Objective To propose a neural network-based ventilator fault prediction method with a self-developed underlying data preprocessing method for ventilator IoT data.Methods Firstly the ventilator IoT data were sorted,categorized and cleaned.Secondly nondimensionalization and encoding of all the data were implemented via feature engineering methods based on data distribution.Thirdly data dimensionality reduction was carried out with a self-encoder.Finally,an artificial neural network was used for training with the abnormal data as the training label and predicting the abnormal data faults as the training objective,and the prediction performance of the neural network model was evaluated by calculating the accuracy,precision,recall rate,negative prediction value and specificity.Results The neural network model behaved well in learning with the accuracy being 99.68％,the precision being 99.66％,the recall rate being 99.99％,the negative prediction value being 99.95％and the specificity being 96.52％.Conclusion The proposed ventilator fault prediction model based on underlying data preprocessing and neural network can be used for the prediction of specific faults,and references are provided for IoT data-based medical equipment operation and maintenance management.[Chinese Medical Equipment Journal,2023,44(9):8-13]

OBJECTIVES: To investigate the clinical treatment outcomes and the changes of the outcomes over time in extremely preterm twins in Guangdong Province, China. METHODS: A retrospective analysis was performed for 269 pairs of extremely preterm twins with a gestational age of <28 weeks who were admitted to the department of neonatology in 26 grade A tertiary hospitals in Guangdong Province from January 2008 to December 2017. According to the admission time, they were divided into two groups: 2008-2012 and 2013-2017. Besides, each pair of twins was divided into the heavier infant and the lighter infant subgroups according to birth weight. The perinatal data of mothers and hospitalization data of neonates were collected. The survival rate of twins and the incidence rate of complications were compared between the 2008-2012 and 2013-2017 groups. RESULTS: Compared with the 2008-2012 group, the 2013-2017 group (both the heavier infant and lighter infant subgroups) had lower incidence rates of severe asphyxia and smaller head circumference at birth (P<0.05). The mortality rates of both of the twins, the heavier infant of the twins, and the lighter infant of the twins were lower in the 2013-2017 group compared with the 2008-2012 group (P<0.05). Compared with the 2008-2012 group, the 2013-2017 group (both the heavier infant and lighter infant subgroups) had lower incidence rates of pulmonary hemorrhage, patent ductus arteriosus (PDA), periventricular-intraventricular hemorrhage (P-IVH), and neonatal respiratory distress syndrome (NRDS) and a higher incidence rate of bronchopulmonary dysplasia (P<0.05). CONCLUSIONS There is a significant increase in the survival rate over time in extremely preterm twins with a gestational age of <28 weeks in the 26 grade A tertiary hospitals in Guangdong Province. The incidences of severe asphyxia, pulmonary hemorrhage, PDA, P-IVH, and NRDS decrease in both the heavier and lighter infants of the twins, but the incidence of bronchopulmonary dysplasia increases. With the improvement of diagnosis and treatment, the multidisciplinary collaboration between different fields of fetal medicine including prenatal diagnosis, obstetrics, and neonatology is needed in the future to jointly develop management strategies for twin pregnancy.
Bronchopulmonary Dysplasia/epidemiology* ; Female ; Gestational Age ; Humans ; Infant ; Infant, Extremely Premature ; Infant, Newborn ; Pregnancy ; Respiratory Distress Syndrome, Newborn/epidemiology* ; Retrospective Studies ; Treatment Outcome

