1.Comparison of multiple machine learning models for predicting the survival of recipients after lung transplantation
Lingzhi SHI ; Yaling LIU ; Haoji YAN ; Zengwei YU ; Senlin HOU ; Mingzhao LIU ; Hang YANG ; Bo WU ; Dong TIAN ; Jingyu CHEN
Organ Transplantation 2025;16(2):264-271
Objective To compare the performance and efficacy of prognostic models constructed by different machine learning algorithms in predicting the survival period of lung transplantation (LTx) recipients. Methods Data from 483 recipients who underwent LTx were retrospectively collected. All recipients were divided into a training set and a validation set at a ratio of 7:3. The 24 collected variables were screened based on variable importance (VIMP). Prognostic models were constructed using random survival forest (RSF) and extreme gradient boosting tree (XGBoost). The performance of the models was evaluated using the integrated area under the curve (iAUC) and time-dependent area under the curve (tAUC). Results There were no significant statistical differences in the variables between the training set and the validation set. The top 15 variables ranked by VIMP were used for modeling and the length of stay in the intensive care unit (ICU) was determined as the most important factor. Compared with the XGBoost model, the RSF model demonstrated better performance in predicting the survival period of recipients (iAUC 0.773 vs. 0.723). The RSF model also showed better performance in predicting the 6-month survival period (tAUC 6 months 0.884 vs. 0.809, P = 0.009) and 1-year survival period (tAUC 1 year 0.896 vs. 0.825, P = 0.013) of recipients. Based on the prediction cut-off values of the two algorithms, LTx recipients were divided into high-risk and low-risk groups. The survival analysis results of both models showed that the survival rate of recipients in the high-risk group was significantly lower than that in the low-risk group (P<0.001). Conclusions Compared with XGBoost, the machine learning prognostic model developed based on the RSF algorithm may preferably predict the survival period of LTx recipients.
2.Influencing factors of survival of patients with airway stenosis requiring clinical interventions after lung transplantation
Lingzhi SHI ; Heng HUANG ; Mingzhao LIU ; Hang YANG ; Bo WU ; Jin ZHAO ; Haoji YAN ; Yujie ZUO ; Xinyue ZHANG ; Linxi LIU ; Dong TIAN ; Jingyu CHEN
Organ Transplantation 2024;15(2):236-243
Objective To analyze the influencing factors of survival of patients with airway stenosis requiring clinical interventions after lung transplantation. Methods Clinical data of 66 patients with airway stenosis requiring clinical interventions after lung transplantation were retrospectively analyzed. Univariate and multivariate Cox’s regression models were adopted to analyze the influencing factors of survival of all patients with airway stenosis and those with early airway stenosis. Kaplan-Meier method was used to calculate the overall survival and delineate the survival curve. Results For 66 patients with airway stenosis, the median airway stenosis-free time was 72 (52,102) d, 27% (18/66) for central airway stenosis and 73% (48/66) for distal airway stenosis. Postoperative mechanical ventilation time [hazard ratio (HR) 1.037, 95% confidence interval (CI) 1.005-1.070, P=0.024] and type of surgery (HR 0.400, 95%CI 0.177-0.903, P=0.027) were correlated with the survival of patients with airway stenosis after lung transplantation. The longer the postoperative mechanical ventilation time, the higher the risk of mortality of the recipients. The overall survival of airway stenosis recipients undergoing bilateral lung transplantation was better than that of their counterparts after single lung transplantation. Subgroup analysis showed that grade 3 primary graft dysfunction (PGD) (HR 4.577, 95%CI 1.439-14.555, P=0.010) and immunosuppressive drugs (HR 0.079, 95%CI 0.022-0.287, P<0.001) were associated with the survival of patients with early airway stenosis after lung transplantation. The overall survival of patients with early airway stenosis after lung transplantation without grade 3 PGD was better compared with that of those with grade 3 PGD. The overall survival of patients with early airway stenosis after lung transplantation treated with tacrolimus was superior to that of their counterparts treated with cyclosporine. Conclusions Long postoperative mechanical ventilation time, single lung transplantation, grade 3 PGD and use of cyclosporine may affect the survival of patients with airway stenosis after lung transplantation.
