1.Clinical-MRI radiomics combined model for differentiating borderline ovarian tumor from epithelial ovarian cancer
Xiaomin LIU ; Yu ZOU ; Jingjing YU ; Xiaochen WANG ; Yuhan LIN ; Jiale QIN
Chinese Journal of Medical Imaging Technology 2025;41(10):1701-1705
Objective To explore the value of clinical-MRI radiomics combined model for differentiating borderline ovarian tumor(BOT)from epithelial ovarian cancer(EOC).Methods Totally 139 patients with BOT(BOT group)and 307 patients with EOC(EOC group)confirmed by postoperative pathology and underwent preoperative pelvic MRI were retrospectively enrolled and randomly divided into training set(n=312)and test set(n=134)at a ratio of 7∶3.Multivariable logistic regression was used to identify independent clinical predictors for differentiating BOT and EOC,then a clinical model was constructed.Radiomics features were extracted from the volumes of interest(VOI)of lesions on T2WI,diffusion weighted imaging(DWI)and apparent diffusion coefficient(ADC)images,respectively,and single-sequence and multi-sequence MRI radiomics models were built using extreme gradient boosting(XGBoost)based on data in training set.The optimal MRI radiomics model was selected according to the highest area under the curve(AUC)in test set,and a clinical-MRI radiomics combined model was constructed combined the optimal radiomics model with independent clinical predictors.The performances of clinical model,the optimal MRI radiomics model and the combined model for differentiating BOT and EOC were compared in test set.SHapley Additive exPlanations(SHAP)analysis was applied to interpret key predictive features in the best model.Results Patients' age,carbohydrate antigen 153(CA153)and carbohydrate antigen 125(CA125)were all independent predictors for differentiating BOT and EOC(all P<0.05).Multi-sequence MRI radiomics model was the optimal MRI radiomics model.The combined model showed superior performance(AUC=0.929)for discriminating BOT and EOC compared with clinical model(AUC=0.881)and multi-sequence MRI radiomics model(AUC=0.871)(both P<0.05).SHAP beeswarm plot revealed that the top 10 important features of combined model included age,CA153 and CA125,as well as entropy,kurtosis and gray level non-uniformity from ADC and DWI sequences.Conclusion Clinical-MRI radiomics combined model based on multi-sequence MRI radiomics features and clinical features could be used to effectively differentiate BOT from EOC.
2.Farrerol relaxes isolated pulmonary arteries in C57BL/6J mice by activating Kv channel
Keyu ZHANG ; Xiaomin HOU ; Jiajia ZOU ; Guojiao RAO ; Xuelu JIANG ; Lin DONG ; Yiwei SHI ; Xiaojiang QIN
Chinese Journal of Arteriosclerosis 2025;33(3):202-208
Aim To study the diastolic effect and mechanism of farrerol on isolated pulmonary arteries of C57BL/6J mice.Methods After anesthesia,mouse lung tissue was quickly removed and placed into the 4 ℃ K-H buffer,pulmonary arteries were isolated under the microscope and cut into 2 mm long vascular rings for spare use.(1)The effect of farrerol on the resting tension of isolated mouse pulmonary arteries:in the resting state,the active mouse pul-monary artery rings were treated with different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L).(2)Farrerol relaxed mouse pulmonary artery experiment:pulmonary arteries were contracted using phenylephrine(PE,1 μmol/L)or KCl(60 mmol/L),and when the contraction reached the platform,different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L)was added.(3)Farrerol inhibited pulmonary artery contraction experi-ment:under conditions with or without the addition of farrerol,pulmonary arteries were contracted using different concen-trations of PE(10-9,3×10-9,10-8,3 × 10-8,10-7,3×10-7 and 10-6 mol/L)or KCl(20,30,40,60,80 and 120 mmol/L),and the pulmonary artery muscle tension was recorded.(4)Calcium free and recalcification experiments:under conditions with or without the addition of farrerol,the changes of isolated mouse pulmonary artery tension were meas-ured in the state of calcium free or recalcification { 2.5 mmol/L[Ca2+]ex }.