1.Differentiating benign and malignant myxoid soft tissue tumors based on multiparametric MRI radiomics and deep learning models
Xiaonan YANG ; Dezhi WANG ; Chengjian WANG ; Dapeng HAO ; Wenjian XU ; Jiufa CUI
Chinese Journal of Medical Imaging Technology 2024;40(7):1078-1082
Objective To observe the value of multiparametric MRI-based radiomics model and deep learning(DL)model for distinguishing benign and malignant myxoid soft tissue tumors(MSTT).Methods A total of 141 MSTT patients confirmed with pathology were retrospectively collected.The patients were randomly divided into training set(n=98,including 51 cases of malignant MSTT and 47 cases of benign MSTT)and test set(n=43,including 22 cases of malignant MSTT and 21 cases of benign MSTT)at the ratio of 7∶3.Based on T1WI and fat suppression(FS)-T2WI in training set,radiomics features and DL features were extracted and selected,then a radiomics model and a DL model were constructed,respectively.Receiver operating characteristic(ROC)curves,calibration curves and decision curves were drawn,and the discrimination,calibration and net benefit of these 2 models were compared.Results In training set,the radiomics model for differentiating benign and malignant MSTT was constructed according to 9 optimal radiomics features,including 2 first order features,1 shape feature,3 gray level co-occurrence matrix features,1 gray level dependence matrix feature and 2 gray level size zone matrix features,while DL model was built based on 7 optimal DL features.In test set,the area under the ROC curve of radiomics model and DL model was 0.758 and 0.911,respectively,the latter was higher than the former(P=0.017).Both models had good calibration,and DL model had higher overall net benefit.Conclusion Compared with radiomics model,DL model based on MRI had better ability to differentiating benign and malignant MSTT,also higher overall net benefit.
2.Association of serum sRANKL and Omentin-1 levels with bone mineral density and bone metabolism in postmenopausal osteoporosis patients
Xiaojie WU ; Yongkui CUI ; Dapeng LI ; Jinhuan SU
Chinese Journal of Endocrine Surgery 2023;17(3):359-363
Objective:To investigate the relationship between serum soluble receptor activator of nuclear factor-κB ligand (sRANKL), Omentin-1 levels and postmenopausal osteoporosis (PMOP) .Methods:A total of 310 menopausal patients admitted to Qingdao Municipal Hospital from Jun. 2017 to Jul. 2021 were selected, including 165 patients with PMOP and 145 women with simple menopause as the control group. Serum sRANKL and Omentin-1 levels were detected by ELISA. Bone mineral density and bone metabolism indexes [N-terminal propeptide of typeⅠprecollagen (PINP), bone alkaline phosphatase (BALP), β isomer of the C-terminal telopeptide of type Ⅰ collagen (β-CTX) and osteocalcin (OC) ] were compared between the two groups. The correlation between serum sRANKL and Omentin-1 levels and bone mineral density and bone metabolism indexes in PMOP patients was analyzed by Pearson. The predictive value of sRANKL and Omentin-1 to PMOP was analyzed by ROC curve. Logistic regression analysis of the influence of multiple factors on PMOP.Results:Compared with the control group (15.62±4.41) (42.56±8.53), the serum sRANKL level (26.63±8.12) was increased and Omentin-1 level (32.32±5.52) was decreased in PMOP group ( t=14.55, P<0.001; t=12.69, P<0.001). The serum sRANKL in PMOP group was positively correlated with PINP, β-CTX and OC, while the serum Omentin-1 level was negatively correlated with the above indexes by Pearson analysis. ROC curve showed that serum sRANKL and Omentin-1 had important reference significance in predicting PMOP. Logistic regression suggested that increased sRANKL and decreased Omentin-1 were risk factors for PMOP. Conclusion:Serum sRANKL and Omentin-1 in patients with PMOP are correlated with bone mineral density and bone metabolism, and have potential as diagnostic targets of PMOP.
3.Effectiveness validation of a novel comprehensive classification for intertrochanteric fractures.
Lukuan CUI ; Hao LIU ; Jiangjing WANG ; Huanhuan FAN ; Dapeng WANG ; Shuhui WANG ; Chi SONG
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(4):417-422
OBJECTIVE:
To validate the effectiveness of a novel comprehensive classification for intertrochanteric fracture (ITF).
