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1.
Journal of Biomedical Engineering ; (6): 1152-1159, 2023.
Article in Chinese | WPRIM | ID: wpr-1008945

ABSTRACT

Feature extraction methods and classifier selection are two critical steps in heart sound classification. To capture the pathological features of heart sound signals, this paper introduces a feature extraction method that combines mel-frequency cepstral coefficients (MFCC) and power spectral density (PSD). Unlike conventional classifiers, the adaptive neuro-fuzzy inference system (ANFIS) was chosen as the classifier for this study. In terms of experimental design, we compared different PSDs across various time intervals and frequency ranges, selecting the characteristics with the most effective classification outcomes. We compared four statistical properties, including mean PSD, standard deviation PSD, variance PSD, and median PSD. Through experimental comparisons, we found that combining the features of median PSD and MFCC with heart sound systolic period of 100-300 Hz yielded the best results. The accuracy, precision, sensitivity, specificity, and F1 score were determined to be 96.50%, 99.27%, 93.35%, 99.60%, and 96.35%, respectively. These results demonstrate the algorithm's significant potential for aiding in the diagnosis of congenital heart disease.


Subject(s)
Humans , Heart Sounds , Neural Networks, Computer , Algorithms , Heart Defects, Congenital
2.
Chinese Journal of Urology ; (12): 330-336, 2023.
Article in Chinese | WPRIM | ID: wpr-994035

ABSTRACT

Objective:To compare the efficacy and safety of radium-223 in the treatment of metastatic castration-resistant prostate cancer (mCRPC) patients with and without homologous recombination repair (HRR) gene mutation.Methods:The clinical data of 27 patients with mCRPC bone metastases who received radium-223 therapy from April 2021 to November 2022 in Renji Hospital Affiliated to Shanghai Jiaotong University School of Medicine were retrospectively analyzed. Among the 27 mCRPC patients, 18 patients carrying HRR gene mutations belonged to the HRD(+ ) group, and 9 patients without HRR gene mutation belonged to the HRD(-) group. The age of patients in HRD(+ ) group was 69.5 (63.8, 77.0) years old, alkaline phosphatase (ALP) was 243.0 (82.8, 301.3) U/L, prostate specific antigen (PSA) was 71.6 (7.3, 329.8) ng/ml, pain score was 3.0 (1.0, 5.0) points. Eastern Cooperative Oncology Group (ECOG) score ranged from 0 to 1 points in 7 cases, and 2 points in 11 cases. In the HRD(-) group, the median age was 72.0 (64.5, 76.5) years old, ALP was 88.0 (67.5, 260.6) U/L, PSA was 19.1 (1.1, 117.8) ng/ml, and pain score was 2.0 (0, 4.5) points. The ECOG score ranged from 0 to 1 in 4 cases, and 2 in 5 cases in the HRD(-) group. There was no significant difference in the above general data between the two groups ( P>0.05). All patients received radium-223 treatment every 4 weeks, no more than 6 times. The changes of ALP, PSA, pain score and hematological adverse reactions were compared between the two groups. Results:In the HRD(+ ) group, the median number of radium-223 treatment was 4.5 (3.0, 5.3) couses, 4 patients (22.2%) completed 6 courses, and 6 patients died of prostate cancer during follow-up. In the HRD(-) group, the median number of radium treatment was 4.0 (2.5, 6.0) couses, 3 patients (33.3%) completed 6 courses, and 1 patient died of prostate cancer during follow-up. There was no significant difference in the number of radium treatment courses between the two groups ( P=0.320). ALP in HRD(+ ) group was 101.8 (61.3, 147.0) U/L after radium-223 treatment, which was significantly lower than that before treatment ( P=0.002). ALP in HRD(-) group was 73.0 (64.0, 113.5) U/L after radium-223 treatment, and it was not significantly different from that before treatment ( P=0.327). The rate of ALP response (ALP decrease >10%) in HRD(+ ) group was significantly higher than that in HRD(-) group [83.3% (15/18) vs. 44.4% (4/9), P=0.037]. PSA was 105.9(5.2, 798.4) ng/ml in HRD (+ ) group after radium-223 treatment, and was 25.6(0.8, 1 031.0) ng/ml in HRD(-) group, and they were not significantly different from that before treatment ( P=0.145, P=0.386). There were no significant differences in the rate of PSA response (PSA decrease>10%) between HRD(+ ) group and HRD(-) group [38.9% (7/18) vs. 22.2% (2/9), P=0.386]. The median pain score of HRD(+ ) group was 3.0 (0, 4.0) points after treatment, which was significantly lower than that before treatment ( P=0.028). The pain score of HRD(-) group was 1.0(0, 3.0) points after treatment, and it was not significantly different from that before treatment ( P=0.129). There was no significant difference in pain relief rate between HRD(+ ) group and HRD(-) group [66.7% (12/18) vs. 44.4% (4/9), P=0.411]. The incidence of at least one hematological adverse event during radium-223 treatment in the HRD(+ ) group was higher than that in the HRD(-) group [77.8% (14/18) vs. 33.3% (3/9), P=0.039]. There was no significant difference in the incidence of grade 1-2 hematological adverse events between the two groups [72.2%(13/18) vs. 33.3%(3/9), P=0.097]. Only 1 patient in the HRD(+ ) group experienced grade 3 anemia during treatment which was recovered after blood transfusion. Conclusions:Compared to mCRPC patients without HRR gene mutation, patients with HRR gene mutations had better ALP response and bone pain relief after radium-223 treatment. The overall incidence of adverse events in the HRD(+ ) group is higher than that in HRD(-) group, and there was no significant difference in grade 1-2 hematological adverse events between the two goups. It is necessary to expand the sample size to further verify the conclusion.

