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1.
Journal of Sun Yat-sen University(Medical Sciences) ; (6): 253-260, 2024.
Article in Chinese | WPRIM | ID: wpr-1016446

ABSTRACT

ObjectiveTo construct and validate a clinical prediction model for diabetic kidney disease (DKD) based on optical coherence tomography angiography (OCTA). MethodsThis study enrolled 567 diabetes patients. The random forest algorithm as well as logistic regression analysis were applied to construct the prediction model. The model discrimination and clinical usefulness were evaluated by receiver operating characteristic curve (ROC) and decision curve analysis (DCA), respectively. ResultsThe clinical prediction model for DKD based on OCTA was constructed with area under the curve (AUC) of 0.878 and Brier score of 0.11. ConclusionsThrough multidimensional verification, the clinical prediction nomogram model based on OCTA allowed for early warning and advanced intervention of DKD.

2.
Organ Transplantation ; (6): 244-250, 2024.
Article in Chinese | WPRIM | ID: wpr-1012495

ABSTRACT

Objective To identify the influencing factors of operation time of hand-assisted laparoscopic living donor nephrectomy, and to analyze the relationship between influencing factors and the severity of postoperative complications. Methods Clinical data of 91 donors who underwent hand-assisted laparoscopic nephrectomy were retrospectively analyzed. The correlation between preoperative baseline data of donors and operation time was analyzed. The relationship between operation time and postoperative complications was assessed and the threshold of operation time was determined. Results Multiple donor renal arteries, thick perirenal and posterior renal fat, metabolic syndrome, high Mayo adhesive probability (MAP) score and Clavien-Dindo score prolonged the operation time. By analyzing the receiver operating characteristic (ROC) curve, we found that when the operation time was ≥138 min, the incidence of postoperative complications of donors was significantly increased (P<0.05). Conclusions For donors with multiple renal arteries, thick perirenal and posterior renal fat, metabolic syndrome and high MAP score and Clavien-Dindo score, experienced surgeons should be selected to make adequate preoperative preparation and pay close attention after surgery, so as to timely detect postoperative complications and reduce the severity of complications, enhance clinical prognosis of the donors.

3.
Journal of Biomedical Engineering ; (6): 133-140, 2023.
Article in Chinese | WPRIM | ID: wpr-970683

ABSTRACT

To investigate the γ pass rate limit of plan verification equipment for volumetric modulated arc therapy (VMAT) plan verification and its sensitivity on the opening and closing errors of multi-leaf collimator (MLC), 50 cases of nasopharyngeal carcinoma VMAT plan with clockwise and counterclockwise full arcs were randomly selected. Eight kinds of MLC opening and closing errors were introduced in 10 cases of them, and 80 plans with errors were generated. Firstly, the plan verification was conducted in the form of field-by-field measurement and true composite measurement. The γ analysis with the criteria of 3% dose difference, distance to agreement of 2 mm, 10% dose threshold, and absolute dose global normalized conditions were performed for these fields. Then gradient analysis was used to investigate the sensitivity of field-by-field measurement and true composite measurement on MLC opening and closing errors, and the receiver operating characteristic curve (ROC) was used to investigate the optimal threshold of γ pass rate for identifying errors. Tolerance limits and action limits for γ pass rates were calculated using statistical process control (SPC) method for another 40 cases. The error identification ability using the tolerance limit calculated by SPC method and the universal tolerance limit (95%) were compared with using the optimal threshold of ROC. The results show that for the true composite measurement, the clockwise arc and the counterclockwise arc, the descent gradients of the γ passing rate with per millimeter MLC opening error are 10.61%, 7.62% and 6.66%, respectively, and the descent gradients with per millimeter MLC closing error are 9.75%, 7.36% and 6.37%, respectively. The optimal thresholds obtained by the ROC method are 99.35%, 97.95% and 98.25%, respectively, and the tolerance limits obtained by the SPC method are 98.98%, 97.74% and 98.62%, respectively. The tolerance limit calculated by SPC method is close to the optimal threshold of ROC, both of which could identify all errors of ±2 mm, while the universal tolerance limit can only partially identify them, indicating that the universal tolerance limit is not sensitive on some large errors. Therefore, considering the factors such as ease of use and accuracy, it is suggested to use the true composite measurement in clinical practice, and to formulate tolerance limits and action limits suitable for the actual process of the institution based on the SPC method. In conclusion, it is expected that the results of this study can provide some references for institutions to optimize the radiotherapy plan verification process, set appropriate pass rate limit, and promote the standardization of plan verification.


