1.In Vitro Anti-psoriatic Effect of Kangfuxin Liquid via Inhibiting Cell Proliferation and Migration Ability and Blocking JAK3/STAT3 Signaling Pathway
Shuai LI ; Xuan LIU ; Wenyan TANG ; Zhenqi WU ; Chunhui CHEN ; Dadan QIU ; Yi XU ; Chenggui ZHANG ; Jianquan ZHU ; Jiali ZHU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):123-133
ObjectiveThis paper aims to explore the in vitro anti-psoriasis activity and potential mechanism of Kangfuxin liquid (KFX liquid), providing experimental evidence for the anti-psoriasis effect of KFX liquid. MethodsFirstly, the uninduced human immortalized keratinocyte cells (HaCaT cells) were divided into seven groups, namely the control group and KFX liquid groups with different doses (5, 10, 20, 40, 80, 160 g·L-1). After being treated with different concentrations of KFX liquid, the effect of KFX liquid on the normal cell proliferation was detected by using the cell counting kit-8 (CCK-8) method. Secondly, the uninduced HaCaT cells were divided into six groups, namely the control group and recombinant human interleukin-7A (rh-IL-7A) groups with different doses (5, 10, 50, 100, 120 g·L-1). After being treated with different concentrations of recombinant human interleukin-17A (rh IL-17A) liquid, the effect of rh IL-17A on cell proliferation was detected. The optimal induction concentration was screened. Then, normal HaCaT cells were divided into a control group and KFX liquid groups with different doses (5, 10, 20, 40, 80, 160 g·L-1). Except for the control group, the other groups established psoriasis cell models with the optimal induction concentration of rh IL-17A. After being treated with different concentrations of KFX liquid, the effects of KFX liquid on the psoriasis-like HaCaT cell proliferation were investigated. Finally, the uninduced HaCaT cells were divided into six groups, namely the control group, rh IL-17A group, methotrexate (MTX) group, and KFX liquid groups with different doses (20, 40, 80 g·L-1). Except for the control group, the other groups used the optimal induction concentration of rh IL-17A to establish psoriasis cell models. After being treated with different drugs, the cell migration levels were detected through scratch assays, and real-time quantitative polymerase chain reaction (Real-time PCR) was used to detect the relative mRNA expression levels of Ki-67 antigen (Ki67), S100 calcium-binding protein A7 (S100A7), S100 calcium-binding protein A8 (S100A8), and S100 calcium-binding protein A9 (S100A9), thereby comprehensively evaluating the in vitro anti-psoriasis activity of KFX liquid. By detecting the relative mRNA expression levels of interleukin-1β (IL-1β), interleukin-6 (IL-6), and chemokine-20 (CXCL-20) inflammatory-related factors in psoriasis-like HaCaT cells and the protein expression levels of Janus kinase 3 (JAK3), phosphorylated Janus kinase 3 (p-JAK3), signal transducer and activator of transcription 3 (STAT3), and phosphorylated signal transducer and activator of transcription 3 (p-STAT3), the mechanism was explored. ResultsCompared with that of control group, when treated with 80 g·L-1 KFX liquid for 72 h (P<0.05) and at different times with 160 g·L-1 KFX liquid, the HaCaT cell proliferation activity was significantly affected (P<0.01), while the other concentrations of KFX liquid had no significant differences in cell morphology and cell proliferation activity at different times, indicating that the KFX liquid is relatively safe for HaCaT cells and has no obvious toxic side effects. Compared with that of control group, when treated with different concentrations of rh IL-17A for 24 h, the HaCaT cell proliferation activity was significantly enhanced, and the cell activity was the strongest when the concentration was 100 μg·L-1 (P<0.05), with a density close to 100% and intact cell morphology, indicating that 100 μg·L-1 is the optimal concentration for inducing HaCaT cell proliferation. The results of the KFX liquid treatment on rh IL-17A-induced psoriasis-like cells show that the KFX liquid not only effectively inhibits the rh IL-17A-induced psoriasis-like HaCaT cell proliferation activity (P<0.01), but also significantly reduces the migration ability of rh IL-17A-induced psoriasis-like HaCaT cells (P<0.01), and the relative mRNA expression levels of Ki67, S100A7, S100A8, and S100A9 (P<0.01). Moreover, the KFX liquid can significantly reduce the relative mRNA expression levels of IL-1β, IL-6, and CXCL-20 in rh IL-17A-induced psoriasis-like cells (P<0.01), and significantly inhibit the phosphorylation levels of JAK3 and STAT3 proteins (P<0.05, P<0.01). ConclusionThe KFX liquid has no obvious toxicity to uninduced HaCaT cells. It can inhibit rh IL-17A-induced psoriasis-like HaCaT cell proliferation, reduce the cell migration ability, and has good in vitro anti-psoriasis activity. Its action mechanism may be related to downregulating the expression levels of inflammation-related cytokines in the JAK3/STAT3 signaling pathway and inhibiting the phosphorylation levels of JAK3 and STAT3 proteins.
