1.Evaluation of the Degree of Fibrosis in Chronic Kidney Disease via Clinical Radiomics Nomogram Prediction Model
Xiaomin HU ; Weihan XIAO ; Xuebin LIU ; Chaoxue ZHANG ; Xiachuan QIN
Chinese Journal of Medical Imaging 2025;33(3):331-336
Purpose To explore the value of the clinical radiomics nomogram based on ultrasound in evaluating the degree of fibrosis in chronic kidney disease(CKD).Materials and Methods This retrospective study included 350 patients with CKD in Nanchong Central Hospital from January 2014 to July 2022 who underwent renal biopsy.The patients were categorized by the tubule atrophy with interstitial fibrosis(TA/IF)and divided into a training cohort(n=245)and test cohort(n=105).The patient demographics were evaluated to establish a clinical prediction model.The XGBoost machine learning model was constructed by extracting the radiomics features from the ultrasound images.The clinical radiomics nomogram prediction model was constructed by combining the radiomics score(Rad score)and important clinical features.The diagnostic performance of the three models was evaluated using receiver operating characteristic curve analysis.Results Among the 350 patients with CKD,226 had TA/IF 0 and 124 had TA/IF 1.Based on the clinical characteristics and Rad score,the clinical radiomics nomogram prediction model had the highest area under the curve in the training and testing cohorts,with the area under the curve of 0.938(95%CI 0.909-0.969)and 0.933(95%CI 0.891-0.980),respectively.Conclusion The ultrasound-based radiomics prediction model has potential value for the noninvasive diagnosis of TA/IF in CKD.Nomogram prediction models based on renal Rad scores and clinic may help clinicians to manage patients.
2.Clinical features of Chlamydia pneumoniae pneumonia in 10 children
Xiaohui WEN ; Huimin LI ; Xiaoyan ZHANG ; Hui LIU ; Xiaolei TANG ; Xiaohui WU ; Weihan XU ; Shunying ZHAO ; Haiming YANG
Chinese Journal of Pediatrics 2025;63(4):362-366
Objective:To summarize the clinical features of Chlamydia pneumoniae pneumonia (CPP) in children. Methods:Case series study. Clinical data of 10 children with CPP hospitalized in Department No.2 of Respiratory Medicine of Beijing Children′s Hospital, Capital Medical University from January 2019 to August 2024 were retrospectively collected, including general information, clinical manifestations, chest imaging, laboratory examination and treatment. The clinical features and prognosis were summarized.Results:Among the 10 children with CPP, 7 were male and 3 were female. The age of onset was 11.2 (10.3, 13.1) years. The course were 17 (7, 23) days. Cough occurred in 9 cases with wet cough in 7 cases, while moderate and high fever occurred in 6 cases. Besides, chest pain occurred in 4 cases, rash and hemoptysis occurred in 1 case respectively. High density mass shadow was found in 7 cases chest CT imaging, accompanied by air bronchogram sign, surrounded by halo sign, 6 cases of which were distributed under the pleura, while patchy consolidation in the remaining 3 cases. Pulmonary embolism was present in 2 cases. Among the 10 children with CPP, bilateral lung involvement was found in 3 cases and unilateral lung involvement in 7 cases. The white blood cell count was 10.21 (7.45, 11.64)×10 9/L and the proportion of neutrophils was 0.69 (0.63, 0.71). C-reactive protein increased in 7 cases, with the level of 33 (16, 77) mg/L. D-dimer increased slightly in 3 cases (0.393, 0.396, 0.739 mg/L). Serum Chlamydia pneumoniae-IgM antibody test was positive in 6 cases. Chlamydia pneumoniae nucleic acid test by bronchoalveolar lavage fluid (BALF) next-generation sequencing was positive in 6 cases. Both serum IgM antibody and BALF nucleic acid tests were positive in 2 cases. Among the 10 children with CPP, azithromycin alone was used in 5 cases, while glucocorticoid was added in 1 case. Due to poor response to azithromycin in 4 cases, doxycycline was replaced in 3 cases and minocycline was replaced in 1 case, while glucocorticoid was added in 2 cases. Moxifloxacin combined with glucocorticoid therapy was adopted in 1 case with long course after the poor response to azithromycin and doxycycline. All patients were cured finally. Conclusions:CPP mostly occurs in elderly children. The main clinical manifestations include cough, fever and chest pain. The common chest imaging feature is subpleural high-density mass shadow with halo sign. Pulmonary embolism is present in a few cases. Nucleic acid detection and (or) serology is helpful for etiological diagnosis. Some cases need glucocorticoid therapy.
