1.Application evaluation of cardiopulmonary exercise test to guide comprehensive pulmonary rehabilitation in patients with pneumoconiosis
Congxia YAN ; Baoping LI ; Fuhai SHEN ; Hong CAO ; Jing LI ; Lirong ZHANG ; Zhiping SUN ; Bowen HOU ; Lini GAO ; Xinyu LI ; Chaoyi MA ; Xiaolu LIU
Journal of Environmental and Occupational Medicine 2024;41(1):47-53
Background At present, the practice of pulmonary rehabilitation for pneumoconiosis in China is in a primary stage. The basis for formulating an individualized comprehensive pulmonary rehabilitation plan is still insufficient, which is one of the factors limiting the development of community-level rehabilitation work. Objective To formulate an exercise prescription based on maximum heart rate measured by cardiopulmonary exercise test (CPET), conduct an individualized comprehensive pulmonary rehabilitation program with the exercise prescription for patients with stable pneumoconiosis, and evaluate its role in improving exercise endurance and quality of life, thus provide a basis for the application and promotion of pulmonary rehabilitation. Methods A total of 68 patients were recruited from the Occupational Disease Prevention Hospital of Jinneng Holding Coal Industry Group Co., Ltd. from April to August 2022 , and were divided into an intervention group and a control group by random number table method, with 34 cases in each group. All the pneumoconiosis patients participated in a baseline test. The control group was given routine drug treatment, while the intervention group received multidisciplinary comprehensive pulmonary rehabilitation treatment on the basis of routine drug treatment, including health education, breathing training, exercise training, nutrition guidance, psychological intervention, and sleep management, whose exercise intensity was determined according to the maximum heart rate provided by CPET. The rehabilitation training lasted for 24 weeks. Patients were evaluated at registration and the end of study respectively. CPET was used to measure peak oxygen uptake per kilogram (pVO2/kg), anaerobic threshold (AT), carbon dioxide equivalent of ventilation (EqCO2), maximum metabolic equivalent (METs), and maximum work (Wmax). The modified British Medical Research Council Dyspnea Questionnaire (mMRC), Self-rating Anxiety Scale (SAS), Self-rating Depression Scale (SDS), Pittsburgh Sleep Quality Index (PSQI), Chronic Obstructive Pulmonary Disease Assessment Test (CAT), and Short Form of Health Survey (SF-36) were used to evaluate the potential effect of the comprehensive pulmonary rehabilitation program. Results Among the included 68 patients, 63 patients were having complete data, then 31 cases were assigned in the control group and 32 cases in the interventional group. Before the intervention, there was no significant difference in pVO2/kg, AT, EqCO2, METs, or Wmax between the two groups (P>0.05). At the end of the trail, the indicators like pVO2/kg [(19.81±2.38) mL·(min·kg)−1], AT [(14.48±2.33) mL·(min·kg)−1], METs (5.64±0.69), and Wmax [(85.25±14) W] of patients in the intervention group were all higher than those [(13.90±2.37) mL·(min·kg)−1, (11.70±1.94) mL·(min kg)−1, (3.97±0.70), and (61.77±14.72) W, respectively] in the control group (P<0.001); there was no significant difference in EqCO2 between the two groups (P=0.083). Before the trial, there was no significant difference in mMRC, SAS, SDS, PSQI, or CAT scores between the two groups (P>0.05). At the end of the trail, the mMRC score (1.16±0.57), SAS score (27.93±2.12), SDS score (26.48±1.44), PSQI score (1.08±0.88), and CAT score (4.34±3.28) of patients in the intervention group were lower than those [(2.03±0.83), (35.87±6.91), (34.23±6.65), (5.37±3.03), and (13.87±7.53), respectively] in the control group (P<0.001). The SF-36 scores of bodily pain (94.13±10.72), general health (87.50±5.68), vitality (95.31±5.53), mental health (99.88±0.71), and health changes (74.22±4.42) in the intervention group were higher than those [(71.87±32.72), (65.81±15.55), (74.52±16.45), (86.97±16.56), and (29.84±13.50), respectively] in the control group (P<0.001), and no significant difference was found in social functioning and role emotional scores (P>0.05). Conclusion Comprehensive pulmonary rehabilitation can increase the oxygen intake and exercise endurance of pneumoconiosis patients, ameliorate dyspnea symptoms, elevate psychological state and sleep quality, and improve the quality of life.
