1.Application value of dual-energy CT multi-parameter imaging in predicting the pathological grade of pancreatic ductal adenocarcinoma
Guihan LIN ; Weiyue CHEN ; Cairu XU ; Haifeng YING ; Jingjing CAO ; Weibo MAO ; Minjiang CHEN ; Shuiwei XIA ; Chenying LU ; Jiansong JI
Chinese Journal of Digestive Surgery 2025;24(1):127-136
Objective:To investigate the application value of dual-energy computer tomo-graphy (CT) multi-parameter imaging in predicting the pathological grade of pancreatic ductal adeno-carcinoma (PDAC).Methods:The retrospective cohort study was conducted. The clinicopatholo-gical data of 147 patients with PDAC who were admitted to The Fifth Affiliated Hospital of Wenzhou Medical University from January 2017 to August 2023 were collected. There were 102 males and 45 females, aged (59±10)years. All patients underwent preoperative dual-energy CT examination and postoperative histopathological examination. The 147 patients were divided into a training set of 103 cases and a test set of 44 cases by stratified random sampling at a ratio of 7∶3. The training set was used to construct the prediction model, and the test set was used to verify the effectiveness of prediction model. Observation indicators: (1) analysis of factors affecting the pathological grade of PDAC patients in the training set; (2) construction and evaluation of the fusion prediction model for pathological grade of PDAC. Comparison of measurement data with normal distribution between groups was conducted using the independent sample t test. Comparison of measurement data with skewed distribution between groups was conducted using the Mann-Whitney U test. Comparison of count data between groups was conducted using the chi-square test. Univariate and multivariate analyses were conducted using the Logistic regression model. The performance of the model was evaluated by receiver operating characteristic (ROC) curve, and the area under the curve (AUC), accuracy, sensitivity and specificity were calculated. The Delong test was used to analyze the effec-tiveness of model. The calibration curve and decision curve of Hosmer-Lemeshow test were used to evaluate the consistency and clinical application value of the nomogram, respectively. Results:(1) Analysis of factors affecting the pathological grade of PDAC patients in the training set. Results of multivariate analysis showed that tumor cystic necrosis, vascular invasion, standardized iodine concentration (NIC) in venous phase, effective atomic number (Zeff) in venous phase, and energy spectrum curve slope (λ HU) in venous phase were all independent factors affecting the pathological grade of PDAC patients in the training set ( odds ratio=4.326, 3.887, 4.155, 5.389, 3.164, 95% confidence interval as 1.167-16.033, 1.111-13.592, 1.707-10.113, 1.284-22.613, 1.247-8.028, P<0.05). (2) Construction and evaluation of the fusion prediction model for pathological grade of PDAC. Accor-ding to the results of multivariate analysis, tumor cystic necrosis, vascular invasion, NIC in venous phase, Zeff in venous phase and λ HU in venous phase were all included to construct the clinical-imaging fusion prediction nomogram model. The AUC, accuracy, sensitivity and specificity of the fusion prediction model in the training set were 0.938 (95% confidence interval as 0.896-0.981), 87.38%, 89.74% and 85.94%, respectively. The above indicators of the fusion prediction model in the test set were 0.893 (95% confidence interval as 0.802-0.985), 84.09%, 82.35% and 85.19%, respectively. Results of Delong test showed that there was no significant difference in AUC between the training set and the test set ( Z=0.343, P>0.05). Results of Hosmer-Lemeshow test showed that the fusion prediction model had a good fit in the training set and the test set ( χ2=3.042, 7.545, P>0.05). Results of calibration curve showed that the predictive ability of the fusion prediction model was good. Conclusions:Multiple parameters in venous phase of the dual-energy CT can be used as imaging markers for preoperative evaluation of the pathological grade of patients with PDAC. Establishing a clinical-imaging fusion prediction model can effectively predict the pathological grade of PDAC.