3.Risk factors for bronchiolitis obliterans after Mycoplasma pneumoniae bronchiolitis in children
Xiaohui WEN ; Haiming YANG ; Xiaoyan ZHANG ; Huimin LI ; Ruxuan HE ; Weihan XU ; Yuhong GUAN ; Jinrong LIU ; Shunying ZHAO ; Chengsong ZHAO
Chinese Journal of Pediatrics 2025;63(7):772-777
Objective:To explore the risk factors for bronchiolitis obliterans (BO) after Mycoplasma pneumoniae bronchiolitis in children. Methods:A retrospective cohort study was conducted on 122 children diagnosed with Mycoplasma pneumoniae bronchiolitis in Department No.2 of Respiratory Medicine of Beijing Children′s Hospital, Capital Medical University, from March 2017 to December 2024. Clinical data, including general information, clinical manifestations, imaging findings, laboratory tests, and outcomes, were analyzed. Patients were divided into BO and non-BO groups based on the presence of BO. Differences between groups were assessed using Mann-Whitney U test, χ2 test, or Fisher exact test. Logistic regression and receiver operating characteristic (ROC) curve analysis were employed to identify risk factors and evaluate predictive performance. Results:Among 122 children (73 males, 49 females), the age at onset was 5.0 (2.4, 7.1) years. The BO group included 21 patients, and the non-BO group 101. The BO group exhibited significantly longer durations of persistent high fever and higher peak levels of C-reactive protein, lactate dehydrogenase, and D-dimer compared to the non-BO group (9 (7, 11) vs. 4 (2, 6) d, 19 (7, 35) vs. 10 (7, 18) mg/L, 438 (337, 498) vs. 315 (274, 351) U/L, 0.36 (0.27, 0.91) vs. 0.21 (0.15, 0.29) mg/L, U=295.00, 743.50, 463.50, 470.50, all P<0.05). The BO group also had higher proportions of resting oxygen saturation <0.95 on room air (100.0% (21/21) vs. 43.6% (44/101)), inspiratory retractions (57.1% (12/21) vs. 18.8% (19/101), χ2=11.53), and adenovirus co-infection (38.1% (8/21) vs. 5.0% (5/101)) (all P<0.05). Multivariate Logistic regression identified prolonged high fever ( OR=1.83, 95% CI 1.31-2.58, P<0.001), inspiratory retractions ( OR=10.48, 95% CI 1.72-63.85, P=0.011), and adenovirus co-infection ( OR=42.47, 95% CI 4.04-446.87, P=0.002) as independent risk factors for BO. ROC curve analysis revealed that a fever duration cutoff of 7.5 days predicted BO with 0.71 sensitivity and 0.92 specificity. Conclusions:Prolonged high fever (≥7.5 days), inspiratory retractions, and adenovirus co-infection are significant predictors of BO after Mycoplasma pneumoniae bronchiolitis in children, which are helpful for early clinical identification.
4.Evaluation of the Degree of Fibrosis in Chronic Kidney Disease via Clinical Radiomics Nomogram Prediction Model
Xiaomin HU ; Weihan XIAO ; Xuebin LIU ; Chaoxue ZHANG ; Xiachuan QIN
Chinese Journal of Medical Imaging 2025;33(3):331-336
Purpose To explore the value of the clinical radiomics nomogram based on ultrasound in evaluating the degree of fibrosis in chronic kidney disease(CKD).Materials and Methods This retrospective study included 350 patients with CKD in Nanchong Central Hospital from January 2014 to July 2022 who underwent renal biopsy.The patients were categorized by the tubule atrophy with interstitial fibrosis(TA/IF)and divided into a training cohort(n=245)and test cohort(n=105).The patient demographics were evaluated to establish a clinical prediction model.The XGBoost machine learning model was constructed by extracting the radiomics features from the ultrasound images.The clinical radiomics nomogram prediction model was constructed by combining the radiomics score(Rad score)and important clinical features.The diagnostic performance of the three models was evaluated using receiver operating characteristic curve analysis.Results Among the 350 patients with CKD,226 had TA/IF 0 and 124 had TA/IF 1.Based on the clinical characteristics and Rad score,the clinical radiomics nomogram prediction model had the highest area under the curve in the training and testing cohorts,with the area under the curve of 0.938(95%CI 0.909-0.969)and 0.933(95%CI 0.891-0.980),respectively.Conclusion The ultrasound-based radiomics prediction model has potential value for the noninvasive diagnosis of TA/IF in CKD.Nomogram prediction models based on renal Rad scores and clinic may help clinicians to manage patients.
