best when the APACHE II score was 13, with the sensitivity of 72.41% and the specificity of 96.43%, and the area under the ROC curve (AUC) of 0.884. The Kaplan-Meier survival curve showed that there were no significant difference in median survival time (months: 24.1 vs. 24.7) and 5-year survival rate (19.01% vs. 19.02%) between the elderly group (52 cases) and the non-elderly group (92 cases) among the 144 patients with malignant tumors (both P > 0.05). The median survival time in the pancreatic head carcinoma group was significantly shorter than that in the other tumors group (63 cases; months: 20.2 vs. 40.1, P < 0.05), 5-year survival rate was significantly lower than that in the other tumors group (21.98% vs. 30.91%, P < 0.05).
CONCLUSIONS
LPD is a safe and feasible treatment for elderly patients. APACHE II score has a certain predictive value for ICU stay after LPD in elderly patients.
Humans
;
Aged
;
Middle Aged
;
Sepsis/therapy*
;
ROC Curve
;
Pancreaticoduodenectomy/adverse effects*
;
Retrospective Studies
;
Blood Loss, Surgical
;
Prognosis
;
Pancreatic Neoplasms/surgery*
;
Postoperative Complications
;
Intensive Care Units
8.Lung nodule detection algorithm using improved YOLOv7 network model
Yongtao LIU ; Baozhu WANG ; Zhitao GUO
Chinese Journal of Medical Physics 2023;40(12):1509-1517
To address the issues in the current lung nodule detection for tuberculosis where the existing object detection algorithms have limited precision for small nodules and often predict bounding box locations inaccurately,a lung nodule detection method based on YOLOv7 is presented for obtaining small lung nodules more effectively and realizing the continuous convergence of target detection box.Based on the framework of YOLOv7 network model,the improvements are made in the following 3 aspects.(1)The cross-channel information and target airspace information are obtained with the effective SimAM channel attention mechanism embed in the Head network,so as to highlight the target features and enable the model to identify the regions of interest more accurately.(2)SIOU boundary loss function is used to increase the angle cost on the original loss function,and redefine the distance cost and shape cost to improve the convergence rate and reduce the loss value.(3)SIOU-NMS is used to replace the non-maximum suppression algorithm for reducing the error suppression due to target occlusion.The results of experiments on a custom lung nodule dataset show that compared with the original YOLOv7,the proposed method improves accuracy and recall rate by 2.9%and 3.1%,and the mean average precision at a confidence threshold of 0.5 is increased by 3.7%.The model can effectively assist in the diagnosis of lung nodules.
9.A comparative study on the clinical effects of hip arthroplasty through direct anterior approach in lateral decubitus in the treatment of hip osteoarthritis caused by Kaschin-Beck disease and congenital acetabular dysplasia
Shi CHENG ; Chao HUANG ; Xinnan MA ; Yong QIN ; Zecheng LI ; Ren WANG ; Jinping YU ; Xiangning XU ; Yingkai MA ; Chen LIANG ; Baozhu WEN ; Zhongxiang ZUO ; Songcen LYU
Chinese Journal of Endemiology 2022;41(6):500-506
Objective:To compare the clinical effects of hip arthroplasty through direct anterior approach (DAA) in lateral decubitus in the treatment of hip osteoarthritis caused by Kaschin-Beck disease and congenital acetabular dysplasia.Methods:The prospective study method was used to select the patients who needed hip arthroplasty in the Fourth Department of Orthopedics, the Second Affiliated Hospital of Harbin Medical University from January 2015 to December 2019. All of them were operated with lateral decubitus DAA. According to the inclusion criteria, they were divided into Kacshin-Beck disease hip osteoarthritis group (group A) and congenital acetabular dysplasia hip osteoarthritis group (group B). Hip Harris score, Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) score, visual analogue scale (VAS) score were conducted, and hip abduction angle and flexion angle were measured before surgery, 3, 14 days and 1, 3, and 12 months after surgery.Results:Nineteen and twenty-two patients were included in group A and group B, respectively. All patients successfully completed the surgery. There was no significant difference in Harris score between the two groups before surgery, 3, 14 days, and 1, 12 months after surgery ( P > 0.05). There were no significant differences in WOMAC score, VAS score, hip abduction angle and hip flexion angle between the two groups before surgery and each time point after surgery ( P > 0.05). In the same group, there were significant differences in Harris score, WOMAC score, VAS score, hip abduction angle and hip flexion angle at different time points ( P < 0.001). All postoperative indicators were significantly improved compared with those before surgery. Conclusions:There is no significant difference in the clinical effects of hip arthroplasty through lateral decubitus DAA in the treatment of hip osteoarthritis caused by Kaschin-Beck disease and congenital acetabular dysplasia. This surgical method has good therapeutic effect on both types of hip osteoarthritis.
