1.Lung sound classification algorithm based on wavelet transform and CNN-LSTM
Yipeng ZHANG ; Wenhui SUN ; Fuming CHEN
Chinese Journal of Medical Physics 2024;41(3):356-364
Objective To establish a hybrid deep learning lung sound classification model based on convolutional neural network(CNN)-long short-term memory(LSTM)for electronic auscultation.Methods Wavelet transform was used to extract features from the dataset,transforming lung sound signals into energy entropy,peak value and other features.On this basis,a classification model based on hybrid algorithm incorporating CNN and LSTM neural network was constructed.The features extracted by wavelet transform were input into CNN module to obtain the spatial features of the data,and then the temporal features were detected through LSTM module.The fusion of the two types of features enabled the classification of lung sounds through the model,thereby assisting in the diagnosis of pulmonary diseases.Results The accuracy rate and F1 score of CNN-LSTM hybrid model were significantly higher than those of other single models,reaching 0.948 and 0.950.Conclusion The proposed CNN-LSTM hybrid model demonstrates higher accuracy and more precise classification,showcasing broad potential application value in intelligent auscultation.
2.Chinese expert consensus on targeted and immunotherapy combined with concurrent chemoradiotherapy in the treatment of locally advanced cervical cancer
Ping JIANG ; Zi LIU ; Lichun WEI ; Yunyan ZHANG ; Fengju ZHAO ; Xiangkun YUAN ; Yipeng SONG ; Jing BAI ; Xiaofan LI ; Baosheng SUN ; Lijuan ZOU ; Sha LI ; Yuhua GAO ; Yanhong ZHUO ; Song GAO ; Qin XU ; Xiaohong ZHOU ; Hong ZHU ; Junjie WANG
Chinese Journal of Radiation Oncology 2024;33(10):893-901
Concurrent chemoradiotherapy (CCRT) refers to the simultaneous treatment of chemotherapy and radiotherapy, and the effect of radiotherapy is enhanced with low-dose chemotherapy, which can reduce tumor recurrence and metastasis and improve clinical prognosis of patients. At present, the main factors for the increase of radiosensitivity of concurrent chemotherapy is that concurrent chemotherapy prevents the repair of tumor cells, and chemotherapy and radiotherapy act on different cell cycles and have synergistic effects. However, even for patients with locally advanced cervical cancer (LACC) who have undergone CCRT, the 5-year survival rate is only 60%, which is still not ideal. In order to improve the efficacy, researchers have conducted a series of exploratory studies, which consist of the combination of targeted drugs and immunodrugs, and neoadjuvant regimens before CCRT, etc. Although targeted or immunologic drugs are effective treatment of LACC, in view of the lack of large-scale evidence-based medical evidence, multi-center prospective and randomized phase III clinical trials and high-level articles are needed to improve the level of evidence-based medicine. This consensus summarizes several key evidence-based medical studies published recently, especially the clinical research progress in targeted and immunological therapies, providing reference for domestic peers.
3.Midterm clinical results of Sun's procedure with median resternotomy
Ningning LIU ; Yipeng GE ; Jun ZHENG ; Xiaolong WANG ; Tao BAI ; Chengnan LI ; Zhiyu QIAO ; Haiou HU ; Yongmin LIU ; Junming ZHU ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2023;39(2):71-76
Objective:To summarize the clinical data of Sun's procedure(total aortic arch replacement with frozen elephant trunk technique) in the treatment of complex aortic arch disease after previous cardiac surgery.Methods:From January 1, 2018 to December 31, 2020, a total of 55 patients underwent resternotomy Sun's procedure in the Aortic Surgery Center of Beijing Anzhen Hospital, including 41 males and 14 females, with a mean age of(45.4±12.7) years old, were retrospectively analyzed. The indications of primary cardiac surgery included type A aortic dissection, aortic root or ascending aortic aneurysm, heart valve surgery, and coronary heart disease. Indications for reoperation included residual aortic dissection larger than 55 mm in diameter, aortic aneurysm dilation, new type A aortic dissection, anastomotic leakage with symptoms, and pseudoaneurysm. All the operations were performed under general anesthesia and median resternotomy, total aortic arch replacement with the stented elephant trunk implantation and were performed by anterograde unilateral or bilateral cerebral perfusion.Results:There was no intraoperative death, and the postoperative mortality was 9.1%(5/55). The causes of death were 2 cases of low cardiac output, 1 case of respiratory failure, 1 case of cerebral complications, and 1 case of gastrointestinal bleeding. Except death, there were 2 cases of postoperative cerebral complications(2/50, 4%), 5 cases of spinal cord injury(transient paraplegia)(5/50, 10%), the median duration of ventilator use was 17 hours(14-42 h). Other postoperative complications included respiratory insufficiency requiring ventilatory support longer than 48 hours(8/50, 16%), renal insufficiency requiring temporary dialysis(2/50, 4%). The follow-up time was(25.9±11.2) months(10-47 months), during which 1 case died due to cerebral complication, 4 cases underwent total thoracoabdominal aorta replacement, and 1 case underwent anastomotic leakage repair.Conclusion:It is safe and effec to perform Sun's procedure(total aortic arch replacement with frozen elephant trunk technique) in the treatment of complex arch disease after previous cardiac surgery.