2.In Vitro Anti-psoriatic Effect of Kangfuxin Liquid via Inhibiting Cell Proliferation and Migration Ability and Blocking JAK3/STAT3 Signaling Pathway
Shuai LI ; Xuan LIU ; Wenyan TANG ; Zhenqi WU ; Chunhui CHEN ; Dadan QIU ; Yi XU ; Chenggui ZHANG ; Jianquan ZHU ; Jiali ZHU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):123-133
ObjectiveThis paper aims to explore the in vitro anti-psoriasis activity and potential mechanism of Kangfuxin liquid (KFX liquid), providing experimental evidence for the anti-psoriasis effect of KFX liquid. MethodsFirstly, the uninduced human immortalized keratinocyte cells (HaCaT cells) were divided into seven groups, namely the control group and KFX liquid groups with different doses (5, 10, 20, 40, 80, 160 g·L-1). After being treated with different concentrations of KFX liquid, the effect of KFX liquid on the normal cell proliferation was detected by using the cell counting kit-8 (CCK-8) method. Secondly, the uninduced HaCaT cells were divided into six groups, namely the control group and recombinant human interleukin-7A (rh-IL-7A) groups with different doses (5, 10, 50, 100, 120 g·L-1). After being treated with different concentrations of recombinant human interleukin-17A (rh IL-17A) liquid, the effect of rh IL-17A on cell proliferation was detected. The optimal induction concentration was screened. Then, normal HaCaT cells were divided into a control group and KFX liquid groups with different doses (5, 10, 20, 40, 80, 160 g·L-1). Except for the control group, the other groups established psoriasis cell models with the optimal induction concentration of rh IL-17A. After being treated with different concentrations of KFX liquid, the effects of KFX liquid on the psoriasis-like HaCaT cell proliferation were investigated. Finally, the uninduced HaCaT cells were divided into six groups, namely the control group, rh IL-17A group, methotrexate (MTX) group, and KFX liquid groups with different doses (20, 40, 80 g·L-1). Except for the control group, the other groups used the optimal induction concentration of rh IL-17A to establish psoriasis cell models. After being treated with different drugs, the cell migration levels were detected through scratch assays, and real-time quantitative polymerase chain reaction (Real-time PCR) was used to detect the relative mRNA expression levels of Ki-67 antigen (Ki67), S100 calcium-binding protein A7 (S100A7), S100 calcium-binding protein A8 (S100A8), and S100 calcium-binding protein A9 (S100A9), thereby comprehensively evaluating the in vitro anti-psoriasis activity of KFX liquid. By detecting the relative mRNA expression levels of interleukin-1β (IL-1β), interleukin-6 (IL-6), and chemokine-20 (CXCL-20) inflammatory-related factors in psoriasis-like HaCaT cells and the protein expression levels of Janus kinase 3 (JAK3), phosphorylated Janus kinase 3 (p-JAK3), signal transducer and activator of transcription 3 (STAT3), and phosphorylated signal transducer and activator of transcription 3 (p-STAT3), the mechanism was explored. ResultsCompared with that of control group, when treated with 80 g·L-1 KFX liquid for 72 h (P<0.05) and at different times with 160 g·L-1 KFX liquid, the HaCaT cell proliferation activity was significantly affected (P<0.01), while