1.Research and application of a new deep learning based strategy for platelet histogram review
Enming ZHANG ; Chao YANG ; Xianchun CHEN ; Yan LIN ; Taixue AN ; Haixia LI ; Yongjian HE ; Zhiwei LIU ; Limei FENG ; Wanying LIN ; Tie XIONG ; Kai QIU ; Ya GAO ; Lizhu HUANG ; Jing HE ; Chunyan WANG ; Dehua SUN ; Bo SITU ; Lei ZHENG
Chinese Journal of Laboratory Medicine 2025;48(9):1201-1206
Objective:To develop an artificial intelligence (AI)-based platelet review strategy to identify abnormal platelet histograms with no significant difference between initial impedance platelet count (PLT-I) and PLT-F results.Methods:This study included 5 119 routine blood analysis in Nanfang Hospital of Southern Medical University and its Ganzhou branch from July 2023 and March 2024. Specimens exhibiting abnormal platelet histograms and an initial platelet count >40×10?/L underwent review using the fluorescent platelet count (PLT-F) channel. Consistency of the results was defined as a difference between impedance platelet count (PLT-I) and PLT-F less than ±20% of the PLT-F results. A deep learning model was developed using platelet and red blood cell histogram data from a training set of 3 807 specimens. The model′s diagnostic performance was evaluated on an independent external validation set ( n=805) using receiver operating characteristic (ROC) curve analysis. Changes in the number of reviewed samples and sample turnaround time were analyzed to assess its clinical utility. Results:The deep learning model based on platelet and red blood cell histograms achieved an area under the ROC curve (AUC) of 0.854 in the training set. At a cutoff value of 0.1, the sensitivity was 0.954 and specificity was 0.358. The model could reduce review by 16.80% (190/1 131). In the validation set, the AUC was 0.805, with a sensitivity of 0.955 and specificity of 0.307, corresponding to a reduction of 17.41% (47/270) in reviewed specimens.Conclusion:The platelet review prediction model developed based on deep learning technology can efficiently identify samples with consistent results before and after review, reducing unnecessary reviews and shortening specimen testing time, thereby improving the efficiency of platelet test.
2.Research and application of a new deep learning based strategy for platelet histogram review
Enming ZHANG ; Chao YANG ; Xianchun CHEN ; Yan LIN ; Taixue AN ; Haixia LI ; Yongjian HE ; Zhiwei LIU ; Limei FENG ; Wanying LIN ; Tie XIONG ; Kai QIU ; Ya GAO ; Lizhu HUANG ; Jing HE ; Chunyan WANG ; Dehua SUN ; Bo SITU ; Lei ZHENG
Chinese Journal of Laboratory Medicine 2025;48(9):1201-1206
Objective:To develop an artificial intelligence (AI)-based platelet review strategy to identify abnormal platelet histograms with no significant difference between initial impedance platelet count (PLT-I) and PLT-F results.Methods:This study included 5 119 routine blood analysis in Nanfang Hospital of Southern Medical University and its Ganzhou branch from July 2023 and March 2024. Specimens exhibiting abnormal platelet histograms and an initial platelet count >40×10?/L underwent review using the fluorescent platelet count (PLT-F) channel. Consistency of the results was defined as a difference between impedance platelet count (PLT-I) and PLT-F less than ±20% of the PLT-F results. A deep learning model was developed using platelet and red blood cell histogram data from a training set of 3 807 specimens. The model′s diagnostic performance was evaluated on an independent external validation set ( n=805) using receiver operating characteristic (ROC) curve analysis. Changes in the number of reviewed samples and sample turnaround time were analyzed to assess its clinical utility. Results:The deep learning model based on platelet and red blood cell histograms achieved an area under the ROC curve (AUC) of 0.854 in the training set. At a cutoff value of 0.1, the sensitivity was 0.954 and specificity was 0.358. The model could reduce review by 16.80% (190/1 131). In the validation set, the AUC was 0.805, with a sensitivity of 0.955 and specificity of 0.307, corresponding to a reduction of 17.41% (47/270) in reviewed specimens.Conclusion:The platelet review prediction model developed based on deep learning technology can efficiently identify samples with consistent results before and after review, reducing unnecessary reviews and shortening specimen testing time, thereby improving the efficiency of platelet test.