3.
Cancer Research and Treatment ; : 969-977, 2023.
Article in English | WPRIM | ID: wpr-999780

ABSTRACT

Purpose@#In non-metastatic prostate cancer (nmPCa) setting, it is important to early identify the patients at risk of biochemical recurrence (BCR) for immediate postoperative intervention. Our study aimed to evaluate the potential clinical utility of circulating tumor DNA (ctDNA) for predicting disease recurrence. @*Materials and Methods@#This real-world observational study evaluated 161 cases of nmPCa undergoing next-generation sequencing at our institution. A total of 139 ctDNA samples and 31 biopsied tumor tissue underwent genomic profiling. The study endpoint was BCR after radical prostatectomy. Relationships between the ctDNA status and the biochemical progression-free survival (bPFS) were analyzed by log-rank test and multivariate Cox regression. @*Results@#Of 161 enrolled patients, 19 (11.8%) harbored deleterious alterations in NCOR2, followed by BRCA2 (3.7%), ATR (2.5%), and CDK12 (2.5%). Of available pre-operative blood samples (n=139), ctDNA was detectable in 91 (65.5%). Until last follow-up, 56 of 68 patients (85.3%) with detectable ctDNA had achieved BCR, whereas only eight of 39 patients (20.5%) with undetectable ctDNA had achieved BCR. Patients who had undetectable ctDNA experienced significantly longer bPFS compared with those who had detectable ctDNA (not available vs. 8.2 months; hazard ratio, 0.14; p < 0.01). Pre-operative ctDNA status was a significant prognostic factor of disease recurrence. @*Conclusion@#Pre-operative ctDNA detection could identify patients at high risk of recurrence and has the potential to inform immediate postoperative interventions, but these approaches remain to be validated in prospective studies. ctDNA studies can provide insights into accurate monitoring and precise treatment rather than simply following routine clinical care.

4.
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery ; (12): 547-552, 2022.
Article in Chinese | WPRIM | ID: wpr-924683

ABSTRACT

@#Objective    To investigate the early clinical results of MitraClip system in domestic patients. Methods     We retrospectively analyzed the clinical data of 36 patients who underwent transcatheter edge-to-edge repair procedure using MitraClip system in Beijing Fuwai Hospital, Shenzhen Fuwai Hospital and Fuwai Yunnan Cardiovascular Hospital between January and June 2021. There were 24 males and 12 females, with a median age of 70 (47-86) years. Ten (27.8%) patients had 3+ mitral regurgitation (MR) and 26 (72.2%) patients had 4+ MR preoperatively. Results    All procedures were successfully performed. The reduction in MR was 2+ at least immediately after surgery, and 91.7% of patients had MR≤2+ at 3 days postoperatively. There was no statistical difference in left ventricular ejection fraction change postoperatively. Forward velocity and peak gradient of mitral valve were increased after the procedure. Mean gradient of mitral valve were increased at 3 days postoperatively than immediately after surgery (P<0.001). Two patients had acute pericardial effusion intraoperatively, and received pericardial puncture and drainage immediately. Conclusion    MitraClip system has been applied well in domestic patients and can significantly improve MR. This sutdy has a good consistency with foreign studies, and the early results are satisfactory.

5.
Journal of Biomedical Engineering ; (6): 1140-1148, 2022.
Article in Chinese | WPRIM | ID: wpr-970652

ABSTRACT

Heart sound analysis is significant for early diagnosis of congenital heart disease. A novel method of heart sound classification was proposed in this paper, in which the traditional mel frequency cepstral coefficient (MFCC) method was improved by using the Fisher discriminant half raised-sine function (F-HRSF) and an integrated decision network was used as classifier. It does not rely on segmentation of the cardiac cycle. Firstly, the heart sound signals were framed and windowed. Then, the features of heart sounds were extracted by using improved MFCC, in which the F-HRSF was used to weight sub-band components of MFCC according to the Fisher discriminant ratio of each sub-band component and the raised half sine function. Three classification networks, convolutional neural network (CNN), long and short-term memory network (LSTM), and gated recurrent unit (GRU) were combined as integrated decision network. Finally, the two-category classification results were obtained through the majority voting algorithm. An accuracy of 92.15%, sensitivity of 91.43%, specificity of 92.83%, corrected accuracy of 92.01%, and F score of 92.13% were achieved using the novel signal processing techniques. It shows that the algorithm has great potential in early diagnosis of congenital heart disease.