10.Comparison of the effects between low-level assisted ventilation and T-piece method on respiratory mechanics during weaning of mechanically ventilated patients
Shiya WANG ; Zhenjie JIANG ; Baozhu ZHANG ; Guangsheng LU ; Zhimin WANG ; Zhimin LIN ; Qiang CHEN ; Chun YANG ; Qingwen SUN ; Honglian RUAN ; Yuanda XU
Chinese Critical Care Medicine 2021;33(6):697-701
Objective:To compare the difference of low-level assisted ventilation and T-piece method on respiratory mechanics of patients with invasive mechanical ventilation during spontaneous breathing trial (SBT) within 3 days before extubation.Methods:A retrospective observational study was conducted. Twenty-five patients with difficulty in weaning or delayed weaning from invasive mechanical ventilation who were admitted to department of critical care medicine of the First Affiliated Hospital of Guangzhou Medical University from December 2018 to June 2020, and were in stable condition and entered the weaning stage after more than 72 hours of invasive mechanical ventilation were studied. A total of 119 cases of respiratory mechanical indexes were collected, which were divided into the low-level assisted ventilation group and the T-piece group according to the ventilator method and parameters used during the data collection. The different ventilation modes related respiratory mechanics indexes such as the esophageal pressure (Pes), the gastric pressure (Pga), the transdiaphragmatic pressure (Pdi), the maximum Pdi (Pdimax), Pdi/Pdimax ratio, the esophageal pressure-time product (PTPes), the gastric pressure-time product (PTPga), the transdiaphragmatic pressure-time product (PTPdi), the diaphragmatic electromyography (EMGdi), the maximum diaphragmatic electromyography (EMGdimax), PTPdi/PTPes ratio, Pes/Pdi ratio, the inspiratory time (Ti), the expiratory time (Te) and the total time respiratory cycle (Ttot) at the end of monitoring were recorded and compared between the two groups.Results:Compared with the T-piece group, Pes, PTPes, PTPdi/PTPes ratio, Pes/Pdi ratio and Te were higher in low-level assisted ventilation group [Pes (cmH 2O, 1 cmH 2O = 0.098 kPa): 2.84 (-1.80, 5.83) vs. -0.94 (-8.50, 2.06), PTPes (cmH 2O·s·min -1): 1.87 (-2.50, 5.93) vs. -0.95 (-9.71, 2.56), PTPdi/PTPes ratio: 0.07 (-1.74, 1.65) vs. -1.82 (-4.15, -1.25), Pes/Pdi ratio: 0.17 (-0.43, 0.64) vs. -0.47 (-0.65, -0.11), Te (s): 1.65 (1.36, 2.18) vs. 1.33 (1.05, 1.75), all P < 0.05], there were no significant differences in Pga, Pdi, Pdimax, Pdi/Pdimax ratio, PTPga, PTPdi, EMGdi, EMGdimax, Ti and Ttot between the T-piece group and the low-level assisted pressure ventilation group [Pga (cmH 2O): 6.96 (3.54,7.60) vs. 7.74 (4.37, 11.30), Pdi (cmH 2O): 9.24 (4.58, 17.31) vs. 6.18 (2.98, 11.96), Pdimax (cmH 2O): 47.20 (20.60, 52.30) vs. 29.95 (21.50, 47.20), Pdi/Pdimax ratio: 0.25 (0.01, 0.34) vs. 0.25 (0.12, 0.41), PTPga (cmH 2O·s·min -1): 7.20 (2.54, 9.97) vs. 7.97 (5.74, 13.07), PTPdi (cmH 2O·s·min -1): 12.15 (2.95, 19.86) vs. 6.87 (2.50, 12.63), EMGdi (μV): 0.05 (0.03, 0.07) vs. 0.04 (0.02, 0.06), EMGdimax (μV): 0.07 (0.05, 0.09) vs. 0.07 (0.04, 0.09), Ti (s): 1.20 (0.95, 1.33) vs. 1.07 (0.95, 1.33), Ttot (s): 2.59 (2.22, 3.09) vs. 2.77 (2.35, 3.24), all P > 0.05]. Conclusions:When mechanically ventilated patients undergo SBT, the use of T-piece method increases the work of breathing compared with low-level assisted ventilation method. Therefore, long-term use of T-piece should be avoided during SBT.

Result Analysis
Print
Save
E-mail