2.Liposome gel loaded oleic acid promotes the repair of chronic burn wounds
Maomao WANG ; Qing ZHANG ; Bowen WU ; Yan XIE
Chinese Journal of Tissue Engineering Research 2024;28(22):3524-3531
BACKGROUND:Oleic acid can regulate inflammation and immune responses,and has the potential to repair skin wounds.Oleic acid has a short retention time at the lesion.It is prone to self oxidation and deterioration in the air,and suitable drug carriers are needed to fully exert the therapeutic effect of oleic acid. OBJECTIVE:To investigate the efficacy of oleic acid-liposome gel in the treatment of chronic burn wounds. METHODS:Oleic acid liposome solution was prepared by thin film dispersion method,and then dissolved in Poloxamer gel matrix to prepare oleic acid-liposome gel.(1)In vitro experiment:Oleic acid-liposome gel solution was prepared by adding different volumes of oleic acid-liposome gel into cell medium(volume ratio:1:3,1:9,1:27,respectively).Alma-blue reagent was used to detect the effects of different concentrations of oleic acid-liposome gel on the proliferation of human keratinocytes and human fibroblasts.Crystal violet staining was used to observe cell morphology.(2)In vivo experiment:The animal model of chronic burn wounds was established by using full-thickness burn of SD rat back skin combined with local subcutaneous injection of epirubicin.The 30 successfully modeled rats were randomly divided into five groups with six rats in each group.The wounds of oleic acid liposome gel group,oleic acid group,liposome gel group,positive control group and negative control group were applied with gauze of oleic acid liposome gel,oleic acid,liposome gel,recombinant human epidermal growth factor gel and normal saline.The dressing was changed once every other day.A total of 16 doses were administered.The wound healing was observed. RESULTS AND CONCLUSION:(1)In vitro experiments:Alma-blue reagent detection and crystal violet staining showed that oleic acid liposome gel solution with volume ratio of 1:9 could promote the proliferation of human keratinocytes and human fibroblasts.(2)In vivo experiment:The wound healing time of the oleic acid liposome gel group was shorter than that of the other four groups(P<0.01),and the wound healing rate at 4,8,12,16,and 20 days was higher than that of the other four groups(P<0.01).After administration,hematoxylin-eosin staining showed epithelialization and healing of wounds in all five groups,and the epidermal thickness of oleic acid liposome gel group was the closest to normal skin and better than the other four groups.Immunohistochemical staining showed that the expressions of cytokeratin 10,tumor protein 63,α-smooth muscle actin,collagen I,tumor necrosis factor α,interleukin 6,malonaldehyde,and superoxide dismutase in oleic acid liposome gel group were closest to those in normal skin,and superior to those in other four groups.On days 12 and 32 of administration,the expressions of tumor necrosis factor α,interleukin 6,malondialdehyde,and superoxide dismutase in wound homogenate supernatant in oleic acid liposome gel group were closest to those in normal skin,and superior to those in other four groups.(3)The results showed that oleic acid liposome gel could promote the proliferation of keratinocytes and fibroblasts,reduce inflammation and oxidative stress injury,and promote the healing of chronic burn wounds.