Subject(s)
Humans , Heart Sounds , Algorithms , Neural Networks, Computer , Heart Defects, Congenital/diagnosis , Signal Processing, Computer-Assisted
6.
Chinese Journal of Urology ; (12): 624-625, 2022.
Article in Chinese | WPRIM | ID: wpr-957443

ABSTRACT

Lymphatic metastasis is commonly encountered in prostate cancer. However, prostate cancer along with lymph node involvement in anterior prostatic fat is rarely reported. Here we present one case. Lymphadenectasis was noticed during robot-assisted laparoscopic radical prostatectomy. Histopathologic examinations confirmed lymph node metastasis in anterior prostatic fat. The patient was assigned to adjuvant androgen deprivation therapy. At 16-month follow-up, biochemical recurrence has not occurred. Detection of lymph node metastasis in anterior prostatic fat of prostate cancer patients provides valuable information for adequate postoperative staging and management.

7.
Chinese Journal of Applied Clinical Pediatrics ; (24): 1807-1812, 2022.
Article in Chinese | WPRIM | ID: wpr-954838

ABSTRACT

Objective:To investigate the knowledge, attitudes, and practices (KAP) of pulse oximetry among pediatric healthcare providers in China and analyze the factor influencing the KAP.Methods:A self-developed questionnaire was used for an online research on the KAP of 11 849 pediatric healthcare providers from 31 provinces, autonomous regions, and municipalities of China from March 11 to 14, 2022.The factors influencing the KAP of pulse oximetry among pediatric healthcare providers were examined by Logistic regression. Results:The scores of KAP, of pulse oximetry were 5.57±0.96, 11.24±1.25 and 11.19±4.54, respectively.The corresponding scoring rates were 69.61%, 74.95%, and 55.99%, respectively. Logistic regression results showed that the gender and working years of pediatric healthcare providers, the region they were located, and whether their medical institution was equipped with pulse oximeters were the main factors affecting the knowledge score (all P<0.05). Main factors influencing the attitude score of pediatric healthcare providers included their knowledge score, gender, educational background, working years, region, medical institution level, and whether the medical institution was equipped with pulse oximeters (all P<0.05). For the practice score, the main influencing factors were the knowledge score, gender, age, and whether the medi-cal institution was equipped with pulse oximeters (all P<0.05). Conclusions:Chinese pediatric healthcare providers need to further improve their knowledge about and attitudes towards pulse oximetry.Pulse oximeters are evidently under-used.It is urgent to formulate policies or guidelines, strengthen education and training, improve knowledge and attitudes, equip more institutions with pulse oximeters, and popularize their application in medical institutions.

8.
Chinese Journal of Urology ; (12): 299-300, 2022.
Article in Chinese | WPRIM | ID: wpr-933217

ABSTRACT

A patient aged 68 years old presented urinary frequency, urgency, and gross hematuria for 1 month, with initial PSA of 72.72 ng/ml and alkaline phosphatase (ALP)of 114 U/L. Prostate biopsy pathology showed small cell neuroendocrine carcinoma of prostate. The patient was immediately administered 6 cycle of chemotherapy including etoposide and cisplatin combined with medical castration. The CDK4 gene was detected 1.99 times amplification by peripheral blood free DNA (cfDNA)gene analysis. The chemotherapy was followed by parbosini therapy. The number and density of bone metastases continued to decrease significantly by bone scan at 3 and 6 months after treatment, with a continuous decline of ALP and PSA. After 1 year of follow-up, pelvic MRI and bone systemic imaging indicated stable lesions, with PSA of 0.05 ng/ml and ALP of 59 U/L.

9.
Journal of Biomedical Engineering ; (6): 969-978, 2021.
Article in Chinese | WPRIM | ID: wpr-921835

ABSTRACT

Automatic classification of heart sounds plays an important role in the early diagnosis of congenital heart disease. A kind of heart sound classification algorithms based on sub-band envelope feature and convolution neural network was proposed in this paper, which did not need to segment the heart sounds according to cardiac cycle accurately. Firstly, the heart sound signal was divided into some frames. Then, the frame level heart sound signal was filtered with Gammatone filter bank to obtain the sub-band signals. Next, the sub-band envelope was extracted by Hilbert transform. After that, the sub-band envelope was stacked into a feature map. Finally, type Ⅰ and type Ⅱ convolution neural network were selected as classifier. The result shown that the sub-band envelope feature was better in type Ⅰ than type Ⅱ. The algorithm is tested with 1 000 heart sound samples. The test results show that the overall performance of the algorithm proposed in this paper is significantly improved compared with other similar algorithms, which provides a new method for automatic classification of congenital heart disease, and speeds up the process of automatic classification of heart sounds applied to the actual screening.


