Objective To explore an artificial intelligence (AI)-based method for automated hand hygiene monitoring and to compare the effectiveness of three algorithms (UniFormerV2, TDN, C3D) in recognizing hand hygiene steps in surgical settings, thereby aiding hospital infection control. Methods From April to October 2024, we non-invasively collected 641 video recordings of healthcare staff performing hand hygiene at four-bay scrub sinks in two tertiary hospitals using overhead HD cameras. The dataset was annotated by five trained experts for model training and validation. Results Following training on 385 samples, internal validation (n=119) showed the C3D model achieved 81% accuracy, 87% recall, and an 83% F1-score. The TDN model achieved 93%, 91%, and 92% for the same metrics. The UniFormerV2 model outperformed both, with an accuracy, recall, and F1-score of 93%—an improvement of over 10 percentage points compared to traditional CNNs (TDN, C3D). It also achieved an 84% accuracy in external validation, demonstrating strong generalization. Conclusion The UniFormerV2 model is more accurate than CNN-based models for hand hygiene step recognition and shows robust performance in external validation. It presents a viable tool for healthcare facilities to enhance hand hygiene management, ultimately improving medical quality and patient safety.

Objective To analyze the trend of global cellulitis disease burden from 1990 to 2019, and to provide a theoretical basis for the prevention and control of cellulitis disease. Methods The Global Burden of Disease 2021 (GBD2021) data were collected, and data on the incidence, mortality, and disability-adjusted life year (DALY) of cellulitis were analyzed for each country worldwide. The estimated annual percentage change (EAPC) and age-standardized rate (ASR) were used to estimate the trend change of cellulitis from 1990 to 2021. Results The global burden of cellulitis increased significantly in 2021, with 55.96 million cases, 28.9 million deaths and 876.1 million DALYs, respectively. Incidence and mortality rates were generally higher in males than in females. The incidence and DALYs were higher in high SDI regions, with the highest burden observed in South Asia. In contrast, East Asia exhibited the lowest burden and demonstrated a declining trend. There were significant differences between countries, with India having the highest prevalence, the United States having the highest incidence, and Bahrain having the fastest growing rate.In 2021, China had the lowest age-standardised incidence of cellulitis in the world and the fastest declining age-standardised incidence and age-standardised DALYs. Conclusion The global disease burden of cellulitis is increasing from 1990-2021, and cellulitis remains an an important global public health problem. Targeted preventive meausres should be taken in areas with different economical levels. Men, middle-aged and elderly people, and newborns are the key groups in need of attention and health education.

Objective To explore the regulatory effect of miR-6838-5p on DDR1 gene expression and proliferation of breast cancer cells.Methods The expression levels of miR-6838-5p in normal breast epithelial cells and breast cancer cells were detected using qRT-PCR,and the potential target genes of miR-6838-5p was predicted using TargetscanV 8.0.Double luciferase reporter gene experiment was performed to verify the binding between miR-6838-5p and DDR1.Breast cancer MCF-7 cells were transfected via liposome,miR-6838-5p mimic,miR-6838-5p inhibitor,DDR1 siRNA,DDR1-overexpresisng vector,or both miR-6838-5p mimic and DDR1-overexpressing vector,and the changes in cell proliferation were examined with CCK-8 and EdU assays;Western blotting was used to detect the expression of DDR1.The mediating role of DDR1 in miR-6838-5p overexpression-induced inhibition of MCF-7 cell proliferation was verified in a nude mouse model bearing MCF-7 cell xenografts.Results The expression of miR-6838-5p was significantly lower in breast cancer cells than in normal breast epithelial cells.In MCF-7 cells,miR-6838-5p overexpression induced significant inhibition of cell proliferation.Dual luciferase reporter gene experiment demonstrated a binding relationship between miR-6838-5p and DDR1(P<0.01).Western blotting showed that miR-6838-5p overexpression significantly lowered DDR1 expression in MCF-7 cells,and DDR1 overexpression promoted proliferation of the cells;co-transfection of the cells with DDR1-overexpressing vector significantly attenuated the inhibitory effect of miR-6838-5p mimic on cell proliferation.In the tumor-bearing nude mice,the xenografts overexpressing miR-6838-5p showed a significantly smaller volum with obviously the expression of DDR1.Conclusion Overexpression of miR-6838-5p inhibits breast cancer cell proliferation by regulating DDR1 expression.

