1.Comparison of the effects of three time series models in predicting the trend of erythrocyte blood demand
Yajuan QIU ; Jianping ZHANG ; Jia LUO ; Peilin LI ; Mengzhuo LUO ; Qiongying LI ; Ge LIU ; Qing LEI ; Kai LIAO
Chinese Journal of Blood Transfusion 2025;38(2):257-262
[Objective] To analyse and predict the tendencies of using erythrocyte blood in Changsha based on the autoregressive integrated moving average (ARIMA) model, long short-term memory (LSTM) and ARIMA-LSTM combination model, so as to provide reliable basis for designing a feasible and effective blood inventory management strategy. [Methods] The data of erythrocyte usage from hospitals in Changsha between January 2012 and December 2023 were collected, and ARIMA model, LSTM model and ARIMA-LSTM combination model were established. The actual erythrocyte consumption from January to May 2024 were used to assess and verify the prediction effect of the models. The extrapolation prediction accuracy of the models were tested using two evaluation indicators: mean absolute percentage error (MAPE) and root mean square error (RMSE), and then the prediction performance of the model was compared. [Results] The RMSE of LSTM model, optimal model ARIMA(1,1,1)(1,1,1)12 and ARIMA-LSTM combination model were respectively 5 206.66, 3 096.43 and 2 745.75, and the MAPE were 18.78%,11.54% and 9.76% respectively, which indicated that the ARIMA-LSTM combination model was more accurate than the ARIMA model and LSTM model, and the prediction results was basically consistent with the actual situation. [Conclusion] The ARIMA-LSTM model can better predict the clinical erythrocyte consumption in Changsha in the short term.
2.Design and implementation of epidemiological survey on dementia in community residents in Tongliao City
Yuanyuan LI ; Linfeng ZHANG ; Guangming XU ; Xiaoyi TIAN ; Hongjun SUN ; Tingting ZHANG ; Hongmei YU ; Peilin XU ; Wujisiguleng ; Jiana MUHAI ; Ying CUI ; Junjie HUANG ; Muren ; Guifang LEI ; Yueqin HUANG ; Zhaorui LIU
Chinese Mental Health Journal 2024;38(9):752-758
Objective:To describe the detail sampling design,weighting,instruments,filed procedures and quality control methods of the epidemiological survey on dementia among community residents in Tongliao City.Methods:A three-stage disproportionate probability sampling design was used to investigate the inhabitants aged 65 years and over in Tongliao City,Inner Mongolia Autonomous Region.The 10/66 Dementia Research Group(10/66 DRG)assessment instruments were used to diagnose dementia,using computer-assisted personal interview mode in the selected older people.Comprehensive quality control methods were implemented throughout the field-work.Results:A total of 166 villages or communities were sampled from nine counties or districts in Tongliao Cit-y.Totally 4 345 older people were interviewed with 96.2%response rate.By calculating sampling design weights,non-response adjustment weights and post-stratification adjustment weights,these weights were multiplied and per-formed trimming adjustment and standardization adjustment to generate final weights.The 171 interviewers were well-trained and qualified to carry out filed interview.Quality control methods included computer data check,audio record check,and telephone check in order to ensure the quality of the survey.Conclusion:This survey is imple-mented using a rigorous sampling design and timely quality control methods,and uses the 10/66 DRG assessment instruments with satisfactory international validity and reliability as survey instruments,which has international cross-cultural comparability.It provides a valid and feasible methodology of epidemiological survey on dementia for further studies in different regions in China.
3.CAMU-Net:an improved model for retinal vessel segmentation based on Attention U-Net
Yunfei TANG ; Zhiping DAN ; Zhengtian HONG ; Yonglin CHEN ; Peilin CHENG ; Guo CHENG ; Fangting LIU
Chinese Journal of Medical Physics 2024;41(8):960-968
An improved U-Net model(channel attention module U-Net,CAMU-Net)is proposed to achieve precise segmentation of retinal vessels.CAMU-Net model enhances its understanding of regional features by employing residual enhancement convolution to extract important information from the regions,improves the global feature acquisition capability by introducing feature refinement module to promote feature extraction,realizes precise segmentation by adding channel attention module to capture image features accurately,and enhances its capability to perceive target boundaries and details through a multi-scale feature fusion structure.The ablation study on the DRIVE dataset validates the role of each module in retinal vessel segmentation.The comparison with other mainstream network models on DRIVE and STARE datasets verify that CAMU-Net model is superior to other models.