2.Application value of dual-energy CT multi-parameter imaging in predicting the pathological grade of pancreatic ductal adenocarcinoma
Guihan LIN ; Weiyue CHEN ; Cairu XU ; Haifeng YING ; Jingjing CAO ; Weibo MAO ; Minjiang CHEN ; Shuiwei XIA ; Chenying LU ; Jiansong JI
Chinese Journal of Digestive Surgery 2025;24(1):127-136
Objective:To investigate the application value of dual-energy computer tomo-graphy (CT) multi-parameter imaging in predicting the pathological grade of pancreatic ductal adeno-carcinoma (PDAC).Methods:The retrospective cohort study was conducted. The clinicopatholo-gical data of 147 patients with PDAC who were admitted to The Fifth Affiliated Hospital of Wenzhou Medical University from January 2017 to August 2023 were collected. There were 102 males and 45 females, aged (59±10)years. All patients underwent preoperative dual-energy CT examination and postoperative histopathological examination. The 147 patients were divided into a training set of 103 cases and a test set of 44 cases by stratified random sampling at a ratio of 7∶3. The training set was used to construct the prediction model, and the test set was used to verify the effectiveness of prediction model. Observation indicators: (1) analysis of factors affecting the pathological grade of PDAC patients in the training set; (2) construction and evaluation of the fusion prediction model for pathological grade of PDAC. Comparison of measurement data with normal distribution between groups was conducted using the independent sample t test. Comparison of measurement data with skewed distribution between groups was conducted using the Mann-Whitney U test. Comparison of count data between groups was conducted using the chi-square test. Univariate and multivariate analyses were conducted using the Logistic regression model. The performance of the model was evaluated by receiver operating characteristic (ROC) curve, and the area under the curve (AUC), accuracy, sensitivity and specificity were calculated. The Delong test was used to analyze the effec-tiveness of model. The calibration curve and decision curve of Hosmer-Lemeshow test were used to evaluate the consistency and clinical application value of the nomogram, respectively. Results:(1) Analysis of factors affecting the pathological grade of PDAC patients in the training set. Results of multivariate analysis showed that tumor cystic necrosis, vascular invasion, standardized iodine concentration (NIC) in venous phase, effective atomic number (Zeff) in venous phase, and energy spectrum curve slope (λ HU) in venous phase were all independent factors affecting the pathological grade of PDAC patients in the training set ( odds ratio=4.326, 3.887, 4.155, 5.389, 3.164, 95% confidence interval as 1.167-16.033, 1.111-13.592, 1.707-10.113, 1.284-22.613, 1.247-8.028, P<0.05). (2) Construction and evaluation of the fusion prediction model for pathological grade of PDAC. Accor-ding to the results of multivariate analysis, tumor cystic necrosis, vascular invasion, NIC in venous phase, Zeff in venous phase and λ HU in venous phase were all included to construct the clinical-imaging fusion prediction nomogram model. The AUC, accuracy, sensitivity and specificity of the fusion prediction model in the training set were 0.938 (95% confidence interval as 0.896-0.981), 87.38%, 89.74% and 85.94%, respectively. The above indicators of the fusion prediction model in the test set were 0.893 (95% confidence interval as 0.802-0.985), 84.09%, 82.35% and 85.19%, respectively. Results of Delong test showed that there was no significant difference in AUC between the training set and the test set ( Z=0.343, P>0.05). Results of Hosmer-Lemeshow test showed that the fusion prediction model had a good fit in the training set and the test set ( χ2=3.042, 7.545, P>0.05). Results of calibration curve showed that the predictive ability of the fusion prediction model was good. Conclusions:Multiple parameters in venous phase of the dual-energy CT can be used as imaging markers for preoperative evaluation of the pathological grade of patients with PDAC. Establishing a clinical-imaging fusion prediction model can effectively predict the pathological grade of PDAC.
3.Research progress of habitat analysis in radiomics of malignant tumors
Yi FU ; Chenying MA ; Lu ZHANG ; Juying ZHOU
Journal of International Oncology 2024;51(5):292-297
Nowadays, the research on traditional radiomics has gradually matured. However, it usually regards the tumor as a whole, and high-throughput data are often generated in the entire tumor region, which cannot express clear spatial heterogeneity. In order to explore the potential biological information within tumors and realize individualized precise diagnosis and treatment, habitat analysis technology emerges at the historic moment, which provides a new way of thinking to identify tumor microenvironment. On the basis of traditional radiomics, the tumor cell population with similar characteristics is clustered, and the tumor is segmented into multiple sub-regions. Therefore, the study of tumor is no longer limited by the subjective differences of observers in the description of imaging features, and the information of tumor spatial heterogeneity is ideally obtained.