3.Incidence of postoperative complications in Chinese patients with gastric or colorectal cancer based on a national, multicenter, prospective, cohort study
Shuqin ZHANG ; Zhouqiao WU ; Bowen HUO ; Huining XU ; Kang ZHAO ; Changqing JING ; Fenglin LIU ; Jiang YU ; Zhengrong LI ; Jian ZHANG ; Lu ZANG ; Hankun HAO ; Chaohui ZHENG ; Yong LI ; Lin FAN ; Hua HUANG ; Pin LIANG ; Bin WU ; Jiaming ZHU ; Zhaojian NIU ; Linghua ZHU ; Wu SONG ; Jun YOU ; Su YAN ; Ziyu LI
Chinese Journal of Gastrointestinal Surgery 2024;27(3):247-260
Objective:To investigate the incidence of postoperative complications in Chinese patients with gastric or colorectal cancer, and to evaluate the risk factors for postoperative complications.Methods:This was a national, multicenter, prospective, registry-based, cohort study of data obtained from the database of the Prevalence of Abdominal Complications After Gastro- enterological Surgery (PACAGE) study sponsored by the China Gastrointestinal Cancer Surgical Union. The PACAGE database prospectively collected general demographic characteristics, protocols for perioperative treatment, and variables associated with postoperative complications in patients treated for gastric or colorectal cancer in 20 medical centers from December 2018 to December 2020. The patients were grouped according to the presence or absence of postoperative complications. Postoperative complications were categorized and graded in accordance with the expert consensus on postoperative complications in gastrointestinal oncology surgery and Clavien-Dindo grading criteria. The incidence of postoperative complications of different grades are presented as bar charts. Independent risk factors for occurrence of postoperative complications were identified by multifactorial unconditional logistic regression.Results:The study cohort comprised 3926 patients with gastric or colorectal cancer, 657 (16.7%) of whom had a total of 876 postoperative complications. Serious complications (Grade III and above) occurred in 4.0% of patients (156/3926). The rate of Grade V complications was 0.2% (7/3926). The cohort included 2271 patients with gastric cancer with a postoperative complication rate of 18.1% (412/2271) and serious complication rate of 4.7% (106/2271); and 1655 with colorectal cancer, with a postoperative complication rate of 14.8% (245/1655) and serious complication rate of 3.0% (50/1655). The incidences of anastomotic leakage in patients with gastric and colorectal cancer were 3.3% (74/2271) and 3.4% (56/1655), respectively. Abdominal infection was the most frequently occurring complication, accounting for 28.7% (164/572) and 39.5% (120/304) of postoperative complications in patients with gastric and colorectal cancer, respectively. The most frequently occurring grade of postoperative complication was Grade II, accounting for 65.4% (374/572) and 56.6% (172/304) of complications in patients with gastric and colorectal cancers, respectively. Multifactorial analysis identified (1) the following independent risk factors for postoperative complications in patients in the gastric cancer group: preoperative comorbidities (OR=2.54, 95%CI: 1.51-4.28, P<0.001), neoadjuvant therapy (OR=1.42, 95%CI:1.06-1.89, P=0.020), high American Society of Anesthesiologists (ASA) scores (ASA score 2 points:OR=1.60, 95% CI: 1.23-2.07, P<0.001, ASA score ≥3 points:OR=0.43, 95% CI: 0.25-0.73, P=0.002), operative time >180 minutes (OR=1.81, 95% CI: 1.42-2.31, P<0.001), intraoperative bleeding >50 mL (OR=1.29,95%CI: 1.01-1.63, P=0.038), and distal gastrectomy compared with total gastrectomy (OR=0.65,95%CI: 0.51-0.83, P<0.001); and (2) the following independent risk factors for postoperative complications in patients in the colorectal cancer group: female (OR=0.60, 95%CI: 0.44-0.80, P<0.001), preoperative comorbidities (OR=2.73, 95%CI: 1.25-5.99, P=0.030), neoadjuvant therapy (OR=1.83, 95%CI:1.23-2.72, P=0.008), laparoscopic surgery (OR=0.47, 95%CI: 0.30-0.72, P=0.022), and abdominoperineal resection compared with low anterior resection (OR=2.74, 95%CI: 1.71-4.41, P<0.001). Conclusion:Postoperative complications associated with various types of infection were the most frequent complications in patients with gastric or colorectal cancer. Although the risk factors for postoperative complications differed between patients with gastric cancer and those with colorectal cancer, the presence of preoperative comorbidities, administration of neoadjuvant therapy, and extent of surgical resection, were the commonest factors associated with postoperative complications in patients of both categories.
