1.Application and case study of group-based multi-trajectory model in longitudinal data research
Xiaoyan WANG ; Xiubin SUN ; Yiman JI ; Tao ZHANG ; Yunxia LIU
Chinese Journal of Epidemiology 2024;45(11):1590-1597
The development of longitudinal cohorts has made the identification and surveillance of multiple biological markers and behavioral factors which influence disease course or health status become possible. However, traditional statistical methods typically use univariate longitudinal data for research, failing to fully exploit the information from multivariate longitudinal data. The group-based multi-trajectory model (GBMTM) emerged as a method to study the developmental trajectory of multivariate data in recent years. GBMTM has distinct advantages in analyzing multivariate longitudinal data by identifying potential subgroups of populations following similar trajectories by multiple indicators that influence the outcome of interest. In this study, we introduced the application of GBMTM by explaining the fundamental principles and using the data from a health management study in the elderly by using smart wearing equipment to investigate the relationship between multiple life-related variables and hypertension to promote the wider use of GBMTM in longitudinal cohort studies.
2.Automatic assessment of root numbers of vertical mandibular third molar using a deep learning model based on attention mechanism
Chunsheng SUN ; Xiubin DAI ; Manting ZHOU ; Qiuping JING ; Chi ZHANG ; Shengjun YANG ; Dongmiao WANG
STOMATOLOGY 2024;44(11):831-836
Objective To develop a deep learning network based on attention mechanism to identify the number of the vertical man-dibular third molar(MTM)roots(single or double)on panoramic radiographs in an automatic way.Methods The sample consisted of 1 045 patients with 1 642 MTMs on paired panoramic radiographs and Cone-beam computed tomography(CBCT)and were randomly grouped into the training(80%),the validation(10%),and the test(10%).The evaluation of CBCT was defined as the ground truth.A deep learning network based on attention mechanism,which was named as RN-MTMnet,was trained to judge if the MTM on pano-ramic radiographs had one or two roots.Diagnostic performance was evaluated by accuracy,sensitivity,specificity,and positive predict value(PPV),and the receiver operating characteristic(ROC)curve with the area under the ROC curve(AUC).Its diagnostic perform-ance was compared with dentists'diagnosis,Faster-RCNN,CenterNet,and SSD using evaluation metrics.Results On CBCT images,single-rooted MTM was observed on 336(20.46%)sides,while two-rooted MTM was 1 306(79.54%).The RN-MTMnet achieved an accuracy of 0.888,a sensitivity of 0.885,a specificity of 0.903,a PPV of 0.976,and the AUC value of 0.90.Conclusion RN-MTM-net is developed as a novel,robust and accurate method for detecting the numberof MTM roots on panoramic radiographs.
3.Analysis of the efficacy and safety of bone disease treatment in patients with newly diagnosed multiple myeloma treated with denosumab or zoledronic acid
Yi MA ; Xiubin XIAO ; Yaosheng LIU ; Xilin CHEN ; Shunzong YUAN ; Shihua ZHAO ; Yun LU ; Hua YIN ; Junli CHEN ; Yueqi WANG ; Na'na CHENG ; Pan FENG ; Wenrong HUANG
Chinese Journal of Hematology 2024;45(4):345-350
Objective:This study investigated the efficacy and safety of denosumab (DENOS) versus zoledronic acid (ZOL) in the bone disease treatment of newly diagnosed multiple myeloma.Methods:The clinical data of 80 patients with myeloma bone disease (MBD) at the Fifth Medical Center of PLA General Hospital between March 1, 2021 and June 30, 2023 were retrospectively reviewed. Eighteen patients with severe renal impairment (SRI, endogenous creatinine clearance rate<30 ml/min) were treated with DENOS, and 62 non-SRI patients were divided into DENOS (30 patients) and ZOL group (32 patients) .Results:Hypocalcemia was observed in 26 (33%) patients, and 22 patients developed hypocalcemia during the first treatment course. The incidence of hypocalcemia in the non-SRI patients of DENOS group was higher than that in the ZOL group [20% (6/30) vs 13% (4/32), P=0.028]. The incidence of hypocalcemia in SRI was 89% (16/18). Multivariate logistic regression analysis revealed that endogenous creatinine clearance rate<30 ml/min was significantly associated with hypocalcemia after DENOS administration ( P<0.001). After 1 month of antiresorptive (AR) drug application, the decrease in the serum β-C-terminal cross-linked carboxy-telopeptide of collagen type I concentrations of SRI and non-SRI patients in the DENOS group were significantly higher than that in the ZOL group (68% vs 59% vs 27%, P<0.001). The increase in serum procollagen type Ⅰ N-terminal propeptide concentrations of patients with or without SRI in the DENOS group were significantly higher than that in the ZOL group (34% vs 20% vs 11%, P<0.05). The level of intact parathyroid hormone in each group increased after AR drug treatment. None of the patients developed osteonecrosis of the jaw and renal adverse events, and no statistically significant differences in the overall response rate, complete remission and stringent complete remission rates were found among the groups ( P>0.05), and the median PFS and OS time were not reached ( P>0.05) . Conclusions:In the treatment of MBD, DENOS minimizes nephrotoxicity and has strong AR effect. Hypocalcemia is a common adverse event but is usually mild or moderate and manageable.
