1.Expert Consensus on CT Image Database Construction and Quality Control for Colorectal Cancer
Junlin ZHOU ; Nan HONG ; Huimao ZHANG ; Min CHEN ; Shiyuan LIU
Chinese Journal of Medical Imaging 2025;33(1):1-9
Colorectal cancer is one of the most common malignant tumors of the digestive system in clinical practice.The early detection of colorectal cancer based on artificial intelligence and its further assistance in clinical diagnosis and treatment hold significant clinical importance for achieving long-term benefits for patients.The development and validation of artificial intelligence software rely on high-quality,large-volume,and annotated colorectal cancer imaging datasets.This paper aims to provide a reference for constructing a high-quality colorectal cancer CT database,taking the construction of the database as an example.It discusses the complete process of database establishment,including database description,lesion annotation and storage,database quality evaluation and maintenance.The purpose is to ensure the high quality and exploitability of the source materials in the database,promote the sustainable and healthy development of the medical imaging artificial intelligence industry ecosystem,and accelerate the research,development,and application of industries related to artificial intelligence in colorectal cancer CT imaging.
2.Prediction of Extrathyroidal Extension of Papillary Thyroid Carcinoma via Nomogram Model Based on Conventional Ultrasound and Contrast-Enhanced Ultrasound Features
Yiming CHENG ; Yu LIN ; Xu LI ; Taohua GOU ; Yan ZHANG ; Yukun LUO
Chinese Journal of Medical Imaging 2025;33(8):827-833,847
Purpose To construct a nomogram model based on conventional ultrasound(US)and contrast-enhanced ultrasound(CEUS)features for predicting extrathyroidal extension(ETE)of papillary thyroid carcinoma,and to evaluate its diagnostic performance.Materials and Methods A retrospective analysis of clinical and ultrasound data from 715 papillary thyroid carcinoma patients in the First Medical Center of Chinese PLA General Hospital from January 2017 to December 2022 was conducted.The patients were divided into two groups based on the presence or absence of ETE.Univariate and Multivariate analyses was performed to identify independent risk factors associated with ETE.Three models were established:clinical,clinical+US and clinical+US+CEUS.The nomogram of the best model was constructed and validated.Results The model based on clinical+US+CEUS features performed the best,the area under the curve was 0.885.Multivariate analysis indicated that older age(OR=1.029,95%CI 1.011-1.047),higher body mass index(OR=1.108,95%CI 1.049-1.171),capsular contact<25%(OR=4.716,95%CI 2.079-10.701),capsular contact 25%-50%(OR=21.320,95%CI 8.240-55.160),capsular contact>50%(OR=24.045,95%CI 6.792-85.126),nodules adjacent to the lateral side(OR=4.265,95%CI 1.366-13.318),nodules adjacent to the medial side(OR=6.416,95%CI 2.067-19.920)and interrupted capsular enhancement(OR=6.044,95%CI 3.588-10.180)were independent risk factors for ETE(all P<0.05).Decision curve analysis and clinical impact curve indicated high net benefit and strong clinical utility of the model.Ten-fold cross-validation showed good model stability.Conclusion The nomogram model constructed based on US and CEUS features demonstrates good predictive performance and holds significant clinical utility.