the other concentrations of KFX liquid had no significant differences in cell morphology and cell proliferation activity at different times, indicating that the KFX liquid is relatively safe for HaCaT cells and has no obvious toxic side effects. Compared with that of control group, when treated with different concentrations of rh IL-17A for 24 h, the HaCaT cell proliferation activity was significantly enhanced, and the cell activity was the strongest when the concentration was 100 μg·L-1 (P<0.05), with a density close to 100% and intact cell morphology, indicating that 100 μg·L-1 is the optimal concentration for inducing HaCaT cell proliferation. The results of the KFX liquid treatment on rh IL-17A-induced psoriasis-like cells show that the KFX liquid not only effectively inhibits the rh IL-17A-induced psoriasis-like HaCaT cell proliferation activity (P<0.01), but also significantly reduces the migration ability of rh IL-17A-induced psoriasis-like HaCaT cells (P<0.01), and the relative mRNA expression levels of Ki67, S100A7, S100A8, and S100A9 (P<0.01). Moreover, the KFX liquid can significantly reduce the relative mRNA expression levels of IL-1β, IL-6, and CXCL-20 in rh IL-17A-induced psoriasis-like cells (P<0.01), and significantly inhibit the phosphorylation levels of JAK3 and STAT3 proteins (P<0.05, P<0.01). ConclusionThe KFX liquid has no obvious toxicity to uninduced HaCaT cells. It can inhibit rh IL-17A-induced psoriasis-like HaCaT cell proliferation, reduce the cell migration ability, and has good in vitro anti-psoriasis activity. Its action mechanism may be related to downregulating the expression levels of inflammation-related cytokines in the JAK3/STAT3 signaling pathway and inhibiting the phosphorylation levels of JAK3 and STAT3 proteins.
3.Acupuncture Treatment Strategies for Crohn's Disease Based on the Principle of "Shaoyang as the Pivot"
Chunhui BAO ; Jin HUANG ; Xinyi ZHU ; Zhou HAO ; Luyi WU ; Huirong LIU ; Huangan WU
Journal of Traditional Chinese Medicine 2025;66(10):1017-1022
The shaoyang meridian is an important pivot between the internal organs and meridians system, with the functions of regulating qi and blood, balancing yin and yang, and coordinating the ascending and descending movement of qi. Dysfunction of the shaoyang pivot can lead to spleen and kidney deficiency, impaired liver and gallbladder qi regulation, and stagnation of qi and blood. It is believed that the onset and progression of Crohn's disease are closely related to shaoyang pivot dysfunction, with the core pathogenesis characterized by shaoyang disharmony, spleen deficiency, dampness retention, and blood stasis. Based on this understanding, the treatment principle centers on harmonizing the shaoyang pivot, supplemented by methods such as warming and nourishing the spleen and stomach, tonifying shaoyang, and soothing the liver and benefiting the gallbladder. Acupuncture is employed to target key acupoints along the shaoyang meridian to restore its regulatory functions, improve spleen and stomach transformation and transportation, facilitate liver and gallbladder qi flow, and promote the circulation of qi and blood. This provides a practical therapeutic approach for acupuncture-based treatment of Crohn's disease.