METHODS:
The study included 616 patients with ITF, including 279 males (45.29%) and 337 females (54.71%); the age ranged from 23 to 100 years, with an average of 72.5 years. Two orthopaedic residents (observers Ⅰ and Ⅱ) and two senior orthopaedic surgeons (observers Ⅲ and Ⅳ) were selected to classify the CT imaging data of 616 patients in a random order by using the AO/Orthopaedic Trauma Association (AO/OTA) classification of 1996/2007 edition, the AO/OTA classification of 2018 edition, and the novel comprehensive classification method at an interval of 1 month. Kappa consistency test was used to evaluate the intra-observer and inter-observer consistency of the three ITF classification systems.
RESULTS:
The inter-observer consistency of the three classification systems evaluated by 4 observers twice showed that the 3 classification systems had strong inter-observer consistency. Among them, the κ value of the novel comprehensive classification was higher than that of the AO/OTA classification of 1996/2007 edition and 2018 edition, and the experience of observers had a certain impact on the classification results, and the inter-observer consistency of orthopaedic residents was slightly better than that of senior orthopaedic surgeons. The intra-observer consistency of two evaluations of three classification systems by 4 observers showed that the consistency of the novel comprehensive classification was better for the other 3 observers, except that the consistency of observer Ⅳ in the AO/OTA classification of 2018 version was slightly higher than that of the novel comprehensive classification. The results showed that the novel comprehensive classification has higher repeatability, and the intra-observer consistency of senior orthopaedic surgeons was better than that of orthopaedic residents.
CONCLUSION
The novel comprehensive classification system has good intra- and inter-observer consistency, and has high validity in the classification of CT images of ITF patients; the experience of observers has a certain impact on the results of the three classification systems, and those with more experiences have higher intra-observer consistency.
Male
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Female
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Humans
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Young Adult
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Adult
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Middle Aged
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Aged
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Aged, 80 and over
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Observer Variation
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Reproducibility of Results
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Hip Fractures/surgery*
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Tomography, X-Ray Computed/methods*
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Radiography
4.Development of Magnetic Anchoring Lung Nodule Positioning Device.
Xiaohai CUI ; Fan MU ; Yazhou QIN ; Haodong WANG ; Dapeng LIU ; Junke FU ; Yi LYU
Chinese Journal of Medical Instrumentation 2021;45(1):32-36
The magnetic anchoring lung nodule positioning device is composed of a target magnet, an anchor magnet, a coaxial puncture needle and a puncture navigation template, through these, a new type of accurate positioning technology for small pulmonary nodules is derived. The device inserts the target magnet into the both sides nearby the lung nodule under the guidance of CT. Helped by the mutual attraction of the two target magnets, they can be fixed in the lung tissue, avoiding the movement in the lung, and accurately positioning the target lung nodule before surgery. In thoracoscopic surgery, the anchor magnet and the target magnet attract each other to achieve the purpose of positioning the target nodule. The device uses the characteristics of non-contact suction of magnetic materials biomedical engineering technology, eliminating the previous procedure of direct interaction with the positioning marks, finally achieves the target of precise positioning of lung nodules and rapid surgical removal.
Humans
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Lung
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Lung Neoplasms
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Magnetic Phenomena
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Magnets
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Solitary Pulmonary Nodule
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Thoracic Surgery, Video-Assisted
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Tomography, X-Ray Computed
5.Evaluation Effectiveness of in Vitro Cultivation of Bezoar on Mouse Model Combining Disease with Syndrome of Coronavirus Pneumonia with Yidu Xifei Syndrome
Rong-hua ZHAO ; Jing SUN ; Shan-shan GUO ; Lei BAO ; Zi-han GENG ; Yan-yan BAO ; Guan-ru ZHOU ; Ying-jie GAO ; Xiao-lan CUI ; Yu-jing SHI
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(2):66-73
Objective:To determine the therapeutic effect of