Subject(s)
Humans , Radiotherapy, Intensity-Modulated , Immune Tolerance , Nasopharyngeal Carcinoma , ROC Curve , Nasopharyngeal Neoplasms/radiotherapy
4.
Journal of Central South University(Medical Sciences) ; (12): 1197-1202, 2023.
Article in English | WPRIM | ID: wpr-1010342

ABSTRACT

OBJECTIVES@#Dysthyroid optic neuropathy (DON) is a class of diseases that makes seriously endanger to the vision of patients with thyroid-associated ophthalmopathy. This study aims to observe the visual function changes in patients with DON, and to evaluate the diagnostic value of indicators diagnosing DON.@*METHODS@#A retrospective study was conducted on 98 eyes of 49 patients with dysthyroid optic neuropathy (DON) who were treated in Xiangya Hospital of Central South University from January 2017 to December 2019. All patients were received the examination of best corrected visual acuity (BCVA), Humphrey visual field, visual evoked potential (VEP), and contrast sensitivity. Ninety-eight eyes were divided into a DON group (45 eyes) and a non-DON group (53 eyes). T-test was used to compare the related indicators between the 2 groups. The sensitivity and specificity of each indicator were analyzed by receiver operating characteristic (ROC) curve.@*RESULTS@#The BCVA and visual field index (VFI) of the DON group were significantly lower than those of the non-DON group (all P<0.05). The mean deviation (MD) and pattern standard deviation (PSD) of the DON group were significantly higher than those of the non-DON group (all P<0.05). The low frequency contrast sensitivity (CSL), medium frequency contrast sensitivity (CSM), and high frequency contrast sensitivity (CSH) of the DON group were significantly lower than those of the non-DON group (all P<0.05), with CSH being particularly prominent. Compared with the non-DON group, at spatial frequencies of 15°, 30°, and 60°, the amplitude of N135 wave was significantly reduced, and the latency of N75 wave, P100 wave, and N135 wave was significantly prolonged in the DON group (all P<0.05); at spatial frequencies of 15° and 30°, the amplitude of P100 wave was significantly reduced in the DON group (P<0.05). The ROC curve analysis results showed that the area under the curve (AUC) of VFI, CSL, CSM, CSH and 15° P100 amplitude diagnosing DON were 0.812, 0.841, 0.880, 0.784, and 0.791, respectively, with CSM possessing the highest sensitivity and specificity.@*CONCLUSIONS@#The visual function of patients with DON is decreased. VFI, contrast sensitivity of low, medium, and high frequency, and 15° P100 wave amplitude might be effective indicators for early diagnosis of DON.


Subject(s)
Humans , ROC Curve , Optic Nerve Diseases/complications , Retrospective Studies , Evoked Potentials, Visual , Graves Ophthalmopathy
5.
Journal of Prevention and Treatment for Stomatological Diseases ; (12): 641-646, 2023.
Article in Chinese | WPRIM | ID: wpr-974740

ABSTRACT

Objective@#To study the effect of artificial intelligence in the pathological diagnosis of periapical cysts and to explore the application of artificial intelligence in the field of oral pathology.@*Methods@#Pathological images of eighty-seven periapical cysts were selected as subjects to read, and a neural network with a U-net structure was constructed. The 87 HE images and labeled images of periapical cysts were divided into a training set (72 images) and a test set (15 images), which were used in the training model and test model, respectively. Finally, the target level index F1 score, pixel level index Dice coefficient and receiver operating characteristic (ROC) curve were used to evaluate the ability of the U-net model to recognize periapical cyst epithelium.@*Results @# The F1 score of the U-net network model for recognizing periapical cyst epithelium was 0.75, and the Dice index and the areas under the ROC curve were 0.685 and 0.878, respectively.@*Conclusion@#The U-net network model constructed by artificial intelligence has a good segmentation result in identifying periapical cyst epithelium, which can be preliminarily applied in the pathological diagnosis of periapical cysts and is expected to be gradually popularized in clinical practice after further verification with large samples.

6.
Braz. j. otorhinolaryngol. (Impr.) ; 89(6): 101331, Jan.-Feb. 2023. tab, graf
Article in English | LILACS-Express | LILACS | ID: biblio-1528110

