1.Construction of a prediction model for severe pneumonia complicate with respiratory failure
Siyu GAO ; Sheng ZHANG ; Xi CHEN ; Zhixia ZHANG ; Yumei YANG
Chinese Journal of Clinical Medicine 2025;32(3):449-457
Objective To explore predictive factors of severe community-acquired pneumonia (CAP) complicated with respiratory failure (RF) and to develop and internally validate a clinical prediction model. Methods A retrospective study was conducted on 350 patients with severe CAP admitted to Tianyou Hospital Affiliated to Wuhan University of Science and Technology from September 2022 to December 2024. Patients were randomly divided into a training set (n=245) and a validation set (n=105) in a 7∶3 ratio, and further categorized into RF and non-RF groups. LASSO regression was applied to optimize variable selection. Multivariate logistic analysis was used to construct the prediction model, followed by internal validation. Results Univariate regression analysis identified male, hypertension, diabetes, coronary heart disease, age, CURB-65 score, white blood cell count, neutrophil count, C-reactive protein (CRP), serum amyloid A, procalcitonin, and hospital stay as risk factors for RF in severe CAP, while albumin level was a protective factor. LASSO regression selected CURB-65 score, albumin level, and CRP for inclusion in the final model. The area under the receiver operating characteristic curve was 0.903 in the training set and 0.919 in the validation set. Calibration curve analysis demonstrated excellent agreement between predicted and observed probabilities in both sets, and Hosmer-Lemeshow goodness-of-fit tests indicated no significant deviations. Threshold probabilities ranged from 0.01 to 0.99 in both training and validation sets. Conclusions CURB-65 score, albumin level, and CRP are independent predictors of RF in severe CAP. The clinical prediction model based on these factors exhibits strong discrimination, calibration, goodness-of-fit, and clinical utility.
2.Construction of risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery
Yi YANG ; Jianquan LI ; Linlin YOU ; Zhixia JIANG
Chinese Critical Care Medicine 2024;36(8):853-859
Objective:To construct Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery based on Delphi method, providing a basis for early prediction and assessment of the risk of hyperoxemia in patients after cardiac surgery. Methods:A research team was established. Based on the characteristics of extracorporeal circulation cardiac surgery, the Chinese and English literature published by each database until October 2022 was retrieved and the opinions of relevant professional clinicians were combined to screen the risk factors of hyperoxemia in patients after cardiopulmonary bypass heart surgery, and the preliminary draft of the Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery was drawn up. The Delphi method was used to conduct two rounds of expert letter consultation to supplement and improve the initial draft and finally established the final draft of the Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery. Results:The preliminary draft of the Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery was constructed according to the literature review and the opinions of relevant professional clinicians, which contained 4 dimensions and 21 items. A total of 14 experts were consulted by letter, including 5 senior titles and 9 associate senior titles. Six of them major in critical care and the other eight major in cardiovascular surgery. The effective response rates for the two rounds of questionnaire surveys were 100% and 85.71%, expert familiarity levels were 0.81 and 0.80, judgment coefficients were 0.94 and 0.92, respectively. Expert authority coefficients were both 0.86. Coefficients of variation for the importance and feasibility items in the two rounds ranged from 0.13 to 0.32 and 0.11 to 0.32, 0.06 to 0.26 and 0.06 to 0.35, respectively. The Kendall's W for importance and feasibility in the two rounds were 0.264 and 0.162, and 0.258 and 0.144 respectively, indicating statistically significant (all P < 0.05). After two rounds of expert consultations, a comprehensive evaluation and selection process resulted in the final establishment of the Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery, consisting of 4 dimensions and 23 items, which included general data, past history, operation-related data and postoperative data. Conclusion:The Risk factor assessment table for hyperoxemia in patients after cardiopulmonary bypass heart surgery based on the Delphi method is highly scientific and feasible, which can provide reference for clinical assessments of the risk of hyperoxemia in such patients.