5.Exploration of the lymph node dissection range and strategies for adenocarcinoma of esophagogastric junction from the perspective of membrane anatomy
Yuwei CAO ; Xiaolong CHEN ; Weihan ZHANG ; Kun YANG
Chinese Journal of Gastrointestinal Surgery 2025;28(9):993-998
The incidence of adenocarcinoma of the esophagogastric junction (AEG) continues to rise globally, with surgical resection representing the primary curative approach. Due to the complex anatomy and heterogeneous metastatic pathways of AEG, lymphadenectomy has become a critical focus in modern surgical oncology. However, traditional TNM staging and Siewert classification exhibit limitations in precisely guiding the optimal extent of lymphadenectomy. Consequently, this review integrated emerging evidence from membrane anatomy theory - a field experiencing breakthrough advances - to systematically explore lymphadenectomy strategies for AEG. Specifically, we analyzed the application of membrane anatomy principles to delineate lymphadenectomy strategies, dissection scope, and key surgical techniques tailored to each Siewert subtype (I, II, III) and varying degrees of esophageal involvement. Based on membrane anatomy, the review proposed specific, anatomically guided lymph node dissection strategies. Furthermore, we evaluated the feasibility, standardization, and clinical significance of membrane anatomy-guided dissection strategies considering recent advances, while also addressing current challenges and future directions for development and validation. Membrane anatomy is anticipated to serve as a novel and essential anatomical foundation for optimizing surgical approaches. Its application thus may hold significant promise for optimizing surgical pathways, enhancing the quality and precision of lymph node dissection, and ultimately improving oncological outcomes.
6.Exploration of the lymph node dissection range and strategies for adenocarcinoma of esophagogastric junction from the perspective of membrane anatomy
Yuwei CAO ; Xiaolong CHEN ; Weihan ZHANG ; Kun YANG
Chinese Journal of Gastrointestinal Surgery 2025;28(9):993-998
The incidence of adenocarcinoma of the esophagogastric junction (AEG) continues to rise globally, with surgical resection representing the primary curative approach. Due to the complex anatomy and heterogeneous metastatic pathways of AEG, lymphadenectomy has become a critical focus in modern surgical oncology. However, traditional TNM staging and Siewert classification exhibit limitations in precisely guiding the optimal extent of lymphadenectomy. Consequently, this review integrated emerging evidence from membrane anatomy theory - a field experiencing breakthrough advances - to systematically explore lymphadenectomy strategies for AEG. Specifically, we analyzed the application of membrane anatomy principles to delineate lymphadenectomy strategies, dissection scope, and key surgical techniques tailored to each Siewert subtype (I, II, III) and varying degrees of esophageal involvement. Based on membrane anatomy, the review proposed specific, anatomically guided lymph node dissection strategies. Furthermore, we evaluated the feasibility, standardization, and clinical significance of membrane anatomy-guided dissection strategies considering recent advances, while also addressing current challenges and future directions for development and validation. Membrane anatomy is anticipated to serve as a novel and essential anatomical foundation for optimizing surgical approaches. Its application thus may hold significant promise for optimizing surgical pathways, enhancing the quality and precision of lymph node dissection, and ultimately improving oncological outcomes.