ABSTRACT

Abstract Objective(s): In this study, the laryngopharynx microbiome alterations were characterized after proton pump inhibitor treatment in patients with Laryngopharyngeal Reflux Disease (LPRD) and healthy people. The potential outcome-predictive biomarker was explored. Methods: Patients with LPRD and healthy controls were enrolled. The composition of their laryngopharynx microbiota was analyzed both by traditional plate count of the main bacterial groups and PCR amplification followed by denaturing gradient gel electrophoresis. Shannon-Wiener index and evenness index based on Dice index were used to assess the bacterial diversity. Droplet digital PCR was used to determine the total bacterial RNA and relative abundance of Klebsiella oxytoca. Receiver operating characteristic curve was plotted to explore the potential of Klebsiella oxytoca as an outcome-predictive biomarker. Results: A total of 29 LPRD cases and 28 healthy subjects were enrolled. The composition of the laryngopharynx microbiota was almost similar, except Klebsiella oxytoca. The cluster analysis showed that the similarity between healthy and treatment-effective groups, as well as pretreatment and treatment-invalid groups, was close. Statistical analysis showed that there were differences in the diversity index and richness among the healthy, treatment-effective, pretreatment and treatment-invalid groups. The abundance of Klebsiella oxytoca in the treatment-effective LPRD group was lower than that of the treatment-invalid LPRD group. The abundance of Klebsiella oxytoca can distinguish treatment-effective and -invalid groups (AUC = 0.859) with a sensitivity of 77.78% and specificity of 90.91%. Conclusion: There were differences in the diversity of cecal contents microbial community between treatment-invalid and treatment-effective LPRD groups. Klebsiella oxytoca has potential to distinguish treatment outcomes. Level of evidence: How common is the problem? Level 1. Is this diagnostic or monitoring test accurate? (Diagnosis) Level 4. What will happen if we do not add a therapy? (Prognosis) Level 5. Does this intervention help? (Treatment Benefits) Level 4. What are the COMMON harms? (Treatment Harms) Level 4. What are the RARE harms? (Treatment Harms) Level 4. Is this (early detection) test worthwhile?(Screening) Level 4.

7.
Indian J Public Health ; 2022 Nov; 66(1): 27-30
Article | IMSEAR | ID: sea-223885

ABSTRACT

Background: Posttraumatic stress disorder (PTSD) is a mental disorder that may develop after exposure to exceptionally life threatening or horrifying events. People suffering from PTSD are vulnerable for both physical and mental health. Objectives: To find out sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and to plot receiver operating characteristic curve taking Mini International Neuropsychiatry Interview-Kid (MINIKID) as the gold standard and Child PTSD Symptom Scale 5I (CPSS-5I) as the newer diagnostic tool for diagnosing PTSD. Materials and Methods: The cross?sectional study was carried out for a period of 6 months from January 2021 to June 2021 at R. L. Jalappa Hospital and Research Center, Kolar, Karnataka through telephonic interviews. All the data entered in Microsoft office Excel sheet, analyzed using the SPSSv22 (IBM Corp). Results: Sensitivity of the CPSS?5I was 56% and specificity was 96% compared with MINIKID. 83% and 85%, respectively, was PPV and NPV of the CPSS?5I compared with MINIKID. Area under the curve is 83.9% with P < 0.001 (72.5–95.2) indicating CPSS?5I is 84% sensitive proving to be a very good diagnostic tool for diagnosing PTSD. Furthermore, scores of 9.5 or 10.5 from CPSS?5I can be used as cutoff in diagnosing PTSD using CPSS 51. Conclusion: CPSS-5I is extremely well designed, helpful and functional tool used in diagnosing PTSD. With the current study showing CPSS-5I can be used in post-COVID PTSD diagnosis, it also provides cutoff which can be helpful in mass screening.

8.
Article | IMSEAR | ID: sea-219996

ABSTRACT

Background: The diagnosis of acute appendicitis relies more on the clinical acumen of the surgeon than on the investigations. As the condition is associated with an acute-phase reaction the analysis of WBC, neutrophil percentage and serum level of CRP has been demonstrated to be important diagnostic tools. Surprisingly the level of CRP becomes proportionately raised with increasing severity of the histopathological variety of the appendix. Aim of the study: The aim of this study was to compare the preoperative CRP level with postoperative histological findings and find out a predictive value of CRP as an indicator for surgical intervention in acute appendicitis.Material & Methods:It was a prospective, cross-sectional, observational study executed in the Department of Surgery, Dhaka Medical College Hospital from January to December of 2015 where 107 patients were included in this study. Preoperative level of CRP and WBC count was done in all selected patients. Histopathological severity of the resected specimen of the appendix was determined postoperatively. The correlation between preoperative clinical factors and the actual histological severity and identification of surgical indication markers was assessed to determine whether only the CRP level significantly differs between the surgical treatment necessary group and the possible non-surgical treatment group.Results:54% (58) of the patients were female out of a total of 107. Peak incidence (25.2%) was in the 16-20 years age group. Neither age nor gender had any significance with the type of appendicitis. Among the patients 28.1% (30) had gangrenous appendicitis. In patients with histopathologically proven acute appendicitis, both the WBC count and serum CRP level were raised. But only the CRP level significantly differs between gangrenous appendicitis and uncomplicated appendicitis (p-value<0.0001). The specificity and sensitivity of serum CRP for gangrenous appendicitis were 97% and 71% respectively. The ROC curve indicated that the cutoff value of CRP for gangrenous appendicitis is 6.2 mg/dl. Conclusions:A normal pre-operative serum CRP measurement in patients with suspected acute appendicitis is most likely associated with a normal or uncomplicated inflammation of the appendix. The rate of unnecessary appendectomies would probably reduce in this patient group by deferring surgery. Only the CRP level is consistent with the severity of appendicitis and can be considered to be a surgical indication marker for acute appendicitis.