Subject(s)
Humans , Algorithms , Heart , Heart Defects, Congenital/diagnosis , Heart Sounds , Neural Networks, Computer , Signal Processing, Computer-Assisted
10.
Chinese Journal of Urology ; (12): 685-690, 2021.
Article in Chinese | WPRIM | ID: wpr-911096

ABSTRACT

Objective:To investigate the clinical efficacy of neoadjuvant chemo-hormonal therapy(NCHT)followed by radical prostatectomy(RP) plus extended pelvic lymphadenectomy for very-high-risk locally advanced prostate cancer.Methods:The data of 327 cases of very-high-risk locally advanced prostate cancer treated in Renji Hospital Affiliated to Shanghai Jiaotong University School of Medicine, The Second Hospital of Tianjin Medical University, and The Third Affiliated Hospital of Sun Yat-sen University from December 2014 to July 2019 were retrospectively analyzed. Patients were divided into two groups according to treatment regimens: the RP group (direct RP + extended pelvic lymphadenectomy 4-6 weeks after the biopsy of prostate) and the NCHT group (4-6 cycles of NCHT prior to RP). There were 171 cases in RP group and 156 cases in NCHT group, respectively. In the RP group, the median age was 67 (ranging 44-83)years. The median PSA at diagnosis was 27.24 (ranging 4.55-207.00) ng/ml. Patients’numbers of clinical T 2, T 3a, T 3b, T 4 stage were 13, 85, 57, 16, respectively, and clinical N 1, N 0 stage were 33 and 138, respectively. Patients’numbers of ISUP grade groups of 1, 2, 3, 4, 5 were 5, 35, 41, 51, 39, respectively. In the NCHT group, The median age was 67 years, ranging 46-78 years. The median PSA at diagnosis was 72.09(ranging 4.08-722.95)ng/ml. Patients’ numbers of clinical T 2, T 3a, T 3b, T 4 stage were 11, 47, 58, 40, respectively, and clinical N 1, N 0stage were 76 and 80, respectively. Patients’numbers of ISUP grade groups of 1, 2, 3, 4, 5 were 1, 11, 33, 43, 68, respectively. At baseline, the NCHT group showed higher PSA, higher ISUP grade, and more advanced clinical stage at diagnosis( P<0.05). The PSA, pathological down-staging rate, and positive surgical margin rate as well as the biochemical recurrence free survival(bRFS)were compared between the two groups. Results:After radical prostatectomy, compared with the RP group, the NCHT group had a higher proportion of patients achieving PSA<0.2 ng/ml at 6-week postoperative follow-up ( P<0.001), a higher pathologic tumor stage down-staging rate ( P<0.001), a higher ISUP down-grading rate ( P<0.001), and a lower positive surgical margins rate ( P<0.001). In addition, 10.9% of the NCHT group achieved pT 0 or minimal residual disease in postoperative pathology exams. Eighty-three patients (48.5%) in the RP group and 125 patients (80.1%) in the NCHT group achieved undetectable PSA after surgery and entered further analysis for bRFS, which showed NCHT group had significantly longer bRFS (19.46 months vs. 6.35 months). NCHT significantly reduced the risk for biochemical recurrence in locally advanced prostate cancer patients( HR=0.278, 95% CI 0.198-0.390, P<0.001). Such a reduce in risk for biochemical recurrence was seen in all subgroups( P<0.001). Conclusions:NCHT might improve surgical outcomes as well as bRFS in very-high-risk locally advanced prostate cancer patients.

11.
Chinese Journal of Applied Clinical Pediatrics ; (24): 97-104, 2020.
Article in Chinese | WPRIM | ID: wpr-811584

ABSTRACT

Novel Coronavirus Pneumonia (NCP) is a class B infectious disease, which is prevented and controlled according to class A infectious diseases. Recently, children′s NCP cases have gradually increased, and children′s fever outpatient department has become the first strategic pass to stop the epidemic. Strengthening the management of the fever diagnosis process is very important for early detection of suspected children, early isolation, early treatment and prevention of cross-infection. This article proposes prevention and control strategies for fever diagnosis, optimizes processes, prevents cross-infection, health protection and disinfection of medical staff, based on the relevant diagnosis, treatment, prevention and control programs of the National Health and Health Commission and on the diagnosis and treatment experience of experts in various provinces and cities. The present guidance summarizes current strategies on pre-diagnosis; triage, diagnosis, treatment, and prevention of 2019-nCoV infection in common fever, suspected and confirmed children, which provide practical suggestions on strengthening the management processes of children′s fever in outpatient department during the novel coronavirus pneumonia epidemic period.

12.
Journal of Biomedical Engineering ; (6): 765-774, 2020.
Article in Chinese | WPRIM | ID: wpr-879203

ABSTRACT

Heart sound segmentation is a key step before heart sound classification. It refers to the processing of the acquired heart sound signal that separates the cardiac cycle into systolic and diastolic, etc. To solve the accuracy limitation of heart sound segmentation without relying on electrocardiogram, an algorithm based on the duration hidden Markov model (DHMM) was proposed. Firstly, the heart sound samples were positionally labeled. Then autocorrelation estimation method was used to estimate cardiac cycle duration, and Gaussian mixture distribution was used to model the duration of sample-state. Next, the hidden Markov model (HMM) was optimized in the training set and the DHMM was established. Finally, the Viterbi algorithm was used to track back the state of heart sounds to obtain S


Subject(s)
Algorithms , Electrocardiography , Heart Sounds , Markov Chains , Normal Distribution
13.
Chinese Journal of Applied Clinical Pediatrics ; (24): 279-284, 2020.
Article in Chinese | WPRIM | ID: wpr-863998