7.Clinical features of Chlamydia pneumoniae pneumonia in 10 children
Xiaohui WEN ; Huimin LI ; Xiaoyan ZHANG ; Hui LIU ; Xiaolei TANG ; Xiaohui WU ; Weihan XU ; Shunying ZHAO ; Haiming YANG
Chinese Journal of Pediatrics 2025;63(4):362-366
Objective:To summarize the clinical features of Chlamydia pneumoniae pneumonia (CPP) in children. Methods:Case series study. Clinical data of 10 children with CPP hospitalized in Department No.2 of Respiratory Medicine of Beijing Children′s Hospital, Capital Medical University from January 2019 to August 2024 were retrospectively collected, including general information, clinical manifestations, chest imaging, laboratory examination and treatment. The clinical features and prognosis were summarized.Results:Among the 10 children with CPP, 7 were male and 3 were female. The age of onset was 11.2 (10.3, 13.1) years. The course were 17 (7, 23) days. Cough occurred in 9 cases with wet cough in 7 cases, while moderate and high fever occurred in 6 cases. Besides, chest pain occurred in 4 cases, rash and hemoptysis occurred in 1 case respectively. High density mass shadow was found in 7 cases chest CT imaging, accompanied by air bronchogram sign, surrounded by halo sign, 6 cases of which were distributed under the pleura, while patchy consolidation in the remaining 3 cases. Pulmonary embolism was present in 2 cases. Among the 10 children with CPP, bilateral lung involvement was found in 3 cases and unilateral lung involvement in 7 cases. The white blood cell count was 10.21 (7.45, 11.64)×10 9/L and the proportion of neutrophils was 0.69 (0.63, 0.71). C-reactive protein increased in 7 cases, with the level of 33 (16, 77) mg/L. D-dimer increased slightly in 3 cases (0.393, 0.396, 0.739 mg/L). Serum Chlamydia pneumoniae-IgM antibody test was positive in 6 cases. Chlamydia pneumoniae nucleic acid test by bronchoalveolar lavage fluid (BALF) next-generation sequencing was positive in 6 cases. Both serum IgM antibody and BALF nucleic acid tests were positive in 2 cases. Among the 10 children with CPP, azithromycin alone was used in 5 cases, while glucocorticoid was added in 1 case. Due to poor response to azithromycin in 4 cases, doxycycline was replaced in 3 cases and minocycline was replaced in 1 case, while glucocorticoid was added in 2 cases. Moxifloxacin combined with glucocorticoid therapy was adopted in 1 case with long course after the poor response to azithromycin and doxycycline. All patients were cured finally. Conclusions:CPP mostly occurs in elderly children. The main clinical manifestations include cough, fever and chest pain. The common chest imaging feature is subpleural high-density mass shadow with halo sign. Pulmonary embolism is present in a few cases. Nucleic acid detection and (or) serology is helpful for etiological diagnosis. Some cases need glucocorticoid therapy.
8.Risk factors for bronchiolitis obliterans after Mycoplasma pneumoniae bronchiolitis in children
Xiaohui WEN ; Haiming YANG ; Xiaoyan ZHANG ; Huimin LI ; Ruxuan HE ; Weihan XU ; Yuhong GUAN ; Jinrong LIU ; Shunying ZHAO ; Chengsong ZHAO
Chinese Journal of Pediatrics 2025;63(7):772-777
Objective:To explore the risk factors for bronchiolitis obliterans (BO) after Mycoplasma pneumoniae bronchiolitis in children. Methods:A retrospective cohort study was conducted on 122 children diagnosed with Mycoplasma pneumoniae bronchiolitis in Department No.2 of Respiratory Medicine of Beijing Children′s Hospital, Capital Medical University, from March 2017 to December 2024. Clinical data, including general information, clinical manifestations, imaging findings, laboratory tests, and outcomes, were analyzed. Patients were divided into BO and non-BO groups based on the presence of BO. Differences between groups were assessed using Mann-Whitney U test, χ2 test, or Fisher exact test. Logistic regression and receiver operating characteristic (ROC) curve analysis were employed to identify risk factors and evaluate predictive performance. Results:Among 122 children (73 males, 49 females), the age at onset was 5.0 (2.4, 7.1) years. The BO group included 21 patients, and the non-BO group 101. The BO group exhibited significantly longer durations of persistent high fever and higher peak levels of C-reactive protein, lactate dehydrogenase, and D-dimer compared to the non-BO group (9 (7, 11) vs. 4 (2, 6) d, 19 (7, 35) vs. 