Objective:To construct a risk assessment model based on hesitant probabilistic fuzzy set(HPFS)and to explore its application value in the risk control and management of safe operation of anesthesia equipment.Methods:Taking the whole life cycle safety and management safety as the important risk assessment dimensions,the risk index system of safe operation of anesthesia equipment was constructed,HPFS and hierarchical-superior-inferior solution distance method were used to realize the quantitative analysis of risks,and the safety self-inspection and risk control treatment strategies were formulated.A total of 150 surgical patients and 16 anesthesia equipment used in surgery used in the operation were selected from July 2020 to June 2023 in Tongzhou District Maternal and Child Health Hospital,and into control group and observation group according to different management modes of anesthetic equipment,with 75 cases in each group.The 10 anesthesia machines used during the surgical treatment of the control group adopted the conventional risk control mode,and the 12 anesthesia machines used in the observation group(including 6 in the control group and the 6 newly added ones)adopted the risk assessment control mode.The incidence of perioperative anesthesia equipment-related risk events,the awareness rate of anesthesia medical staff about potential safety risks,and the failure rate of anesthesia equipment were compared between the two groups.Results:The number of perioperative risk events of improper operation of anesthesia equipment,unreasonable dosage of anesthesia,associated infection and missing records in the observation group were 4 cases(5.3%),0 cases(0%),1 case(1.3%)and 1 case(1.3%),respectively,which was lower than that in the control group,the difference was statistically significant(x2=4.478,4.110,6.857,4.754;P<0.05).The average scores of theoretical knowledge of safety management,safe use,management awareness and fault judgment ability of medical staff operating anesthesia equipment in the observation group were(96.27±3.93)points,(94.31±2.69)points,(91.82±1.94)points and(84.97±4.36)points,respectively,which were higher than those in the control group,the difference was statistically significant(t=5.176,5.322,5.541,5.942;P<0.05).The total number of equipment operation setting,anesthetic gas path,anesthesia depth monitoring,threshold alarm and other faults in the two groups were 90,37,25,316 and 125,respectively,and the failure incidence rates in the observation group were 30%(27/90),35%(13/37),28%(7/25),22%(69/316)and 39%(49/125),respectively,which were lower than those in the control group,the difference was statistically significant(x2=28.800,6.541,9.680,200.532,11.664;P<0.05). Conclusion:The risk assessment model based on HPFS can reduce the incidence of risk events related to anesthesia equipment,enhance the awareness of safety risk control of anesthesia medical staff,and improve the quality of clinical operation of anesthesia equipment.

Cellular senescence and fibrosis are two biological processes that are closely related to the development of many diseases.Cellular senescence can occur through mechanisms such as telomere shortening,DNA damage,and oxidative stress,leading to degradation of cell function and decreased ability to repair damage.More and more studies have shown that fibrosis and cell senescence are closely related,and cell senescence has been confirmed to be involved in the occurrence and development of scar fibrosis diseases.An in-depth understand-ing of the relationship between cellular senescence and scar fibrosis is helpful to find new therapeutic strategies and develop targeted drugs to reduce the process of scar fibrosis.

Objective To study the relationship between detachment and puncture site and chest wall thickness after preoperative positioning of peripheral lung nodules by CT-guided Hookwire puncture.Methods From July 2017 to December 2021,190 patients in our hospital underwent thoracoscopic surgery for peripheral lung nodules.All patients underwent preoperative CT-guided HOOKWIRE puncture mapping,recording the puncture site,whether the needle had fallen off,chest wall thickness,and the interval between the end of the puncture and the start of the surgery,logistic regression analysis,and receiver operating characteristic(ROC)curve analysis to explore the risk factors affecting needle fall off.Results Clinical data were collected for 190 patients,including 119 males and 71 females,age 22 to 78(58.1±10.2)years.There were 31 cases of shedding,with a shedding rate of 16.3％.Among them,31 cases were detached in the medial aspect of the subscapular horn line,15 cases were detached,with detachment rate being 48.4％;67 cases were detached in the medial axillary line,10 cases were detached,with detachment rate being 14.9％;65 cases were detached in the medial axillary line of the midclavicular line,5 cases were detached,with detachment rate being 7.6％;27 cases were detached in the medial axillary line,1 case was detached,with detachment rate being 3.7％;the detachment rate was highest in the subscapular horn line,with statistical significance(P＜0.05)compared with other locations;the tissue thickness of the thoracic wall was(49.38±6.28)mm,but the tissue thickness of the thoracic wall was(36.36±7.77)mm,with statistical significance(P＜0.05).The interval between puncture and operation was 73 to 98 min,with an average one of(81.99±4.48)min.Conclusions The detachment of the positioning needle is related to the thickness of the chest wall,and the proportion of detachment is significantly higher in the chest back,especially in the subscapular angle,before surgical treatment of peripheral lung nodules.In cases of peripheral pulmonary nodules with surface projections medial to the inferior scapular horn line,other methods of localization should be preferably considered.

