1.Clinical application of combined CT radiomics and clinical features in survival prediction for pancreatic ductal adenocarcinoma patients
Ke LI ; Jiafei CHEN ; Jing YANG ; Wei CHEN
Journal of Army Medical University 2025;47(14):1587-1594
Objective To develop a CT radiomics-based prediction model for prognosis of pancreatic ductal adenocarcinoma(PDAC)in order to provide evidence for individualized treatment decisions.Methods A retrospective study was carried on 118 PDAC patients admitted in the First Affiliated Hospital of Army Medical University between January 2020 and December 2023.They were assigned into a training group(n=83)and a validation group(n=35)at a 7∶3 ratio.ITK-SNAP software was used to perform 3-D segmentation on the preoperatively enhanced arterial phase CT images,and radiomic features were extracted using pyradiomics.High-reproducibility features were selected through ICC analysis(>0.85),and core features were determined using LASSO regression to construct the Rad-score.Cox regression analysis was employed to develop both a radiomics model and a model integrating radiomic and clinical features for predicting overall survival in PDAC patients.Receiver operating characteristic(ROC)curves and calibration curves were plotted to evaluate the prognostic models for survival prediction.Results From 1 453 extracted radiomic features,7 core features were finally selected to construct the Rad-score.The radiomics prediction model based on the Rad-score achieved an AUC value of 0.796(95%CI:0.702~0.890)and 0.744(95%CI:0.589~0.899)for 1-year survival prediction in the training and validation groups,respectively.The integrated model combining 2 types of features together demonstrated improved performance with an AUC value of 0.906(95%CI:0.842~0.970)and 0.872(95%CI:0.753~0.992)in the 2 groups.Calibration curve analysis indicated good prediction accuracy for both models.Conclusion Both the CT radiomics-based model and the integrated model incorporating clinical features demonstrate good predictive performance for survival outcomes.
2.Quantitative assessment of early lumbar disc degeneration in patients with low back pain by T1rho magnetic resonance imaging
Min HE ; Yali DENG ; Jiafei CHEN ; Tianyong HOU ; Wei CHEN ; Zhiwei ZHANG
Journal of Army Medical University 2025;47(20):2512-2521
Objective To quantitatively evaluate age-,sex-,and segment-related characteristics of lumbar disc degeneration(LDD)in patients with low back pain(LBP)using T1rho MRI,and assess its diagnostic value in early-stage disc degeneration.Methods A retrospective cross-sectional study was conducted on 89 LBP patients(balanced distribution across ages 20~29,30~39,40~49,50~59 years and genders)admitted in Department of Orthopedics of First Affiliated Hospital of Army Medical University from March 2024 to February 2025.All patients underwent lumbar MRI including T1rho sequences.Two senior radiologists performed blinded Pfirrmann grading on 445 intervertebral discs and measured T1rho values of the nucleus pulposus(NP).Kappa test was used to evaluate the inter-observer agreement of Pfirrmann grading,and Spearman correlation coefficient was employed to analyze the correlation between Pfirrmann grade and NP-T1rho value.Disc degeneration characteristics were compared across different ages,sexes,and spinal segments.After adjusting for body mass index(BMI)and gender,partial correlation analysis was used to assess the correlation between NP-T1rho value of each lumbar segment and age.Receiver operating characteristic(ROC)curve was plotted to analyze the diagnostic performance of T1rho quantification for early LDD in LBP patients.Results Good inter-observer agreement was observed in Pfirrmann grading across segments,with a Kappa coefficient of>0.70.The NP-T1rho values of all NP were in a strong negative correlation with Pfirrmann grades(r=-0.877,P<0.001).The NP-T1rho values were progressively decreased from Pfirrmann gradesⅠ to Ⅳ(P<0.001),with a steep decline between gradesⅡ and Ⅲ.The patients aged 20~29 and 30~39 years showed significantly higher NP-T1rho values in Pfirrmann grades Ⅰ and Ⅱ discs when compared with those aged 40~49 and 50~59 years(P<0.05).The males had significantly higher mean NP-T1rho values in grade I than the females(P=0.006).In the upper spinal segments(L1~L4),the males exhibited significantly higher mean NP-T1rho value than the females(P=0.025),and NP-T1rho value was decreased obviously with increase of age across all age groups(P<0.05).Except L5/S1 segments,NP-T1rho value and age in all spinal segments had significant negative correlations(r=-0.548~-0.349,P<0.001).The area under the curve(AUC)for distinguishing grade Ⅰ from Ⅱ discs was 0.824(95%CI:0.772~0.876),and for grades Ⅱ from Ⅲ was 0.978(95%CI:0.964~0.992).Conclusion T1rho MRI provides accurate quantitative assessment of early lumbar disc degeneration in LBP patients,with an NP-T1rho value of 79.87 ms serving as a discriminative threshold between grade Ⅱ and grade Ⅲ.