(5)The relationship between farrerol in-duced relaxation of isolated mouse pulmonary arteries and potassium ion channels:firstly,60 mmol/L KCl solution was used to contract the mouse pulmonary arteries until the platform.Then,3 mmol/L aminopyridine(4-AP),2 mmol/L tet-raethylammonium(TEA),30 μmol/L BaCl2,and 10 μmol/L glibenclamide(Gli)were added and treated for 15 min.Subsequently,the pulmonary arteries were relaxed using a concentration gradient of farrerol.Results Farrerol had no significant effect on the mouse pulmonary arteries in the resting state,but had a concentration-dependent relaxing effect on the mouse pulmonary arteries pre-contracted with PE and KCl.While the pretreatment of 3×10-5 mol/L farrerol could sig-nificantly reduce the maximum contraction of mouse pulmonary arteries induced by PE and KCl(P<0.01),as well as sig-nificantly reduce the contraction of mouse pulmonary arteries induced by KCl under calcium free or recalcification conditions(P<0.01).Addition of the voltage-dependent potassium ion channel blocker 4-AP significantly reduced the maximum diastolic rate of mouse pulmonary arteries induced by farrerol(P<0.01),while addition of the high conductivity calcium activated potassium ion channel blocker TEA,inward rectifying potassium ion channel blocker BaCl2,or ATP sensitive po-tassium ion channel blocker Gli had no significant effect on the vasodilation effect of farrerol(P>0.05).Conclusion Farrerol has a relaxing effect on isolated mouse pulmonary arteries,and its mechanism may be related to open voltage-de-pendent potassium ion channels.
3.Prognostic value of serum Mrp 8/14 in patients with acute respiratory distress syndrome induced by pulmonary sepsis and extrapulmonary sepsis
Caizhi SUN ; Yongpeng XIE ; Chenchen ZHU ; Haidong QIN ; Xiaomin LI
Chinese Journal of Emergency Medicine 2025;34(1):78-83
Objective:To investigate the differences and prognostic value of serum myeloid-related proteins 8 and 14 (Mrp 8/14) in patients with acute respiratory distress syndrome (ARDS) induced by pulmonary and extrapulmonary sepsis.Methods:A retrospective cohort study was conducted to collect the general clinical data of septic ARDS patients admitted to the intensive care unit (ICU) of Nanjing Hospital of Nanjing Medical University from August 2021 to February 2024. The serum levels of Mrp 8/14 were detected within 24 hours after admission. According to whether the patients died during ICU stay, the patients with pulmonary ARDS and extrapulmonary ARDS induced by sepsis were divided into survival and death groups, respectively. The differences of Mrp 8/14 and other clinical data between the two groups were compared. Logistic regression analysis was used to analyze the prognostic factors of septic patients with pulmonary ARDS and extrapulmonary ARDS. The receiver operating characteristic (ROC) curve was plotted to evaluate the predictive value of serum Mrp 8/14 for the prognosis of patients with pulmonary ARDS and extrapulmonary ARDS.Results:A total of 138 patients with sepsis-induced ARDS were enrolled in this study, including 79 patients with pulmonary ARDS and 59 patients with extrapulmonary ARDS. Compared to the death group, the level of serum Mrp 8/14 was significantly lower [Mrp 8/14: 22.90 (17.91, 30.88) μg/mL vs. 10.73 (7.15, 17.20) μg/mL, P<0.05]. Multivariate logistic regression analysis demonstrated that the serum Mrp 8/14 level was an independent risk factor for the prognosis of pulmonary ARDS patients only during the ICU stay ( OR=1.253, 95% CI: 1.110-1.414, P<0.05). ROC curve analysis showed that the area under the curve of serum Mrp 8/14 for the prediction of death in ARDS patients with pulmonary sepsis during ICU stay was 0.855 (95% CI: 0.773-0.938, P<0.05), the cut-off value was 19.230 μg/mL, the sensitivity was 0.718, the specificity was 0.925, and the Yonden index was 0.405. Conclusion:Serum Mrp 8/14 is an effective prognostic indicator for the mortality of ARDS patients with pulmonary sepsis during ICU hospitalization.