3.Optimal b-Value Sets Based on Intravoxel Incoherent Motion in Pulmonary Solid Benign and Malignant Lesions
Wei WEI ; Heng LI ; Na ZHAO ; Chanjuan YU ; Xiuzheng YUE ; Zhiwei SHEN ; Xiangfei CHEN ; Sheng ZHANG ; Xiao YANG ; Yuedong HAN
Chinese Journal of Medical Imaging 2025;33(8):834-839
Purpose To quantitatively compare the diffusion parameters of mono-and biexponential diffusion-weighted imaging models,and to obtain optimal sets of b-values in diffusion-weighted MRI for obtaining monoexponential apparent diffusion coefficient(ADC)close to perfusion-insensitive intravoxel incoherent motion(IVIM)model ADC(ADCIVIM)in identifying of pulmonary solid benign and malignant lesions.Materials and Methods IVIM was performed in 40 patients with solid nodule and masse in Xi'an Gaoxin Hospital from July 2021 to August 2022 using a 3.0T MR imager.Two experienced diagnostic radiologists subjectively evaluated the IVIM images.A single index model was used to calculate ADC values(ADC0-1 000,ADC20-1 000,ADC50-1 000,ADC80-1 000,ADC150-1 000,ADC300-1 000,ADC500-1 000,ADC300,500,1 000,ADC300,800,1 000,ADC300,500,ADC300,800 and ADC300,1 000).The reference standard ADCIVIM value were calculated using a double-exponential model.The physician's measurements between two physicians were measured.The malignant and benign groups were compared and receiver operator characteristic curve for all parameters were analyzed.Results The measurement consistency of ADC values under b value sets and ADCIVIM was very good,and the intraclass correlation coefficient was more significant than 0.75.The differences between ADCIVIM and ADC values in each b group were statistically significant(t=-6.016--2.500,all P<0.05).The area under the curve(AUC)of ADCIVIM was the largest(0.906),with an optimal threshold of 1.271×10-3 mm2/s,a sensitivity of 80.0%and a specificity of 93.0%.The diagnostic efficacy close to ADCIVIM were ADC300,800(AUC=0.891),ADC50-1 000(AUC=0.827)and ADC300,800,1 000(AUC=0.795),respectively.The optimal threshold of ADC300,800 was 1.140×10-3 mm2/s,the sensitivity and specificity were 80.0%and 93.7%,respectively.Conclusion Combining b-values 300 s/mm2 and 800 s/mm2 is recommended as routine scanning parameters for identifying the insensitive monoexponential ADC between benign and malignant solid pulmonary lesions.
4.Ultrasonography in Diagnosing Incarcerated Gravid Uterus
Tao YUAN ; Yan BAI ; Rong LIANG ; Yuying TANG ; Wenming JIANG
Chinese Journal of Medical Imaging 2025;33(8):867-871
Purpose To analyze the sonographic features of incarcerated gravid uterus and evaluate the diagnostic value of ultrasonography.Materials and Methods Clinical data of eight patients diagnosed with incarcerated gravid uterus at Sichuan Provincial Maternity and Child Health Care Hospital from January 2018 to December 2023 were retrospectively analyzed.Clinical manifestations,sonographic characteristics,management approaches and pregnancy outcomes were evaluated.Results Among the eight confirmed cases,seven presented with initial symptoms of dysuria and urinary retention,while one reported irregular lower abdominal pain.Ultrasonography consistently demonstrated:retroverted and retroflexed uterine position with the uterine body posterior to the cervix.Elongated cervix(range:4.0-8.6 cm)displaced anteriorly.Overdistended,elongated and superiorly displaced bladder in seven cases.Management included successful manual reduction via knee-chest position after catheterization in seven patients.One patient was managed conservatively with close monitoring and delivered by cesarean section at term.All eight patients achieved successful term deliveries with favorable maternal and neonatal outcomes.Conclusion Prenatal ultrasonography plays a crucial role in diagnosing and managing incarcerated gravid uterus.Early recognition of characteristic sonographic features facilitates prompt diagnosis and intervention,thereby mitigating risks of adverse pregnancy outcomes.
5.First Stage Ultrasonic Indicator-Based Nomogram Model for Predicting Vaginal Delivery in Nulliparous Women
Sen LIU ; Zhenyu CHEN ; Wan ZHONG ; Xiaoming CHEN ; Bingbing WANG ; Ting ZHANG
Chinese Journal of Medical Imaging 2025;33(8):872-879
Purpose To explore factors influencing vaginal delivery during the first stage of labor using intrapartum ultrasound and to construct predictive models for delivery decision-making.Materials and Methods A total of 473 nulliparous women admitted to Heping Hospital,Northern Theater General Hospital from July to December 2021 were prospectively enrolled as the training set.Clinical data on admission and fetal biometric parameters(biparietal diameter,femur length,head circumference and abdominal circumference)measured within one week before delivery were collected.Ultrasound assessments of fetal position,angle of progression(AOP)and head-perineum distance(HPD)were performed during the first stage of labor.The latent phase group(n=255)was subdivided into vaginal delivery group(n=186)and cesarean section group(n=69);the active phase group(n=218)was divided into vaginal delivery group(n=168)and cesarean section group(n=50).The associations between fetal position,AOP,HPD and vaginal delivery were analyzed,and predictive models were constructed for the latent phase(model 1)and active phase(model 2).A validation set of 547 women from January to September 2022 was used to evaluate model performance via area under the curve(AUC),calibration curves and decision curve analysis.Results In the latent phase,multivariate regression identified maternal height(OR=3.970,P=0.002),pre-pregnancy body mass index(OR=0.893,P=0.036),labor onset type(OR=2.415,P=0.045),neonatal birth weight(OR=3.728,P=0.002),AOP(OR=11.649,P<0.001)and HPD(OR=4.240,P=0.004)as significant predictors.The training and validation sets showed AUCs of 0.917 and 0.869,respectively.Goodness-of-fit tests indicated excellent model calibration(χ2=3.437,P=0.904;χ2=10.877,P=0.209).Decision curve analysis demonstrated strong clinical utility.For the active phase,significant predictors included maternal height(OR=6.532,P<0.001),neonatal birth weight(OR=11.890,P<0.001),fetal position(OR=4.600,P=0.003),AOP(OR=7.229,P<0.001)and HPD(OR=4.722,P=0.005).AUCs were 0.943(training)and 0.906(validation),with good calibration(χ2=4.340,P=0.740;χ2=9.836,P=0.277)and clinical applicability.Conclusion First stage ultrasound assessment of fetal position,AOP and HPD correlates with delivery outcomes.The developed nomogram models combining these parameters with clinical factors provide valuable guidance for delivery decision-making.