ABSTRACT

Objective:To evaluate the efficacy and safety of pharyngeal spraying recombinant human interfe-ron alpha 2b (rhIFNα2b) in the treatment of herpangina in children.Method:s A prospective, multicenter, rando-mized, opened and controlled study was carried out in 11 hospitals in Anhui province from August 2018 to March 2019.According to the time of admission, 180 patients diagnosed as herpangina were prospectively and randomly divided into rhIFNα2b treatment group and Ribavirin control group.On the basis of giving both groups the heat-clearing, detoxifying and anti-infection treatment, the patients in treatment group received pharyngeal spraying rhIFNα2b 9 g/L saline solution[1 million IU/mL, 0.1 million IU/(0.1 mL·press)], and the patients in control group were treated by pharyngeal spraying Ribavirin (0.5 mg RBV/press, 150 press), 3 presses per time, 4 times per day, continuous administration for 5 days for both groups.Those who recovered in advance were no longer given medication.All patients were observed to fully recover.The clinical efficacy and the disappearing time of symptoms and signs between two groups were compared, and the safety of pharyngeal spraying rhIFNα2b for patients was evaluated.Result:s All of the 180 patients completed the study, including 90 cases in the treatment group and 90 cases in the control group.There was no statistically significant difference in terms of gender, age, weight and course of illness before treatment between the two groups (all P>0.05), which had clinical comparability.The apparent efficiency of the treatment group [63.3% (57/90 cases)] was significantly higher than that in the control group [38.9% (35/90 cases)] and the difference was statistically significant( χ2=10.934, P=0.004); no significant difference in the total efficiency between the treatment group [96.7% (87/90 cases)]and the control group [92.2% (83/90 cases)]was observed ( χ2=2.924, P=0.169). The duration of fever[(32.59±20.73) h vs.(45.72±26.96) h], hyperemia[(76.48±23.12) h vs.(92.44±24.31) h], herpes[(72.99±25.77) h vs.(85.09± 26.62) h], salivation[(45.44±24.96) h vs.(54.42±31.20) h] and anorexia[(62.70±23.99) h vs.(78.71±30.54) h] in the treatment group were significantly shorter than those in the control group, and the differences were statistically significant(all P<0.05). Before treatment, the serum levels of tumor necrosis factor α(TNF-α) [(13.02±4.41) ng/L vs.(13.57±9.27) ng/L], interleukin-6(IL-6) [(26.48±11.31) ng/L vs.(30.15±15.55) ng/L] and C-reactive protein(CRP)[(19.34±14.11) mg/L vs.(19.83±14.57) mg/L]were not significantly different between the two groups (all P>0.05). After treatment, the serum levels of TNF-α and IL-6 were(7.26±1.99) ng/L and (2.42±0.73) ng/L in the treatment group, which were significantly lower than those in the control group [(12.09±6.39) ng/L and (7.32±11.51) ng/L](all P<0.05), but no significant difference in serum levels of CRP between the two groups was observed ( P>0.05). The comparison on positive rate of virus in pharyngeal swab between the treatment group [65.3% (32/49 cases) and 40.6% (13/32 cases) respectively] and the control group[66.7%(36/54 cases) and 41.0% (16/39 cases), respectively]before and after therapy showed no significant difference (all P>0.05). During the treatment, no serious adverse reactions were observed in the two groups.The incidence of adverse reactions was 1.1% (1/90 cases) in the treatment group and 5.6% (5/90 cases) in the control group.In addition, the serum hemoglobin level of children in the control group after treatment was significantly lower than that before treatment and that in the treatment group (all P<0.05). Conclusions:Compared with pharyngeal spraying ribavirin, pharyngeal spraying rhIFNα2b can greatly improve the clinical efficiency, accelerate the disappearance of clinical symptoms and signs, and shorten the total course of disease, and is more safe and worthy of clinical application.

14.
Chinese Journal of Applied Clinical Pediatrics ; (24): 97-104, 2020.
Article in Chinese | WPRIM | ID: wpr-863984

ABSTRACT

Novel Coronavirus Pneumonia (NCP) is a class B infectious disease, which is prevented and controlled according to class A infectious diseases.Recently, children′s NCP cases have gradually increased, and children′s fever outpatient department has become the first strategic pass to stop the epidemic.Strengthening the management of the fever diagnosis process is very important for early detection of suspected children, early isolation, early treatment and prevention of cross-infection.This article proposes prevention and control strategies for fever diagnosis, optimizes processes, prevents cross-infection, health protection and disinfection of medical staff, based on the relevant diagnosis, treatment, prevention and control programs of the National Health and Health Commission and on the diagnosis and treatment experience of experts in various provinces and cities.The present guidance summarizes current strategies on pre-diagnosis; triage, diagnosis, treatment, and prevention of 2019-nCoV infection in common fever, suspected and confirmed children, which provide practical suggestions on strengthening the management processes of children′s fever in outpatient department during the novel coronavirus pneumonia epidemic period.