4.Effect of neurally adjusted ventilatory assist ventilation in severe neurological cerebrovascular diseases patients undergoing mechanical ventilation
Kui WANG ; Yun TANG ; Xiubin TAO ; Mengke JIANG ; Yunyou DOU ; Wei ZHANG ; Tao YU ; Guiliang WANG ; Zhen FAN ; Nianlong WU
Chinese Critical Care Medicine 2023;35(2):182-188
Objective:To explore the prognostic effect and safety of neurally adjusted ventilatory assist (NAVA) mode on the patients with severe neurological cerebrovascular disease undergoing mechanical ventilation.Methods:A prospective study was conducted. Fifty-four patients with cerebrovascular disease undergoing mechanical ventilation admitted to the neurosurgery intensive care unit (NSICU) of the First Affiliated Hospital of Wannan Medical College (Yijishan Hospital) from December 2020 to May 2022 were enrolled. They were divided into NAVA group and pressure support ventilation (PSV) group by computer random number generator with 27 patients in each group. The ventilation time of the two groups was ≥72 hours. The general basic data of the two groups were recorded. The time without mechanical ventilation 28 days after enrollment, total length of mechanical ventilation, survival rate of 90 days after enrollment, length of NSICU stay, total length of hospital stay, NSICU mortality, in-hospital mortality, Glasgow outcome score (GOS), complications related to mechanical ventilation, and changes of respiratory mechanics indexes, arterial blood gases, vital signs, and diaphragm function indexes were observed.Results:The time without mechanical ventilation 28 days after enrollment in the NAVA group was significantly longer than that in the PSV group [days: 22 (15, 26) vs. 6 (0, 23), P < 0.05]. However, there were no significant differences in the total length of mechanical ventilation, 90-day survival rate, length of NSICU stay, total length of hospital stay, NSICU mortality, in-hospital mortality, GOS score, and incidence of mechanical ventilator-related complications between the two groups. In terms of respiratory mechanics parameters, the expiratory tidal volume (VTe) on 3 days after mechanical ventilation of patients in the NAVA group was significantly lower than that on 1 day and 2 days, and significantly lower than that in the PSV group [mL: 411.0 (385.2, 492.6) vs. 489.0 (451.8, 529.4), P < 0.01]. Minute ventilation (MV) at 2 days and 3 days in the NAVA group was significantly higher than that at 1 day, and significantly higher than that in the PSV group at 2 days [L/min: 9.8 (8.4, 10.9) vs. 7.8 (6.5, 9.8), P < 0.01], while there was no significant change of MV in the PSV group. At 1 day, peak airway pressure (Ppeak) and mean airway pressure (Pmean) in the NAVA group were significantly lower than those in the PSV group [Ppeak (cmH 2O, 1 cmH 2O≈0.098 kPa): 14.0 (12.2, 17.0) vs. 16.6 (15.0, 17.4), Pmean (cmH 2O): 7.0 (6.2, 7.9) vs. 8.0 (7.0, 8.2), both P < 0.05]. However, there was no significant difference in the Ppeak or Pmean at 2 days and 3 days between the two groups. In terms of arterial blood gas, there was no significant difference in pH value between the two groups, but with the extension of mechanical ventilation time, the pH value at 3 days of the two groups was significantly higher than that at 1 day. Arterial partial pressure of oxygen (PaO 2) at 1 day in the NAVA group was significantly lower than that in the PSV group [mmHg (1 mmHg≈0.133 kPa): 122.01±37.77 vs. 144.10±40.39, P < 0.05], but there was no significant difference in PaO 2 at 2 days and 3 days between the two groups. There was no significant difference in arterial partial pressure of carbon dioxide (PaCO 2) or oxygenation index (PaO 2/FiO 2) between the two groups. In terms of vital signs, the respiratory rate (RR) at 1, 2, and 3 days