3.Comparative Study of Flexible Ureteroscope,Super-mini Percutaneous Nephrolithotomy,and Minimally Invasive Percutaneous Nephrolithotomy in the Treatment of Lower Calyceal Calculi
Shixian WANG ; Shuifa YANG ; Enming YANG
Chinese Journal of Minimally Invasive Surgery 2024;24(2):86-91
Objective To compare the therapeutic effects of flexible ureteroscope(FURS),super-mini percutaneous nephrolithotomy(SMP),and microstomy percutaneous nephrolithotomy(MPCNL)in the treatment of 2-3 cm lower calyceal calculi.Methods Clinical data of 209 patients with 2-3 cm lower calyceal calculi in our hospital from January 2017 to September 2022 were retrospectively analyzed.Among them,65 patients were treated with Olympus electronic FURS(FURS group),62 patients were treated with SMP for stone removal(SMP group),and 82 patients were treated with MPCNL(MPCNL group).The one-session stone-free rate(SFR),operation time,hemoglobin decrease at postoperation immediately,rate of postoperative delayed bleeding,postoperative hospital stay,postoperative fever,and hospitalization cost were compared between the three groups.Results There were significant differences in operation time,postoperative hospital stay,hospitalization costs and one-session SFR among the three groups(P<0.05).The one-session SFR in the MPCNL group(89.0%,73/82)was significantly higher than that in the FURS group(72.3%,47/65;P =0.009).The operation time in the MPCNL group was(38.8±7.6)min,significantly shorter than that in the FURS group[(52.3±7.2)min,P =0.000]and the SMP group[(47.5±7.8)min,P =0.001].The hemoglobin decrease at postoperation immediately in the FURS group was(1.5±0.5)g/L,significantly lower than that in the SMP group[(5.0±1.6)g/L,P = 0.000]and MPCNL group[(6.3±1.8)g/L,P =0.000].The postoperative hospital stay in the FURS group was(2.2±0.5)d,significantly shorter than that in the SMP group[(3.5±0.8)d,P =0.000]and the MPCNL group[(5.3±1.4)d,P =0.000].The hospitalization cost of the FURS group was(22 543.4±1600.4)yuan,significantly lower than that of the SMP group[(26 837.7±2003.9)yuan,P =0.000]and the MPCNL group[(26 784.4±2086.9)yuan,P =0.000],but there was no significant difference between the SMP group and the MPCNL group(P =0.869).There was no significant difference in the incidence of postoperative fever among the three groups(χ2 = 0.462,P = 0.784).Conclusions FURS,SMP,and MPCNL are all effective methods for the treatment of 2-3 cm lower calyceal calculi.FURS has the least intraoperative bleeding,the shortest hospital stay,the lowest hospitalization cost,the lowest one-session stone-free rate,and the longest operation time.MPCNL has the shortest operation time,the highest one-session SFR,the most intraoperative bleeding,and the longest hospital stay.
4.Structural Equation Modeling Analysis of the Influence Mechanism of Professional Innovation Performance in Public Hospitals
Enming YANG ; Xinqi LIN ; Zheng WANG ; Shasha YUAN
Chinese Health Economics 2024;43(3):44-48
Objective:To examine the impact of Developmental Human Resource Management Practices(D-HRMPs)on innova-tive performance of health professionals from the public hospitals.Methods:A questionnaire survey was conducted to collect data from health professionals in the public hospitals in Beijing,including D-HRMPs scale,innovation performance scale,inclusive lead-ership scale and team innovation atmosphere scale.Descriptive statistics and structural equation model were used for the analysis.Results:D-HRMPs had a direct effect on the innovation performance of public hospital health professionals.Inclusive leadership can positive-ly affect the implementation of D-HRMPs and the formation of team innovation atmosphere.Meanwhile,team innovation atmo-sphere plays a mediating effect,that is,D-HRMPs can actively promote the formation of team innovation climate,and further indi-rectly affect the innovation performance of employees.Conclusion:The directors of public hospitals can further explore the im-plementation of D-HRMPs,and pay attention to adopting inclusive leadership to deepen the reform of personnel management system,and promote high-quality development of public hospitals.