10 (7, 18) mg/L, 438 (337, 498) vs. 315 (274, 351) U/L, 0.36 (0.27, 0.91) vs. 0.21 (0.15, 0.29) mg/L, U=295.00, 743.50, 463.50, 470.50, all P<0.05). The BO group also had higher proportions of resting oxygen saturation <0.95 on room air (100.0% (21/21) vs. 43.6% (44/101)), inspiratory retractions (57.1% (12/21) vs. 18.8% (19/101), χ2=11.53), and adenovirus co-infection (38.1% (8/21) vs. 5.0% (5/101)) (all P<0.05). Multivariate Logistic regression identified prolonged high fever ( OR=1.83, 95% CI 1.31-2.58, P<0.001), inspiratory retractions ( OR=10.48, 95% CI 1.72-63.85, P=0.011), and adenovirus co-infection ( OR=42.47, 95% CI 4.04-446.87, P=0.002) as independent risk factors for BO. ROC curve analysis revealed that a fever duration cutoff of 7.5 days predicted BO with 0.71 sensitivity and 0.92 specificity. Conclusions:Prolonged high fever (≥7.5 days), inspiratory retractions, and adenovirus co-infection are significant predictors of BO after Mycoplasma pneumoniae bronchiolitis in children, which are helpful for early clinical identification.
9.Investigation on the risk of respiratory failure in severe pneumonia patients and its predictive model research
CAO Weihan ; ZHANG Liang ; ZHANG Lei
China Tropical Medicine 2024;24(12):1540-
Objective To investigate the risk of respiratory failure (RF) in patients with severe pneumonia (SP), and to establish a prediction model to provide a reference for the development of individualized treatment plans for SP patients. Methods A study was conducted on 313 patients with SP admitted to the Affiliate Huanghe Sanmenxia Hospital of Henan University of Science and Technology from January 2020 to January 2023. Patients were divided into a model group of 219 cases and a validation group of 94 cases in a 7∶3 ratio. Clinical factors, clinical scores, and laboratory indicators that may affect RF in patients with SP were collected. According to the presence or absence of RF, the model group patients were further divided into the RF group and the non-RF group. Clinical factors, clinical scores, and laboratory indicators were compared between the two groups. Potential influencing factors were screened using least absolute shrinkage and selection operator (LASSO) regression, followed by multivariate logistic regression to identify independent influencing factors of RF in SP patients. A column chart model was established using R language and validated. Results Of 219 patients in the model group, 115 (52.51%) had RF. There were significant differences in age, smoking history, diabetes history, mechanical ventilation, hypoproteinemia, multidrug-resistant bacteria infection, acute physiology and chronic health score-Ⅱ (APACHE-Ⅱ), multiple organ dysfunction score (MODS), confusion urea respiratory rate blood pressure age-65 score (CURB-65), oxygenation index (OI), lactate (Lac), platelet (PLT), mean platelet volume (MPV), D-dimer (D-D), fibrinogen (Fib), and C-reactive protein (CRP) between the RF group and the non-RF group (P<0.05). The results of multivariate logistic regression analysis based on LASSO regression showed that hypoproteinemia, multidrug-resistant bacterial infection, APACHE-Ⅱ, Lac, PLT, MPV, and D-D were independent influencing factors for respiratory failure in SP patients. Receiver Operating Characteristic Curve (ROC) analysis results showed that the area under the curve (AUC) for predicting RF in SP patients was 0.874 (95%CI: 0.828-0.920) in the model group and 0.841 (95%CI: 0.788-0.894) in the validation group. Hosmer-Lemesho (H-L) goodness-of-fit test results showed that there was no statistically significant difference between the predicted and actual probabilities of RF in SP patients in the model group (χ2=2.432, P>0.05). The calibration curve results showed that the predicted curves of the model group and validation group were fitted with the standard curve. The results of the decision curves showed that when the probability threshold of concurrent RF in SP patients was 0.10 to 0.90, the net benefit to patients was greater than all patients with intervention or without intervention. Conclusions RF in SP patients is mainly influenced by factors such as hypoproteinemia, multidrug-resistant bacterial infection, APACHE-Ⅱ, etc. The column chart model established in this study has high accuracy and discriminative ability for predicting RF in SP patients.