4.Application of digital visualization in surgical clearance of vertebral infection lesions following percutaneous vertebroplasty
Xiaoxiao BAO ; Long WANG ; Kai SU ; Zhenhui ZHANG ; Zhe SHAO ; Wentao JIANG ; Peilin LIU ; Yongsheng KANG ; Wei MEI ; Qingde WANG
Chinese Journal of Orthopaedic Trauma 2024;26(7):631-635
Objective:To evaluate the application of digital visualization in preoperative planning for surgical clearance of vertebral infection lesions following percutaneous vertebroplasty (PVP).Methods:A retrospective study was conducted to analyze the 13 patients with infectious spondylitis following PVP who had undergone one-stage posterior debridement and interbody bone grafting combined with instrumentation at Department of Spinal Surgery, Zhengzhou Orthopaedics Hospital from January 2016 to December 2022. They were 4 males and 9 females with an age of (71.4±6.5) years. Before surgery, the CT raw data of the patients were imported into software Mimics to reconstruct a three-dimensional model of the spine. After the distribution of bone cement in the model and its relationships with the vertebral plate, pedicle, articular process, and spinal cord were observed, a safe area for spinal canal surgery was designed. Intraoperative operations were carried out according to the preoperative planning. Surgical time, intraoperative blood loss, improvements in American Spinal Injury Association (ASIA) grading, and postoperative complications were recorded. The therapeutic efficacy was evaluated by comparisons of erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), visual analogue scale (VAS), and Oswestry disability index (ODI) between preoperation, 2 weeks and 3 months postoperation, and the last follow-up.Results:Surgery went on successfully in all the 13 patients according to the preoperative planning. The surgical time was (275.9±28.3) min and the intraoperative blood loss (865.4±183.0) mL. All patients were followed up for (24.7±9.4) months. The levels of ESR, CRP, VAS, and ODI at 2 weeks, 3 months and the last follow-up were significantly lower than those before surgery ( P<0.05). At the last follow-up, X-ray and CT examinations showed good positions of internal fixation and sufficient bone graft fusion. The ASIA grading recovered from preoperative D to E in 5 patients. No incision infection, sinus formation, worsening of neurological symptoms, loosening or rupture of internal fixation, or worsening of neurological dysfunction were found. Conclusion:With the assistance of 3D visualization, the spinal cord, bone cement, and debridement area can be visualized directly to reduce nerve injury complications so that a safe and effective preoperative planning can be made for surgical clearance of vertebral infection lesions following PVP.
5.Establishment of quantitative analysis model for quality control indexes of Farfarae Flos based on NIRS
Tao GENG ; Wenhui JIANG ; Jialun LIU ; Songping LAN ; Liuying WANG ; Peilin CHEN ; Hanjing YAN ; Shengguo JI
China Pharmacy 2024;35(9):1057-1063
OBJECTIVE To establish a quantitative analysis model for the contents of tussilagone, moisture, ethanol-soluble extract and total ash in Farfarae Flos based on near-infrared spectroscopy (NIRS), providing a new idea for the rapid quality evaluation of Farfarae Flos and its preparations. METHODS Referring to the 2020 edition of the Chinese Pharmacopoeia, the contents of the main quality control indexes tussilagone, moisture, ethanol-soluble extract and total ash in 130 batches of Farfarae Flos from 19 producing areas were determined by HPLC, drying method, hot dip method and ash assay, respectively. The NIRS data information of the medicinal herbs of Farfarae Flos was collected, and then NIRS combined with the partial least squares method was used to establish the individual quantitative analysis models of the above quality control indexes in the samples, and the predictive model of the NIRS content was obtained after sample validation with validation set. RESULTS The range for the contents of tussilagone, moisture, ethanol-soluble extract and total ash in 130 batches of Farfarae Flos were 0.051 4%-0.103 5%, 7.75%-10.93%, 20.17%-31.12%, and 7.68%-12.10%, respectively. The internal cross-validation coefficients of determination (R2) of the established models for the quantitative analysis of tussilagone, moisture, ethanol-soluble extract and total ash in Farfarae Flos were 0.985 8, 0.968 4, 0.973 4, 0.988 0, respectively; the root mean square errors of calibration (RMSEC) were 0.001 54, 0.187, 0.478, 0.127, respectively; the root mean square errors of prediction (RMSEP) were 0.001 81, 0.212, 0.543, 0.149, respectively; RMSEP/RMSEC were 1.175 3, 1.133 7, 1.136 0 and 1.173 2, respectively, which were all within a reasonable range (1<RMSEP/RMSEC≤1.2). The mean absolute errors between the true and model-predicted values of the above four quality control indexes in the validation set of samples were -0.000 36, 0.061 43, 0.144 00, and 0.010 43, respectively,and the mean predicted recoveries were 99.65%, 100.72%,100.66%, and 100.15%, respectively. CONCLUSIONS The established NIRS quantitative analysis model has high stability and reliable results, which can be used for the rapid batch prediction of the content of relevant quality control indexes in Farfarae Flos.