4.Analysis of curative effect and prognosis of immune checkpoint inhibitor in the treatment of recurrent and metastatic cervical cancer
Lu ZHANG ; Hua JIANG ; Zhou LIN ; Chenying MA ; Xiaoting XU ; Lili WANG ; Juying ZHOU
Journal of International Oncology 2023;50(8):475-483
Objective:To analyze the efficacy, safety and prognostic factors of immune checkpoint inhibitors in the treatment of recurrent and metastatic cervical cancer.Methods:A total of 87 patients with recurrent and metastatic cervical cancer admitted to the First Affiliated Hospital of Soochow University from January 2018 to June 2022 were retrospectively analyzed. They were divided into non immunotherapy group ( n=32) and immunotherapy group ( n=55) according to whether immune checkpoint inhibition was applied after recurrence and metastasis. The disease control rate (DCR), progression free survival (PFS), overall survival 1 (OS1, date of pathology diagnosis to the end of follow-up or time of death), overall survival 2 (OS2, time of first immunotherapy/non-immunotherapy to the end of follow-up or time of death), safety and prognostic factors of the two groups were analyzed and compared. Results:In 87 patients with recurrent and metastatic cervical cancer, the DCR of the non immunotherapy group and immunotherapy group were 53.1% (17/32) and 72.7% (40/55) respectively ( χ2=3.44, P=0.064). The median OS1 of the non immunotherapy group was 51.0 months, while the immunotherapy group did not reach the median OS1, with a statistically significant difference ( χ2=7.50, P=0.006). The median OS2 of the non immunotherapy group was 28.0 months, while the immunotherapy group did not reach the median OS2, with a statistically significant difference ( χ2=7.07, P=0.008). The median PFS of the non immunotherapy group and immunotherapy group were 18.0 months and 23.0 months respectively, with no significant difference ( χ2=0.01, P=0.915). In the immunotherapy group, 70.9% (39/55) of patients received immune checkpoint inhibitors as first-line treatment and 29.1% (16/55) received as second-line and above treatment. Both groups of patients did not achieve median OS2, with median PFS of 23.0 and 17.0 months respectively, and there were no statistically significant differences ( χ2=0.94, P=0.333; χ2=2.00, P=0.158) ; 38.2% (21/55) of patients received immune checkpoint inhibitor combined with local radiotherapy, 61.8% (34/55) patients did not receive radiotherapy. And neither group of patients achieved median OS2, with median PFS of 19.0 and 25.0 months respectively, with no statistically significant differences ( χ2=0.62, P=0.432; χ2=0.01, P=0.906). The incidences of grade 1-2 hematuria and hypothyroidism in the non immunotherapy group and immunotherapy group were 53.1% (17/32) vs. 27.3% (15/55, χ2=5.82, P=0.016), 3.1% (1/32) vs. 21.8% (12/55, χ2=4.19, P=0.041) respectively. The incidence of myelosuppression in the non immunotherapy group [grade 1-2: 59.4% (19/32), grade 3-4: 34.4% (11/32) ] was significantly different from that in the immunotherapy group [grade 1-2: 80.0% (44/55), grade 3-4: 3.6% (2/55) ; Z=3.50, P<0.001]. There were no statistically significant differences between creatinine increase, glutamic-oxaloacetic transaminase and glutamic-pyruvic transaminase increase, lymphocyte decrease, hypoproteinemia, proteinuria, rash, fatigue (all P>0.05). Univariate regression analysis showed that the use of immune checkpoint inhibitor was an independent protective factor affecting the prognosis of patients ( HR=0.31, 95% CI: 0.12-0.77, P=0.012) . Conclusion:Whether used as first-line or second-line or above treatment, the use of immune checkpoint inhibitors in patients with recurrent and metastatic cervical cancer prolongs their OS1, OS2, and has good safety. The application of immune checkpoint inhibitors is an independent protective factor affecting the prognosis of patients.