4.Incidence of postoperative complications in Chinese patients with gastric or colorectal cancer based on a national, multicenter, prospective, cohort study
Shuqin ZHANG ; Zhouqiao WU ; Bowen HUO ; Huining XU ; Kang ZHAO ; Changqing JING ; Fenglin LIU ; Jiang YU ; Zhengrong LI ; Jian ZHANG ; Lu ZANG ; Hankun HAO ; Chaohui ZHENG ; Yong LI ; Lin FAN ; Hua HUANG ; Pin LIANG ; Bin WU ; Jiaming ZHU ; Zhaojian NIU ; Linghua ZHU ; Wu SONG ; Jun YOU ; Su YAN ; Ziyu LI
Chinese Journal of Gastrointestinal Surgery 2024;27(3):247-260
Objective:To investigate the incidence of postoperative complications in Chinese patients with gastric or colorectal cancer, and to evaluate the risk factors for postoperative complications.Methods:This was a national, multicenter, prospective, registry-based, cohort study of data obtained from the database of the Prevalence of Abdominal Complications After Gastro- enterological Surgery (PACAGE) study sponsored by the China Gastrointestinal Cancer Surgical Union. The PACAGE database prospectively collected general demographic characteristics, protocols for perioperative treatment, and variables associated with postoperative complications in patients treated for gastric or colorectal cancer in 20 medical centers from December 2018 to December 2020. The patients were grouped according to the presence or absence of postoperative complications. Postoperative complications were categorized and graded in accordance with the expert consensus on postoperative complications in gastrointestinal oncology surgery and Clavien-Dindo grading criteria. The incidence of postoperative complications of different grades are presented as bar charts. Independent risk factors for occurrence of postoperative complications were identified by multifactorial unconditional logistic regression.Results:The study cohort comprised 3926 patients with gastric or colorectal cancer, 657 (16.7%) of whom had a total of 876 postoperative complications. Serious complications (Grade III and above) occurred in 4.0% of patients (156/3926). The rate of Grade V complications was 0.2% (7/3926). The cohort included 2271 patients with gastric cancer with a postoperative complication rate of 18.1% (412/2271) and serious complication rate of 4.7% (106/2271); and 1655 with colorectal cancer, with a postoperative complication rate of 14.8% (245/1655) and serious complication rate of 3.0% (50/1655). The incidences of anastomotic leakage in patients with gastric and colorectal cancer were 3.3% (74/2271) and 3.4% (56/1655), respectively. Abdominal infection was the most frequently occurring complication, accounting for 28.7% (164/572) and 39.5% (120/304) of postoperative complications in patients with gastric and colorectal cancer, respectively. The most frequently occurring grade of postoperative complication was Grade II, accounting for 65.4% (374/572) and 56.6% (172/304) of complications in patients with gastric and colorectal cancers, respectively. Multifactorial analysis identified (1) the following independent risk factors for postoperative complications in patients in the gastric cancer group: preoperative comorbidities (OR=2.54, 95%CI: 1.51-4.28, P<0.001), neoadjuvant therapy (OR=1.42, 95%CI:1.06-1.89, P=0.020), high American Society of Anesthesiologists (ASA) scores (ASA score 2 points:OR=1.60, 95% CI: 1.23-2.07, P<0.001, ASA score ≥3 points:OR=0.43, 95% CI: 0.25-0.73, P=0.002), operative time >180 minutes (OR=1.81, 95% CI: 1.42-2.31, P<0.001), intraoperative bleeding >50 mL (OR=1.29,95%CI: 1.01-1.63, P=0.038), and distal gastrectomy compared with total gastrectomy (OR=0.65,95%CI: 0.51-0.83, P<0.001); and (2) the following independent risk factors for postoperative complications in patients in the colorectal cancer group: female (OR=0.60, 95%CI: 0.44-0.80, P<0.001), preoperative comorbidities (OR=2.73, 95%CI: 1.25-5.99, P=0.030), neoadjuvant therapy (OR=1.83, 95%CI:1.23-2.72, P=0.008), laparoscopic surgery (OR=0.47, 95%CI: 0.30-0.72, P=0.022), and abdominoperineal resection compared with low anterior resection (OR=2.74, 95%CI: 1.71-4.41, P<0.001). Conclusion:Postoperative complications associated with various types of infection were the most frequent complications in patients with gastric or colorectal cancer. Although the risk factors for postoperative complications differed between patients with gastric cancer and those with colorectal cancer, the presence of preoperative comorbidities, administration of neoadjuvant therapy, and extent of surgical resection, were the commonest factors associated with postoperative complications in patients of both categories.