5.Effect of curcumin on angiogenesis of rats with DEN-induced hepatocellular carcinoma under hypoxia
YANG Chuanyu ; ZENG Rongyao ; LIU Rongliang ; WANG Xiaowen ; KE Enming ; LIU Jing
Chinese Journal of Cancer Biotherapy 2018;25(2):137-141
[Abstract] Objective: To investigate the effect of curcumin on angiogenesis in rats with DEN (diethylnitrosamine)-induced HCC (hepatocellular carcinoma) under hypoxia. Methods: Rat HCC was induced by DEN, and its hepatic hypoxia model was established by ligating hepatic artery. The rats with established HCC model were randomly divided into four groups according to digital table method: lipiodol embolization group (group A), lipiodol combined with curcumin embolization group (group B), lipiodol combined with peripheral liver capsule group (group C), lipiodol combined with curcumin and peripheral liver capsule group (group D), with 10 rats in each group. VEGF expression in HCC cells and tissues, microvessel density (MVD), and median survival time (MST) of rats in each group were compared. Results: VEGF protein expression and microvessel density in group B, D were significantly lower than those in A group ( P <0.01), while those in C group had no significant difference compared with group A ( P >0.05). MST in group B, C and D was significantly longer than that in group A ( P <0.05), and the MST in group D was higher than that in group B and C ( P <0.05). Conclusion: Curcumin can inhibit tumor angiogenesis and decrease VEGF expression and MVD in HCC rats under hypoxia, thus further prolong the survival time of the rats.
6.Prospective comparative study of ultramini percutaneous nephrolithotomy and retrograde intrarenal surgery in treatment of moderate-sized renal lower caliceal calculi
Shixian WANG ; Shuifa YANG ; Fei WANG ; Enming YANG ; Dongshan PAN ; Xufeng HUANG ; Junlong WANG ; Xiaoqiang XIE ; Qingnan LI ; Xiaohan LIN
Chinese Journal of Urology 2018;39(3):209-213
Objective To compare the effectiveness and safety of ultramini percutaneous nephrolithotomy (UMP) and retrograde intrarenal surgery (RIRS) in treatment of moderate-sized (about 1-2 cm) renal lower caliceal calculi.Methods From March 2015 to December 2016,patients in our hospital scheduled for surgery due to renal lower caliceal calculi with the greatest diameter of 10-22 mm were prospectively analyzed.Patients were randomized into two groups according to the random number table.Group UMP's operational channel was only F14 and the nephroscope's diameter was 1 mm.200 μm holmium laser lithotripsy was used to break the stones which was rushed out by eddy cuurent.In Group RIRS,all patients needed placing a F6 double J stent preoperatively for two weeks.A flexible ureteroscope sheath required imbedding intraoperatively.The stones were smashed by 200 μm holmium laser lithotripsy through the WOLF flexible ureteroscope.The intraoperative and postoperative datas including stone-free status and the complications were compared.Results 100 patients were enrolled in the study 50 patients in Group UMP,28 were male and 22 were female,mean age was 43.4 ± 7.9 years old.Mean stone size was 14.5 ±3.0 mm(range 10-22 mm).Among them,18 cases were complicated with mild and moderate hydronephrosis.The other 50 cases were allocated to Group RIRS,including 31 males and 19 females.Their mean age was 44.5 ± 8.3 years old and mean stone size was 13.7 ± 3.1 mm (range 10-21 mm).Among them,16 cases were complicated with mild and moderate hydronephrosis.No statistically significant difference were seen between the two groups (P > 0.05).After three months' follow-up,one-time stone free rate(SFR) of UMP group was 94.0% (47/50),which was significantly more superior than the 72.0% (36/50) of the RIRS group(P < 0.05).The intraoperative decrease in hemoglobin were (7.8 ± 3.3) g/L vs.