9.
Indian J Cancer ; 2022 Jun; 59(2): 223-229
Article | IMSEAR | ID: sea-221676

ABSTRACT

Background: Pancreatic cancer (PC) has poor early diagnosis rates due to its insidious onset. Since human epididymis protein 4 (HE4) is highly expressed in patients with PC, we assessed whether serum HE4 could be a marker for the detection 3 of PC. Method: Between May 2017 and October 2018, 127 patients with PC were recruited for the study along with 108 healthy controls who underwent health examinations. Serum HE4 concentrations were determined together with levels of carcinoembryonic antigen (CEA) and carbohydrate antigens (CA) 242 (CA242), CA19?9, CA15?3, and CA72?4 by electrochemiluminescence immunoassay (ECLIA) or chemiluminescence immunoassay (CLIA). Correlations between these biomarkers were assessed. Results: Serum levels of all six biomarkers were higher in patients with PC than in controls (P < 0.05). No correlation was observed between the serum levels of HE4 and the five other tumor markers, although there were strongly significant positive correlations between CA19?9 and CA15?3, and between CA242 and CA72?4. The lack of correlation indicates that HE4 has independent value in the diagnosis of PC. The combined assessment of serum HE4 levels and the other tumor markers improved the sensitivity of diagnosis. In particular, HE4 combined with CA19?9 performed significantly better than HE4 alone, or CA19?9 combined with the other markers. The HE4/CA19?9 combination resulted in 94.49% sensitivity and 99.07% specificity (95% confidence interval: 96.9–100). Conclusion: HE4 is a biomarker associated with PC with a high specificity , either used alone, or evaluated with other biomarkers together improving the detection of PC. This study may provide a new clinical diagnostic approach for PC detection

10.
Chinese Journal of Blood Transfusion ; (12): 1212-1216, 2022.
Article in Chinese | WPRIM | ID: wpr-1004093

ABSTRACT

【Objective】 To establish deferral criterion of HIV ELISA (enzyme-linked immunosorbent assay) and electrochemiluminescence immunoassay(ECLIA) by using receiver operating characteristic curve(ROC) method to screen HIV reactive blood donors suitable for entering the re-entry process and improve the management efficiency of reactive blood donors. 【Methods】 The test results of 92 001 blood donors from February to September 2019 were analyzed, and 177 reactive samples were screened by conventional screening mode (twice ELISA and once nucleic acid), supplemented with electrochemiluminescence immunoassay assay (ECLIA), and confirmed by Western blotting (WB). Screening reactive samples were divided into three groups: group A was both serological and nucleic acid reactivity, group B was only serological reactive, and group C was only nucleic acid reactivity. Its efficacy in blood donor classification was assessed by drawing ROC curves with 99% specific corresponding S/CO low values as the deferral criterion of the corresponding serological method. 【Results】 1) A total of 177 HIV reactive samples were detected in conventional mode, including 34 in group A, 142 in Group B and 1 in Group C. The positive predictive value (PPV) was 100%, 0.75% and 100%, respectively. ECLIA detection mode (once ECLIA and once NAT), a total of 67 HIV reactive samples including 34 in group A, 32 in group B and 1 in group C, with positive predictive values of 100%, 3.7% and 100%, respectively.2) The HIV test results showed diversity, with 36 true positive samples including 1 HIV elite controller and 3 early HIV infections (1 HIV ELISA antigen/antibody window and 2 ELISA HIV antibody window), and 32 serological and NAT cases were reactive infections.3) The deferral limit of ELISA 1 and ELISA 2 in conventional screening mode were 20.25 and 9.85, respectively, can screen 97.14% (34/35) of all true positive samples in group A and B, except for one ELISA HIV antibody window (ELISA 2 reactivity). The positive predictive values were 93.94% and 92.85%, respectively. The ECLIA deferral limit of 7.83 can screens all true positive samples in Groups A and B (35/35)in ECLIA mode. The positive predictive value was 94.59%. 【Conclusion】 The establishment of deferral limits in this study can effectively screen HIV-positive blood donors, and the number of screened blood donors is greatly reduced, which is helpful to fine and scientific management of HIV-reactive blood donors. The deferral limit values of different testing reagents are quite different, so each laboratory should choose appropriate testing methods to establish the deferral limit values suitable for the laboratory according to its own testing ability, so as to provide technical support for optimizing the process of returning blood donors to the team.