6.The value of quantitative parameters of dynamic contrast-enhanced MRI in evaluating the biological behavior of soft tissue tumors
Yayi LIU ; Bin YUE ; Lingling SUN ; Yu ZHANG ; Jiufa CUI ; Feng DUAN ; Dapeng HAO
Chinese Journal of Radiology 2020;54(10):980-985
Objective:To explore the value of quantitative parameters of dynamic contrast-enhanced MRI(DCE-MRI) in evaluating the biological behavior of soft tissue tumors.Methods:The clinical data of 69 patients with soft tissue tumors confirmed by pathology in the Affiliated Hospital of Qingdao University from January 2017 to December 2019 were analyzed retrospectively, including 29 benign tumors and 40 malignant tumors. All patients were examined by routine MRI and DCE-MRI before the operation. The DCE-MRI parameters including volume transfer constant (K trans), rate constant (K ep) and extracellular space volume fraction (V e) were acquired by post-processing software analysis. Microvessel density (MVD) and Ki-67 labeling index (Ki-67 LI) were detected using immunohistoche mical method. Spearman correlation test was used to analyze the correlation between DCE-MRI quantitative parameters and MVD and Ki-67 LI.Independent sample t-test or Mann-Whitney U test was used to compare the difference of parameters between benign and malignant group, and the receiver operating characteristic (ROC) curves were performed to evaluate the diagnostic value. Results:There was positive correlation between K trans, K ep and MVD ( r=0.633, 0.727, P<0.0l), and positive correlation between K trans, K ep and Ki-67 LI ( r=0.557, 0.612, P<0.01). There was no correlation between V e and MVD, Ki-67 LI ( P>0.05). The K trans, K ep, MVD and Ki-67 LI in the malignant group were higher than those in the benign group, and the differences were significant ( P<0.05).There was no significant difference in V e value between malignant group and benign group. When K trans value of 0.169/min was used, the sensitivity, specificity and area under the ROC curve (AUC) for differentiating benign and malignant soft tissue tumors were 84.6%, 85.8% and 0.859, respectively. When K ep value of 0.367/min was used, the sensitivity, specificity and AUC were 92.3%, 83.3% and 0.846, respectively. Conclusion:The DCE-MRI quantitative parameters K trans and K ep can be used to evaluate the biological behavior of soft tissue tumors.
7.Relationship analysis of serum CA19-9, CEA, CA125 and sICAM-1 with the diagnosis valuation and tumor metastasis of pancreatic cancer
Dapeng CUI ; Yujia WANG ; Lei HAN ; Shuquan GAO ; Fei LIU ; Yingchun ZHANG
International Journal of Surgery 2018;45(1):10-15,后插3
Objective The present research aimed to explore the relationship of serum CA19-9,CEA,CA125 and sICAM-1 concentration with the diagnosis valuation and tumor metastasis of pancreatic cancer.Methods Ninety pancreatic cancer patients in First Affiliated Hospital of Hebei North University from January 2014 to December 2016 were enrolled in this study.The concentrations of serum CA19-9,CEA,CA125 and sICAM-1 were assayed in different stage of pancreatic cancer patients.The concentrations of these parameters were also detected in metastasis patients and non-metastasis patients.In the same period,90 cases of health examination as contrd group.Measurement data were represented as ~ ± s.Comparison between groups was analyed using t test.single-factor analysis of variance (ANOVA) was used for comparison among groups,and the resuhs were compared by F test.The correlation analysis was performed by spearman method.Results The results showed that CA19-9/ β-actin (control group and Ⅰ / Ⅱ / Ⅲ/Ⅳ stage pancreatic cancer were 0.25 ± 0.03,0.27 ± 0.04,0.31 ± 0.06,0.38 ± 0.09,0.68 ± 0.10,respectively),CEA/β-actin (control group and Ⅰ / Ⅱ / Ⅲ/Ⅳ stage pancreatic cancer were 0.29 ±0.07,0.34 ±0.08,0.47 ±0.09,0.58 ±0.12,0.68 ±0.14,respectively),CA125/β-actin(control group and Ⅰ/Ⅱ/Ⅲ/Ⅳ stage pancreatic cancer were 0.31 ±0.05,0.36 ±0.07,0.55 ±0.13,0.58 ±0.14,0.63 ± 0.14,respectively),sICAM-1/β-actin (control group and Ⅰ/Ⅱ/ Ⅲ /Ⅳ stage pancreatic cancer were 0.34 ± 0.05,0.36 ± 0.08,0.41 ± 0.08,0.49 ± 0.10,0.58 ± 0.12,respectively) were higher in pancreatic cancer than control(P <0.05).The tumor metastasis group was higher than tumor un-metastasis group CA19-9/β-actin(un-metastasis group and metastasis group was 0.36 ± 0.09,0.58 ± 0.12),CEA/β-actin (un-metastasis group and metastasis group was 0.42 ± 0.09,0.61 ± 0.14),CA125/β-actin (un-metastasis group and metastasis group was 0.48 ± 0.09,0.60 ± 0.14),sICAM-1/β-actin (un-metastasis group and metastasis group was 0.42 ±0.09,0.52 ± 0.10) (P < 0.05).The results showed that CA19-9,CEA,CA125 and sICAM-1 concentrations are positively (r value were 0.832,0.698,0.748 and 0.845) with the metastasis of pancreatic cancer patients while negatively with the prognosis (r value were-0.867,-0.832,-0.916 and-0.908) and clinical stage (r value were-0.815,-0.896,-0.798,and0.912) of pancreatic cancer patients.Conclusion CA19-9,CEA,CA125 and sICAM-1 concentrations are positively related with the metastasis of pancreatic cancer patients while negatively with the clinical stage and prognosis of pancreatic cancer patients.