3.Latest research progress in airway stenosis after lung transplantation
Yujie ZUO ; Menggen LIU ; Jiaxin WAN ; Yuxuan CHEN ; Wenlong HU ; Junjie ZHANG ; Yuyang MAO ; Jing CHEN ; Ailing ZHONG ; Lingzhi SHI ; Bo WU ; Chunrong JU ; Dong TIAN
Organ Transplantation 2024;15(3):474-478
With the optimization of surgical technologies and postoperative management regimens, the number of lung transplantation has been significantly increased, which has become an important treatment for patients with end-stage lung disease. However, due to the impact of comprehensive factors, such as bronchial ischemia and immunosuppression, the incidence of airway stenosis after lung transplantation is relatively high, which severely affects postoperative survival and quality of life of lung transplant recipients. In recent years, with the improvement of perioperative management, organ preservation and surgical technologies, the incidence of airway stenosis after lung transplantation has been declined, but it remains at a high level. Early diagnosis and timely intervention play a significant role in enhancing clinical prognosis of patients with airway stenosis. In this article, the general conditions, diagnosis, treatment and prevention of airway stenosis after lung transplantation were reviewed, aiming to provide reference for comprehensive management of airway stenosis after lung transplantation and improving clinical prognosis of lung transplant recipients.
4.Multidimensional value analysis of standardized and graded pharmaceutical services in hospitalized patients with chronic airway diseases
Yufei LIAN ; Xuejia QIU ; Jingnan YANG ; Lingzhi FANG ; Yupeng YANG ; Hongtao LIU ; Zhanjun DONG
China Pharmacy 2024;35(19):2404-2410
OBJECTIVE To provide reference for constructing scientific and reasonable pharmaceutical service mode for hospitalized patients with chronic airway diseases. METHODS From October 2023 to March 2024, 250 patients with chronic obstructive pulmonary disease and acute exacerbation of asthma who were hospitalized in the respiratory department of Hebei General Hospital and received pharmaceutical care (PC) were randomly divided into control group (125 cases) and observation group (125 cases). The control group received general pharmaceutical services throughout their hospitalization, while the observation group received standardized and graded pharmaceutical services throughout their hospitalization. The differences in clinical value indicators, humanistic value indicators, and quality management indicators were compared among different PC service models. RESULTS Among clinical value evaluation indicators, the observation group had better achievement rate of disease treatment goals, correct use score of inhalation devices, the incidence of adverse drug reactions, and the number of drug-related problems solved than the control group (P<0.05). Among the humanistic evaluation indicators, compared with the control group, the observation group had better medication compliance scores, pharmacist intervention success rates, and patient satisfaction scores (P<0.05). Among quality management evaluation indicators, the proportion of drug costs, the proportion of intravenous medication, the use rate of antibiotics, the intensity of antibiotic use, and the number of pharmaceutical services in the observation group were significantly better than the control group (P<0.05). CONCLUSIONS Standardized and graded pharmaceutical care services have improved the efficiency of pharmacists and service effectiveness, making it a new pharmaceutical service model worth promoting.