11.
Journal of Medical Biomechanics ; (6): E748-E753, 2022.
Article in Chinese | WPRIM | ID: wpr-961795

ABSTRACT

Objective To develop plantar force model of patellofemoral pain (PFP), so as to provide theoretical references for the assessment of PFP rehabilitation. Methods The case-control study was conducted, and a total of 126 patients with PFP and 126 healthy controls matched by gender and age were enrolled in the study. The participants were tested for plantar force and pressure during level walking, and twelve plantar regions were divided and recorded. Whether the participants suffered PFP was analyzed as dependent variable, meanwhile the peak force and peak pressure in 12 plantar regions of participants at selected speed during level walking were analyzed as independent variables. Conditional logistic regression (CLR) equations of peak force and peak pressure with PFP were established, respectively. The receiver-operating characteristic (ROC) curve of the corresponding equations was derived, and the area under ROC curve was calculated to analyzed the validity of different equations on PFP assessment. Results The CLC equation of peak force in 12 plantar regions of the participants with FFP was constructed, and only peak force of lateral heel was in the equation. The CLC equation of peak pressure in each plantar region included medial heel, midfoot, 1st and 2nd metatarsals. Meanwhile, the area under ROC curve of the pressure equation was larger than that of the force equation. Conclusions Peak force and pressure at different plantar regions can be used to assess PFP during level walking, and peak pressure is more effective for assessment.

12.
Chinese Journal of Ultrasonography ; (12): 698-704, 2022.
Article in Chinese | WPRIM | ID: wpr-956644

ABSTRACT

Objective:To compare and analyze the clinical diagnostic values of five thyroid nodule malignant risk stratification guidelines.Methods:From October 2019 to October 2021, 926 cases of patients with 1 027 thyroid nodules were recruited in the Second Affiliated Hospital of Xi ′an Jiaotong University. All nodules were categorized individually according to 2015 American Thyroid Association for Ultrasound Malignancy Risk Stratification of Thyroid Nodules in Adults Guidelines(ATA guidelines), 2016 the Korean Society of Radiology and the Korean Society of Thyroid Radiology Thyroid Imaging Reporting and Data Systems(K-TIRADS), 2017 European Thyroid Association Thyroid Imaging Reporting and Data Systems(Eu-TIRADS), 2017 American College of Radiology Thyroid Imaging Reporting and Data Systems (ACR TI-RADS), and 2020 Chinese Thyroid Imaging Reporting and Data System (C-TIRADS). The pathological results were taken as the gold standard, the malignancy ratio of nodules of different categories in each system was calculated. ROC curves were plotted to evaluate the diagnostic efficiencies of different systems, and DeLong test was used to compare the areas under ROC curves. The sensitivity and specificity of different systems were calculated when the maximum point of the Youden index was the optimal cut-off value.Results:In the same stratified system, there were statistically significant differences in the malignant proportion of nodules of different grades ( P<0.05). The malignant proportion of nodules in the high-risk group showed no significant difference among different stratified systems ( P>0.05). Except for C-TIRADS, the malignant proportion of nodules was increased with the increase of diagnostic grade at each grade of the other four stratification systems. ROC curve showed that AUCs of ATA guidelines, K-TIRADS, EU-TIRADS, ACR TI-RADS and C-TIRADS were 0.814, 0.819, 0.814, 0.820 and 0.802, respectively, there was no statistical significance in AUC of different stratification systems (all P>0.05). The optimal truncation values in differentiating benign and malignant nodules were middle-risk malignant nodules, moderately suspicious malignant nodules, middle-risk malignant nodules, class 4 and class 4B. The diagnostic of five stratification systems showed that ATA guidelines had the highest sensitivity (0.784), C-TIRADS had the highest specificity (0.854). Conclusions:The five stratified systems have similar efficacy in differentiating benign and malignant thyroid nodules, and all of them have good diagnostic value.

13.
Organ Transplantation ; (6): 611-2022.
Article in Chinese | WPRIM | ID: wpr-941482

ABSTRACT

Objective To evaluate the predictive values of albumin-bilirubin (ALBI) and easy albumin-bilirubin (EZ-ALBI) scores for early survival (postoperative 3 months) of recipients with liver failure after liver transplantation. Methods Clinical data of 137 recipients diagnosed with liver failure and underwent liver transplantation were retrospectively analyzed. The optimal cut-off values of preoperative ALBI, EZ-ALBI and MELD scores to predict early survival of recipients with liver failure after liver transplantation were determined by the area under the receiver operating characteristic (ROC) curve. The risk factors of early death of recipients with liver failure after liver transplantation were identified by univariate and multivariate Cox regression analyses. The effects of different ALBI and EZ-ALBI levels upon early prognosis of recipients with liver failure after liver transplantation were analyzed. Results The optimal cut-off values of ALBI, EZ-ALBI and MELD scores were 0.21, -19.83 and 24.36, and the AUC was 0.706, 0.697 and 0.686, respectively. Univariate Cox regression analysis showed that preoperative alanine aminotransferase(ALT)≥50 U/L, aspartate aminotransferase(AST)≥60 U/L, ALBI score≥0.21 and EZ-ALBI score≥-19.83 were the risk factors for early postoperative death of recipients with liver failure after liver transplantation (all P < 0.05). Multivariate Cox regression analysis demonstrated that preoperative ALBI score≥0.21 was an independent risk factor for early postoperative death of recipients with liver failure after liver transplantation (P < 0.05). According to the optimal cut-off value of ALBI score, the early survival rates in the ALBI < 0.21 (n=46) and ALBI≥0.21(n=91) groups were 93.5% and 64.8%, and the difference was statistically significant (P < 0.05). According to the optimal cut-off value of EZ-ALBI score, the early survival rates in the EZ-ALBI < -19.83(n=60) and EZ-ALBI≥-19.83(n=77) groups were 88.3% and 63.6%, and the difference was statistically significant (P < 0.05). Conclusions Preoperative ALBI score is of high predictive value for early survival of recipients with liver failure after liver transplantation, which could be utilized as a reference parameter for selecting liver transplant recipients.