4.Effectiveness of preemptive analgesia with imrecoxib on analgesia after anterior cruciate ligament reconstruction: a randomized controlled study.
Yiyuan SUN ; Yipeng LIN ; Qi LI ; Bohua LI ; Duan WANG ; Xihao HUANG
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(8):982-988
OBJECTIVE:
To investigate the effectiveness of preemptive analgesia with imrecoxib on analgesia after anterior cruciate ligament (ACL) reconstruction.
METHODS:
A total of 160 patients with ACL injuries who met the selection criteria and were admitted between November 2020 and August 2021 were selected and divided into 4 groups according to the random number table method (n=40). Group A began to take imrecoxib 3 days before operation (100 mg/time, 2 times/day); group B began to take imrecoxib 1 day before operation (100 mg/time, 2 times/day); group C took 200 mg of imrecoxib 2 hours before operation (5 mL of water); and group D did not take any analgesic drugs before operation. There was no significant difference in gender, age, body mass index, constituent ratio of meniscal injuries with preoperative MRI grade 3, constituent ratio of cartilage injury Outerbridge grade 3, and visual analogue scale (VAS) score at the time of injury and at rest among 4 groups (P>0.05). The operation time, hospitalization stay, constituent ratio of perioperative American Society of Anesthesiologists (ASA) grade 1, postoperative opioid dosage, and complications were recorded. The VAS scores were used to evaluate the degree of knee joint pain, including resting VAS scores before operation and at 6, 24, 48 hours, and 1, 3, 6, and 12 months after operation, and walking, knee flexion, and night VAS scores at 1, 3, 6, and 12 months after operation. The knee injury and osteoarthritis score (KOOS) was used to evaluate postoperative quality of life and knee-related symptoms of patients, mainly including pain, symptoms, daily activities, sports and entertainment functions, knee-related quality of life (QOL); and the Lysholm score was used to evaluate knee joint function.
RESULTS:
All patients were followed up 1 year. There was no significant difference in operation time, hospitalization time, or constituent ratio of perioperative ASA grade 1 among 4 groups (P>0.05); the dosage of opioids in groups A-C was significantly less than that in group D (P<0.05). Except for 1 case of postoperative fever in group B, no complications such as joint infection, deep vein thrombosis of the lower extremities, or knee joint instability occurred in each group. The resting VAS scores of groups A-C at 6 and 24 hours after operation were lower than those of group D, and the score of group A at 6 hours after operation was lower than those of group C, and the differences were significant (P<0.05). At 1 month after operation, the knee flexion VAS scores of groups A-C were lower than those of group D, the walking VAS scores of groups A and B were lower than those of groups C and D, the differences were significant (P<0.05). At 1 month after operation, the KOOS pain scores in groups A-C were higher than those in group D, there was significant difference between groups A, B and group D (P<0.05); the KOOS QOL scores in groups A-C were higher than that in group D, all showing significant differences (P<0.05), but there was no significant difference between groups A-C (P>0.05). There was no significant difference in VAS scores and KOOS scores between the groups at other time points (P>0.05). And there was no significant difference in Lysholm scores between the groups at 1, 3, 6, and 12 months after operation (P>0.05).
CONCLUSION
Compared with the traditional analgesic scheme, applying the concept of preemptive analgesia with imrecoxib to manage the perioperative pain of ACL reconstruction can effectively reduce the early postoperative pain, reduce the dosage of opioids, and promote the early recovery of limb function.