3.Impact of ultrasonic image quality on the consistency of artificial intelligence assisted diagnosis system and manual measurements of biological indicators in children with developmental dysplasia of hip
Shuangshuang ZHANG ; Xiaoyi CHEN ; Wei SHI ; Ziyi WANG ; Tong HAN ; Xin YANG ; Dong NI ; Bingxuan HUANG ; Zhixia WU ; Na XU
Chinese Journal of Medical Imaging Technology 2024;40(7):1067-1071
Objective To observe the impact of ultrasonic image quality on the consistency of artificial intelligence(Al)assisted diagnosis system and manual measurements of biological indicators of developmental dysplasia of hip(DDH).Methods Hip ultrasonic data of 75 DDH and 345 non-DDH children were retrospectively analyzed,and the quality of ultrasonic images were subjectively scored.An evaluation model of ultrasonic image quality was constructed based on 140 ultrasonic images acquired from 140 cases(group A,containing 25 DDH and 115 non-DDH)using entropy weighting method,the weight of anatomic structures and impact factors related to DDH were obtained.The comprehensive image quality scores of other ultrasonic images acquired from 280 cases(group B,including 50 DDH and 230 non-DDH)were calculated,and the images in group B were classified into grade A,B and C in descending order.The consistency of AI and manual measurements of DDH biological indicators in group B was assessed.Results The weight of each anatomic structure and impact factors of DDH obtained with the model were as follows:The lower edge of iliac branch>ilium>glenoid labrum>bony margin>femoral head>motion artifacts.In group B,grade A was observed in 67(9 DDH and 58 non-DDH),grade B was found in 160(26 DDH and 134 non-DDH),while grade C was noticed in 53(15 DDH and 38 non DDH)images.Except for β,femoral head coverage(FHC)and femoral head length diameter,the consistencies between AI and manual measurements of other indicators of DDH were grade A>B>C.In group B,AI and manual measurements were more consistent in DDH than in non-DDH cases.Conclusion Ultrasonic image quality affected the consistency between AI and manual measurements of biological indicators of DDH.When image quality was not good enough,further attention should be paid to measurement of FHC and sizes of femoral head.
4.A qualitative study of the influencing factors of ecological momentary assessment of rehabilitation exercise in middle-aged stroke patients
Yuting TAN ; Zhixia ZHANG ; Zhen YANG ; Linru QIAO ; Rong CHENG ; Qiuxia CHEN ; Lanjiao CHEN ; Qin XIAO ; Fang JIANG
Chinese Journal of Nursing 2024;59(21):2620-2626
Objective To explore the influencing factors of ecological momentary assessment(EMA)in the implementation of home rehabilitation exercise for middle-aged stroke patients,and to provide a basis for decision-making and practice of precision rehabilitation nursing for stroke.Methods This descriptive qualitative research utilized purposive sampling method to select 8 medical staff,4 information technicians,8 middle-aged stroke patients,and 5 caregivers from a tertiary A general hospital in Wuhan from January 2 to March 10,2024 as the research subjects.Semi-structured interview was conducted based on the framework of diffusion of innovations theory.The data were analyzed using directed content analysis.Results 5 themes and 10 sub-themes were extracted,including relative advantage factors(conducive to precise and dynamic evaluation of patient rehabilitation behavior and symptom trajectory by medical staff;enhancing patient self-management awareness,effectively reducing care burden),compatibility factors(new methods conflict with existing values;new methods are in line with clinical work practice),complexity factors(evaluation frequency affects the accuracy of rehabilitation tracking;limited limb function and social support increase user burden),experimental factors(pilot and real-time feedback improve user experience;experience summary and promotion,the strengthening of practical verification orientation),and observable factors(successful cases of mobile health help popularize new methods;visualization of new methods to enrich mobile health practice).Conclusion There are certain promoting and hindering factors in the implementation of EMA in the field of home rehabilitation exercise for middle-aged stroke patients.In the future,it is necessary to explore the potential of EMA in the field of precision rehabilitation and ensure its compatibility with clinical practice.