OBJECTIVE: To compare the clinical efficacy of staged surgery on Sanders Ⅳ calcaneal fractures with soft tissue Ⅲ swelling. METHODS: The clinical data of 76 patients with Sanders type Ⅳ closed calcaneal fracture with soft tissue three-degree swelling treated from June 2017 to May 2020 was retrospectively analyzed, including 54 males and 22 females, aged from 25 to 50 (38.16±10.24) years. The patients were divided into observation group and control group according to different treatment methods. Twenty-four patients in the observation group were treated by staged surgery stageⅠclosed prying traction reduction and Kirschner wire fixation, stageⅡopen reduction and internal fixation with titanium plate, including 17 males and 7 females, aged from 25 to 50 (36.12±9.56) years. There were 52 patients in the control group, including 37 males and 15 females, aged from 25 to 50 (38.32±10.67) years, these patients were treated with open reduction and internal fixation with titanium plate after the dermatoglyphic signs appeared. The swelling subsidence time, the length of hospitalization days, and the incidence of postoperative incision complications were compared between two groups. The Bhler angle, Gissane angle, and calcaneal varus angle were measured by X-ray before and 6 months after operation. American Orthopedic Foot and Ankle Society (AOFAS) about the ankle hindfoot score was used to evaluate the clinical efficacy. RESULTS: All 76 patients were followed up for 8 to 12 (9.52±2.01) months. The swelling subsidence time and hospitalization days in observation group were (12.12± 3.24) d and (24.53±6.44) d, respectively, which in control group were (15.16±4.16) d and (29.46±9.61) d, with statistical difference between two groups ( CONCLUSION Compared with open reduction and internal fixation with titanium plate after the appearance of dermatoglyphic signs, staged surgery for Sanders type Ⅳ calcaneal fractures with soft tissue three-swelling does not increase the risk of soft tissue complications, and can significantly shorten the patient's swelling subsidence time and hospitalization days, improve the quality of fracture reduction and short term function, and relieve pain.
Ankle Injuries ; Calcaneus/surgery* ; Female ; Foot Injuries ; Fractures, Bone/surgery* ; Humans ; Male ; Retrospective Studies

Atractylodis Rhizoma(AR) is a traditional Chinese medicinal material for food and medicine, with the functions of eli-minating dampness, strengthening the spleen, expelling wind evil and dispersing cold. AR contains a variety of compounds, including sesquiterpenoids, alkynes, triterpenoids, aromatic glycosides, polysaccharides and so on. At present, the researches on AR mainly focus on volatile components, with relatively fewer researches on non-volatile components. Polysaccharide from Atractylodis Rhizoma(ARP) is an important material basis among non-volatile components for the efficacy. Due to its many biological activities such as immunomodulatory activity, anti-tumors, anti-virus and anti-oxidation, ARP has certain research value and potential. The diversity of the polysaccharide structure is the basis for biological functions, but it also increases the difficulty of carbohydrate research. The research on the extraction, separation, purification, structure and activity of ARP is in the preliminary exploration stage, still with many shortcomings. Herein, recent advancements in the extraction, purification, structural characteristics and biological activities of ARP were summarized in this article to provide scientific reference for the in-depth systematic research of ARP and the development of AR resources.
Atractylodes ; Drugs, Chinese Herbal ; Polysaccharides ; Rhizome ; Triterpenes

Objectives: To compare the short-term and mid-term outcomes of elderly patients (>60 years old) with valvular heart disease (VHD) underwent bioprosthetic or mechanical valve replacement. Methods: Between January 2007 and December 2010, 559 elderly patients underwent valve replacement in Fuwai Hospital, clinical data of these patients were analyzed retrospectively (319 cases with bioprostheses vs 240 cases with mechanical prostheses). After matching, data from 192 cases in each group were compared. Results: The mortality within 30 postoperative days were similar (2.1% in both groups). All-cause death during follow up was also similar between the two groups (13.6% vs 13.7%, P=0.98). There was no statistically significant difference on the hospital readmission rate between the two groups (25.5% vs 35.9%, P=0.17). No significant difference was found on thromboembolic and hemorrhagic events free survival between the two groups (144 cases vs 138 cases, P=0.78). Conclusions: Short-term and mid-term survival and readmission rate are similar for the elderly VHD patients receiving bioprosthetic or mechanical valve replacement.

Pulmonary arteriovenous fistula (PAVF) is a rare anomaly in the lung, and hemothorax or massive hemoptysis due to spontaneous rupture of the fistula sac is even rarer. The patient described here was a 47-year-old woman who presented with massive hemoptysis resulting from the rupture of her PAVF just after laparoscopic operation. To our knowledge, this may be the first case ever reported that the rupture of PAVF may be correlated with a laparoscopic operation. The patient survived without adverse events after emergency pulmonary lobectomy.