Humans
;
Quality of Life
;
Analgesics, Opioid
;
Analgesia
;
Osteoarthritis, Knee
;
Pain, Postoperative/prevention & control*
;
Anterior Cruciate Ligament Reconstruction
;
Knee Injuries
5.Analysis of risk factors and construction of prediction a risk score scale of hemorrhagic complications at the puncture site after cerebrovascular intervention with femoral artery access
Yipeng JING ; Xiaozhen SUN ; Ruiqing DI ; Jimei ZHOU ; Xin DENG
Chinese Journal of Practical Nursing 2022;38(33):2581-2587
Objective:To analyze the risk factors associated with hemorrhagic complications at the puncture site after femoral artery access cerebrovascular interventions and construct a bleeding risk scale.Methods:Two hundred and fifteen patients who underwent femoral artery puncture interventions in the neurointerventional department ward of the First Affiliated Hospital of Zhengzhou University from April to October 2020 were selected for the study, including 60 cases in the complication group and 155 cases in the control group. The patients′ general data, interventional procedure-related data and laboratory tests were analyzed univariately and then incorporated into a binary multi-factor logistic regression analysis to determine independent risk factors, and a bleeding risk scale was constructed according to the regression model.Results:Compared with the control group, there was a statistically significant increase in the incidence of women, diabetes mellitus, use of glucose-lowering drugs, proportion of (anticoagulant/antiplatelet drugs) use and irritability in the complication group ( χ2 values were 4.94-15.81, all P<0.05); age, BMI, HbA1c, prothrombin time activity, and sheath size and operative time were higher than those of the control group, and prothrombin time and creatinine values were lower than those of the control group, with statistically significant differences ( t values of -6.25 to 2.80, respectively, all P<0.05). Multifactorial logistic regression analysis showed that gender ( OR=0.09, 95% CI 0.025-0.302), BMI ( OR=1.736, 95% CI 1.462-2.115), HbA1c ( OR=1.775, 95% CI 1.107-2.845), and use of anticoagulant/antiplatelet drugs ( OR= 0.082, 95% CI 0.015- 0.448) and time to surgery ( OR=1.031, 95% CI 1.012-1.052) were independent risk factors for bleeding complications. In the risk scale: the total score was -3 to 13, and risk existed for a score ≥5. The sensitivity of this scale was 83.3%, the specificity was 92.3%, and the area under the ROC curve was 0.878 ( P<0.001, 95% CI 0.818 to 0.938). Conclusions:Female, high BMI, high HbA1c, anticoagulant/antiplatelet drug use, and long procedure time can increase the risk of bleeding complications at the femoral artery puncture. The predictive model has good predictive performance and can be extended for use.
6.Renal artery involvement: independent risk factors of KDIGO stage 3 in acute renal injury after moderate hypothermic circulatory arrest in acute Stanford type A aortic dissection
Yipeng GE ; Chengnan LI ; Yonglang ZHONG ; Yu XIA ; Fucheng XIAO ; Ou Hai' HU ; Tie ZHENG ; Junming ZHU ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2021;37(6):335-338
Objective:To explore whether renal artery involvement is an independent risk factor of acute renal injury (AKI) KDIGO stage 3 after moderate hypothermic circulatory arrest in patients with acute Stanford type A aortic dissection.Methods:From December 2015 to October 2017, 492 consecutive patients with acute Stanford A-type aortic dissection received surgical treatment, 486 of them were included in the study. All patients underwent aortic CTA to determine the extent of aortic dissection and renal artery involvement. According to the standard of Improving Global Outcomes (KDIGO), the renal function of patients after operation was graded. The risk factors of AKI KDIGO stage 3 were analyzed.Renal artery involvement and other risk factors were included in univariate analysis, and significant variables in univariate analysis were included in multivariate logistic regression analysis.Results:In 492 patients, 40 (8.13%) died in hospital, of which 6 died of severe bleeding during operation or failed to wean from cardiopulmonary bypass which lead to unable to leave the Weaning from cardiopulmonary bypass and these 6 patients were excluded in the research. Among 486 patients included in the study, 251 (51.64%) had AKI. Among them, 83 (17.08%) were in the KDIGO stage 1, 56 (11.52%) in stage 2 and 112 (23.05%) in stage 3.The results of univariate analysis showed that there were significant differences in renal artery involvement, age, time from onset to operation, D-dimer, leukocytes and platelets in peripheral blood, creatinine clearance rate, time of cardiopulmonary bypass during operation and aortic cross-clamping time( P>0.05). The above risk factors were included in multivariate logistic regression. The results showed that preoperative renal artery involvement ( OR=1.94, P=0.02), age ( OR=1.03, P=0.02), creatinine clearance rate<85 ml/min ( OR=2.28, P=0.001), and intraoperative cardiopulmonary bypass time ( OR=1.01, P=0.02) were independent risk factors. The incidence of AKI in patients with renal artery involvement was 54.65%, significantly higher than 41.98% in patients without renal artery involvement ( P>0.05). Conclusion:Renal artery involvement is an independent risk factor of AKI KDIGO stage 3 after moderate deep hypothermic circulatory arrest of acute Stanford type A aortic dissection.