(3.1 ± 3.4) g/L,and operating time(26.5 ± 6.1) min vs.(43.3 ± 6.3) min.Significant differences were also seen between the two groups(P <0.05).There was more blood loss and less operating time in the group of UMP.The hospital stay,delayed hemorrhage and postoperative fever between the UMP and RIRS groups were (4.3±1.3)d vs.(3.24 ± 1.21)d,8.0% (4/50)vs.0(0/50),16.0% (8/50)vs.12.0% (6/50) respectively.No significant differences were seen (P > 0.05).Conclusions Both UMP and RIRS procedures are effective and safe in the treatment of moderate-sized renal lower caliceal calculi.Compared with RIRS,UMP may be more effective and has less operating time,however wtih more intraoperative blood loss.
7.Combined effect of curcumin and anti-adhesive membrane to block multi-channel blood supply in the treatment of hepatic VX2 carcinoma in rabbit and neovascularization in residual cancer tissues
Chuanyu YANG ; Zheng XU ; Enming KE ; Kai NIE ; Rongliang LIU ; Xiaowen WANG ; Jing LIU
Chinese Journal of Hepatology 2018;26(10):775-777
8.Effect of stage 1 acute kidney injury on the prognosis of patients underwent cardiopulmonary bypass cardiac operation:an analysis results from 5 823 patients
Yanli YANG ; Enming QING ; Jun MA ; Lin DING
Chinese Critical Care Medicine 2016;28(7):581-585
Objective To investigate the effect of stage 1 acute kidney injury (AKI) on the prognosis of patients underwent cardiopulmonary bypass (CPB) cardiac operation. Methods A retrospective analysis was conducted. All patients aged ≥ 18 years who underwent cardiac operation with CPB admitted to Beijing Anzhen Hospital from July 1st, 2013 to December 31st, 2015 were enrolled. According to the standard of serum creatinice (SCr) of Kidney Disease Improving Global Outcomes (KDIGO) criteria, the AKI patients with stage 1 and non-AKI patients were served as the research objects. Perioperative clinical data of two groups were collected, and the prognosis was recorded during follow up to draw the Kaplan-Meier survival curve. Cox regression model was used to analyze the risk factors of prognosis in patients with stage 1 AKI experienced CPB during cardiac operation. Results A total of 5 823 patients were enrolled, of which 1 285 patients with AKI, and those in stage 1 was 998, accounting for 77.67% of total AKI patients; and 4 538 in non-AKI group. The mean follow-up period among survivors was (23.13±12.28) months. Compared with non-AKI patients, 30-day mortality of patients with stage 1 AKI was significantly increased [4.00% (40/998) vs. 0.40% (18/4 538), P < 0.01]. It was showed by Kaplan-Meier survival analysis that the cumulative survival rate of patients with stage 1 AKI was significantly lower than that of non-AKI patients (log-rank = 51.989, P < 0.001). It was showed by further subgroup analysis that the cumulative survival rate of patients with stage 1 AKI without serum creatinine (SCr) recovery was significantly lower than that of patients with SCr recovery from stage 1 AKI (log-rank = 43.580, P = 0.000). It was showed by Cox multivariate analysis that stage 1 AKI [hazard ratio (HR) = 2.725, 95% confidence interval (95%CI) = 1.810-4.230, P = 0.000] and prolonged CPB in patients undergoing cardiac operation (HR = 1.013, 95%CI = 1.001-1.017, P = 0.000), combined with coronary heart disease (HR = 1.046, 95%CI = 1.010-1.063, P = 0.005) and diabetes mellitus (HR = 1.060, 95%CI = 1.010-1.090, P = 0.002) were independent risk factors of death in patients undergoing CPB during cardiac operation. Conclusion Stage 1 AKI is the main stage of AKI and it is independently related to all-cause mortality in patients underwent cardiovascular operation using CPB.