of the NAVA group was significantly higher than that of the PSV group [times/min: 19.2 (16.0, 25.2) vs. 15.0 (14.4, 17.0) at 1 day, 21.4 (16.4, 26.0) vs. 15.8 (14.0, 18.6) at 2 days, 20.6 (17.0, 23.0) vs. 16.7 (15.0, 19.0) at 3 days, all P < 0.01]. In terms of diaphragm function, end-inspiratory diaphragm thickness (DTei) at 3 days in the NAVA group was significantly higher than that in the PSV group [cm: 0.26 (0.22, 0.29) vs. 0.22 (0.19, 0.26), P < 0.05]. There was no significant difference in end-expiratory diaphragm thickness (DTee) between the two groups. The diaphragm thickening fraction (DTF) at 2 days and 3 days in the NAVA group was significantly higher than that in the PSV group [(35.18±12.09)% vs. (26.88±8.33)% at 2 days, (35.54±13.40)% vs. (24.39±9.16)% at 3 days, both P < 0.05]. Conclusions:NAVA mode can be applied in patients with neuro-severe cerebrovascular disease, which can prolong the time without mechanical ventilation support and make patients obtain better lung protective ventilation. At the same time, it has certain advantages in avoiding ventilator-associated diaphragm dysfunction and improving diaphragm function.
5.Effect of pre-ablation glycated hemoglobin control on outcomes in atrial fibrillation patients with diabetes mellitus following cardiac surgery combined Cox-Maze Ⅳ procedure
Tianguang WANG ; Kun HUA ; Yingjian LI ; Jinwei ZHANG ; Mingyang ZHOU ; Xiubin YANG
Chinese Journal of Thoracic and Cardiovascular Surgery 2023;39(5):303-308
Objective:This study was performed to assess the effect of glycemic control on atrial fibrillation recurrence rates after heart surgery concomitant with Cox-Maze Ⅳ ablation.Methods:A retrospective analysis was performed on 317 diabetic patients with atrial fibrillation who underwent cardiac surgery combined with Cox-Maze Ⅳ ablation in our hospital from May 2016 to February 2020. The patients were followed up for(37.7±27.7) months, and the data of atrial fibrillation recurrence and clinical outcome were collected and compared. The limited cubic spline model was used to analyze the dose-relationship between HbA1c level and the recurrence of atrial fibrillation. The univariate and multivariate Cox proportional regression analysis was used to explore the risk factors of recurrent atrial fibrillation after Cox-Maze Ⅳ ablation. Results:Higher glycated hemoglobin(HbA1c) at the time of ablation was associated with higher post-ablation recurrence rates. The cumulative survival freedom from atrial fibrillation recurrence for patients with HbA1c ≥7.4% at time of operation at 12, 24, 36 and 48 months were 96.3%、75.8%、52.7% and 35.7%, respectively( P<0.001). Besides, the rates of all-cause mortality, cardiac mortality and rehospitalization were significantly lower in patients with HbA1c<7.4%(1.7% vs. 6.3%, P=0.03; 1.1% vs. 5.6%, P=0.02 and 5.7% vs. 20.4%, P=0.01). The multivariate Cox regression model showed that HbA1c was an independent risk factor for atrial fibrillation recurrence( P<0.05). Conclusion:Higher preoperative HbA1c levels were associated with increased recurrence of atrial fibrillation and adverse clinical outcomes in patients undergoing cardiac surgery combined with Cox-Maze Ⅳ ablation.
6.Analysis of the incidence and related factors of hypothermia in patients with continuous renal replacement therapy.
Peng ZHANG ; Haijiao JIANG ; Xiaoming YE ; Ke FANG ; Jun WANG ; Liping YUAN ; Luyu ZHANG ; Weihua LU ; Xiubin TAO ; Xiaogan JIANG
Chinese Critical Care Medicine 2023;35(4):387-392
OBJECTIVE:
To investigate the incidence and risk factors of hypothermia in patients with acute renal injury (AKI) receiving continuous renal replacement therapy (CRRT), and to compare the effects of different heating methods on the incidence of hypothermia in patients with CRRT.