4.Comparison of Femoral Neck System and Cannulated Compression Screw in the Treatment of Pauwels Type Ⅲ Femoral Neck Fractures in Young and Middle-aged Patients
Chunhui ZHU ; Gang LIU ; Wei CHEN
Chinese Journal of Minimally Invasive Surgery 2024;24(9):610-616
Objective To compare the clinical efficacy of the femoral neck system(FNS)and cannulated compression screw(CCS)in the treatment of Pauwels type Ⅲ femoral neck fractures in young and middle-aged patients.Methods We retrospectively studied 103 clinical cases of young and middle-aged patients with Pauwels type Ⅲ femoral neck fractures who were treated with internal fixation surgery between January 2019 and August 2022.According to different surgical methods,they were divided into FNS group(54 cases)and CCS group(49 cases).The intraoperative bleeding volume,operation time,quality of fracture reduction(Garden alignment index),bone healing time,postoperative weight-bearing time,postoperative complications,shortening length of femoral neck,change of femoral neck-shaft angle(difference between immediately after operation and at the last follow-up),and Harris hip score were compared between the two groups.Results Compared to the CCS group,the FNS group had significantly shorter operation time[(46.7±12.3)min vs.(69.7±14.1)min,t=-8.840,P=0.000],reduced postoperative weight-bearing time[(11.5±2.7)weeks vs.(15.7±3.2)weeks,t=-7.124,P=0.000],shorter fracture healing time[(3.7±0.8)months vs.(4.3±0.9)months,t=-3.625,P=0.001],and significantly lower incidence of complications[1.8%(1/54)vs.14.3%(7/49),x2=3.944,P=0.047].The FNS group also demonstrated significantly higher Harris hip scores at 3 months[(84.5±3.9)points vs.(82.7±4.4)points,t=2.212,P=0.029],6 months[(91.4±4.4)points vs.(89.7±4.0)points,t=2.119,P=0.037],and 1 year[(96.0±2.8)points vs.(94.8±3.1)points,t=2.029,P=0.045]postoperatively compared to the CCS group.At the last follow-up,the FNS group showed significantly shorter femoral neck shortening[(4.6±2.8)mm vs.(5.9±3.3)mm,t=2.165,P=0.033]compared to the CCS group.Conclusions Compared to CCS,FNS shows better efficacy in the internal fixation of Pauwels type Ⅲ femoral neck fractures with a shorter bone healing time.With the application of FNS,the rehabilitation of the hip joint is promoted,and the hip joint function is effectively improved,as well as the incidence of postoperative complications is reduced.
5.Effects of remimazolam combined with esketamine on anaesthetic effect and mental symptom in pu-erperae undergoing cesarean section
Xianhong SHAO ; Bolang ZHU ; Chunhui WANG ; Jun CHANG ; Yuanhai LI
The Journal of Clinical Anesthesiology 2024;40(7):719-722
Objective To investigate the effect of remimazolam combined with esmketamine adjuvant medicines on anaesthetic effect and mental symptom in puerperae undergoing cesarean section.Methods Ninety-six full-term puerperae during cesarean section under combined spinal-epidural anesthe-sia,aged 24-38 years,BMI 24-35 kg/m2,ASA physical status Ⅰ or Ⅱ.All the puerperae were divided into three groups using random number table:remimazolam combined with esketamine group(group RK),esketamine group(group K),and control group(group C),32 puerperae in each group.After the delivery of the fetus,puerperae in group RK were given intravenous injection of remimazolam 0.1 mg/kg,and then intravenous pumping of estaketamine 0.25 mg/kg which was diluted to 20 ml with normal saline(finished in 30 minutes),puerperae in group K were given intravenous pumping of estaketamine 0.25 mg/kg which was diluted to 20 ml with normal saline(finished in 30 minutes),puerperae in group C were given the same dose of normal saline.All puerperae were given PCIA after operation.The anesthetic effect from the fetus de-livery to the end of operation were recorded(grade Ⅰ,no pain;grade Ⅱ,slight pain;grade Ⅲ,with sig-nificant pain).The adverse reactions such as hypertension,tachycardia,and mental symptoms(nystagmus,dizziness,nightmares and hallucinations)during surgery were recorded.The score of Edinburgh postpartum depression scale(EPDS)and incidence of postpartum depression(PPD)at 1 week and 4 weeks after sur-gery were recorded.Results Compared with group C,the proportion of grade Ⅰ anesthetic effect in groups,RK and K was significantly increased,and the proportion of grade Ⅲ anesthetic effect was signifi-cantly decreased(P<0.05),the EPDS score and the incidence of PPD were significantly decreased at 1 week and 4 weeks after surgery(P<0.05).Compared with group K,the incidence of mental symptoms during surgery in group RK was significantly decreased(P<0.05),EPDS score was significantly decreased at 1 week and 4 weeks after surgery(P<0.05).There were no significant differences in the in-cidences of hypertension,tachycardia between the three groups.Conclusion Remimazolam combined with esketamine for cesarean section can improve the anesthetic effect during surgery,reduce the incidence of in-traoperative mental sympton,decrease the postpartum EPDS score,optimize postpartum depression.