5.Current status and influencing factors of frailty among elderly inpatients in Zunyi City
Shuang LI ; Xiaoli YUAN ; Zhixia JIANG ; Xiaoling YANG ; Heting LIANG ; Xiaoling ZHAO ; Chaoping WANG
Chinese Journal of Modern Nursing 2024;30(6):796-800
Objective:To explore the current status of frailty among elderly inpatients in Zunyi City and analyze its influencing factors.Methods:From October 2022 to March 2023, convenience sampling was used to select elderly patients who were hospitalized and treated at six hospitals, namely the Affiliated Hospital of Zunyi Medical University, the Second Affiliated Hospital of Zunyi Medical University, the First People's Hospital of Zunyi, Guizhou Aerospace Hospital, Zunyi Hospital of Traditional Chinese Medicine, and People's Hospital of Honghuagang District, Zunyi, as the research subject. The study subjects were surveyed using the General Information Questionnaire, Barthel Index, Pittsburgh Sleep Quality Index, Geriatric Depression Scale, and Fatigue, Resistance, Ambulation, Illness, Loss of Weight Scale. Multivariate Logistic regression was used to analyze the influencing factors of frailty in elderly inpatients in Zunyi City.Results:A total of 4 013 questionnaires were distributed and 3 853 valid questionnaires were collected, with an effective response rate of 96.01% (3 853/4 013). The incidence of frailty in elderly inpatients was 15.05% (580/3 853). Multivariate Logistic regression analysis showed that the coexistence of multiple diseases, types of long-term medication, activities of daily living, sleep quality, and depression were the influencing factors for frailty in elderly inpatients ( P<0.05) . Conclusions:The incidence of frailty in elderly inpatients was high. Medical and nursing staff should pay attention to elderly inpatients with the coexistence of multiple diseases, long-term use of multiple medications, decreased activities of daily living, poor sleep quality, and depressive emotions, and develop targeted intervention measures for them.
6.Conceptual analysis of ICU cognitive impairment: a literature review
Lu XU ; Zhixia JIANG ; Xingsong HE ; Fang CHEN ; Lifeng HE ; Yuan LI ; Linlin YOU ; Xin LU ; Xiaoling YANG
Chinese Journal of Practical Nursing 2023;39(8):631-636
Objective:To clarify the operational definition of ICU cognitive impairment, so as to provide a reference for accurate assessment of ICU cognitive impairment.Methods:ICU cognitive impairment was conceptually analyzed by the conceptual analysis framework in the Construction Strategy of Nursing Theory (Fifth Edition). The studies about cognitive function of critical illness patients in PubMed, Web of Science, Embase, China National Knowledge Internet, Wanfang, Chinese Biomedical Database, and VIP were searched. The search time limit was from the establishment of the database to August 2021. Literature screening and data extraction were performed independently by two researchers.Results:A total of 5 754 articles were obtained, and 48 articles were finally included. Obtained 20 concepts and 9 commonly used assessment tools related to ICU cognitive impairment. Identifying the defining attributes, conceptual causes, and outcomes of ICU cognitive impairment.Conclusions:The operational definition of ICU cognitive impairment is determined, which is conducive to a comprehensive and intuitive understanding of the concept of cognitive impairment in ICU and accurate evaluation of cognitive impairment in ICU.
7.Effect of diabetes on sepsis in patients with pyogenic liver abscess
Haiyan CHEN ; Huimin ZHOU ; Bo WU ; Hanxiao LU ; Shuo ZHANG ; Yuanlong GU ; Jun YANG ; Zhixia DONG
Chinese Journal of Hepatobiliary Surgery 2023;29(8):567-572
Objective:To study the effect of diabetes mellitus (DM) on sepsis in patients with pyogenic liver abscess (PLA).Methods:The clinical data of 116 patients with PLA treated in the Affiliated Hospital of Jiangnan University from January 2021 to May 2022 were retrospectively analyzed, including 64 males and 52 females, aged (62.3±12.6) years old. Patients were divided into DM group ( n=56) and non-DM group ( n=60), which were also divided into the sepsis group ( n=29) and the non-sepsis group ( n=87). The clinical features were compared among the groups, the risk factors of PLA complicated with sepsis were analyzed by multivariate logistic regression. Mediation model was used to analyze how DM affects the development of sepsis. Results:Compared with the non-DM group, patients in DM group had higher incidences of hypertension and acute physiology and chronic health evaluation II, a higher proportion of blood neutrophil count, a higher serum levels of triglyceride, urea nitrogen, fasting blood glucose and glycated hemoglobin at admission. The DM group also higher incidences of hypoproteinemia, pleural effusion, and sepsis, with longer hospital stay and higher hospitalization cost (all P<0.05). The levels of hemoglobin, albumin and hematocrit were lower in DM group (all P<0.05). Multivariate logistic regression analysis showed that comorbidity of DM ( OR=3.431, 95% CI: 1.245-9.455) and abscess with a larger diameter ( OR=1.664, 95% CI: 1.258-2.220) were associated with a higher risk of developing sepsis (all P<0.05). Mediation model showed that neutrophil count and triglyceride were the mediating variables of sepsis in patients with PLA. Conclusion:Comorbidity of diabetes is an independent risk factor of developing sepsis in patients with pyogenic liver abscess. Diabetes may induce sepsis by affecting the neutrophils and triglyceride.