5.Preliminary study on fetal heart morphology and function in pulmonary stenosis and pulmonary atresia using fetal heart quantification
Xiaomin ZHANG ; Bowen ZHAO ; Mei PAN ; Xiaohui PENG ; Ran CHEN ; Yankai MAO ; Mingming MA ; Yuanshi TIAN ; Mingxuan ZHANG ; Yan DENG
Chinese Journal of Ultrasonography 2024;33(6):489-496
Objective:To evaluate the morphological characteristics of the fetal heart and the contractile function of the left and right ventricles in fetuses with pulmonary stenosis (PS) and pulmonary atresia (PA) using fetal heart quantitative analysis technology (fetal HQ), and to assess the impact of different degrees of right ventricular outflow tract obstruction (RVOTO) on the contractile function of the fetal left and right ventricles. To accumulate early data and explore parameters for constructing a predictive model and clinical decision-making tool for the progression of fetal PS and PA.Methods:A retrospective analysis was conducted on 42 cases of mild to moderate PS and 23 cases of severe PS or PA detected through fetal echocardiography in the Department of Ultrasound, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, from July 2020 to December 2021. A control group of 195 normal fetal cases matching gestational weeks was selected. The fetal HQ technique was employed to measure the global sphericity index (GSI), left ventricular ejection fraction (EF), left/right ventricular area change percentage (LVFAC, RVFAC), and left/right ventricular longitudinal strain (LVGLS, RVGLS). Additionally, 24-segment sphericity index (SI) and fractional shortening (FS) for both left and right ventricles were measured. Comparative analyses were performed between the case and control groups, as well as within the case group.Results:In comparison with the control group, the case group exhibited significantly decreased GSI, LVGLS, LVEF, LVFAC, RVGLS, and RVFAC.The differences were statistically significant in the mild to moderate PS group (all P<0.05) and highly significant in the severe PS/PA group (all P<0.01). In the mild to moderate PS group, the left ventricle′s 2nd segment, right ventricle′s 24th segment SI, and the left ventricle′s 1st-13th segments, right ventricle′s 1st-16th and 20th-24th segments FS showed statistically significant differences compared to the control group (all P<0.05). In the severe PS/PA group, the right ventricle′s 1st-22nd segment SI, and the left ventricle′s 6th-13th, 21st-24th segments, and the right ventricle′s 1st-14th segments FS were reduced, showing statistically significant differences compared to the control group (all P<0.05). The severe PS/PA group showed lower RVGLS, RVFAC, and SI for the right ventricle′s 1st to 17th segments when compared to the mild to moderate PS group, with statistically significant differences (all P<0.05). Conclusions:Quantitative indices derived by fetal HQ is capable of evaluating the cardiac morphology and function of fetuses with PS/PA, which may provide for reference information for comprehensive understanding of cardiac morphological and functional changes in such fetuses.
6.Quantitative evaluation of left and right atrial function and its difference in normal fetus during middle and late pregnancy using two-dimensional speckle tracking echocardiography
Limei ZHOU ; Bowen ZHAO ; Mei PAN ; Xiaohui PENG ; Ran CHEN ; Mingming MA ; Yuanshi TIAN ; Yan DENG
Chinese Journal of Ultrasonography 2024;33(8):659-666
Objective:To explore the potential application of two-dimensional speckle tracking echocardiography (2D-STE) in terms of quantification and evaluating left and right atrial function in normal fetuses, and to investigate the relevant factors affecting left and right atrial function in normal fetuses as well as differences between both atrial function.Methods:A total of 100 single fetuses underwent fetal echocardiography in the Department of Diagnostic Ultrasound & Echocardiography, Sir Run Run Shaw Hospital, Zhejiang University College of Medicine from January 2019 to October 2022 were retrospectively enrolled. The standard basal or apical four-chamber view clips were obtained, and the left and right atrial function were quantitatively analyzed using TomTec-ARENA off-line cardiac analysis software for quantitative assessment of both atrial strain measurements including left atrial reservoir phase longitudinal strain (LASr), left atrial ductal phase longitudinal strain (LAScd), left atrial systolic phase longitudinal strain (LASct), right atrial reservoir phase longitudinal strain (RASr), right atrial ductal