10.Clinical phenotyping of severe Mycoplasma pneumoniae pneumonia in children
Heng WANG ; Weihan XU ; Jinrong LIU ; Yun PENG ; Xiaoxia PENG ; Xiaohui WEN ; Xiaolei TANG ; Hui XU ; Hui LIU ; Yuelin SHEN ; Xiaoyan ZHANG ; Haiming YANG ; Yaguang PENG ; Huimin LI ; Shunying ZHAO
Chinese Journal of Pediatrics 2024;62(7):669-675
Objective:To investigate and summarize pediatric patients with severe Mycoplasma pneumoniae pneumonia (MPP) presenting with varied clinical and chest imaging features in order to guide the individualized treatment. Methods:This was a retrospective cohort study. Medical records of clinical, imaging and laboratory data of 505 patients with MPP who were admitted to the Department Ⅱ of Respirology Center, Beijing Children′s Hospital, Capital Medical University from January 2016 to October 2023 and met the enrollment criteria were included. They were divided into severe group and non-severe group according to whether lower airway obliterans was developed. The clinical and chest imaging features of the two groups were analyzed. Those severe cases with single lobe ≥2/3 consolidation (lobar consolidation) were further divided into subtype lung-necrosis and subtype non-lung-necrosis based on whether lung necrosis was developed. Comparison on the clinical manifestations, bronchoscopic findings, whole blood C-reactive protein (CRP) and other inflammatory indicators between the two subtypes was performed. Comparisons between two groups were achieved using independent-sample t-test, nonparametric test or chi-square test. Univariate receiver operating characteristic (ROC) curve analyses were performed on the indicators such as CRP of the two subtypes. Results:Of the 505 cases, 254 were male and 251 were female. The age of the onset was (8.2±2.9) years. There were 233 severe cases, among whom 206 were with lobar consolidation and 27 with diffuse bronchiolitis. The other 272 belonged to non-severe cases, with patchy, cloudy infiltrations or single lobe <2/3 uneven consolidation or localized bronchiolitis. Of the 206 cases (88.4%) severe cases with lobar consolidation, 88 harbored subtype lung-necrosis and 118 harbored subtype non-lung-necrosis. All 206 cases (100.0%) presented with persistent high fever, among whom 203 cases (98.5%) presented with inflammatory secretion obstruction and plastic bronchitis under bronchoscopy. Of those 88 cases with subtype lung-necrosis, there were 42 cases (47.7%) with dyspnea and 39 cases (44.3%) with moderate to massive amount of pleural effusion. There were 35 cases (39.8%) diagnosed with lung embolism during the disease course, of which other 34 cases (38.6%) were highly suspected. Extensive airway mucosal necrosis was observed in 46 cases (52.3%), and the level of their whole blood CRP was significantly higher than that of subtype non-lung-necrosis (131.5 (91.0, 180.0) vs. 25.5 (12.0, 43.1) mg/L, U=334.00, P<0.001). They were regarded as subtype "lung consolidation-atelectasis-necrosis". Of those 118 cases with subtype non-lung-necrosis, 27 cases (22.9%) presented with dyspnea and none were with moderate to massive amount of pleural effusion. Sixty-five cases (55.1%) presented with plastic bronchitis and localized airway mucosal necrosis was observed in 32 cases (27.1%). They were deemed as subtype "lung consolidation-atelectasis". ROC curve analyses revealed that whole blood CRP of 67.5 mg/L on the 6-10 th day of disease course exhibited a sensitivity of 0.96, a specificity of 0.89, and an area under the curve of 0.97 for distinguishing between these two subtypes among those with lobar consolidation. Conclusions:Pediatric patients with severe MPP present with lobar consolidation or diffuse bronchiolitis on chest imaging. Those with lobar consolidation harbor 2 subtypes as "lung consolidation-atelectasis-necrosis" and "lung consolidation-atelectasis". Whole blood CRP of 67.5 mg/L can be applied as an early discriminating indicator to discriminate between these two subtypes.

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