15.
Journal of Biomedical Engineering ; (6): 728-736, 2019.
Article in Chinese | WPRIM | ID: wpr-774148

ABSTRACT

Cardiac auscultation is the basic way for primary diagnosis and screening of congenital heart disease(CHD). A new classification algorithm of CHD based on convolution neural network was proposed for analysis and classification of CHD heart sounds in this work. The algorithm was based on the clinically collected diagnosed CHD heart sound signal. Firstly the heart sound signal preprocessing algorithm was used to extract and organize the Mel Cepstral Coefficient (MFSC) of the heart sound signal in the one-dimensional time domain and turn it into a two-dimensional feature sample. Secondly, 1 000 feature samples were used to train and optimize the convolutional neural network, and the training results with the accuracy of 0.896 and the loss value of 0.25 were obtained by using the Adam optimizer. Finally, 200 samples were tested with convolution neural network, and the results showed that the accuracy was up to 0.895, the sensitivity was 0.910, and the specificity was 0.880. Compared with other algorithms, the proposed algorithm has improved accuracy and specificity. It proves that the proposed method effectively improves the robustness and accuracy of heart sound classification and is expected to be applied to machine-assisted auscultation.


Subject(s)
Humans , Algorithms , Heart Defects, Congenital , Diagnosis , Heart Sounds , Neural Networks, Computer , Sensitivity and Specificity
16.
Chinese Journal of Primary Medicine and Pharmacy ; (12): 3002-3005, 2019.
Article in Chinese | WPRIM | ID: wpr-803398

ABSTRACT

Objective@#To evaluate the clinical significance of aluminum phosphate gel in the early prevention of gastrointestinal reactions caused by erythromycin, in order to obtain better clinical treatment for children.@*Methods@#The clinical data of 110 children with Mycoplasma pneumonia from January 1, 2015 to December 31, 2016 in the pediatric ward of Anhui Provincial Hospital were collected.According to the treatment methods, the patients were divided into the observation group(60 cases) and the control group(50 cases). The observation group was mainly treated with erythromycin combined with aluminum phosphate gel, some of which were given cephalosporin anti-infection, montelustra sodium to reduce airway hyperreaction, hormone antiasthmatic, atomization inhalation and other supportive symptomatic treatment.The control group was mainly treated with erythromycin, some of which were given cephalosporin anti-infection, montelustra sodium to reduce airway hyperreaction, hormone antiasthmatic, atomization inhalation and other supportive symptomatic treatment.The age, body weight, pre-hospital course, white blood cell count(WBC), CRP, alanine aminotransferase(ALT), creatinine(Cr), urea nitrogen(BUN), length of stay, sex, montruster sodium granules, atomization, antibiotics, hormone use and gastrointestinal adverse reactions(abdominal pain, vomiting, nausea, diarrhea, inappetence) were compared between the two groups.@*Results@#A total of 110 children were selected, 60 cases in the treatment groups, including 38 males and 22 females, and the average age of children was (6.21 ± 2.26)years old.In the control group, there were 50 cases, including 23 males and 27 females, with an average age of (6.07 ± 2.61)years.The age, weight, pre-hospital course, WBC, CRP, ALT, Cr, BUN, days of hospitalization, etc.between the two groups had no statistically significant differences (all P>0.05). There were no statistically signifiant differences between the two groups in terms of sex, montruster sodium particles, atomization, antibiotics, hormone use, etc.(all P>0.05). The differences of abdominal pain, vomiting, nausea and diarrhea between the two groups were not statistically significant (all P>0.05). However, the difference of inappetence between the two groups was statistically significant (P<0.05). The incidence rate of gastrointestinal side effects(abdominal pain, vomiting, nausea, diarrhea, inappetence) of the observation group was 18.3 %(11/60), which of the control group was 48.0%(24/50), the difference was statistically significant between the two groups (χ2=11.064, P<0.05).@*Conclusion@#Aluminum phosphate gel can prevent gastrointestinal reactions induced by erythromycin in the treatment of Mycoplasma pneumonia, so that children get better treatment.

17.
Chinese Journal of Primary Medicine and Pharmacy ; (12): 3002-3005, 2019.
Article in Chinese | WPRIM | ID: wpr-824119

ABSTRACT

Objective To evaluate the clinical significance of aluminum phosphate gel in the early preven-tion of gastrointestinal reactions caused by erythromycin , in order to obtain better clinical treatment for children. Methods The clinical data of 110 children with Mycoplasma pneumonia from January 1,2015 to December 31,2016 in the pediatric ward of Anhui Provincial Hospital were collected.According to the treatment methods ,the patients were divided into the observation group (60 cases) and the control group (50 cases).The observation group was mainly treated with erythromycin combined with aluminum phosphate gel ,some of which were given cephalosporin anti-infection,montelustra sodium to reduce airway hyperreaction ,hormone antiasthmatic,atomization inhalation and other supportive symptomatic treatment.The control group was mainly treated with erythromycin ,some of which were given cephalosporin anti-infection,montelustra sodium to reduce airway hyperreaction ,hormone antiasthmatic,atomi-zation inhalation and other supportive symptomatic treatment.The age,body weight,pre-hospital course,white blood cell count(WBC),CRP,alanine aminotransferase (ALT),creatinine(Cr),urea nitrogen (BUN),length of stay,sex, montruster sodium granules ,atomization,antibiotics, hormone use and gastrointestinal adverse reactions ( abdominal pain,vomiting, nausea, diarrhea, inappetence ) were compared between the two groups.Results A total of 110 children were selected,60 cases in the treatment groups ,including 38 males and 22 females,and the average age of children was (6.21 ± 2.26 ) years old.In the control group, there were 50 cases, including 23 males and 27 females,with an average age of (6.07 ±2.61)years.The age,weight,pre-hospital course,WBC,CRP,ALT,Cr, BUN,days of hospitalization ,etc.between the two groups had no statistically significant differences ( all P>0.05). There were no statistically signifiant differences between the two groups in terms of sex ,montruster sodium particles, atomization,antibiotics,hormone use,etc.( all P>0.05).The differences of abdominal pain ,vomiting,nausea and diarrhea between the two groups were not statistically significant (all P>0.05).However,the difference of inappe-tence between the two groups was statistically significant ( P <0.05).The incidence rate of gastrointestinal side effects(abdominal pain,vomiting,nausea,diarrhea,inappetence ) of the observation group was 18.3 %(11/60 ), which of the control group was 48.0%(24/50),the difference was statistically significant between the two groups (χ2 =11.064,P<0.05).Conclusion Aluminum phosphate gel can prevent gastrointestinal reactions induced by erythromycin in the treatment of Mycoplasma pneumonia ,so that children get better treatment.