5.Network meta-analysis of first-line treatments for metastatic urothelial carcinoma
Xuejia QIU ; Bingnan REN ; Lingzhi FANG ; Yufei LIAN ; Yupei WU ; Zhanjun DONG
China Pharmacy 2024;35(22):2815-2821
OBJECTIVE To systematically evaluate the effectiveness of different treatment regimens as first-line treatment for metastatic urothelial carcinoma (UC) using a network meta-analysis (NMA) approach. METHODS Electronic databases including PubMed, the Cochrane Library, Embase, Wanfang Data, CNKI, and VIP were searched for randomized controlled clinical trials (RCTs) on first-line treatment for metastatic UC from January 1, 2010 to January 31, 2024. After literature screening and data extraction, a risk of bias assessment of included studies was conducted. R software (version 4.3.2) was used to perform the NMA. RESULTS A total of 11 RCTs involving 14 treatment interventions were included. No significant differences were noted in objective response rate among groups, with the combination of pembrolizumab, gemcitabine and cisplatin having the highest probability of ranking first. Regarding progression-free survival (PFS) and overall survival (OS), no significant differences were observed among groups, while enfortumab vedotin combined with pembrolizumab showed a trend towards better PFS extension compared to gemcitabine combined with cisplatin [HR=0.45, 95%CI(0.20,1.06), P=0.049], and it had the highest probability of ranking first in both PFS and OS. CONCLUSIONS The combination of enfortumab vedotin and pembrolizumab may have an advantage in prolonging survival in the first-line treatments for metastatic UC.
6.Effect of health education based on theory of planned behavior combined with stepped care model on patients with lung cancer undergoing chemotherapy
Ke YANG ; Lingzhi ZHANG ; Danyang LI ; Weihui JIA ; Hongxue CUI ; Fengyan DONG ; Xinfeng ZHOU ; Chonggao YIN
Chinese Journal of Practical Nursing 2022;38(35):2735-2741
Objective:To explore the effect of health education based on theory of planned behavior combined with stepped care model on negative emotion, psychological flexibility and quality of life in patients with lung cancer undergoing chemotherapy.Methods:From October 2020 to December 2021, 108 chemotherapy patients who underwent lung cancer surgery in Affiliated Hospital of Weifang Medical College and had anxiety or depression that scores was greater than 7 in any dimension of the Hospital Anxiety and Depression Scale (HADS) were selected as the study subjects. The study subjects were divided into observation group ( n=46) and control group ( n=48) by random digits table method. Routine care was implemented in the control group. The observation group implemented health education based on the theory of planned behavior combined with stepped care model intervention. The HADS scale was used every 4 weeks to assess negative emotion in both groups. In observation, patients with negative emotion relief stop the next stage of nursing intervention, and patients without relief continue the next stage of higher intensity nursing intervention. Results:Before the intervention, there were no significant difference in the scores of negative emotion, psychological flexibility and quality of life between the two groups ( P>0.05). After intervention, the scores of all dimensions of negative emotion and the total score in the observation group were significantly lower than those in the control group, and the differences had statistical significance ( t=4.86, 3.19 and 4.53, all P<0.05). After the intervention the scores of psychological flexibility and quality of life dimensions and the total score in the observation group were higher than those in the control group, the differences had statistical significance (t values were -6.01--2.89, all P<0.05). After the intervention, there was no significant difference in the remission rate of negative emotions between the clinical observation stage of the observation group and the concurrent control group ( P>0.05). The remission rates of guided self-help, problem-solving therapy, psychological or drug therapy and total negative emotions in the observation group were 38.46%(15/39), 33.33%(8/24), 6/16 and 78.26%(36/46), respectively, which were higher than those in the control group, and the differences had statistical significance ( χ2 values were 7.04 - 13.80, all P<0.05). Conclusions:Health education based on the theory of planned behavior combined with stepped care model can effectively alleviate the negative emotions of lung cancer patients undergoing chemotherapy and improve psychological flexibility and quality of life.