6.Association of serum uric acid with outcome at one year in patients with acute ischemic stroke
Wei WANG ; Juanjuan XUE ; Peilin LIU ; Xiaoshuang XIA ; Jun SHI ; Xin LI
International Journal of Cerebrovascular Diseases 2024;32(1):9-14
Objective:To investigate the association of serum uric acid (SUA) with the outcome in patients with acute ischemic stroke (AIS) at one year after onset.Methods:Patients with AIS admitted to the Department of Neurology, Dagang Hospital, Tianjin Binhai New Area were included retrospectively. According to the modified Rankin Scale (mRS) score at 1 year after onset, patients were divided into a good outcome group (0-2) and a poor outcome group (>2). They were also divided into a survival group and a death group based on their survival status at 1 year after onset. The clinical baseline data and laboratory tests were compared. Multivariate logistic regression analysis was used to determine the associations of SUA with poor outcome and death in patients with AIS. Results:A total of 651 patients were enrolled, including 430 males (66.1%) aged 67.5±11.7 years. Four hundred and fourteen patients (63.6%) were in the good outcome group, and 237 (36.4%) were in the poor outcome group. There were 568 patients (87.3%) in the survival group and 43 (16.7%) in the death group. Univariate analysis showed that there were differences in age, atrial fibrillation, history of stroke or transient ischemic attack, baseline National Institutes of Health Stroke Scale (NIHSS) score, and pre-admission mRS score between the poor outcome group and the good outcome group. The homocysteine, SUA, white blood cell count, and creatinine in the poor outcome group were higher than those in the good outcome group, while the red blood cell count and hemoglobin were lower than those in the good outcome group (all P<0.05). There were differences in age, history of ischemic heart disease, atrial fibrillation, history of stroke or transient ischemic attack, baseline NIHSS score, pre-admission mRS score, and stroke etiology classification between the survival group and the death group. Hemoglobin and triglycerides in the survival group were higher than those in the death group, while the white blood cell count and creatinine were lower than those in the death group (all P<0.05). Multivariate logistic regression analysis showed that SUA was an independent risk factor for poor outcome in patients with AIS (odds ratio 1.004, 95% confidence interval 1.001-1.006; P<0.01), but there was no independent correlation with death. Conclusion:Higher SUA is an independent risk factor for poor outcome at one year after onset in patients with AIS.
7.Clinical characteristics and related factors of patients with schizophrenia in different ages of onset
Fan YANG ; Peilin XU ; Yueqin HUANG ; Zhaorui LIU ; Tingting ZHANG ; Yanling HE ; Jie ZHANG ; Yuandong GONG ; Yan LIU ; Bo LIU ; Lesheng ZHAO ; Guoping WU ; Min LIU ; Yanjun WANG ; Jicai WANG ; Changqing GAO ; Jin LU
Chinese Mental Health Journal 2024;38(1):16-24
Objective:To explore the clinical characteristics and related socio-demographic factors of schizo-phrenia patients with different ages of onset.Methods:Totally 2 016 patients with schizophrenia aged 15 to 70 were selected according to the diagnostic criteria for schizophrenia in the Diagnostic and Statistical Manual of Mental Disorders,Fifth Edition.All of the patients were interviewed by psychiatrists using the Mini International Neuropsy-chiatric Interview to diagnose schizophrenia,Clinical-Rated Dimensions of Psychosis Symptom Severity(CRDPSS)and the Positive and Negative Syndrome Scale(PANSS)to assess symptoms.The cut-off points were 18 and 25 years old for three age groups,i.e.early onset(EOS),youth onset(YOS)and adult onset(AOS).Statistical analy-ses were performed by analysis of variance Pearson correlation analysis,and multivariate linear regression.Results:The early-onset patients had the highest total PANSS score(73.8±28.0)and CRDPSS score(11.7±5.4).Fe-male gender,high education level,Han ethnicity,early onset age,and slower onset of illness were negatively corre-lated with the total and dimension score of PANSS scale and CRDPSS scale(standardized regression coefficient:0.04-0.47),and income level and smoking were negatively correlated with those score(standardized regression coefficient:-0.04--0.14).Conclusion:Early-onset schizophrenia patients have more severe symptoms,and fe-male,high education level,early-onset disease,and chronic onset are the risk factors of symptom severity in patients with schizophrenia.