phase longitudinal strain (RAScd), right atrial systolic phase longitudinal strain (RASct), and the ratio of systolic longitudinal strain to conduit longitudinal strain in left and right atrial systolic display groups were calculated which was denoted as Sct/Scd.Routine fetal obstetric ultrasound measurements and fetal echocardiographic parameters in the two groups were obtained including fetal heart rate (FHR), left atrial end-systolic length (LAESL), left atrial end-systolic diameter (LAESD), left atrial end-systolic area (LAESA), left ventricular end-diastolic transverse diameter (LVEDD), right atrial end-systolic length (RAESL), right atrial end-systolic diameter (RAESD), right atrial end-systolic area (RAESA), right ventricular end-diastolic transverse diameter (RVEDD), peak blood flow velocity of mitral valve and tricuspid valve in early and late diastolic period (E, A), peak ratio of E and A: E/A (MV), E/A (TV), and the difference between the left and right atrial strain indices and the routine fetal obstetric ultrasound and fetal echocardiographic parameters, as well as the correlation between the above parameters and gestational age were analyzed. The repeatability tests were performed using the intra-class correlation coefficientt (ICC).Results:Significant differences were found in LASr and RASr, LAScd and RAScd, LASct and LAScd, Sct/Scd between the left atrium and right atrium, E/A (MV) and E/A (TV), LAESD and RAESD, LAESL and RAESL (all P<0.05), there was significant difference in FHR between the left atrial contraction display group and the no atrial contraction display group ( P=0.011), no significant difference in other parameters (all P>0.05). Correlation analysis showed that, LASr, LASct, RASr, and RASct showed moderate negative correlation with gestational age ( rs=-0.570, -0.601, -0.469, -0.568; all P<0.001). While LAScd, RAScd, E/A (MV), E/A (TV) were moderately positively related with gestational age ( rs=0.310, 0.350, 0.330, 0.343; all P<0.05). LAESL, LAESD, LAESA, RAESL, RAESD, RAESA, LVEDD and RVEDD were significantly positively related with gestational age ( rs=0.662, 0.768, 0.792, 0.728, 0.828, 0.822, 0.838, 0.802, all P<0.001). The inter-examiner ICC of fetal LASr and RASr were 0.89 and 0.84 (both P<0.05) and the intra-examiner ICC of fetal RASr and LASr both were 0.80 (both P<0.05), with good consistency. Conclusions:2D-STE is highly feasible and reproducible in assessing fetal atrial function. The corresponding variation values of fetal atria at different gestational weeks were obtained in this study, which provides a new reference index for us to further study normal fetal atria as well as comparative analysis of fetal cardiac function under prenatal pathological conditions.
7.Bidirectional interaction between heavy metals and intestinal microorganisms
Bowen WANG ; Honglong ZHANG ; Jun YAN
Journal of Environmental and Occupational Medicine 2023;40(10):1207-1211
There is a bidirectional interactive relationship between heavy metals and intestinal microorganisms. Single exposure to common heavy metals (Cd, Cr, As, Pb, etc.) may cause intestinal microecological damage and related diseases by losing the diversity and relative abundance of intestinal microorganisms. However, heavy metals in the environment are usually mixed exposure and an overall toxic effect is presented. Published studies have suggested a synergistic effect between most heavy metals, so the impact of mixed exposure on intestinal microorganisms is expected to be more significant than that of single exposure. Intestinal microorganisms are the first line of defense against heavy metals entering the body, and can reduce inflammation and oxidation caused by heavy metals via changing protein synthesis, intestinal PH, enzyme activity, etc. At the same time, the colonization of oral probiotics in the intestinal tract has a significant detoxification effect on heavy metals entering the body through synergy with intestinal microorganisms, which can promote the elimination of heavy metals, reduce the production of oxides and inflammatory mediators, reverse the changes in the relative abundance of intestinal microorganisms, and then reduce the damage of heavy metals to intestinal microecology. Therefore, probiotics may have better prospects than traditional heavy metal antidotes. In the future, more in-depth research on the mechanism of bidirectional interactive relationship between heavy metals and intestinal microorganisms is needed to provide new ideas for clinical heavy metal detoxification.