7.Anti-melanoma action of small molecular peptides derived from Brucea javanica (L.) Merr.globulin in vitro
Zhao YI ; Wang HUIYUN ; Yin YANYAN ; Shi HAOYU ; Wang DONG ; Shu FENGJUE ; Wang RONGCHUN ; Wang LINGZHI
Journal of Traditional Chinese Medical Sciences 2022;9(1):85-91
Objective:The morbidity of malignant melanoma keeps increasing annually.It has high risks of metastasis,drug resistance,and poor prognosis in clinics.Moreover,the available medicines used commonly,such as dacarbazine,temozolomide,the v-Raf murine sarcoma viral oncogene homolog B1(BRAF) inhibitor vemurafenib,and the programmed cell death protein 1 inhibitor pembrolizumab,have some limitations at some extent.Therefore,a more effective therapeutic strategy is still urgently necessary.Methods:In this study,Brucea javanica(L.)Merr.globulins were hydrolyzed with pepsin,then ultra-filtrated to collect small molecular peptides (≤3 kDa).The peptides were then analyzed by anti-proliferative assay,cell-cycle distribution,apoptosis assay,and in vitro wound-scratch assay.Finally,western blotting was conducted to elucidate the underlying anti-melanoma mechanism.Results:The small molecular peptide from B.javanica significantly inhibited malignant melanoma cell proliferation with the IC50 of 2.72 μg/mL for 72 h.Further analysis indicated that B.javanica peptides arrested cell cycle at the S and G2/M phases and induced apoptosis by upregulating p21,p53,Bax,caspase-3,and cleaved PARP while downregulating Bcl-2 expression.The inhibitory migration effects were also confirmed by wound-healing assay.Conclusion:The small molecular biopeptides from B.javanica may be a promising bioactive agent candidate for melanoma treatment.
8.Diagnosis and treatment progress on airway anastomotic stenosis after lung transplantation
Mingzhao LIU ; Lingzhi SHI ; Hang YANG ; Dong WEI ; Li FAN ; Bo WU ; Jingyu CHEN
Organ Transplantation 2021;12(5):533-
Lung transplantation is the only effective treatment of most end-stage lung diseases. Airway anastomotic complications are the main obstacles affecting the postoperative survival and quality of life of lung transplant recipients. Airway anastomotic stenosis is the most common airway anastomotic complication after lung transplantation. In recent years, improvements in the recipient selection, organ preservation, surgical techniques, postoperative intensive care management, immunosuppression, antifungal and endoscopic treatment have decreased the incidence of airway anastomotic stenosis and improved the surgical efficacy of lung transplantation and the survival of the recipients. In this article, the pathogenesis, risk factors, diagnosis and treatment of airway anastomotic stenosis after lung transplantation were reviewed, aiming to provide novel ideas for clinical research, diagnosis and treatment of airway anastomotic stenosis following lung transplantation.
9.Analysis of surveillance results for H5N6 subtype avian influenza virus from population and live poultry market environment in Changsha city, 2016-2018
Rusheng ZHANG ; Jingfang CHEN ; Zheng HUANG ; Dong YAO ; Wen YE ; Xiaolei LIU ; Lingzhi LI ; Xinhua OU ; Biancheng SUN
Chinese Journal of Experimental and Clinical Virology 2021;35(1):96-100
Objective:To carry out the monitoring of H5N6 subtype avian influenza virus (AIV) in the population infection and live poultry markets (LPMs) environmental pollution in Changsha city from 2016 to 2018. Laboratory data were provided to prevent human infection with H5N6 subtype AIV.Methods:A total of 6 909 throat swab specimens from the population and 1 719 environmental specimens from LPMs were collected in Changsha city from 2016 to 2018. The real-time RT-PCR method was used for the detection of influenza virus in type A, H5, H7, H9 and N6 subtypes. Eighty-two AIV nucleic acid-positive specimens were subjected to high-throughput nucleotide sequencing, and then BLAST similarity and amino acid (aa) key site analyses were performed on the sequencing results.Results:One H5N6 subtype AIV nucleic acid was detected from 6 909 population throat swab specimens, 927 (53.93%) positive specimens of A-type AIV nucleic acids and 193 (11.23%) positive specimens of both H5 and N6 subtypes were detected from 1 719 LPMs environmental specimens. Fourteen genomic sequences of H5N6 subtype AIV were obtained with high-throughput nucleotide sequencing, and aa key site analyses showed that there were 6 basic aa in 338-347 aa of viral HA protein-linked peptide, which was highly pathogenic to birds. Receptor binding site (RBS) 238-240 aa (corresponding to H3 type influenza virus 226-228 aa) is QSG or QRG, and the receptor is characterized by avian origin. The 290th resistance gene locus of NA protein did not show R290K mutation, and was sensitive to NA inhibitor (Duffy/osoterosine phosphate). The E627K and D701N(I) mutations in the viral PB2 protein indicate that the virus is pathogenic.Conclusions:Human infected with H5N6 subtype AIV in Changsha city is sporadic, and the H5N6 subtype AIV of LPMs is seriously polluted. It is necessary to further strengthen the AIV surveillance of LPMs.