14.
Journal of Forensic Medicine ; (6): 223-230, 2022.
Article in English | WPRIM | ID: wpr-984113

ABSTRACT

OBJECTIVES@#To apply the convolutional neural network (CNN) Inception_v3 model in automatic identification of acceleration and deceleration injury based on CT images of brain, and to explore the application prospect of deep learning technology in forensic brain injury mechanism inference.@*METHODS@#CT images from 190 cases with acceleration and deceleration brain injury were selected as the experimental group, and CT images from 130 normal brain cases were used as the control group. The above-mentioned 320 imaging data were divided into training validation dataset and testing dataset according to random sampling method. The model classification performance was evaluated by the accuracy rate, precision rate, recall rate, F1-value and AUC value.@*RESULTS@#In the training process and validation process, the accuracy rate of the model to classify acceleration injury, deceleration injury and normal brain was 99.00% and 87.21%, which met the requirements. The optimized model was used to test the data of the testing dataset, the result showed that the accuracy rate of the model in the test set was 87.18%, and the precision rate, recall rate, F1-score and AUC of the model to recognize acceleration injury were 84.38%, 90.00%, 87.10% and 0.98, respectively, to recognize deceleration injury were 86.67%, 72.22%, 78.79% and 0.92, respectively, to recognize normal brain were 88.57%, 89.86%, 89.21% and 0.93, respectively.@*CONCLUSIONS@#Inception_v3 model has potential application value in distinguishing acceleration and deceleration injury based on brain CT images, and is expected to become an auxiliary tool to infer the mechanism of head injury.


Subject(s)
Humans , Brain/diagnostic imaging , Brain Injuries , Deep Learning , Neural Networks, Computer
15.
World Journal of Emergency Medicine ; (4): 202-207, 2022.
Article in English | WPRIM | ID: wpr-923828

ABSTRACT

@#BACKGROUND: Spontaneous isolated superior mesenteric artery (SMA) dissection (SISMAD) is a rare cause of abdominal pain. The aim of the study is to investigate the role of a new parameter, the ratio of the SMA diameter to the superior mesenteric vein (SMV) diameter (SMA/SMV) based on non-enhanced computed tomography (CT), in the early diagnosis of SISMAD. METHODS: In a registry study from December 2013 to June 2021, 97 abdominal pain SISMAD patients (SISMAD group) admitted to our hospital were enrolled. Meanwhile, the matched sex and age abdominal pain non-SISMAD patients at 1:2 were collected in reverse chronological order as the control group. Student's t-test, Wilcoxon rank-sum test, and Chi-square test were used to compare differences between the SISMAD and control groups. MedCalc was used to generate receiver operating characteristic (ROC) curve. RESULTS: A total of 291 abdominal pain patients, including 97 SISMAD patients and 194 non-SISMAD patients, were included in the current study. The maximum SMA diameter, perivascular exudation, and SMA/SMV based on non-enhanced CT were significant between the two groups (all P<0.05). ROC curves showed that for the maximum SMA diameter, the area under the curve (AUC), cut-off, sensitivity, and specificity were 0.926, 9.80, 93.8%, and 79.4%, respectively. For SMA/SMV, its AUC, cut-off, sensitivity, and specificity were 0.956, 0.83, 88.7%, and 92.3%, respectively. The diagnostic efficiency of SMA/SMV was better than that of the maximum SMA diameter (P<0.05). The combined parameters of SMA/SMV and maximum SMA diameter had the best diagnostic efficiency (AUC=0.970). CONCLUSION: SMA/SMV may be a potential marker for SISMAD.