3.Analysis of MRI and clinical characteristics for pediatric head, neck, and facial lymphatic malformations.
Jiafei CHEN ; Wei CHEN ; Shujun KE ; Ying WANG ; Jiarui CHEN ; Xiaoyan LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(7):646-651
Objective:This aims to investigate the diagnostic and evaluative value of MRI for lymphatic malformations in the head, neck, and facial regions of children. Methods:A retrospective analysis was conducted on the MRI imaging data of 31 cases of head, neck, and facial lymphatic malformations in children admitted to the Department of Otolaryngology, Head and Neck Surgery, Children's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, from January 2022 to January 2024. Results:The MRI images of this group of cases primarily displayed irregular morphology(80.6%, 25/31), thin-walled cysts(80.6%, 25/31), and compression of surrounding tissues. The boundaries were clear(100%, 31/31), with characteristics of invasive and drill-like growth(93.5%). The cyst walls or internal septa exhibited high signal intensity on T1WI, low signal intensity on T2WI, and mild to moderate enhancement(100%). The contents of the cysts showed low signal intensity on T1WI, high signal intensity on T2WI, and no enhancement(35.5%, 11/31). Mixed signals with varying degrees of enhancement were observed in 20 cases(64.5%). There were 29 cases of multilocular cysts(93.5%, 29/31), and 11 cases of fluid-fluid levels(35.5%). The MRI diagnostic accuracy for this group of cases was 100%. Conclusion:Lymphatic Malformations of head, neck and facial region in children have very characteristic features on MRI, such as typical thin wall, clear boundaries, irregular shapes, invasive growth, no enhancement, multilocular cystic masses, fluid-fluid level, etc. Furthermore, it is more appropriate for children with lymphatic malformations owing to its non-radiation and non-invasive benefits. Diagnosing lymphatic malformations in the head, neck, and facial region in children should begin with this.
Humans
;
Retrospective Studies
;
Lymphatic Abnormalities/diagnostic imaging*
;
Magnetic Resonance Imaging
;
Neck/diagnostic imaging*
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Head/diagnostic imaging*
;
Face/diagnostic imaging*
;
Child
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Male
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Female
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Child, Preschool
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Adolescent
;
Infant
4.Clinical value of fiber nasopharyngoscope applied in adenoid hypertrophy combined with allergic rhinitis in children
Jiafei CHEN ; Liping ZHANG ; Hailin YANG ; Min ZHU ; Lijin CHEN ; Guowang ZHANG
China Journal of Endoscopy 2024;30(10):69-76
Objective To investigate the clinical value of fiber nasopharyngoscope applied in adenoid hypertrophy(AH)combined with allergic rhinitis(AR)in children.Methods Clinical data of 174 pediatric patients from January 2021 to March 2024 was collected and analyzed.Among them,129 cases were diagnosed with AH via fiber nasopharyngoscope examination(79 cases with AR were assigned to the AH with AR group,the remaining 50 cases of simple AH without AR were assigned to the AH group),and 45 cases of simple AR without AH through fiber nasopharyngoscope examination were assigned to the AR group.And 25 healthy children who came to our pediatric health department for health examinations during the same period were selected as the healthy control(HC)group.On the day of admission,all subjects underwent lateral X-ray examination of the nasopharynx,and the ratio of the maximum thickness of adenoids to the anterior posterior diameter of the nasopharynx cavity(A/N ratio)was calculated.Meanwhile their of peripheral blood eosinophil(EOS)percentage,serum interleukin-17(IL-17),and tumor necrosis factor-α(TNF-α)levels were tested.The A/N ratio,peripheral blood EOS percentage,serum IL-17 and TNF-α levels were compared among the AH with AR group,AH group,AR group,and HC group.The A/N ratio,peripheral blood EOS percentage,serum IL-17 and TNF-α levels of children with different degrees of adenoid obstruction under fiber nasopharyngoscope