4.Advance in research on MIRAGE syndrome.
Chinese Journal of Medical Genetics 2025;42(12):1513-1517
MIRAGE syndrome is a rare autosomal dominant disorder caused by gain-of-function mutations of the SAMD9 gene. Its typical clinical manifestations include myelodysplasia, intrauterine growth restriction, adrenal hypoplasia, genital abnormalities, and enteropathy. The gain-of-function toxicity of the SAMD9 gene and subsequent somatic revertant mutations have been identified as the core molecular mechanisms underlying the multi-system phenotypes and clonal hematopoietic evolution in this disease. The specific genotypic background and tissue-specific distribution of somatic revertant mutations collectively constitute the genetic basis for its significant clinical heterogeneity. In recent years, important breakthroughs have been made in research on the pathogenesis, phenotypic expansion, molecular diagnosis, and targeted therapy of the MIRAGE syndrome. This article has systematically reviewed the latest progress made in the research on the etiology, clinical manifestations, diagnosis, and treatment of this disease.
Humans
;
Mutation
;
Fetal Growth Retardation/therapy*
;
Myelodysplastic Syndromes/therapy*
;
Intracellular Signaling Peptides and Proteins/genetics*
5.Artificial intelligence-based sequential ultrasound-MRI strategy for ovarian masses:dual evaluation of diagnostic accuracy and healthcare costs
Jingjing YU ; Ruixia DAI ; Xiaomin LIU ; Peijun HU ; Xiaochen WANG ; Sihui HU ; Shanshan ZHANG ; Wenqian WANG ; Yu TIAN ; Jiale QIN
Chinese Journal of Ultrasonography 2025;34(9):759-765
Objective:To develop an artificial intelligence(AI)-based sequential ultrasound-magnetic resonance imaging(US-MRI)diagnostic strategy to optimize the imaging workflow for ovarian masses.Methods:A total of 1 120 patients with pathologically confirmed ovarian masses who underwent both preoperative pelvic ultrasound and MRI between January 2021 and December 2023 at Women's Hospital,Zhejiang University School of Medicine were retrospectively included. Patients were randomly divided into the training( n=672)and internal test set( n=448)at a ratio of 6∶4. An external test set( n=128)was established at the Forth Affiliated Hospital of School of Medicine. Deep learning was used for automated segmentation of MRI lesions,followed by radiomic feature extraction and machine learning classification to construct both a US-MRI multimodal model and sequential US-MRI strategy. Diagnostic performance and potential healthcare cost-saving effects were evaluated across strategies. Results:In the internal test set( n=448),the AI-based sequential US-MRI strategy achieved a F1 score of 0.863 and a diagnostic accuracy of 82.14%,with no significant difference compared to the US-MRI multi-modal model( P>0.05). The sequential strategy identified 82 cases(18.30%,82/448)of patients as low-risk true negatives during initial ultrasound screening,suggesting a potential to reduce the need for MRI examinations in future clinical practice. In the external test set( n=128),the strategy achieved an F1 score of 0.800 and a confirmed diagnosis rate of 85.94%,with a theoretical reduction of 26.56%(34 cases)in MRI utilization while maintaining a diagnostic accuracy rate higher than that of the multi-modal model(82.18%). Conclusions:The AI-based US-MRI sequential diagnostic strategy demonstrates favorable diagnostic accuracy while offering the potential to optimize MRI utilization. This approach may enhance the efficiency of imaging resource allocation and reduce healthcare burden in the management of ovarian masses.
6.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.