8.Anxiety symptom and personality disorder among medical aesthetic clients
Yimou SUN ; Peilin XU ; Zhaorui LIU ; Tingting ZHANG ; Yueqin HUANG ; Bi LI
Chinese Mental Health Journal 2024;38(3):225-231
Objective:To describe the prevalence of anxiety symptom and personality disorder among medical aesthetic clients,and explore related factors of anxiety symptoms among them.Methods:Totally 788 clients who consulted in a cosmetic plastic surgery department were recruited in a tertiary hospital in Beijing from November 2021 to July 2023.Using the Personality Diagnostic Questionnaire-4(PDQ-4)and the Self-Rating Anxiety Scale(SAS)as assessment instruments,with a cutoff point of 42 and 50 points respectively,for screening out personality disorder and anxiety symptom.Statistical analysis was conducted by analysis of variance,chi-square tests,multivari-ate linear regression and logistic regression.Results:The rate of anxiety symptom among the medical aesthetic cli-ents was of 15.23%(120/788),and the prevalence of personality disorder was 3.50%(28/788).Age was nega-tively associated with SAS scores(β=-0.82,P=0.009),PDQ-4 score was positively associated with SAS score(β=0.15,P<0.001),eye plastic surgery,facial contouring and minimally invasive plastic surgery were positively associated with SAS score(β=2.00-3.64,P<0.05).Conclusion:The younger and the more prominent the per-sonality dysfunction the clients are,the severer anxiety symptom they have.The clients who consult for eye plastic surgery,facial contouring,and minimally invasive plastic surgery have severer anxiety symptom.
9.Efficacy of stage I modified posterior vertebral column resection in the treatment of postoperative infection after percutaneous vertebroplasty for osteoporotic vertebral compression fracture
Zhe SHAO ; Qingde WANG ; Rundong GUO ; Zhenhui ZHANG ; Kai SU ; Wentao JIANG ; Peilin LIU ; Yongsheng KANG ; Wei MEI
Chinese Journal of Trauma 2024;40(3):214-220
Objective:To explore the efficacy of stage I modified posterior vertebral column resection (mPVCR) in the treatment of postoperative infection after percutaneous vertebroplasty (PVP) for osteoporotic vertebral compression fracture (OVCF).Methods:A retrospective case series study was conducted to analyze the clinical data of 11 OVCF patients with post-PVP infection who were admitted to Zhengzhou Orthopedics Hospital from January 2016 to June 2022, including 4 males and 7 females, aged 61-81 years [(70.2±6.4)years]. Injured segments included T 9 in 1 patient, T 11 in 2, T 12 in 3, L 1 in 1, L 2 in 2, T 11-T 12 in 1, and T 12-L 1 in 1. American Spinal Injury Association (ASIA) grading was grade D in 5 patients and grade E in 6. All the patients were treated with stage I mPVCR. The operation time and intraoperative bleeding volume were recorded. The values of Visual Analogue Scale (VAS), Oswestry Dysfunction Index (ODI), and Cobb angle of the lesion segments before, at 2 weeks, 3 months after surgery, and at the last follow-up were compared. The loss of Cobb angle of the lesion segments at 2 weeks after surgery and at the last follow-up were compared, and the ASIA grading at the last follow-up was recorded. The infection control, bone healing, and the incidence of complications were observed at the last follow-up. Results:All the patients were followed up for 12-44 months [(26.0±9.4)months]. The operation time and intraoperative bleeding volume were 230-330 minutes [(279.2±28.6)minutes] and 500-1 100 ml [(840.9±184.1)ml] respectively. At 2 weeks, 3 months after surgery and at the last follow-up, the VAS scores were (4.0±0.8)points, (2.7±0.9)points, and (2.4±0.7)points respectively, which were all lower than that before surgery [(8.1±1.2)points] ( P<0.01); the ODI was (45.5±5.1)%, (30.0±6.5)%, and (18.5±3.6)% respectively, which were all lower than that before surgery [(78.7±6.2)%] ( P<0.01); the Cobb angle of the lesion segments were (7.9±1.4)°, (8.5±1.4)°, and (9.2±1.5)° respectively, which were lower than that before surgery [(25.5±9.2)°] ( P<0.01). The VAS and ODI were both improved at 3 months after surgery compared with those at 2 weeks after surgery ( P<0.05), while