6.Application of Spectral CT Vascular Optimization Technique on Image Quality in Laparoscopic Right Hemicolectomy
Tao YU ; Zhicheng CHEN ; Shiqi GUO ; Yu SHI
Chinese Journal of Medical Imaging 2025;33(8):885-891
Purpose To explore the application value of spectral CT vascular optimization technique for laparoscopic right hemicolectomy.Materials and Methods Ninety patients who underwent contrast-enhanced CT with spectral CT before scheduled laparoscopic right hemicolectomy from March to November 2022 in Shengjing Hospital of China Medical University were retrospectively analyzed.The raw images were reconstructed to obtain 120 kVp conventional images and spectral-based virtual monochromatic images(VMIs)at 40,50,60,70 keV.The CT value and image noise of gastrocolic trunk of Henle(GTH),right colic vein(RCV)and ileocolic vein(ICV)were measured.The CT value,image noise,signal noise ratio and contrast noise ratio of VMIs and conventional image were analyzed.The image quality and venous anatomical information of each group were evaluated subjectively with three-dimensional reconstruction technique.Results The CT value[(405.55±103.06)Hu,(406.61±103.42)Hu,402.35(337.95,477.45)Hu],image noise[19.90(12.10,34.55)Hu,21.10(10.95,44.30)Hu,19.70(11.25,44.80)Hu],signal noise ratio[19.46(10.60,36.31),20.16(8.73,37.42),18.49(9.99,36.24)]and contrast noise ratio[53.36(35.92,70.79),52.34(33.73,81.03),56.23(34.69,79.97)]of GTH,RCV,ICV of VMIs at 40 keV were significantly higher than those of conventional image and other VMIs(F/H=268.53,23.17,33.09,198.77,272.51,28.93,25.48,189.62,318.24,29.42,20.13,212.46,all P<0.001).Subjective scores showed that the image quality and vascular visualization of GTH,RCV and ICV at 40 keV were the best.Conclusion Spectral CT can improve the imaging quality and vascular visualization of GTH,RCV and ICV.VMIs at 40 keV has the optimal performance.
7.Research Progress of Radiomics in Ovarian Cancer
Chinese Journal of Medical Imaging 2025;33(8):892-896
Ovarian cancer is one of the most common gynaecological malignant tumours,and its diagnosis,treatment and prognosis all require the assistance of medical imaging.Radiomics extracts disease-related feature information for clinical decision support through in-depth analysis and mining of medical imaging.Currently,Radiomics is mostly used for the differential diagnosis,outcome prediction and prognostic assessment of ovarian cancer.This article reviews the relevant researches of ovarian cancer.