9.Effect of minimal increase in postsurgical creatinine on prognosis in patients undergoing cardiac surgery with cardiopulmonary bypass
Yanli YANG ; Jun MA ; Enming QING ; Lin DING ; Yanyan XUE ; Zhaoqi WANG
Chinese Journal of Anesthesiology 2016;36(3):263-266
The medical records of patients underwent thoracic surgery with cardiopulmonary bypass (CPB) from July 1,2013 to May 30,2014 were collected and reviewed,the patients who developed postsurgical acute kidney injury (increase in postsurgical serum creatinine>26.6 μmol/L) during hospital stay were excluded,and a total of 1 509 cases were enrolled in the study.Age,gender,body weight,presurgical complications,presurgical ejection fraction,serum concentration of creatinine on presurgical day 1,CPB duration during surgery,aortic clamping time,volume of blood transfused,duration of intensive care unit stay,mechanical ventilation time,length of hospital stay,and the highest serum concentration of creatinine were collected.The patients were divided into 2 groups according to the increase in postsurgical serum creatinine concentrations (the difference between the highest serum concentration of creatinine during hospital stay and the serum concentration of creatinine on presurgical day 1):no increase in creatinine group (n =508) and minimal increase in creatinine group (increase in postsurgical serum creatinine concentrations≤26.6 μmol/L,n=1 001).All the patients were followed up by telephone,and the fatality was recorded.Kaplan-Meier and log-rank analyses were used to analyze the survival condition,and the risk factors for fatality were identified by using multivariate Cox regression analysis.Compared with no increase in creatinine group,age was significantly increased,the constituent ratios of coronary heart disease,hypertension,diabetes mellitus,and pulmonary hypertension were significantly increased,CPB duration and length of hospital stay were significantly prolonged (P<0.05),and no significant change was found in the fatality rate on postsurgical day 30 in minimal increase in creatinine group (P>0.05).The patients were followed up for (298±104) days,and Kaplan-Meier analysis showed that the long-term fatality rate was significantly higher in minimal increase in creatinine group than in no increase in creatinine group (P<0.05).Multivariate Cox regression analysis showed that age,presurgical coronary heart disease,CPB duration and minimal increase in postsurgical creatinine were the risk factors for fatality,and among these factors,minimal increase in postsurgical creatinine resulted in a 9% increase in the fatality rate.In conclusion,minimal increase in postsurgical creatinine can not only prolong the length of hospital stay,but also increase the long-term fatality rate in the patients undergoing cardiac surgery with CPB.
10.Thinking of cultivating critical care thinking in anaesthesiology teaching
Yanli YANG ; Jun MA ; Enming QING
Chinese Journal of Medical Education Research 2014;13(11):1095-1097
The global and local,goal and destination,treatment and reinjury are three common critical thinking,which has the vital significance to the teaching of anesthesiology.Through the classroom interpretation of the pathogenesis,we preliminarily cultivate the students' global and local thinking by guiding students to find the primary problem in the global and local and finding out the breakthrough point of disease treatment.Through the case teaching,we promote students to constantly strengthen their goal and destination thinking by guiding students to select target,determine the endpoint,and solve the problem in stages to make the treatment of the critically ill patient which students simulate has good operability.Through adoption of problem based learning,we make students know how to achieve the optimal treatment effect by guiding them to have extensive discussions and have access to information so as to cultivate students' treatment and reinjury thinking and enhance their global and local thinking at the same time.

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