This study was aimed to investigate the expression difference of serum cytokines in 20 patients receiving HLA-identical nonmyeloablative allogeneic hematopoietic stem cell transplantation (iNAHSCT) and HLA-haploidentical nonmyeloablative allogeneic hematopoietic stem cell transplantation (hiNAHSCT). IL-2, IL-4, IL-6, IL-10, TNF-α, γ-IFN and IL-17 were detected by flow cytometric bead array before and on week 1, 2, 4 after transplantation respectively. The results showed that the IL-2 level was found to be up-regulated at week 1 and 2 after transplantation in iNAHSCT group and in hiNAHSCT group respectively, but there was no difference between these two groups (P > 0.05). The γ-IFN levels was up-regulated at week 4 after transplantation in above-mentioned two groups, but no difference was found between these two groups. The IL-4 level increased at week 2 and 1 after transplantation in iNAHSCT and hiNAHCT groups respectively, but the IL-4 level in iNAHSCT group was higher than that in hiNAHSCT group. The IL-6 level rose at week 1 and 2 after transplant in above mentioned groups respectively, and reached to peak level at week 4 after transplantation, but IL-6 level in hiNAHSCT was higher than that in iNAHSCT group (P < 0.02). The IL-10 level was up-regulated at week 1 and 2 in iNAHSCT and hiNAHSCT groups respectively, but the IL-10 level in iNAHSC was higher than that in hiNAHSCT group. The TNF-α level was up-regulated at week 1 in hiNAHSCT group, but at week 2 in iNAHSCT group after transplantation. The TNF-α level in hiNHASCT group was higher than that in iNAHSCT group (P < 0.01). The IL-17 level was up-regulated at week 1 and week 4 after transplantation in hiNAHSCT and iNAHSCT groups respectively, the IL-17 level in hiNAHSCT group was high as compared with that in iNAHSCT group. It is concluded that the serum cytokine levels are obviously up-regulated in iNAHSCT and hiNHASCT groups, and reach to peak level at week 4 after transplantation. The IL-6, TNF-α and IL-17 level up-regulated significantly in hiNAHSCT group, but the IL-4 and IL-10 level up-regulated significantly in iNAHSCT.
Adolescent ; Adult ; Child ; Cytokines ; blood ; Female ; HLA Antigens ; immunology ; Haplotypes ; Hematopoietic Stem Cell Transplantation ; methods ; Humans ; Interleukin-10 ; blood ; Interleukin-17 ; blood ; Interleukin-4 ; blood ; Interleukin-6 ; blood ; Male ; Middle Aged ; Transplantation, Homologous ; Tumor Necrosis Factor-alpha ; blood ; Young Adult

This study was purposed to investigate the changes of Th1/Th2/Th17 in patients received non-myeloblastic haploidentical hematopoietic stem cell transplantation (NAHSCT). The levels of IL-2, IL-4, IL-6, IL-10, TNF-α and IFN-γ, as well as IL-17 level were determined by flow cytometric bead array (CBA) in samples from 18 patients underwent allo-peripheral NAHSCT at different time points before and after transplantation. The results showed that all cytokines changed obviously after transplantation, and their serum levels were higher than that before transplantation. The expression levels of IL-2, IL-4 and IL-17 changed early, and their obviously up-regulation was found after transplantation. The expression levels of IL-6, IL-10 and TNF-α changed significantly, and were high as compared with that before transplantation. The change of INF-γ serum level was observed late, its rising occurred at week 4 after transplantation. The expression of all cytokines kept increasing during 4 weeks after transplantation and peaked at week 4. It is concluded that the serum levels of all cytokines from the patients after NAHSCT increased significantly, in which the levels of IL-2, IL-4 and IL-17 increased early, but the level of INF-γ changed late. The detection of cytokines is helpful for deep understanding the pathophysiologic mechanism of transplant-related complications.
Adolescent ; Adult ; Child ; Cytokines ; blood ; Female ; Flow Cytometry ; Hematopoietic Stem Cell Transplantation ; methods ; Humans ; Interferon-gamma ; blood ; Interleukin-10 ; blood ; Interleukin-17 ; blood ; Interleukin-2 ; blood ; Interleukin-6 ; blood ; Male ; Microarray Analysis ; Middle Aged ; Th1 Cells ; metabolism ; Th17 Cells ; metabolism ; Th2 Cells ; metabolism ; Transplantation Conditioning ; methods ; Tumor Necrosis Factor-alpha ; blood ; Young Adult