18.
Chinese Critical Care Medicine ; (12): 1046-1050, 2018.
Article in Chinese | WPRIM | ID: wpr-733953

ABSTRACT

Objective To evaluate the efficacy and safety of selective brain hypothermia (SBH) in the treatment of neonates with moderate or severe neonatal hypoxic-ischemic encephalopathy (HIE), and the effect of SBH treatment on serum levels of neuron-specific enolase (NSE) and central nervous specific protein S100. Methods A prospective randomized controlled trial was conducted. From January 2015 to June 2017, 42 children with moderate to severe HIE in the neonatal intensive care unit (NICU) of the First Affiliated Hospital of Bengbu Medical College were enrolled, and they were randomly divided into SBH treatment group and routine treatment group after obtaining the consent of the guardian of the children. The children in routine treatment group were given the traditional symptomatic supportive treatment, supplemented by drugs to promote nerve cell growth. On the basis of traditional treatment, the children in the SBH treatment group were given SBH treatment within 6 hours after birth. The nasopharyngeal temperature was maintained at 33.0-34.5 ℃ and the rectal temperature was maintained at 34.5-35.0 ℃. The general clinical data of the two groups including gender, gestational age, birth weight, age, 5-minute neonatal asphyxia score (Apgar score), score for neonatal acute physiology perinatal extension version Ⅱ (SNAPPEⅡ) were collected. The primary outcomes were hospitalized death, severe disability at 15 months of age, neonatal behavioral neurological assessment (NBNA) score at 28 days of age, and Bayley scales of infant development (BSID) score [including mental development index (MDI) score and psychomotor development index (PDI) score] at 15 months of age at follow-up. The secondary outcomes were serum levels of NSE and S100 protein. The occurrences of adverse events in the two groups were recorded. Results Among 42 HIE children, 1 child of severe congenital malformation and 1 child of platelet count (PLT)﹤50×109/L were excluded, and 40 children were enrolled in the study group. During the follow-up period, 2 children of SBH treatment group and 2 children of routine treatment group were lost or the outcome was unknown. Finally, 18 children of each group were enrolled in the analysis. There was no significant difference in the baseline data of gender, gestational age, birth weight, age, 5-minure Apgar score or SNAPPEⅡ score between the two groups, indicating that the baseline data of the two groups were balanced and comparable. The incidence of severe disability in the SBH treatment group was significantly lower than that in the routine treatment group [5.6% (1/18) vs. 44.4% (8/18), P﹤0.05]. There was 1 child death in the routine treatment group and no death in the SBH treatment group. Compared with the routine treatment group, the 28-day NBNA score of the SBH treatment group was increased by 2.9 [95% confidence interval (95%CI) = 1.0-4.8], BSID score at 15 months of age was improved significantly, MDI score was increased by 11.8 (95%CI = 4.3-19.3), and PDI score was increased by 12.4 (95%CI = 2.5-22.3), with significant differences between the two groups (all P﹤0.05). After 3 days of treatment, the serum NSE and S100 protein levels in both groups were significantly decreased as compared with those before treatment [NSE (μg/L): 30.15±15.18 vs. 31.32±14.75, S100 (ng/L): 387.5 (273.3, 573.0) vs. 890.0 (590.5, 1 162.5) in routine treatment group; NSE (μg/L): 29.09±16.22 vs. 32.25±15.43, S100 (ng/L): 402.5 (302.2, 580.5) vs. 842.0 (462.3, 1 200.5) in SBH treatment group, all P﹤0.05]. There was no significant difference in serum NSE or S100 protein level between the two groups (all P﹥0.05). There was no serious adverse event such as arrhythmia, large vein thrombosis or irreducible hypotension in both groups, and there was no significant difference in the incidence of general adverse events such as sinus bradycardia, scleredema, blood glucose disorder, or systemic infection between the two groups [16.7% (3/18) vs. 11.1% (2/18), 5.6% (1/18) vs. 5.6% (1/18), 22.2% (4/18) vs. 11.1% (2/18), 5.6% (1/18) vs. 5.6% (1/18), all P﹥0.05]. Conclusions SBH treatment could significantly increase the NBNA score at 28 days of birth and BSID score at 15 months of age, reduce the incidence of severe disability in moderate and severe HIE children, but it was not be proved that SBH could reduce the mortality. Compared with routine treatment, SBH treatment had no significant superiority on improving the levels of serum NSE and S100 protein, suggesting that SBH could not protect the brain by inhibiting the apoptosis of nerve cells and promoting the repair of nerve cells.