METHODS:
A prospective study was conducted. AKI patients with CRRT who were admitted to the department of critical care medicine of the First Affiliated Hospital of Wannan Medical College (Yijishan Hospital) from January 2020 to December 2022 were enrolled as the study subjects. Patients were divided into dialysate heating group and reverse-piped heating group according to randomized numerical table method. Both groups were provided with reasonable treatment mode and parameter setting by the bedside physician according to the patient's specific condition. The dialysis heating group used the AsahiKASEI dialysis machine heating panel to heat the dialysis solution at 37 centigrade. The reverse-piped heating group used the Barkey blood heater from the Prismaflex CRRT system to heat the dialysis solution, and the heating line temperature was set at 41 centigrade. The patient's temperature was then continuously monitored. Hypothermia was defined as a temperature lower than 36 centigrade or a drop of more than 1 centigrade from the basal body temperature. The incidence and duration of hypothermia were compared between the two groups. Binary multivariate Logistic regression analysis was used to explore the influencing factors of hypothermia during CRRT in AKI patients.
RESULTS:
A total of 73 patients with AKI treated with CRRT were eventually enrolled, including 37 in the dialysate heating group and 36 in the reverse-piped heating group. The incidence of hypothermia in the dialysis heating group was significantly lower than that in the reverse-piped heating group [40.5% (15/37) vs. 69.4% (25/36), P < 0.05], and the hypothermia occurred later than that in the reverse-piped heating group (hours: 5.40±0.92 vs. 3.35±0.92, P < 0.01). Patients were divided into hypothermic and non-hypothermic groups based on the presence or absence of hypothermia, and a univariate analysis of all indicators showed a significant decrease in mean arterial pressure (MAP) in hypothermic patients (n = 40) compared with the non-hypothermic patients [n = 33; mmHg (1 mmHg ≈ 0.133 kPa): 77.45±12.47 vs. 94.42±14.51, P < 0.01], shock, administration of medium and high doses of vasoactive drug (medium dose: 0.2-0.5 μg×kg-1×min-1, high dose: > 0.5 μg×kg-1×min-1) and CRRT treatment were significantly increased [shock: 45.0% (18/40) vs. 6.1% (2/33), administration of medium and high doses of vasoactive drugs: 82.5% (33/40) vs. 18.2% (6/33), administration of CRRT (mL×kg-1×h-1): 51.50±9.38 vs. 38.42±10.97, all P < 0.05], there were also significant differences in CRRT heating types between the two groups [in the hypothermia group, the main heating method was the infusion line heating, which was 62.5% (25/40), while in the non-hypothermia group, the main heating method was the dialysate heating, which was 66.7% (22/33), P < 0.05]. Including the above indicators in a binary multivariate Logistic regression analysis, it was found that shock [odds ratio (OR) = 17.633, 95% confidence interval (95%CI) was 1.487-209.064], mid-to-high-dose vasoactive drug (OR = 24.320, 95%CI was 3.076-192.294), CRRT heating type (reverse-piped heating; OR = 13.316, 95%CI was 1.485-119.377), and CRRT treatment dose (OR = 1.130, 95%CI was 1.020-1.251) were risk factors for hypothermia during CRRT in AKI patients (all P < 0.05), while MAP was protective factor (OR = 0.922, 95%CI was 0.861-0.987, P < 0.05).
CONCLUSIONS
AKI patients have a high incidence of hypothermia during CRRT treatment, and the incidence of hypothermia can be effectively reduced by heating CRRT treatment fluids. Shock, use of medium and high doses of vasoactive drug, CRRT heating type, and CRRT treatment dose are risk factors for hypothermia during CRRT in AKI patients, with MAP is a protective factor.