6.Clinical profiles of community-acquired Pseudomonas aeruginosa infections in children
Yue QIU ; Daojiong LIN ; Jianan XI ; Yi XU ; Qingwen SHAN ; Chunhui ZHU ; Yibing CHENG ; Fang WANG ; Yiping CHEN ; Mei ZENG
Chinese Journal of Pediatrics 2024;62(8):727-733
Objectives:To investigate clinical characteristics, outcomes and antimicrobial resistance of community-acquired Pseudomonas aeruginosa (CAPA) infections in Chinese pediatric patients. Methods:This retrospective study was conducted at 6 tertiary hospitals in China during January 2016 to December 2018. The clinical and microbiological data of CAPA infected hospitalized children in Hainan and in other regions were collected and compared, and the antimicrobial resistance patterns, clinical characteristics and antibiotic therapy were analyzed. Between different groups were compared using the Chi-square test and Mann-Whitney U test. Results:Among 91 patients, 63 cases were males, 28 cases were females, and 74 cases were from Hainan province, 17 cases were from other regians. The age of consultation was 22.5 (5.4, 44.0) months. Twenty-four cases (26%) had underlying diseases. Fever (79 cases (87%)) and cough (64 cases (70%)) were common initial symptoms. Other concomitant symptoms included wheezing 8 cases (9%), diarrhea 3 cases (3%) and vomiting 4 cases (4%). Twenty-eight cases (31%) had organ infections, including pneumonia 22 cases (24%), skin infection 5 cases (5%), meningitis, intra-abdominal infection and upper urinary tract infection each 1 case (1%). The resistance rate of CAPA isolates to cefepime (4% (4/90)), amikacin (1% (1/90)), ciprofloxacin (2% (2/90)) and levofloxacin (1% (1/89)) was low, and to ceftazidime, piperacillin, piperacillin-azobactam, carbapenem was 12% (11/90), 3/16, 18% (10/56) and 6% (5/90), respectively. Antimicrobial combination therapy accounted for 52% (47/91) of empirical therapy and 59% (52/88) of definite therapy. Two cases (2%) were hopeless discharged, and 3 cases (3%) died during hospitalization. The worse prognosis of CAPA infection is significantly different among children in other regions and in Hainan (4/17 vs. 1% (1/74), χ2=9.74, P<0.05). Conclusions:The invasive CAPA-infection has regional difference in incidence and prognosis in China. Clinical symptoms and signs are non-specific. CAPA strains isolated from pediatric patients display low level of resistance to most of the common antipseudomonal antibiotics. The proportion of poor prognostic outcome is lower in Hainan than in other regions.
7.A rapid tigecycline and polymyxin B susceptibility test for Klebsiella pneumoniae using direct⁃on⁃target micro⁃droplet growth assay
Zhaoxin Xia ; Wensu Yang ; Yi Zhu ; Xinyi Hu ; Chunhui Lin ; Tong Jiang ; Jilu Shen
Acta Universitatis Medicinalis Anhui 2023;58(5):859-862
Objective:
To explore the direct⁃on⁃target micro⁃droplet growth assay (DOT⁃MGA) for rapid detection of the susceptibility of tigecycline and polymyxin.
Methods:
A total of 67 strains of Klebsiella pneumoniae were collected for DOT⁃MGA. 6 μl droplets with or without tigecycline or polymyxin (The final drug concentration is 2 μg/ml) were added in triplicate into the wells of the MALDI plate with four incubation time points (3 h ,4 h ,6 h , and 8 h) . The results were classified as susceptible (score < 1. 7) and non⁃susceptible (score≥1 . 7) according to the Bruker Biotype software
Results:
After incubation for 4 h , the growth efficiency, specificity and positive predictive value of tigecycline and polymyxin were both 100. 00% . The classification consistency rate was 98. 15% and 96. 15% , the sensitivity was 96. 30% and 92. 31% , and the negative predictive value was 96. 45% and 92. 86% ,
respectively.
Conclusion
DOT⁃MGA can provide rapid and reliable drug susceptibility diagnosis of tigecycline and polymyxin ,which is of great significance for the clinical anti⁃infective treatment.
8.A systematic survey of LU domain-containing proteins reveals a novel human gene, LY6A, which encodes the candidate ortholog of mouse Ly-6A/Sca-1 and is aberrantly expressed in pituitary tumors.