7.Farrerol relaxes isolated pulmonary arteries in C57BL/6J mice by activating Kv channel
Keyu ZHANG ; Xiaomin HOU ; Jiajia ZOU ; Guojiao RAO ; Xuelu JIANG ; Lin DONG ; Yiwei SHI ; Xiaojiang QIN
Chinese Journal of Arteriosclerosis 2025;33(3):202-208
Aim To study the diastolic effect and mechanism of farrerol on isolated pulmonary arteries of C57BL/6J mice.Methods After anesthesia,mouse lung tissue was quickly removed and placed into the 4 ℃ K-H buffer,pulmonary arteries were isolated under the microscope and cut into 2 mm long vascular rings for spare use.(1)The effect of farrerol on the resting tension of isolated mouse pulmonary arteries:in the resting state,the active mouse pul-monary artery rings were treated with different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L).(2)Farrerol relaxed mouse pulmonary artery experiment:pulmonary arteries were contracted using phenylephrine(PE,1 μmol/L)or KCl(60 mmol/L),and when the contraction reached the platform,different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L)was added.(3)Farrerol inhibited pulmonary artery contraction experi-ment:under conditions with or without the addition of farrerol,pulmonary arteries were contracted using different concen-trations of PE(10-9,3×10-9,10-8,3 × 10-8,10-7,3×10-7 and 10-6 mol/L)or KCl(20,30,40,60,80 and 120 mmol/L),and the pulmonary artery muscle tension was recorded.(4)Calcium free and recalcification experiments:under conditions with or without the addition of farrerol,the changes of isolated mouse pulmonary artery tension were meas-ured in the state of calcium free or recalcification { 2.5 mmol/L[Ca2+]ex }.(5)The relationship between farrerol in-duced relaxation of isolated mouse pulmonary arteries and potassium ion channels:firstly,60 mmol/L KCl solution was used to contract the mouse pulmonary arteries until the platform.Then,3 mmol/L aminopyridine(4-AP),2 mmol/L tet-raethylammonium(TEA),30 μmol/L BaCl2,and 10 μmol/L glibenclamide(Gli)were added and treated for 15 min.Subsequently,the pulmonary arteries were relaxed using a concentration gradient of farrerol.Results Farrerol had no significant effect on the mouse pulmonary arteries in the resting state,but had a concentration-dependent relaxing effect on the mouse pulmonary arteries pre-contracted with PE and KCl.While the pretreatment of 3×10-5 mol/L farrerol could sig-nificantly reduce the maximum contraction of mouse pulmonary arteries induced by PE and KCl(P<0.01),as well as sig-nificantly reduce the contraction of mouse pulmonary arteries induced by KCl under calcium free or recalcification conditions(P<0.01).Addition of the voltage-dependent potassium ion channel blocker 4-AP significantly reduced the maximum diastolic rate of mouse pulmonary arteries induced by farrerol(P<0.01),while addition of the high conductivity calcium activated potassium ion channel blocker TEA,inward rectifying potassium ion channel blocker BaCl2,or ATP sensitive po-tassium ion channel blocker Gli had no significant effect on the vasodilation effect of farrerol(P>0.05).Conclusion Farrerol has a relaxing effect on isolated mouse pulmonary arteries,and its mechanism may be related to open voltage-de-pendent potassium ion channels.
8.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.