8.Interpretation in American Institute of Ultrasound in Medicine Practice Parameter for the Performance of An Ultrasound Examination of the Neonatal and Infant Spine(2021)
Qiaojian LIU ; Chen PAN ; Wei FAN ; Xuejiao LI ; Mei WANG
Chinese Journal of Medical Imaging 2025;33(8):801-804
The American Institute of Ultrasound in Medicine(AIUM)practice parameter for the performance of an ultrasound examination of the neonatal and infant spine was revised and published by the AIUM in collaboration with other academic organizations in the United States,to intend to provide the medical ultrasound community with recommendations for the performance of high-quality ultrasound examination of the neonatal and infant spine.The practice parameter propose indications and contraindications for the performance of an ultrasound examination of the neonatal and infant spine,elaborate on specifications of the spinal ultrasound examination,especially the methods for determining the vertebral body level of the end of the spinal cord and key points for evaluating the movement of nerve roots.Following this practice parameter will maximize the detection of abnormalities of the infant spine.This interpretation aims to help beginners and primary care practitioners more easily master the techniques of an ultrasound examination of the neonatal and infant spine,promote the standardized implementation and popularization of this examination,and enhance the diagnostic accuracy for intraspinal pathologies.
9.Functional Connectivity of Lower Limb Sensorimotor Cortex in Type 2 Diabetic Peripheral Neuropathy via Resting-State fMRI
Yitong GUAN ; Wanting LIU ; Peichun PAN ; Jing LI ; Chenyu ZHANG ; Yang HUANG ; Dongsheng ZHANG ; Xiaoling ZHANG
Chinese Journal of Medical Imaging 2025;33(8):805-810
Purpose To investigate the functional connectivity(FC)pattern between the bilateral lower limb sensorimotor cortex(LSM)and the whole brain in type 2 diabetic peripheral neuropathy(DPN).Materials and Methods A total of 44 DPN patients and 43 healthy controls admitted to Shaanxi Provincial People's Hospital from February 2021 to December 2022 were enrolled prospectively and underwent neuropsychological assessment and resting-state fMRI scans.Using bilateral LSM as the regions of interest,the differences of bilateral LSM and whole brain FC between DPN patients and healthy controls were compared.FC in different brain areas were extracted and correlated with clinical/neuropsychological scores.Results Compared with healthy controls,DPN patients had reduced FC of the LSM with the right cerebellar lobule Ⅵ,the right lateral occipitotemporal cortex,the bilateral rostral prefrontal cortex and the bilateral anterior cingulate gyrus.The FC between LSM and right cerebellar Ⅵ in DPN patients were significantly negatively correlated with fasting blood glucose(r=-0.490,P=0.001).The FC between LSM and bilateral anterior cingulate gyrus in DPN patients were significantly positively correlated with Montreal cognitive assessment scores(r=0.479,P=0.001).Conclusion Abnormal FC between LSM and multiple brain regions,suggesting that DPN may have extensive effects on brain regions that maintain motion and motor control function in type 2 diabetes mellitus patients.
10.Abnormal Resting-State Percent Amplitude of Fluctuation and Functional Connectivity in Primary Insomnia Patients
Bingqing DONG ; Yujie JIANG ; Juntao CAO ; Jianchun TU ; Hui ZHANG
Chinese Journal of Medical Imaging 2025;33(8):811-815,821
Purpose To explore the changes of brain function and network in primary insomnia(PI)patients using the percent amplitude of fluctuation(perAF)combined with functional connectivity(FC).Materials and Methods A total of 51 PI patients and 45 normal controls underwent resting functional magnetic resonance scans in Kunshan Traditional Chinese Medicine Hospital from November 2019 to December 2022,then the perAF value and FC in brain regions of different perAF value between the two groups was analyzed.Pearson correlation analysis was used to investigate the relationships between the altered perAF values and insomnia years,Pittsburgh sleep quality index and Montreal cognitive assessment.Results Compared with healthy group,PI patients had increased perAF values in the left prefrontal lobe(-42 9 45)and decreased perAF values in the right parahippocampal gyrus(27-12-27)[Gaussian random field(GRF)correction,voxel-wise P<0.001,cluster-level P<0.05].FC analysis showed that the right parahippocampal gyrus of PI patients exhibited significantly increased FC with the left middle temporal gyrus,inferior temporal gyrus(-57-15-33)and the left middle occipital gyrus(-30-78 27)(GRF corrected,voxel-wise P<0.001,cluster-level P<0.05).It was noteworthy that the perAF values of the right parahippocampal gyrus were positively correlated with Montreal cognitive assessment of PI patients(r=0.428,P=0.002).Conclusion Specific brain areas in PI patients may exhibit aberrant neuronal activity,mainly manifested as decreased perAF value in the right parahippocampal gyrus,which was increased FC with the left middle temporal gyrus,inferior temporal gyrus and the left middle occipital gyrus.These discoveries may be the core of the mechanism of impaired brain function in PI patients.

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