19.
Chinese Journal of Applied Clinical Pediatrics ; (24): 1083-1087, 2018.
Article in Chinese | WPRIM | ID: wpr-807804

ABSTRACT

Objective@#To investigate the clinical features and pulmonary function of preterm infant-bronchopulmonary dysplasia-wheezing syndrome(PBPDWS).@*Methods@#Twenty-five cases of children with PBPDWS who were hospitalized at Anhui Provincial Hospital Affiliated to Anhui Medical University were collected, and 24 cases of non-bronchopulmonary dysplasia (BPD) preterm infants and 26 cases of term infants with the same symptoms of wheezing were selected as the control group.A retrospective analysis was performed among 3 groups of children.The perinatal conditions, the days of wheezing within 1 year after birth, the number of lower respiratory tract infection, the days of hospitalization, and 1 year after the birth of the pulmonary function result of these children were compared; due to recurrent respiratory symptoms, pulmonary CT was performed on children with BPD when they were 6 to 12 months after birth, their pulmonary CT of these children were analyzed, and the pulmonary CT was compared at birth.@*Results@#There were significant differences in body height and weight between the 3 groups (P<0.05), among which PBPDWS group was the lowest, and the term infants group was the highest [(70.40±3.48) cm, (74.50±1.87) cm, (77.92±3.01) cm, P=0.000; (7.97±1.04) kg, (9.51±1.15) kg, (10.38±1.47) kg, P=0.000]. There was significant difference in the number of wheezing (F=71.389, P<0.05), among which the PBPDWS group was the highest and the term infants group was the lowest [(7.4±1.8) times, (4.2±1.2) times, (3.4±0.6) times]; during the first year of life, PBPDWS group had 18 cases of respiratory tract infection, 9 cases in non-BPD preterm infants group, 3 cases in term infants group, the difference among the 3 groups was statistically significant(χ2=19.505, P<0.05); 16 cases in PBPDWS group were hospitalized within 1 year after birth, 7 cases in non-BPD preterm infants group, 2 cases in term infants group, the difference among the 3 groups was statistically significant(χ2=18.460, P<0.05). There were significant differences in the indexes of pulmonary function[ time to peak tidal expiratory flow as a proportion of expiratory time(tPF%tE) and volume to peak expiratory flow as a proportion of exhaled volume(VPF%VE)] among the 3 groups(all P<0.05), among which PBPDWS group was the lowest and the term group was the highest [(15.69±4.29)%, (20.63±1.90)%, (25.95±3.79)%; (19.13±3.16)%, (21.51±2.17)%, (28.02±4.84)%]; the main manifestations of lung CT in PBPDWS group at 6 to 12 mouths, included 9 cases had limited emphysema(36%), 20 cases with fiber strips, grid shadow and triangular subpleural opacities(80%), 6 cases had bronchiectasis(24%), the same child with non-single lesion, often 2 to 3 lesions coexist.@*Conclusion@#PBPDWS children have high prevalence rate of respiratory diseases, growth retardation, pulmonary function has a certain obstruction, pulmonary CT has a specific imaging characteristics.

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Chinese Journal of Urology ; (12): 527-531, 2018.
Article in Chinese | WPRIM | ID: wpr-709557

ABSTRACT

Objective To investigate the efficacy of pretreatment systemic inflammation response index (SIRI) in predicting the prognostic of prostate cancer (PCa) patients treated with maximal androgen blockade (MAB).Methods The data of 351 PCa patients who had undergone MAB as first-line therapy between January 2010 and June 2015,were retrospectively analyzed.The age of patients in our cohort ranged from 51 to 89 years old,mean 76 years old.The median value of PSA was 91.60ng/ml,ranging 0.11-1 000.00 ng/ml.39 cases had a Gleason score of 6,47 cases had a score of 3 + 4,89 cases had a score of 4 +3,107 cases had a score of 8,and 69 cases had a score of 9-10.158 cases had bone metastasis.Patients were categorized in two groups using a cut-off point of 1.2 as calculated by the receiver-operating curve analysis.Correlations between SIRI and clinical characteristics were analyzed.Meanwhile,univariate and multivariate cox regression analyses were performed to determine the associations of SIRI with progression-free survival (PFS),cancer-specific survival (CSS) and overall survival (OS).Results The median follow-up duration was 43.0 months,ranging 9-75 months.The disease progression occurred in 162 patients,91 patients died,including 75 who died because of PCa at the end of the last follow-up.The differences of age,Gleason score and incidence of metastasis between low SIRI group (< 1.2) and high SIRI group (≥1.2) were not significant (P >0.05).But the patients in high SIRI group had higher PSA (P =0.046).Multivariate analyses identified SIRI,Gleason score and metastasis as independent prognostic factors for PFS,CSS and OS.Conclusions Pretreatment SIRI ≥ 1.2 was an independent predictor for poor prognosis in PCa patients treated with MAB.

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