8.Progress of Wearable Technology in Rehabilitation Medicine (review)
Wenhao ZHANG ; Jianjun LI ; Feng GAO ; Degang YANG ; Yun GUO ; Changbin LIU ; Mingliang YANG ; Liangjie DU ; Yao CUI ; Dapeng LI ; Xin ZHANG ; Chang CAI ; Jie ZHANG
Chinese Journal of Rehabilitation Theory and Practice 2017;23(7):792-795
With the development of science and technology, and the emergence of artificial intelligence, wearable technology is becom-ing a hot topic in the field of rehabilitation medicine. Wearable technology is characterized by miniaturization, intelligency and convenience, and has been widely researched and applied in many fields, such as neurological rehabilitation, orthopaedic rehabilitation, spinal cord injury rehabilitation and rehabilitation for senile degenerative diseases. The further research may focus on the reliability of signals under dynamic monitoring, the comfortable feeling during long-term use of wearable devices, the data security based on personal privacy, and so on.
9.Value analysis of CA19-9,s-ULBP2 and Dkk1 in the diagnosis of pancreatic cancer
Dapeng CUI ; Yingchun ZHANG ; Jingjing LIAN ; Bo LIU ; Fei LIU ; Lei HAN ; Yujia WANG ; Shuquan GAO
The Journal of Practical Medicine 2017;33(24):4086-4089
Objective To study the value of CA19-9,s-ULBP2 and Dkk1 in the diagnosis of pancreatic cancer and the correlation. Methods From January 2016 to May 2017,56 patients with pancreatic cancer in our hospital were selected,45 healthy subjectsand 33 patients with benign pancreatic diseaseswere enrolled in this study.The differences of serum CA19-9,Dkk1 and s-ULBP2 expression and their relationship with clinicopatholog-ical parameters were compared between the three groups. The diagnostic value of CA19-9,s-ULBP2,Dkk1 and joint detection was analyzed.Results The serum levels of CA19-9,s-ULBP2 and Dkk1 in patients with pancreat-ic cancer were significantly higher than those in the benign pancreatic disease group and the healthy control group (P<0.05).CA19-9 and s-ULBP2 are related to TNM staging and histological differentiation,and CA19-9 is also related to tumor location.Joint test was higher than any of the individual indicators.Conclusion CA19-9,s-ULBP2 and Dkk1 are closely related to pancreatic cancer,and the combined detection of the three can improve the diag-nostic accuracy of pancreatic cancer.
10.The optimal time window of MSCT examination in the occult rib fracture
Yuanyuan LIN ; Yunzhi DU ; Hongfei CUI ; Feng DUAN ; Chuanyu ZHANG ; Dapeng HAO
Chinese Journal of Forensic Medicine 2017;32(6):563-566
Objective To explore MSCT optimal examination time window for patients with occult rib fracture, and provide objective evidence for forensic injury. Methods Totally 105 cases with chest trauma were retrospectively analysed. They were examined in the first week after trauma and re-examined in different time windows by MSCT. The quantities of occult rib fractures in the first examination were compared to those in re-examinations. Results The quantities of occult rib fractures at different inspection time windows were mostly different. There was no statistically significant between the quantities of rib fractures in the first week and the second week, the first week and the sixth week later, the fourth week and the fifth to sixth weeks (P>0.05). There was statistically significant between the quantities of rib fractures in the first week and the thrid to sixth weeks, the second week and the third to sixth weeks, the third week and the fourth to sixth weeks (P<0.05). Conclusion The result of the study imply that the fourth to sixth week is the optimal time window of MSCT examination in the occult rib fracture.

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