9.Clinical-MRI radiomics combined model for differentiating borderline ovarian tumor from epithelial ovarian cancer
Xiaomin LIU ; Yu ZOU ; Jingjing YU ; Xiaochen WANG ; Yuhan LIN ; Jiale QIN
Chinese Journal of Medical Imaging Technology 2025;41(10):1701-1705
Objective To explore the value of clinical-MRI radiomics combined model for differentiating borderline ovarian tumor(BOT)from epithelial ovarian cancer(EOC).Methods Totally 139 patients with BOT(BOT group)and 307 patients with EOC(EOC group)confirmed by postoperative pathology and underwent preoperative pelvic MRI were retrospectively enrolled and randomly divided into training set(n=312)and test set(n=134)at a ratio of 7∶3.Multivariable logistic regression was used to identify independent clinical predictors for differentiating BOT and EOC,then a clinical model was constructed.Radiomics features were extracted from the volumes of interest(VOI)of lesions on T2WI,diffusion weighted imaging(DWI)and apparent diffusion coefficient(ADC)images,respectively,and single-sequence and multi-sequence MRI radiomics models were built using extreme gradient boosting(XGBoost)based on data in training set.The optimal MRI radiomics model was selected according to the highest area under the curve(AUC)in test set,and a clinical-MRI radiomics combined model was constructed combined the optimal radiomics model with independent clinical predictors.The performances of clinical model,the optimal MRI radiomics model and the combined model for differentiating BOT and EOC were compared in test set.SHapley Additive exPlanations(SHAP)analysis was applied to interpret key predictive features in the best model.Results Patients' age,carbohydrate antigen 153(CA153)and carbohydrate antigen 125(CA125)were all independent predictors for differentiating BOT and EOC(all P<0.05).Multi-sequence MRI radiomics model was the optimal MRI radiomics model.The combined model showed superior performance(AUC=0.929)for discriminating BOT and EOC compared with clinical model(AUC=0.881)and multi-sequence MRI radiomics model(AUC=0.871)(both P<0.05).SHAP beeswarm plot revealed that the top 10 important features of combined model included age,CA153 and CA125,as well as entropy,kurtosis and gray level non-uniformity from ADC and DWI sequences.Conclusion Clinical-MRI radiomics combined model based on multi-sequence MRI radiomics features and clinical features could be used to effectively differentiate BOT from EOC.
10.Follow-up Study on Resolution of Pulmonary Consolidation in 238 Children with Mycoplasma Pneumoniae Pneumonia
Yuexu OU ; Xiaomin GAN ; Bin QIN ; Zhengxiu LUO ; Jie CAO
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(5):899-906
[Objective]To analyze the clinical characteristics and imaging features of effectively treated pediatric Mycoplasma pneumoniae pneumonia(MPP)with pulmonary consolidation,follow up the volume changes of pulmonary consolidation on lung CT scans of the affected children,and investigate the resolution patterns of pulmonary consolidation,and predict the time required for complete resolution.[Methods]We enrolled children with MPP and pulmonary consolidation hospitalized in the Department of General Pediatrics at Children's Hospital of Chongqing Medical University between January 2018 and May 2024.Data collected included demographics,clinical symptoms,laboratory indicators,treatment status,imaging data during hospitalization,as well as follow-up lung CT data and reexamination intervals after discharge.Consolidation volumes were measured before and after the treatment to calculate the resolution rate and resolution velocity.Descriptive statistical analysis was performed on clinical characteristics,imaging features and consolidation resolution.[Results]Among 238 children with MPP and lung consolidation,females slightly outnumbered males(the male to female ratio is 109 vs.129),with a mean age of approximately 5 years.At admission,the median cough and fever durations were 7(5-9)days and 6(4-7)days,respectively.No significant increase was found in white blood cells count or lactate dehydrogenase(LDH),and hypersensitive high-sensitivity C-reactive protein(CRP)slightly increased.Azithromycin was the first line of treatment in most cases,though second-line drugs increased in the recent two years due to the rising resistance.Bronchoalveolar lavage was performed in 66.8%(159/238)of children,and 33.2%(79/238)did not receive lavage.Consolidation was predominantly unilateral(206 unilateral vs.32 bilateral)and right-sided(117 right-sided vs.89 left-sided).The ratio of consolidation volume to total lung volume was 4.48(2.61-7.35)%,the consolidation resolution rate at follow-up was 96.08(88.02-98.95)%,the reexamination interval was 17(15-21)days,the resolution velocity was 2.15(1.23-4.01)cm3/d,and the time to complete resolution was 18.96(16.14-23.33)days.[Conclusions]Pulmonary consolidation in pediatric MPP achieves substantial resolution on CT within 2-3 weeks after effective clinical treatment.Initial consolidation volume and resolution velocity can predict the time required for complete resolution,thereby clinically guiding optimal CT follow-up scheduling.

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