8.Current situation and influencing factors of nurses' willingness to engage in telecare in county-level hospitals in Henan Province
Cancan DU ; Zhixia WANG ; Jiaqi WANG ; Shaoxia WANG ; Xiaoyan ZHENG ; Yajuan WEN ; Tianyun ZHAO ; Lina YANG
Chinese Journal of Modern Nursing 2023;29(36):4981-4986
Objective:To understand the current situation of nurses' willingness to engage in telecare in county-level hospitals in Henan Province and analyze its influencing factors.Methods:Using the convenient sampling method, a total of 1 300 clinical nurses from 6 Class Ⅱ Grade A county-level hospitals in Zhengzhou, Hebi, Zhoukou and other cities in Henan Province were selected as the research objects from August 2022 to January 2023. General Data Questionnaire and Clinical Nurses' Willingness to Engage in Telecare Questionnaire were used to investigate the research objects. Non-parametric test and multiple linear regression were used to analyze the influencing factors of clinical nurses' willingness to engage in telecare.Results:A total of 1 300 questionnaires were sent out in this study, and 1 183 were effectively collected, with an effective recovery rate of 91.00% (1 183/1 300). The total score of Clinical Nurses' Willingness to Engage in Telecare Questionnaire of 1 183 nurses in county-level hospitals was [105.00 (98.00, 112.00) ] points, and all items were scored [3.50 (3.27, 3.73) ]. Multiple linear regression analysis showed that professional title, post, whether they knew about telecare, and the number of times of receiving training on nursing information each year were the influencing factors of nurses' willingness to engage in telecare in county-level hospitals ( P<0.05) . Conclusions:In Henan Province, 1 183 nurses in county-level hospitals have a high willingness to engage in telecare. Relevant departments should further strengthen the publicity of relevant contents of telecare, carry out practical operation training related to nursing information, improve the nursing information ability of nurses in county-level hospitals and strengthen the awareness of health management services, so as to promote the successful implementation of telecare services in rural areas.
9.Harm and management measures of hyperoxemia to intensive care patients
Yi YANG ; Kui HU ; Rujun HU ; Zhixia JIANG
Chinese Critical Care Medicine 2022;34(3):333-336
Hyperoxia is very common in critical patients, which causes varying degrees of pathophysiological damage. Hyperoxia is one of the main reasons for increasing mortality, prolonged hospital stay and poor prognosis of critical patients. Therefore, it is critical to carry out the standardized oxygen therapy. In this paper, we discussed the harmful effects of hyperoxemia to critically ill patients by reviewing the effect of hyperoxemia on cardiovascular and cerebrovascular, hyperoxia-induced lung injury, and the association of hyperoxemia with ventilator-associated pneumonia (VAP) and acute renal kidney injury (AKI). Meanwhile, we provided some management suggestions about standardized clinical oxygen therapy, oxygen therapy related research and clinical management of oxygen therapy, aimed at providing reference and research direction for standardizing clinical oxygenation process, reducing the occurrence of hyperoxemia, and making reasonable method for hyperoxemia prevention.
10.Research progress in the evaluation of post-intensive care syndrome
Linlin YOU ; Zhixia JIANG ; Xiaoli YUAN ; Lu XU ; Fang ZHANG ; Xiying ZHANG ; Manman HE ; Xiaoling YANG
Chinese Critical Care Medicine 2022;34(10):1116-1120
Post-intensive care syndrome (PICS) is the most common complication in patients discharged from intensive care unit (ICU), which seriously affects the life quality of the patients. At present, there is still lack of standardevaluation methods for PICS. Continuous and dynamic assessment can earlyidentify PICS, moreover, early identification and intervention of PICS can improve the life quality of patients those patients, which is critical to improve the long-term outcome of the patients. In this paper, we reviewed the current research states of evaluation timing, contents, tools and modalities of PICS domestic and abroad, analyzed the problems and prospects of the existing evaluation methods, aiming to provide a reference for clinical staff to effectively and comprehensively evaluate PICS.

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