Background and purpose:Tumor-associated macrophages(TAM)as the main stromal cells in the tumor microenvironment play an important role in tumor progression.This study aimed to explore the clinical significance of M1 type TAM infiltration in hepatocellular carcinoma(HCC).Methods:We collected tissue paraffin samples from 320 HCC patients who underwent surgery at the Affiliated Nantong Hospital Three of Nantong University from January 2012 to December 2020.Immunohistochemical methods were used to detect the distribution of CD86 labeled M1 type TAM in HCC tissues,and positive cell density was calculated.Groups were established according to cell density,high-density group had cells with greater than average density(29 cells/mm2),and low-density group had cells with less than or equal to average density.The correlation and prognostic significance of M1 TAM density with clinicopathologic features and tumor infiltrating CD8+T lymphocytes of HCC were analyzed.Using immunohistochemistry to detect the expression of programmed death ligand-1(PD-L1),the cases were divided into four groups based on the cell density of CD86 and PD-L1.In the CD86+high-density group,PD-L1 high-density(CD86highPD-L1high)and PD-L1 low-density(CD86highPD-L1low)groups were included.In the CD86+low-density group,the PD-L1 high-density(CD86lowPD-L1high)and PD-L1 low-density(CD86lowPD-L1low)groups were included.We analyzed the prognostic significance of CD86+M1 type TAM density combined with PD-L1 expression.This study was approved by the Ethics Committee of Affiliated Nantong Hospital Three of Nantong University(ethics number:EK2022005).Results:CD86+M1 type TAM was mainly distributed in the tumor stroma.Its high-density rate was 44.7%(143/320).The density of CD86+M1 type TAM was positively correlated with tumor infiltrating CD8+T lymphocyte density(P＜0.001)and negatively correlated with hepatitis B virus surface antigen(HBsAg)positivity(P=0.003),and had no significant correlation with clinical and pathological features such as patient age,gender,cirrhosis,tumor size,histological grading and microvascular invasion.The CD86+M1 type TAM high-density group had better overall survival(OS)and disease-free survival(DFS)than the low-density group,and the differences were statistically significant(all P＜0.001).Multivariate Cox proportional hazards regression model analysis showed that low-density CD86+M1 type TAM was an independent risk factor for evaluating OS and DFS(OS:HR=1.468,P=0.022;DFS:HR=2.233,P＜0.001).The CD86highPD-L1high group had poor OS and DFS than the CD86highPD-L1low group,and the differences were statistically significant(both P＜0.05).The CD86lowPD-L1high group had poor OS and DFS than the CD86lowPD-L1low group.The difference in OS between the two groups was statistically significant(P＜0.05),while the difference in DFS was not statistically significant.Conclusion:The presence of high-density CD86+M1 type TAM in HCC tissue suggests a good prognosis and is an independent prognostic factor.Expression of PD-L1 in HCC tissue suggests increased invasiveness and poorer prognosis.

Objective To explore the regulatory effect of miR-6838-5p on DDR1 gene expression and proliferation of breast cancer cells.Methods The expression levels of miR-6838-5p in normal breast epithelial cells and breast cancer cells were detected using qRT-PCR,and the potential target genes of miR-6838-5p was predicted using TargetscanV 8.0.Double luciferase reporter gene experiment was performed to verify the binding between miR-6838-5p and DDR1.Breast cancer MCF-7 cells were transfected via liposome,miR-6838-5p mimic,miR-6838-5p inhibitor,DDR1 siRNA,DDR1-overexpresisng vector,or both miR-6838-5p mimic and DDR1-overexpressing vector,and the changes in cell proliferation were examined with CCK-8 and EdU assays;Western blotting was used to detect the expression of DDR1.The mediating role of DDR1 in miR-6838-5p overexpression-induced inhibition of MCF-7 cell proliferation was verified in a nude mouse model bearing MCF-7 cell xenografts.Results The expression of miR-6838-5p was significantly lower in breast cancer cells than in normal breast epithelial cells.In MCF-7 cells,miR-6838-5p overexpression induced significant inhibition of cell proliferation.Dual luciferase reporter gene experiment demonstrated a binding relationship between miR-6838-5p and DDR1(P<0.01).Western blotting showed that miR-6838-5p overexpression significantly lowered DDR1 expression in MCF-7 cells,and DDR1 overexpression promoted proliferation of the cells;co-transfection of the cells with DDR1-overexpressing vector significantly attenuated the inhibitory effect of miR-6838-5p mimic on cell proliferation.In the tumor-bearing nude mice,the xenografts overexpressing miR-6838-5p showed a significantly smaller volum with obviously the expression of DDR1.Conclusion Overexpression of miR-6838-5p inhibits breast cancer cell proliferation by regulating DDR1 expression.