16.
Chinese Journal of Endocrinology and Metabolism ; (12): 1046-1051, 2022.
Article in Chinese | WPRIM | ID: wpr-994281

ABSTRACT

Objective:To evaluate the effect of urinary albumin creatinine ratio (UACR) on diabetic retinopathy (DR) in patients with type 2 diabetes. Receiver operating characteristic (ROC) curve was applied to find the cut-off value of UACR for diagnosing DR.Methods:A prospective cohort study of 2 490 patients with type 2 diabetes was conducted with a mean follow-up of 7 years ranging from 3 to 10 years. Dilated fundus examination was performed once a year, and patient history and clinical data were collected and analyzed. Patients were divided into three groups according to the UACR: Q1, normal urinary albumin group (UACR<30 mg/g), Q2, microalbuminuria group (30 mg/g≤UACR≤299 mg/g), and Q3, macroalbuminuria group (UACR>300 mg/g), respectively. Cox regression analysis was used to explore the influence of UACR and other factors on DR, and ROC curve was drawn to evaluate the value of UACR in diagnosis of DR.Results:Cox regression analysis showed that UACR was the risk factor of DR( HR=1.108, 95% CI 1.023-1.241, P<0.001). It showed that the patients in Q3 group had the highest risk of proliferative DR ( HR=3.128, 95% CI 2.025-4.831, P<0.001), the patients in Q2 group followed( HR=1.918, 95% CI 1.355-2.714, P<0.001), and the patients in Q1 group were the lowest. ROC curve analysis showed that area under UACR curve was 0.746(95% CI 0.681-0.812, P<0.001), and the cut-off value, sensitivity, and specificity for the diagnosis of PDR were 54.12mg/g, 0.769, and 0.653, respectively. Conclusion:The UACR can predict the progression of PDR in type 2 diabetes patients, therefore it may be used as a preliminary predictor for the progression of DR.

17.
Organ Transplantation ; (6): 489-2022.
Article in Chinese | WPRIM | ID: wpr-934770

ABSTRACT

Objective To explore the predictive values of the initial model for end-stage liver disease (MELD) score, MELD combined with serum sodium (MELD-Na) score and MELD combined with serum lactic acid (MELD-Lac) score for early survival rate after liver transplantation in patients with liver failure. Methods Clinical data of 135 recipients undergoing liver transplantation for liver failure were retrospectively analyzed. All patients were divided into the early survival group (n=110) and early death group (n=25) according to the survival at postoperative 28 d. Clinical data were compared between two groups. The optimal cut-off values of MELD, MELD-Na and MELD-Lac scores for predicting early survival rate after liver transplantation in patients with liver failure were determined by the receiver operating characteristic (ROC) curve. The predictive values of different scores for early survival rate after liver transplantation in patients with liver failure were evaluated. Results Significant differences were observed in the initial MELD, MELD-Na and MELD-Lac scores after liver transplantation between two groups (all P < 0.05). For the initial MELD, MELD-Na and MELD-Lac scores in predicting early survival rate after liver transplantation in patients with liver failure, the AUC were 0.653 [95% confidence interval (CI) 0.515-0.792], 0.648 (95%CI 0.514-0.781) and 0.809 (95%CI 0.718-0.900), the optimal cut-off values were 18.09, 18.09 and 19.97, Youden's indexes were 0.398, 0.380 and 0.525, the sensitivity was 0.680, 0.680 and 0.840, and the specificity was 0.720, 0.700 and 0.690, respectively. The AUC of MELD-Lac score was higher than those of MELD and MELD-Na scores, and the differences were statistically significant (both P < 0.05). Conclusions Compared with the initial MELD and MELD-Na scores after liver transplantation, the initial MELD-Lac score is a more reliable index for predicting early survival rate after liver transplantation in patients with liver failure.

18.
Chinese Journal of Microbiology and Immunology ; (12): 409-414, 2022.
Article in Chinese | WPRIM | ID: wpr-934061

ABSTRACT

Objective:To investigate the clinical diagnostic value of combined detection of serum and bronchoalveolar lavage fluid (BALF) galactomannan (GM) for invasive pulmonary aspergillosis (IPA) in children with non-neutropenia.Methods:An analysis was made on 100 children with non-neutropenia suspected of invasive pulmonary aspergillosis in the respiratory ward of the Children′s Hospital Affiliated to Capital Institute of Pediatrics from January 2019 to March 2020. All of them were tested by serum and BALF GM tests as well as sputum and BALF culture for fungi. The sensitivity, specificity and accuracy of serum and BALF GM in the diagnosis of IPA in non-neutropenic children were analyzed. The receiver operating characteristic (ROC) curve and the area under the ROC curve (AUC) were used to evaluate the clinical diagnostic value of serum and BALF GM tests for IPA in children with non-neutropenia.Results:The recruited 100 cases included one confirmed case, 85 clinically diagnosed cases and two suspected cases, while the 12 cases were excluded. The accuracy and 95% confidence interval (95%CI) of serum and BALF GM tests used alone and in combination in the clinical diagnosis of IPA in non-neutropenic children were 29.0% (95%CI: 20.1%-37.9%), 75.0% (95%CI: 66.5%-83.5%) and 81.0% (95%CI: 73.3%-88.7%), respectively. The AUC and 95%CI were 0.645 (95%CI: 0.513-0.778), 0.785 (95%CI: 0.644-0.926) and 0.819 (95%CI: 0.681-0.953), respectively.Conclusions:The combined detection of serum and BALF GM was better than a single indicator in the clinical diagnosis of IPA in non-neutropenic children, suggesting the combined detection was of great value in clinical diagnosis.