5.Advances in immunotherapy for recurrent and metastatic cervical cancer
Lu ZHANG ; Juying ZHOU ; Chenying MA ; Zhou LIN
Journal of International Oncology 2022;49(9):517-520
Immunotherapy mainly includes simple immunotherapy (immune checkpoint inhibitor, therapeutic human papillomavirus vaccine, adoptive T cell therapy, double immunotherapy, etc.) , immunotherapy combined with other treatments (such as chemotherapy, antiangiogenic therapy, radiotherapy, etc.) . The continuous development of immunotherapy and the improvement of treatment scheme have improved the survival and prognosis of patients, and provided new ideas for the diagnosis and treatment of recurrent and metastatic cervical cancer.
6.Study on the correlation between platelet distribution width and cerebral microbleeds in the middle-aged and elderly population
Renyi QIAN ; Lingchun LYU ; Jiayi SHEN ; Chenying LU ; Yanan ZHAO ; Jun CHEN ; Tiemin WEI
Chinese Journal of Geriatrics 2021;40(7):877-880
Objective:To investigate the correlation between platelet distribution width(PDW)and cerebral microbleeds(CMB)in the middle-aged and elderly population.Methods:A total of 2 839 subjects who underwent cranial magnetic resonance imaging(MRI)examination at Lishui Hospital of Zhejiang University from May 2016 to December were enrolled in this cross-sectional study.According to MRI results, subjects were divided into the CMB group(n=525)and the non-CMB group(n=2 314). Clinical data and PDW levels were compared between the two groups.CMB-related factors were analyzed by using a logistic regression equation.A receiver operating characteristics(ROC)curve was drawn to analyze the value of PDW levels in predicting the incidence of CMB.Results:The percentage of males, the proportion of smokers, the number of subjects with diabetes and serum creatinine levels were higher in the CMB group than in the non-CMB group[(55.05%(289/525) vs.45.12%(1 044/2 314), 42.67%(224/525) vs.34.67%(802/2 314), 12.76%(67/525) vs.9.51%(220/2 314), (68.91±21.38)μmol/L vs.(66.45±15.40)μmol/L, all P<0.05]. PDW levels were higher in the CMB group than in the non-CMB group(15.52±2.49)% vs.(14.67±2.90)%, χ2=93.75, P<0.05). Multivariate logistic regression analysis showed that the PDW level was an independent risk factor for CMB in the middle-aged and elderly population( OR=1.13, P<0.05). The area under the ROC curve(AUC)of PDW in predicting the incidence of CMB was 0.582, and with 15.95% as the optimal threshold value, the sensitivity and specificity were 75.0% and 41.8%.Patients were divided into the high PDW sub-group(n=1 691)and the low PDW sub-group(n=1 083)based on the PDW cutoff at 15.95%.The number of CMB and the incidence of CMB were higher in the high PDW group than in the low PDW group(0.75 vs.0.48, 23.3% or 394/1 691 vs.12.1% or 131/1 083, χ2=30.37 and 51.28, P<0.05). Conclusions:PDW levels are high in middle-aged and elderly patients with CMB, and elevated PDW levels are an independent risk factor for CMB.
7.The value of tumor blood supply characteristics of arterial phase in evaluating the prognosis of patients with intrahepatic mass-forming cholangiocarcinoma
Bingrong LI ; Kun ZHANG ; Liuxiao ZHOU ; Liyan LEI ; Xuemiao ZHAO ; Xihui YING ; Chenying LU ; Yangrui XIAO ; Xiao CHEN ; Jiansong JI ; Zhongwei ZHAO ; Xinmu ZHOU
Chinese Journal of Radiology 2020;54(6):563-567
Objective:To investigate the correlation between the enhancement characteristics in arterial phase and the prognosis of patients with massive intrahepatic cholangiocarcinoma (IMCC).Methods:The imaging and clinical data of 92 patients with IMCC who were pathologically confirmed and underwent enhanced MRI or CT in Central Hospital of Lishui from June 2004 to February 2019 were retrospectively analyzed. According to the enhancement pattern of the primary lesion in the arterial phase, patients were divided into rich arterial blood supply group (17 cases) and deficient arterial blood supply group (75 cases). The clinical data and imaging features of these patients were studied. Differences between measurement data and count data between the two groups were compared using t test and Fisher test. Kaplan-Meier analysis and log-rank test were used to analyze overall survival. The Cox regression multivariate analysis was used to study the relationship between the variables and the risk of death. Result:The enlargement of lymph nodes, long diameter of the primary lesion, CA19-9, treatment and HPD around the primary lesion in arterial phase were statistically different in the two groups ( P<0.05), others were no statistical difference. CA19-9>200 U/ml, lymph node enlargement, HPD around the primary lesion in arterial phase and deficient arterial blood supply were independent factors for the prediction of prognosis in IMCC patients with surgery ( P values were 0.008, 0.002, 0.049 and 0.005, respectively). Lymph node enlargement and deficient arterial blood supply were independent risk factors for the prediction of prognosis in IMCC patients with surgery ( P values are 0.049 and 0.045, respectively). Conclusion:The blood supply characteristics of arterial phase are independent factors for the prognosis of patients with IMCC.