Objective:To investigate the distribution of M2 tumor-associated macrophage (TAM) in hepatocellular carcinoma (HCC) and their correlation with clinicopathological features, and the significance of programmed death-ligand 1 (PD-L1) expression.Methods:From January 1, 2012 to December 31, 2020, a total of 320 HCC patients who underwent surgical resection at the Third People′s Hospital of Nantong were included. The distribution of CD163 labeled and PD-L1 CD163 double-labeled M2 TAM in HCC tissues was detected by immunohistochemistry, and the cell density was calculated. The cell density> the average cell density (112/mm 2) was judged as high-density, the cell density≤ the average cell density was judged as low-density. The correlation between CD163 positive and PD-L1 CD163 double positive M2 TAM density and the clinical pathological characteristics of HCC and its impact on prognosis were analyzed. Chi-square test was used to analyze the correlation between M2 TAM expression and the clinical pathological characteristics of HCC. Kaplan-Meier method was used to draw survival curves, and log-rank test was used for inter group comparison. Univariate and multivariate Cox proportional hazards regression analysis was used to indentify the relevant factors affecting the prognosis of HCC. Results:TAM were mainly distributed in the tumor edge stroma and tumor sinusoids, CD163 positive M2 TAM were the main macrophage subtype. PD-L1 expression was observed in CD163 positive M2 TAM in HCC tissues, and PD-L1 positive M2 TAM were mainly distributed in the tumor edge stroma. The rate of high-density CD163 positive M2 TAM in HCC tissues was 44.4% (142/320). High-density CD163 positive M2 TAM was correlated with histological grade, TNM stage, and PD-L1 expression on tumor infiltrating immune cells in HCC tissues ( χ2=4.65, 6.72 and 42.19, P=0.031, =0.011 and <0.001). High-density PD-L1 and CD163 double positive M2 TAM in HCC tissues was correlated with microvascular invasion and TNM stage ( χ2=11.96 and 8.74, P=0.001 and 0.004). The median disease-free survival (DFS) time and overall survival (OS) time of patients with high-density CD163 positive M2 TAM were 21 and 36 months, respectively, which were lower than those of patients with low-density CD163 positive M2 TAM (50 and 103 months, respectively); the median DFS time and OS time of patients with high-density PD-L1 CD163 double-positive M2 TAM were 12 and 15 months, respectively, which were lower than those of patients with low-density PD-L1 CD163 double-positive M2 TAM (28 and 45 months, respectively), and the differences were statistically significant (all log-rank tests, all P<0.001). The results of multivariate Cox proportional hazards regression analysis showed that high-density CD163 positive M2 TAM, microvascular invasion and high TNM stage were independent risk factors for evaluating DFS and OS of patients with HCC (DFS time: HR=2.408 (95% confidence interval (95% CI) 1.778 to 3.261), 2.603 (95% CI 1.860 to 3.641), 4.032 (95% CI 2.833 to 5.747), all P<0.001. OS time: HR=2.007 (95% CI 1.457 to 2.764), 4.144 (95% CI 2.881 to 5.960), 4.292 (95% CI 2.915 to 6.329), all P<0.001). Conclusions:High-density of CD163 positive M2 TAM in HCC tissues indicates high malignancy and poor prognosis, and it is an independent prognostic risk factor. The expression of PD-L1 in M2 TAM suggests stronger tumor aggressiveness and worse prognosis in HCC.

As one of the standard electrophysiological signals in the human body, the photoplethysmography contains detailed information about the blood microcirculation and has been commonly used in various medical scenarios, where the accurate detection of the pulse waveform and quantification of its morphological characteristics are essential steps. In this paper, a modular pulse wave preprocessing and analysis system is developed based on the principles of design patterns. The system designs each part of the preprocessing and analysis process as independent functional modules to be compatible and reusable. In addition, the detection process of the pulse waveform is improved, and a new waveform detection algorithm composed of screening-checking-deciding is proposed. It is verified that the algorithm has a practical design for each module, high accuracy of waveform recognition and high anti-interference capability. The modular pulse wave preprocessing and analysis software system developed in this paper can meet the individual preprocessing requirements for various pulse wave application studies under different platforms. The proposed novel algorithm with high accuracy also provides a new idea for the pulse wave analysis process.
Humans ; Systems Analysis ; Algorithms ; Software ; Heart Rate ; Microcirculation