7.Experience in prevention, diagnosis and treatment of complications after total thoracoabdominal aortic aneurysmrepair
Rui JIAO ; Ningning LIU ; Xudong PAN ; Yipeng GE ; Junming ZHU ; Nan LIU ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2021;37(11):700-704
Total thoracoabdominal aortic aneurysmrepair is one of the most complex operations in cardiac surgery. Patients may have spinal cord injury, disturbance of consciousness, hypoxemia, arrhythmia, acute renal injury, abdominal organ ischemia and so on after operation. Postoperative complications may occur in patients with neurological, respiratory, circulatory, digestive, urinary and coagulation systems. This paper summarizes the experience of prevention and treatment of postoperative complications based on the medical literature at home and abroad and the experience of diagnosis and therapeutic schedule in our hospital, in order to improve the prognosis.
8.Analysis of target cytokines affecting OCTA changes following anti-VEGF treatment in PCV eyes
Qing XU ; Lei QIAO ; Chaoju GONG ; Ruifang FENG ; Yalu LIU ; Yongcheng SUN ; Yipeng ZHANG ; Suyan LI
Chinese Journal of Experimental Ophthalmology 2021;39(7):632-639
Objective:To explore the predictability cytokines in aqueous humor affecting optical coherence tomography angiography (OCTA) parameters after anti-vascular endothelial growth factor (VEGF) treatment in patients with polypoidal choroidal vasculopathy (PCV).Methods:A cross-sectional study was carried out.Twenty eyes of 20 patients with PCV were included in Xuzhou First People's Hospital from July 2017 to July 2020.All PCV eyes were treated by intravitreal injection of conbercept (IVC) following 3+ PRN regimen.One hundred μl of aqueous humor was collected before treatment and before the third injection, respectively.Thirteen kinds of cytokines in the aqueous humor were detected with Luminex bead-based multiplex array.The aqueous humor of 16 eyes of 16 cataract patients with age and gender matched were collected in the same way during phacoemulsification surgery as control.The values of center macular thickness (CMT), subretinal fluid height (SRFH), pigment epithelial detachment height (PEDH) and pigment epithelial detachment diameter (PEDD) of the eyes in the PCV group were examined with OCTA system.The target cytokines in aqueous humor affecting OCTA parameter change values (the difference between before and after treatment) was analyzed.This study protocol was approved by an Medical Ethic Committee of Xuzhou First People's Hospital (No.xyyll[2020]27) and complied with Declaration of Helsinki.Written informed consent was obtained from each patient prior to any medical invention.Results:The concentration of interleukin-8 (IL-8), Leptin, hepatocyte growth factor (HGF), fibroblast growth factor-2 (FGF-2), angiopoietin-2 (Ang-2), endothelin-1 and vascular endothelial growth factor-A (VEGF-A) were significantly higher in aqueous humor of the PCV group before treatment than those in the cataract group (all at P<0.05). After treatment, the concentration of VEGF-A in aqueous humor of the PCV group was significantly lower than that before treatment ( P<0.001). The values of CMT, SRFH, PEDH and PEDD were significantly reduced in comparison with before treatment, showing statistical significances (all at P<0.05). The concentration of VEGF-A in aqueous humor was positively correlated and endothelin-1 in aqueous humor was negatively correlated with the change value of CMT ( r=0.592, -0.485, both at P<0.05). The concentration of IL-8 and HGF were positively correlated with SRFH change value ( r=0.492, 0.466, both at P<0.05). VEGF-A and IL-8 concentraions of aqueous humor before treatment were the risk factor of the change value of CMT and SRFH.Every 1pg/ml increase of baseline VEGF-A, the CMT change value reduced 0.836 μm ( P=0.006), and every 1pg/ml increase of baseline IL-8, the SRFH change value reduced 12.522 μm ( P=0.028). Conclusions:The concentrations of VEGF-A and IL-8 in aqueous humor might predict the CMT and SRFH improvement in PCV eyes after anti-VEGF therapy.