were compared in AH and AR group.Spearman correlation coefficient was used to analyze the correlation between the degree of adenoid obstruction under fiber nasopharyngoscope and the levels of peripheral blood EOS percentage,serum IL-17 and TNF-α in children from AH and AR group.Result A/N ratio:the value in AH with AR group was higher than that in AH group(P<0.05),the value in AH group was higher than that in AR group(P<0.05),and the value in AR group was higher than that in HC group(P<0.05).Peripheral blood EOS percentage,serum IL-17 and TNF-α levels:AH with AR group had higher levels than those in AR group(P<0.05),AR group had higher levels than those in AH group(P<0.05),and AH group had higher levels than those in HC group(P<0.05).The A/N ratio,peripheral blood EOS percentage,serum IL-17 and TNF-α levels in children with adenoid obstruction degree Ⅲ~Ⅳ under fiber nasopharyngoscope in the AH group were significantly higher than those in children with degree Ⅰ~Ⅱ(P<0.05).Spearman correlation analysis showed that the degree of adenoid obstruction under fiber nasopharyngoscope in children with AH accompanied by AR significantly positively correlated with peripheral blood EOS percentage,serum IL-17 and TNF-α levels(r values were 0.527,0.451,and 0.402 respectively,P<0.05).Conclusion Fiber nasopharyngoscope can be used for the diagnosis of AH with AR in children,and can be positive in determining severity of the patient's condition when combined with peripheral blood EOS percentage,serum IL-17 and TNF-α levels.
5.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.
6.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.
7.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.
8.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.
9.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.
10.Epidemiological characteristics of traumatic spinal cord injuries in the intensive care unit from 2018 to 2023:a retrospective hospital-based study
Chen WEITING ; Wu HAOPENG ; Yu JIAFEI ; Cao LANXING ; Zhang GENSHENG
World Journal of Emergency Medicine 2024;15(6):455-464
BACKGROUND:The objective of this retrospective hospital-based study was to describe the epidemiological features of traumatic spinal cord injury(TSCI)in the intensive care unit(ICU)and assess the incidence and possible risk factors for venous thromboembolism(VTE)following TSCI. METHODS:We retrospectively reviewed the medical records of 370 patients with TSCI who were admitted between January 2018 and March 2023.The following parameters were collected:age,sex,body mass index,occupation,underlying diseases,smoking history,education level,etiology of injury,injury segments,American Spinal Injury Association(ASIA)Impairment Scale score,severity of injury,injury severity score(ISS),VTE risk score(Caprini score),treatment,VTE prophylaxis,ICU length of stay,length of hospital stay,concomitant injuries,and complications.Descriptive statistics were used to summarize the demographic and clinical characteristics of the study participants.Logistic regression analysis was used to determine the risk factors for VTE. RESULTS:The mean age of patients with TSCI was 55.5±13.4 years,with a male-to-female ratio of 6.5:1.The leading cause of TSCI was falls from height(46.5%),followed by traffic accidents(36.5%).The cervical spinal cord was the most affected segment,followed by the thoracolumbar region.Among all the patients,362(97.8%)had concomitant injuries.Complications were observed in 255 patients(68.9%)during hospitalization.The incidence rate of VTE was 25.1%.Logistic regression analysis revealed that age(OR=1.721,95%CI:1.207-2.454,P=0.003),mechanical ventilation(OR=3.427,95%CI:1.873-6.271,P<0.001),and non-use of chemical prophylaxis(OR=2.986,95%CI:1.749-5.099,P<0.001)were risk factors for VTE. CONCLUSION:Falls from height and traffic accidents were the main causes of TSCIs in the ICU,especially for male patients with cervical spinal cord injuries.VTE is a frequent complication in patients with TSCI in the ICU.Age,mechanical ventilation,and non-use of chemical prophylaxis were found to be independent risk factors for VTE following TSCI.

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