10.Side chain carbon losssalidroside analogues (N04) protects EAhy926 human endothelial cells against hypoxia injury by regulating the expressions of HIF-1α-related factors
Jing BU ; Yongliang ZHANG ; Lingzhi LI ; Zhiheng WU ; Pei DONG ; Jianyu LI ; Yaxiao LI
Journal of Medical Postgraduates 2017;30(8):798-803
Objective Salidroside is a major active component of integripetal rhodiola herbal medicine, which has a significant activity against hypoxia and ischemia.This study was to investigate the effects of side chain carbon losssalidroside analogues (N04) on the expressions of HIF-1α-related factors in the hypoxia-injured EAhy926 human vascular endothelial cells.Methods EAhy926 human umbilical vein endothelial cells in the logarithmic growth phase were randomly divided into a normal control, a hypoxia model control, a salidroside, a high-dose N04, a medium-dose N04, and a low-dose N04 group.The hypoxia model was established by depriving the culture medium of sugar and serum and culturing the EAhy926 cells in an environment of 95%N2+5%CO2 for 2 hours, followed by intervention with salidroside at 1×10-6 mol/L and N04 at 1×10-6, 1×10-7, and 1×10-8 mol/L, respectively.Then, the activity of the cells was detected by MTT assay, their LDH activity examined by spectrophotometry, the mRNA expressions of HIF-1α and VEGF measured by RT-PCR, the protein expressions of HIF-1α, VEGF and pVHL determined by Western blot, and the activity of eNOS measured by ELISA.Results Compared with the normal control group, the hypoxia model cells showed significantly reduced activity (0.51±0.05 vs 0.27±0.02, P<0.01), an elevated LDH level ([6.65±1.43] vs [78.82±2.33] U/L, P<0.01), and decreased eNOS activity ([1.56±0.23] vs [1.16±0.20] U/100 mL, P<0.01).In comparison with the hypoxia model group, the cells treated with high-, medium-, and low-dose N04 exhibited remarkably increased activity (0.27±0.02 vs 0.0.42±0.05, 0.40±0.03 and 0.37±0.04, P<0.01), a reduced LDH level ([78.82±2.33] vs [53.05±3.90], [58.42±4.45] and [62.73±3.63] U/L, P<0.01), and increased eNOS activity ([1.16±0.20] vs [3.01±0.47], [2.60±0.26] and [2.32±0.29] U/100 mL, P<0.01).The activity of eNOS was also increased in the salidroside group ([2.32±0.29] U/100 mL, P<0.01).The cell activity in the high-and medium-dose N04 groups was markedly higher than that in the salidroside group (P<0.05), and so was the eNOS activity in the high-dose N04 group and the LDH level in the medium-and low-dose N04 groups (P<0.05).In comparison with the normal control group, the expressions of HIF-1α mRNA, HIF-1α protein and VEGF protein were significantly up-regulated in the hypoxia model group (P<0.01) while that of the pVHL protein markedly down-regulated (P<0.01).Compared with the hypoxia model group, the expressions of HIF-1α mRNA, HIF-1α protein and VEGF protein were remarkably reduced (P<0.05), while that of the pVHL protein markedly elevated (P<0.05).Both the expressions of VEGF mRNA and HIF-1α protein were significantly lower in the medium-and low-dose N04 groups than in the salidroside group (P<0.05).Conclusion N04 can protect vascular endothelial cells against hypoxia-induced injury by regulating the expression of HIF-1α-related factors and eNOS.

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