there was no significant difference in Cobb angle of the lesion segments ( P>0.05). The ODI was further improved at the last follow-up compared with that at 3 months after surgery ( P<0.05), while there were no significant differences in VAS or Cobb angle of the lesion segments ( P>0.05). The loss of Cobb angle correction of the lesion segment at the last follow-up was 0.96 (0.69, 1.45)° compared with that at 2 weeks after surgery and the rate of loss of Cobb angle correction of the lesion segment was 4.4(2.2, 7.4)%. At the last follow-up, the ASIA grading was grade E for all the patients, who were able to walk normally independently. The infection was all cured and good bony fusion was observed in the operated area at the last follow-up. Two patients had pleural effusion and pulmonary atelectasis, 1 incision fat liquefaction, and 1 pneumonia after the surgery. None of the patients had internal fixation failure and serious complications such as worsening neurological symptoms or death. Conclusion:Stage I mPVCR for the treatment of post-PVP infection in patients with OVCF is proved to attain significant pain relief and functional improvement, good correction results, effective reconstruction of spinal stability, complete removal of infected lesions, and few serious complications.
10.One-stage posterior-anterior combined operation for treatment of abnormal fusion after facet joint dislocation in subaxial cervical spine
Yongsheng KANG ; Peilin LIU ; Kai SU ; Qingde WANG ; Rundong GUO ; Wentao JIANG ; Zhenhui ZHANG ; Zhe SHAO ; Wei MEI
Chinese Journal of Orthopaedic Trauma 2024;26(1):85-88
Objective:To investigate the efficacy of one-stage posterior-anterior combined operation for the treatment of abnormal fusion after facet joint dislocation in the subaxial cervical spine.Methods:A retrospective study of case series was conducted to analyze the clinical data of 10 patients with abnormal fusion after facet joint dislocation in the subaxial cervical spine who had been admitted to Department of Spine Surgery, Zhengzhou Orthopedic Hospital from January 2015 to May 2023. There were 7 males and 3 females with an age of (41.2±3.1) years. Preoperative American Spinal Injury Association (ASIA) grading: 5 cases of grade A, 4 cases of grade B, and 1 cases of grade C. All the patients were treated with one-stage posterior-anterior combined operation. The surgical time and intraoperative bleeding volume were recorded. The ASIA grading was used to evaluate the improvements in nerve function of the spinal cord 3 months after surgery. The VAS scores, cervical intervertebral heights, and Cobb angles were compared between pre-surgery, 3 months after surgery, and the last follow-up. The fusion of intervertebral bone graft was evaluated 3 months after surgery using the Bridgell intervertebral fusion criteria. Complications were observed.Results:All patients were followed up for 15.5 (13.8, 20.5) months. The surgical time was (119.5±3.6) minutes, and the intraoperative bleeding volume (141.6±25.6) mL. Significant improvements in VAS score, cervical intervertebral height, and Cobb angle were observed at 3 months after surgery and the last follow-up compared with the pre-surgery values ( P<0.05), but there was no statistically significant difference between 3 months after surgery and the last follow-up ( P>0.05). ASIA grading 3 months after surgery: 4 cases of grade A, 4 cases of grade B, and 2 cases of grade C. By the Bridgell intervertebral fusion criteria at 3 months after surgery: 9 cases of grade Ⅰ and 1 cases of grade Ⅱ, showing good intervertebral fusion. Surgery went on well for all patients, showing no postoperative complications such as aggravation of nerve lesion or vascular injury. Conclusion:In the treatment of abnormal fusion after facet joint dislocation in the subaxial cervical spine, the efficacy of one-stage posterior-anterior combined operation is definite because it can effectively reduce pain, restore the height and physiological curvature of the cervical intervertebral space, and achieve good intervertebral fusion.

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