Humans
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Continuous Renal Replacement Therapy
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Incidence
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Prospective Studies
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Acute Kidney Injury
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Dialysis Solutions
7.Daratumumab maintenance after autologous hematopoietic stem cell transplantation for newly diagnosed multiple myeloma
Yi MA ; Xiubin XIAO ; Xilin CHEN ; Shunzong YUAN ; Yun LU ; Shihua ZHAO ; Junli CHEN ; Guangning SHI ; Yueqi WANG ; Nana CHENG ; Pan FENG ; Mingshuang DING ; Wenrong HUANG
Chinese Journal of Hematology 2023;44(12):1016-1021
Objective:This study aimed to evaluate the efficacy and safety of daratumumab as a maintenance treatment after autologous hematopoietic stem cell transplantation (auto-HSCT) in patients with newly diagnosed multiple myeloma (NDMM) .Methods:The clinical data, hematological and renal response, and safety of 15 post-transplant patients with NDMM who had received daratumumab maintenance between May 1, 2022 and June 30, 2023 were retrospectively analyzed.Results:Fifteen patients (11 males and 4 females) with a median age of 58 (41-72) years were included. Thirteen patients did not receive daratumumab during induction therapy and auto-HSCT, 6 patients had renal impairment, and nine patients had high-risk cytogenetics. The median infusion of daratumumab was 12 (6-17) times, and the median duration of maintenance was 6 (1.5-12) months. The treatment efficacy was evaluated in all 15 patients, and daratumumab maintenance therapy increased the rate of stringent complete response from 40% to 60%. The renal response rate and median estimated glomerular filtration rate of six patients with RI-NDMM were also improved. During daratumumab maintenance therapy, the most common hematological grade 3 adverse event (AE) was lymphopenia [4 of 15 patients (26.67%) ], whereas the most common nonhematologic AEs were infusion-related reactions [7 of 15 patients (46.67%) ] and grade 3 pneumonia [5 of 15 patients (33.33%) ]. The five patients with pneumonia were daratumumab naive [5 of 13 patients (38.46%) ], with a median of 8 (6-10) infusions. Among them, the chest computed tomography of three patients showed interstitial infiltrates, and treatment with methylprednisolone was effective. With a median follow-up of 12 months, the 1-year overall survival rate was 93.33%, and only one patient died (which was not related to daratumumab treatment) .Conclusions:Daratumumab was safe and effective as a maintenance agent for post-auto-HSCT patients with NDMM, and AEs were controllable. The most common nonhematologic AE was grade 3 pneumonia, and a less dose-intense maintenance regimen for the first 8 weeks could reduce the incidence of pneumonia.
8.Effect analysis of day surgery cost control based on propensity value matching
Yuan ZHOU ; Dian ZHOU ; Di TIAN ; Xiubin FANG ; Ye WU ; Yifan WANG ; Chenhuan YAO ; Heng WANG ; Yan YANG ; Chunchun JIE
Chinese Journal of Hospital Administration 2022;38(2):110-114
Objective:To analyze the composition, the changes of expense structure and the influencing factors of hospitalization expenses, for reference in optimizing the cost control of day surgery.Methods:Collection of the first page data of patients with the top three diseases(varicose veins of lower limbs, chronic cholecystitis and varicocele)in the day surgery volume ranking in three tertiary general hospitals in a city in 2020. The confounding factors were eliminated through propensity matching. The structural change of hospitalization expenses was analyzed by structural change degree, and the influencing factors of hospitalization expenses were analyzed by grey correlation degree and multiple linear regression.Results:After 1∶1 propensity matching of the first page data of 752 patients with day surgery and non day surgery, 98 patients with lower extremity varicose veins, 356 patients with chronic cholecystitis and 38 patients with varicocele were finally included. Compared with non day hand, the total hospitalization cost of day surgical instruments decreased, and the cost structure changes of chronic cholecystitis, varicocele and varicose veins of lower limbs were 14.59%, 6.20% and 16.20% respectively. Among them, the general medical service fee, nursing fee and examination and laboratory fee showed a downward trend, and the fees of materials and drugs showed an upward trend. General medical service fee, nursing fee, examination and laboratory fee, clinical diagnosis fee, treatment fee, drug fee, material fee and other expenses presented a high correlation with the cost of day surgery(grey correlation>0.90). The payment method, wound healing type and discharge diagnosis can influence the cost of day surgery( P<0.05). Conclusions:Compared with non daytime surgery, the total hospitalization cost of day surgery has a certain cost control effect, but it can not reduce the cost of all projects. The main influencing factors are the internal composition of the cost, payment method and so on. The hospitals should focus on tapping the internal cost control potential of day surgery and further expanding the coverage of day surgery diseases.