19.
Chinese Journal of Neurology ; (12): 203-209, 2022.
Article in Chinese | WPRIM | ID: wpr-933782

ABSTRACT

Objective:To investigate the urodynamic characteristics in parkinsonian-type multiple system atrophy (MSA-P) and Parkinson′s disease (PD) patients with lower urinary tract symptoms (LUTS) and to identify the differential diagnostic ability of urodynamic study.Methods:Sixty-eight MSA-P patients and 85 PD patients with LUTS who underwent urodynamic studies and were hospitalized in the First Affiliated Hospital of Zhengzhou University from February 2017 to December 2020 were reviewed. The receiver operating characteristic (ROC) curve was used to evaluate the discriminatory power of urodynamic parameters.Results:Compared with PD, patients with MSA-P had shorter disease duration [2.70 (2.05, 3.00) years vs 5.00 (4.00, 6.00) years, Z=-7.44, P<0.001]. In free uroflowmetry (UFM) and pressure-flow study (PFS), patients with MSA-P showed lower maximal flow rate [Qmax; UFM-Qmax 6.00 (3.00, 8.75) ml/s vs 9.00 (6.00, 14.00) ml/s, Z=-4.31, P<0.001; PFS-Qmax[6.00 (3.00, 8.75) ml/s vs 9.00 (6.00, 14.00) ml/s, Z=-4.03, P<0.001] and larger postvoid residual [PVR;UFM-PVR 207.50 (113.75, 280.00) ml vs 45.00 (10.00, 117.50) ml, Z =-6.03, P<0.001; PFS-PVR 269.00 (148.75, 337.50) ml vs 75.00 (20.00, 167.50) ml, Z=-6.55, P<0.001)] with decreased compliance [42.65% (29/68) vs 14.12% (12/85), χ 2=15.68, P<0.001], decreased detrusor pressure at maximun flow rate [PdetQmax; 13.00 (6.00, 27.75) cmH 2O vs 27.00 (15.00, 39.50) cmH 2O, Z=-4.65, P<0.001; 1 cmH 2O=0.098 kPa] and impaired contractility [43.00 (34.00, 59.25) vs 79.00 (46.50, 100.00), Z=-5.44, P<0.001]. Compared with the MSA-P patients, detrusor overactivity (DO) was prominent in PD [54.41% (37/68) vs 78.82% (67/85), χ 2=10.34, P=0.001]. The ROC curve results showed that PFS-PVR had highest area under the curve (AUC), which was 0.81 (95% CI 0.74-0.88, P<0.001), followed by UFM-PVR, bladder contractility index and PdetQmax (0.78, 0.76 and 0.72, respectively). Conclusions:Patients with MSA-P showed lower Qmax and larger PVR with decreased bladder compliance and impaired contractility, while patients with PD had higher incidence of DO. The ROC results showed that PFS-PVR had the highest AUC and specificity in the differential diagnosis of MSA-P and PD,indicating that urodynamic study is a useful tool in differential diagnosis of patients with MSA-P and PD with lower urinary tract symptoms.

20.
Chinese Journal of Radiological Medicine and Protection ; (12): 175-180, 2022.
Article in Chinese | WPRIM | ID: wpr-932581

ABSTRACT

Objective:To explore the characteristics of lipid metabolism in rat plasma after total body irradiation(TBI) in order to provide scientific evidence of radiation biomarkers.Methods:For the non-targeted lipidomics study, 50 SD rats were divided into 6 groups and irradiated with 0, 1, 2, 3, 5 or 8 Gy 60Co γ-rays, respectively. For the targeted lipidomics study, 25 rats were divided into 5 groups and irradiated with 0, 0.5, 2.5, 4 or 6 Gy. Venous blood samples were collected and plasma were separated 4 h after TBI. Radiation-sensitive lipids were screened and their concentrations were determined. Receiver operating characteristic curve (ROC) and dose-response were analyzed. Results:A total of 15 radiation differential lipids were screened out based on non-targeted lipidomics study and 7 of them were identified as radiosensitive lipids by targeted lipidomics analysis. The ROC of radiosensitive lipids distinguished area under curve (AUC) of samples in 0 Gy group and > 0 Gy group, < 2 Gy group and ≥ 2 Gy group were all > 0.75. The AUC values were increased to 0.96 and 0.94 after the panel of radiation sensitive lipids ROC analysis. The concentrations of LysoPC(18: 2), LysoPC(22: 0), PC(18: 0/18: 2), PE(18: 2/16: 0) and PE(18: 2/18: 0) decreased with irradiation dose within 0-6 Gy.Conclusions:A total of 7 plasma radiosensitive lipids in rat plasma were identified 4 h after TBI, and the panel of them could be used for specific dose classification. Five of the lipids had good dose-response relationship.

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