9.Analysis of risk factors for massive bleeding in patients with acute Stanford type A aortic dissection undergoing moderate hypothermic circulatory arrest repair
Yipeng GE ; Chengnan LI ; Yongliang ZHONG ; Yu XIA ; Fucheng XIAO ; Jun ZHENG ; Yongmin LIU ; Junming ZHU ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2021;37(5):281-285
Objective:To study the risk factors of massive bleeding in patients with acute Stanford type A aortic dissection undergoing moderate hypothermic circulatory arrest repair.Methods:From January 2016 to October 2017, 486 consecutive patients with acute type A aortic dissection were included in the study. All operations were performed with moderate hypothermic circulatory arrest. The basic clinical data of patients were collected retrospectively. Massive bleeding was defined according to definition of Universal Definition of Perioperative Bleeding(UDPB) 4 class and the Blood Conservation Using Antifibrinolytics in a Randomized Trial(BART). Significant variables in univariate analysis were included in multivariate logistic regression analysis. Results:Thirty-four patients(7.00%) died in hospital. A total of one hundred and eighty-seven patients(38.48%) fulfilled criteria of the definition of BART massive bleeding. Forty-five patients(9.26%), 8 patients(1.65%), 114 patients(23.46%), 147 patients(30.25%) and 172 patients(35.39%) were in grade 0, grade 1, grade 2 and grade 4, respectively. With BART as the end point, the result of multivariate logistic regression showed that female gender( OR=3.32, P<0.001), anemia( OR=2.24, P=0.04), clearance creatine≤85 ml/min( OR=1.93, P=0.01), D-dimer level(every 500 ng/ml increase, OR=1.02, P=0.003), cardiopulmonary bypass(CPB) time( OR=1.01, P<0.001), total arch replacement(TAR, OR=2.40, P=0.02) were independent risk factors for massive bleeding, and the time from onset to operation( OR=0.86, P=0.01) was protective factor. With UDPB 4 class as the end point, multivariate logistic regression showed that creatinine clearance≤85 ml/min( OR=2.05, P=0.001), CPB time( OR=1.01, P=0.04) were independent risk factors for massive bleeding. The time from anset to operation( OR=0.85, P=0.002) and Bentall procedure( OR=0.65, P=0.04) were the protective factors. Conclusion:Massive bleeding was more common in acute Stanford type A aortic dissection. Female gender, poor preoperative renal function, high D-dimer level, early time accepting surgical operation and long CPB were independent risk factors. For high-risk patients, simple and effective surgical methods should be taken to reduce the risk of bleeding.
10.Hyperthermia combined with chemotherapy induce tongue squamous cell carcinoma cell apoptosis by down-regulating HIF-1α and CYPJ expression
Fan SHI ; Qiaozhen SUN ; Xuexiao ZHOU ; Ting XU ; Yipeng SONG ; Shengzhi WANG
Chinese Journal of Radiation Oncology 2021;30(3):283-288
Objective:The investigate the roles and significance of HIF-1α and CYPJ in tongue squamous cell carcinoma cell (TSCC), and further evaluate the regulatory effect of hyperthermia (HT) on HIF-1α and CYPJ in TSCC cells.Methods:Eighty samples of cancer tissues and adjacent normal tissues from TSCC patients were collected. The expression levels of HIF-1α and CYPJ were detected by immunohistochemistry, Western blotting (WB) and fluorescence quantitative PCR, and the relationship between the expression levels of HIF-1α and CYPJ and clinicopathological characteristics was further analyzed. The expression levels of HIF-1α and CYPJ in Cal-27 cells under normoxic and hypoxic conditions for 24 h when combined with HT (42℃), chemotherapy and both were detected by qPCR and WB. Cell migration was detected by cell scratch test and cell apoptosis was measured by flow cytometry.Results:The expression levels of HIF-1α and CYPJ proteins in the tumor tissues of TSCC patients were higher than those in the adjacent normal tissues, which were significantly correlated with tumor size, TNM stage, differentiation degree and lymph node metastasis in TSCC patients (all P<0.05), whereas they were not correlated with gender or age (all P>0.05). The expression levels of HIF-1α and CYPJ in Cal-27 cells were significantly up-regulated in the hypoxic microenvironment (both P<0.05), which were also significantly enhanced by hyperthermia alone (both P<0.05). Compared with hyperthermia or chemotherapy alone, hyperthermia combined with chemotherapy significantly inhibited the expression of HIF-1α and CYPJ, suppressed cell migration and promoted cell apoptosis (all P<0.05). Conclusions:HIF-1α and CYPJ may be potential biomarkers for TSCC tumorigenicity and prognosis. In addition, tumor recurrence after hyperthermia may be due to the role of hyperthermia in triggering HIF-1α expression, which promotes the growth and survival of tumor cells adaptive to hyperthermia treatment by activating the downstream target genes, while hyperthermia combined with chemotherapy may be a promising treatment for TSCC.

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