9.Mechanism of LncRNA-ANCR expression and cellular malignant proliferation in human glioma tissues and cells
Haitao WANG ; Ying SU ; Xiubin HAN ; Xiangquan KONG ; Peng XU
Chinese Journal of Endocrine Surgery 2022;16(3):367-371
Objective:To investigate the expression of LncRNA ANCR in human glioma tissues and its relationship with malignant proliferation of cells.Methods:The samples of 10 normal brain tissue,13 low-grade and 45 high-grade gliomas were regarded as normal group, low-grade group and high-grade group, which were collected from neurosurgery department in Linyi Central Hospital, and the expression of ANCR and potential interaction molecule eIF4B was detected by reverse transcription polymerase chain reaction (RT-PCR) in vitro. Lentivirus transfection in vitro was used to construct the U251 shRNA ANCR and control cell line in human high-grade gliomas as control, test 1 and test 2 group cells in the study. QPCR detect the expression level ANCR, eIF4B and Myc mRNA in cells. Western blot was used to detect the expression of eIF4B and c-Myc protein, CCK-8 assay was used to detect the relative proliferation ability of cells, and the colony formation assay was used to observe the change of cell clone formation. SPSS 21.0 was used for statistical analysis, analysis of variance was used for inter group comparison, and SNK-q pairwise comparison method was used for intra group comparison.Results:The expressions of ANCR mRNA in high-grade glioma tissues, low-grade gliomas and normal brain tissues were 0.710±0.125, 2.033±0.312 and 3.408±0.296. The expressions of eIF4B mRNA in high-grade glioma tissues, low-grade gliomas and normal brain tissues were 0.176±0.019, 0.268±0.022 and 0.426±0.028. The expression of ANCR and eIF4B in high-grade glioma tissues was higher than that in low-grade gliomas and normal brain tissues ( P<0.001). The expression of ANCR in low-grade glioma tissues was higher than that in normal brain tissues ( P=0.013). There was a significant positive correlation between the expression of ANCR and eIF4B in glioma tissues ( P<0.001) ; The expressions of ANCR mRNA in Control, test1 and test2 were 1.000±0.021, 0.202±0.057 and 0.300±0.016. The expressions of eIF4B mRNA were 1.000±0.078, 0.452±0.012 and 0.526±0.037, and the expressions of c-Myc mRNA were 1.000±0.053, 0.688±0.067 and 0.564±0.089. the expressions of ANCR, eIF4B and c-Myc mRNA and protein in test1 and test2 cells were significantly lower than those in the control group ( P<0.01) ; the proliferation of test1 and test2 groups were significantly decreased at 72h and 96h, and the ability of colony formation was significantly decreased ( P<0.001) . Conclusion:The expression of ANCR was significantly up-regulated in high-grade glioma tissues and positively correlated with the expression of eIF4B. Interference with ANCR in vitro could mediate the decrease of the expression of eIF4B and c-Myc mRNA and protein molecules, thereby inhibiting the proliferation of glioma cells.
10.Analysis and evaluation of nursing efficiency in clinical departments based on data envelopment analysis and Malmquist index
Shanshan HUAN ; Xiujie SUN ; Xiubin WANG
Chinese Journal of Practical Nursing 2022;38(36):2838-2844
Objective:To analyze the nursing efficiency of clinical departments in general hospitals under the background of medical insurance payment reform, and to explore the methods of rational allocation of resources and improvement of service efficiency.Methods:The relevant data of Qingdao Municipal Hospital from January to December 2020 were selected. The nursing efficiency of 20 clinical departments in the hospital was evaluated by data envelopment analysis (DEA) and Malmquist index. The input indexes were the number of nurses, the number of hours, the number of open beds. The output indicators were number of discharges, average length of stay, and case mix index.Results:In 2020, the average comprehensive efficiency, pure technical efficiency and scale efficiency of 20 clinical departments in the hospital were 0.845, 0.913 and 0.923, respectively.The total factor production efficiency index of the hospital from February to April, from May to September and from October to November were all greater than 1, but the total factor production efficiency index from January to December was less than 1. There were 5 departments with total factor production efficiency index greater than 1.Conclusions:The comprehensive nursing efficiency of clinical departments needs to be improved, and diagnosis related groups (DRG) poses a more severe challenge to the efficiency management of internal medicine nursing. The COVID-19 epidemic has a great impact on the efficiency of nursing services.It is feasible to evaluate the nursing efficiency with DEA model and DRG related indicators.Combined with the disease characteristics and nursing work characteristics of patients admitted to the department, the deep causes should be explored, comprehensive measures should be taken to improve nursing efficiency, precise nursing service transformation based on the reform of medical insurance payment mode should be explored, Internet + nursing service should be promoted, and the improvement of nursing resource efficiency under the status of normal epidemic prevention and control should be paid attention to.

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