Dan LIU ; Chunhui XU ; Yanting LIU ; Wen OUYANG ; Shaojian LIN ; Aining XU ; Yuanliang ZHANG ; Yinyin XIE ; Qiuhua HUANG ; Weili ZHAO ; Zhu CHEN ; Lan WANG ; Saijuan CHEN ; Jinyan HUANG ; Zhe Bao WU ; Xiaojian SUN
Frontiers of Medicine 2023;17(3):458-475
The Ly-6 and uPAR (LU) domain-containing proteins represent a large family of cell-surface markers. In particular, mouse Ly-6A/Sca-1 is a widely used marker for various stem cells; however, its human ortholog is missing. In this study, based on a systematic survey and comparative genomic study of mouse and human LU domain-containing proteins, we identified a previously unannotated human gene encoding the candidate ortholog of mouse Ly-6A/Sca-1. This gene, hereby named LY6A, reversely overlaps with a lncRNA gene in the majority of exonic sequences. We found that LY6A is aberrantly expressed in pituitary tumors, but not in normal pituitary tissues, and may contribute to tumorigenesis. Similar to mouse Ly-6A/Sca-1, human LY6A is also upregulated by interferon, suggesting a conserved transcriptional regulatory mechanism between humans and mice. We cloned the full-length LY6A cDNA, whose encoded protein sequence, domain architecture, and exon-intron structures are all well conserved with mouse Ly-6A/Sca-1. Ectopic expression of the LY6A protein in cells demonstrates that it acts the same as mouse Ly-6A/Sca-1 in their processing and glycosylphosphatidylinositol anchoring to the cell membrane. Collectively, these studies unveil a novel human gene encoding a candidate biomarker and provide an interesting model gene for studying gene regulatory and evolutionary mechanisms.
Humans
;
Membrane Proteins/genetics*
;
Pituitary Neoplasms/genetics*
;
Biomarkers
9.Regularity of ventilator-associated pneumonia induced by three common pathogens.
Li LU ; Chunhui YANG ; Hangli ZHU ; Keyuan SUN ; Lingzhi LIU ; Shaoyan DUAN ; Jianguo TANG
Chinese Critical Care Medicine 2023;35(5):482-486
OBJECTIVE:
To investigate the incidence and infection regularity of ventilator-associated pneumonia (VAP) in patients undergoing tracheal intubation and to provide reference for the prevention and treatment of VAP infection in the future.
METHODS:
A retrospective study was conducted to collect the microbial data of airway secretion cultures from 72 patients with endotracheal intubation admitted to the emergency ward of Shanghai Fifth People's Hospital from May 2020 to February 2021, and the species of microorganisms and intubation time were statistically analyzed.
RESULTS:
Among 72 patients with endotracheal intubation, males were more than females (58.33% vs. 41.67%); Patients over 60 years old accounted for 90.28%; pneumonia was the main primary disease, accounting for 58.33%. Pathogenic tests showed that: (1) 72 patients were infected with Acinetobacter baumannii (AB), Klebsiella pneumoniae (KP), and Pseudomonas aeruginosa (PA) 48 hours after intubation, 51.39% (37/72), 27.78% (20/72), and 26.39% (19/72), respectively. The infection rate of AB was significantly higher than that of KP and PA. Within 48 hours of intubation, the infection rates of AB, KP, and PA were 20.83% (15/72), 13.89% (10/72), and 4.17% (3/72), respectively. Of the 42 patients with primary pneumonia, 61.90% (26/42) were infected with one or more of the three pathogenic bacteria AB, KP, and PA 48 hours after intubation, indicating a change in the etiology of the pathogenic bacteria, with the main pathogenic bacteria transitioning from other pathogenic bacteria to AB, KP, and PA. (2) AB, KP, and PA were prone to cause late onset VAP (i.e., intubation ≥ 5 days). Respectively, among VAP patients infected with AB, late onset VAP accounted for 59.46% (22/37). Among patients infected with KP, 75.00% (15/20) had late onset VAP. Among patients infected with PA, late onset VAP accounted for 94.74% (18/19), indicating a higher proportion of late onset VAP caused by PA and KP. (3) Infection was closely related to intubation time, and the pipeline can be replaced according to the peak period of infection. AB and KP infections peaked within 4 days after intubation, reaching 57.69% (30/52) and 50.00% (15/30), respectively. It is recommended to replace the tubes or undergo sensitive antimicrobial therapy around 3-4 days after starting the machine. The proportion of PA infection after 7 days of intubation was 72.73% (16/22), and it was considered to replace the pipeline after 7 days. (4) Most of the three pathogenic bacteria, AB, KP, and PA were carbapenem resistant pathogens with multiple drug resistance. Except for PA, the infection rate of carbapenem resistant bacteria (CRAB, CRKP) was significantly higher than that of non-carbapenem resistant bacteria (AB, KP), accounting for 86.54% (45/52) and 66.67% (20/30) of the corresponding infection cases, respectively, while CRPA only accounts for 18.18% (4/22).