8.Comparison on efficiency of three artificial intelligence-based models to read pneumoconiosis chest radiographs
Wei WANG ; Baoping LI ; Fuhai SHEN ; Zhiping SUN ; Bowen HOU ; Lini GAO ; Congxia YAN
Journal of Environmental and Occupational Medicine 2022;39(1):41-46
Background Diagnosis of pneumoconiosis by radiologist reading chest X-ray images is affected by many factors and is prone to misdiagnosis/missed diagnosis. With the rapid development of artificial intelligence in the field of medical imaging, whether artificial intelligence can be used to read images of pneumoconiosis deserves consideration. Objective Three deep learning models for identifying presence of pneumoconiosis were constructed based on deep convolutional neural network. An optimal model was selected by comparing diagnostic efficiency of the three models. Methods Digital radiography (DR) chest images were collected between June 2017 and December 2020 from 7 hospitals and standard radiograph quality control protocol was also followed. The DR chest images with positive results were classified into the positive group, while those without pneumoconiosis were classified into the negative group. The collected chest radiographs were labeled by experts who had passed the assessment of reading radiographs,and the experts were constantly assessed for consistency in the labeling process based on an expectation-maximization algorithm. The labeled data were cleaned, archived, and preprocessed, and then were grouped into a training set and a verification set. Three deep convolutional neural network models TMNet, ResNet-50, and ResNeXt-50 were constructed and trained by ten-fold cross-validation method to obtain an optimal model. Five hundred cases of DR chest radiographs that were not included in the training set and the validation set were collected, and identified by five senior experts as the gold standard, named the test set. The accuracy rate, sensitivity, specificity, area under curve (AUC), and other indexes of the three models were derived after testing, and the efficiency of the three models was evaluated and compared. Results A total of 24867 DR chest radiographs of the training set and the validation set were collected in this study, including 6978 images in the positive group and 17889 images in the negative group. There were 312 cases of pulmonary abnormalities such as pneumothorax and pulmonary tuberculosis. A total of nine experts labeled the chest radiographs, the labeling consistency rate of pneumoconiosis (non-staging) was above 88%, and the labeling consistency rate of pneumoconiosis staging ranged from 84.68% to 93.66%. The diagnostic accuracy, sensitivity, specificity, and AUC of TMNet were 95.20%, 99.66%, 88.61%, and 0.987, respectively. The indicators of ResNeXt were 87.00%, 89.93%, 82.67%, and 0.911, respectively. Those of ResNet were 84.00%, 85.91%, 81.19%, and 0.912, respectively. All these indexes of TMNet were higher than those of ResNeXt-50 and ResNet-50 models. The AUC differences between TMNet and the other two models were both statistically significant (P<0.001). Conclusion All the three convolutional neural network models can effectively diagnose the presence of pneumoconiosis, among which TMNet provides the best efficiency.
9.Research progress of related signaling pathways of treating Alzheimer disease by TCM
Xiaojie ZHOU ; Qi WANG ; Bowen YAN ; Yanyan ZHOU
International Journal of Traditional Chinese Medicine 2022;44(10):1196-1200
In recent years, Traditional Chinese Medicine (TCM) treatment for Alzheimer's disease has been widely concerned. At present,there are more studies on the following 6 pathways: brain-derived neurotrophic factor (BDNF)/tyrosine kinase B (TrkB) signaling pathway, phosphatidy linositol-3-kinases (PI3K)/protein kinase B (Akt) signaling pathway, mitogen-activated protein kinase (MAPK) signaling pathway, protein kinase A (PKA)/cAMP response Element binding protein (CREB) signaling pathway,nuclear factor-κB (NF-κB) signaling pathway, Wnt signaling pathway.
10.Preliminary study of early diagnosis by contrast-enhanced ultrasound combined with mesenchymal stem cell therapy in improving prognosis of biliary ischemia after liver transplantation
Yuejun LIN ; Bowen ZHENG ; Tao WU ; Huichao ZHOU ; Mei LIAO ; Yan LYU ; Yuting HE ; Jie REN
Organ Transplantation 2021;12(3):324-
Objective To evaluate the clinical efficacy of early diagnosis by contrast-enhanced ultrasound (CEUS) combined with mesenchymal stem cell (MSC) therapy in the treatment of biliary ischemia after liver transplantation. Methods Clinical data of 9 recipients presenting with biliary ischemia detected by CEUS within 4 weeks after liver transplantation and diagnosed with non-anastomotic biliary stricture (NAS) within postoperative 1 year were retrospectively analyzed. In the conventional treatment group, 4 recipients were treated with conventional treatment including liver protection, cholagogic therapy and interventional therapy. In MSC treatment group, 5 recipients received intravenous infusion of MSC at 1, 2, 4, 8, 12 and 16 weeks after biliary ischemia detected by CEUS on the basis of conventional therapy. The interventional treatment and clinical prognosis within 1 year after liver transplantation were analyzed between two groups. Results Two recipients in the MSC treatment group required interventional therapy, which was initially given at 7-9 months after liver transplantation for 1-2 times. All recipients in the conventional treatment group required interventional therapy, which was initially delivered at postoperative 1-3 months for 2-6 times, earlier than that in the MSC treatment group. Within 1 year following liver transplantation, diffuse bile duct injury occurred in 2 recipients in MSC treatment group, and no graft dysfunction was observed. In the conventional treatment group, all recipients developed diffuse bile duct injury, and 2 recipients presented with graft dysfunction. Conclusions Early diagnosis of biliary ischemia after liver transplantation by CEUS combined with MSC therapy may delay and reduce the requirement of interventional therapy for NAS, and also improve clinical prognosis of the recipients.

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