BACKGROUNDMany recipients of implantable cardiac electronic devices have atrial fibrillation (AF) occurrences after device implantation, even if there is no previous history of AF, and some of the episodes are asymptomatic. The purpose of this study was to evaluate trends in AF burden following early AF detection in patients treated with pacemakers equipped with automatic, daily Home Monitoring function.

METHODSBetween February 2009 and December 2010, the registry recruited 701 pacemaker patients (628 dual-chamber, 73 biventricular devices) at 97 clinical centers in China. Daily Home Monitoring data transmissions were analyzed to screen for the AF burden. In-office follow-ups were scheduled for 3 and 6 months after implantation. Upon first AF (i.e., mode-switch) detection in a patient, screening of AF burden by Home Monitoring was extended for the next 180 days.

RESULTSAt least one episode of AF was observed in 22.9% of patients with dual-chamber pacemakers and in 28.8% of patients with biventricular pacemakers. The first AF detection in a patient occurred, on average, about 2 months before scheduled follow-up visits. In both pacemaker groups, mean AF burden decreased significantly (P < 0.05) over 180 days following first AF detection: from 12.0% to 2.5% in dual-chamber and from 12.2% to 0.5% in biventricular pacemaker recipients. The number of patients with an AF burden >10% per month was significantly reduced over 6 months of implantation in both dual chamber (38 patients in the first month vs. 21 patients in month 6, P < 0.05) and biventricular (7 patients in the first month vs. 0 patient in months 4-6, P < 0.05) pacemaker recipients.

CONCLUSIONSAutomatic, daily Home Monitoring of patients treated with cardiac pacemakers allows early detection of AF, and there is a gradual and significant decrease in AF burden.

Aged ; Aged, 80 and over ; Atrial Fibrillation ; prevention & control ; Female ; Humans ; Male ; Middle Aged ; Pacemaker, Artificial ; adverse effects

OBJECTIVETo investigate drug resistance status in patients with highly active antiretroviral therapy (HAART) in Shandong province.

METHODSA total of 758 patients were separated from the anticoagulatory whole blood during May and October in 2011. The entire protease gene and part of the reverse transcriptase gene were amplified by RT-PCR and nest-PCR in the samples with viral load larger than 1000 copies/ml, then sequenced the gene fragments. Mutation of drug resistant gene and drug susceptibility was analyzed by the online tool HIV db program developed by Stanford University.

RESULTSThe rate of virologic failure in patients was 9.1% (69/758). A total of 53 gene sequences that acquired were used for genotypic resistance analysis. A total of 23 patients were indicated drug resistance with the total of 3.1% (23/742). Drug resistance rates of nucleotide reverse transcriptase inhibitor (NRTI) and non-NRTI(NNRTI) were 2.4% (18/742) and 3.0% (22/742), respectively, and the primary mutation types of drug resistance were M184V and Y181C for NRTI and NNRTI, with no resistance to protease inhibitor (PI). In the 23 patients indicated drug resistance, 78.3% (18/23) were NRTI resistance, 95.7% (22/23) were NNRTI resistance and 73.9% (17/23) dual NRTI and NNRTI resistance.

CONCLUSIONThe presence of drug resistant gene in HIV strains among AIDS patients with HAART in Shandong province was at low level, but mutation diversity was found in drug resistant gene.

Acquired Immunodeficiency Syndrome ; drug therapy ; virology ; Adolescent ; Adult ; Aged ; Antiretroviral Therapy, Highly Active ; Drug Resistance, Viral ; genetics ; Female ; Genes, Viral ; Genotype ; HIV-1 ; drug effects ; genetics ; Humans ; Male ; Middle Aged ; Mutation ; Sequence Analysis ; Viral Load ; Young Adult