CONCLUSIONS
The main differences in VAP infection caused by AB, KP, and PA pathogens are infection time, infection probability, and carbapenem resistance. Targeted prevention and treatment measures can be implemented for patients with intubation.
Female
;
Male
;
Humans
;
Middle Aged
;
Pneumonia, Ventilator-Associated
;
Retrospective Studies
;
China
;
Intubation, Intratracheal
;
Acinetobacter baumannii
;
Klebsiella pneumoniae
10.Construction of a classification model for image subtypes based on the radiomics features of patients with dermatomyositis/polymyositis-related interstitial lung disease for machine learning
Chunhui LI ; Liyu HE ; Jingping ZHANG ; Tingting HAN ; Bingjie ZHU ; Youmin GUO ; Chenwang JIN
Chinese Journal of Rheumatology 2023;27(8):521-526,C8-2
Objective:To investigate the feasibility of classifying imaging patterns of dermatomyositis/polymyositis-related interstitial lung disease (DM/PM-ILD) into subtypes based on chest CT radiomics features and a model was constructed by machine learning algorithms.Methods:From November 2011 to November 2020, 107 patients diagnosed with PM/DM-ILD at the First Affiliated Hospital of Xi′an Jiaotong University were retrospectively analyzed. A total of 315 cases with chest CT were collected. Doctors pre-classified image patterns, including 105 cases with non-specific interstitial pneumonia (NSIP), 90 cases with organizing pneumonia (OP), and 66 cases with non-specific interstitial pneumonia combined with organizing pneumonia (NSIP+OP), 35 cases with common interstitial pneumonia (UIP), and 19 cases with diffuse alveolar damage (DAD), ANOVA was used to test the difference of baseline clinical information among the imaging classification groups. All images were divided into the training set and the est set by stratified random sampling at a ratio of 4∶1. In each CT scan, 3D slicer was used to segment each lung lobe, and then reconstructed into 3 mm 3 of voxels, and Pyradiomics library was used to extract the radiomic features of the whole lung and each lobe. The multi-classification goal was achieved by constructing random forest base classifiers for each of the five groups and then voting as the final model. In the process of constructing the base classifier, firstly, the balance between sample groups was achieved by SMOTETomek comprehensive sampling, and the optimal feature set was selected by independent sample t test and L1 regularized least absolute shrinkage and selection operator (LASSO) regression. In this study, the Radiomics model was constructed based on chest CT radiomics features, and the Radiomics + model was constructed by introducing gender and age information. The base classifier and the integration model use the mean accuracy and the area under the receiver operator characteristics analysis curve (AUC) to evaluate the performance, respectively. Results:There was a statistically significant difference ( P<0.05) between the ages of the NSIP, OP, NSIP+OP, UIP, and DAD groups [(57±13),(53±8),(54±10),(44±11), and (46±8)years old, respectively], F=11.82, P<0.001. In the Radiomics model, for each group of NSIP, OP, NSIP+OP, UIP, and DAD, the AUCs of the training set were 0.87, 0.91, 0.91, 0.96, and 0.99, respectively, and the AUC of the test set were 0.81, 0.82, 0.79, 0.93, 0.89. In the final Radiomics + model, for each group of NSIP, OP, NSIP+OP, UIP, and DAD, the AUCs of the training set were 0.89, 0.91, 0.92, 0.97, and 0.99, respectively, and the AUCs of the test set were 0.84, 0.82, 0.78, 0.94, 0.90. Conclusion:Based on chest CT radiomics features and key clinical features (sex, age), the Radiomics + model constructed by machine learning has good classification performance for the imaging patterns of PM/DM-LD.


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