8. Diagnostic value of low dose dual-source CT cerebral perfusion imaging in patients with hyperacute cerebral infarction
Pengjun CHEN ; Guihan LIN ; Chenying LU ; Suhang CHEN ; Junguo HUI ; Zhongwei ZHAO ; Jiansong JI
Chinese Journal of Radiology 2020;54(2):112-118
Objective:
To evaluate image quality and radiation dosage of CT cerebral perfusion (CTP) imaging of 70 kV with different tube current and scanning passes and its diagnostic value for hyperacute cerebral infarction.
Methods:
A total of 190 patients with suspected hyperacute cerebral infarction in Lishui Central Hospital of Zhejiang Province from December 2017 to February 2019 were selected prospectively, and all patients were divided into 4 groups according to random number table and received non-contrast CT examination and dual-source CT cerebral perfusion imaging with 70 kV protocol simultaneously within 6 hours after the onset of symptoms: group A, 120 mA, 21 scanning time points; group B, 100 mA, 21 scanning time points; group C, 100 mA, 17 scanning time points; group D, 80 mA, 21 scanning time points. The values of perfusion parameters such as cerebral blood flow (CBF), crerbral blood volume (CBV), mean transit time (MTT), time to peak (TTP) were acquired. Image quality was evaluated and effective dose (ED) was recorded. The quantitative variables of image quality and radiation dosage were compared between four groups using one-way analysis of variance test.
Results:
There was no differences between groups on the CBF, CBV, MTT, TTP maps for all CTP values (
9.The feasibility of the applications of dual-low-dose with low tube voltage for head and neck CT angiography
Hailin WANG ; Xilin LAN ; Jiansong JI ; Siming LU ; Minjiang CHEN ; Chenying LU ; Xianghua HU ; Weiwen LIU ; Chunmiao CHEN ; Xulu WU
Chinese Journal of Radiology 2017;51(5):382-385
Objective To explore the clinical value of the dual-low-dose with low tube voltage for head and neck CTA. Methods One hundred and sixty patients who were clinically suspected head and neck vascular disease underwent CTA procedure were propective selected, and whose body mass index (BMI) was also lower than 25 kg/m2. Forty cases were randomly selected as conventional group(120 kV,150 mAs, iodine 320 mg/ml), the other 120 cases were as the low dose group. The low dose group divided into three subgroups according to the random number table method, which were low iodine group (37 cases;120 kV,150 mAs, iodine 270 mg/ml), low tube voltage group (42 cases;100 kV,150 mAs, iodine 320 mg/ml) and low iodine and tube voltage group (41 cases;100 kV,150 mAs, iodine 270 mg/ml). The carotid bifurcated CT value, standard deviation (SD), signal-to-noise ratio (SNR), iodine intake and effective radiation dose (ED) of the four groups were recorded,all data undertook statistical analysis useing one-way ANOVA. Meanwhile, the subjective image quality score was applied to evaluate the image quality, and the differences among groups were compared by Wilcoxon signed ranks test. Results The image quality score were (2.85±0.19),(2.33 ± 0.34),(2.26 ± 0.32),(2.87 ± 0.22) in the four groups, and there was no statistical difference between groups(P>0.05).The carotid bifurcated CT value were respectively (380±30),(314±27),(514±52) and (425±28) HU in conventional, low iodine, low tube voltage and dual-low-dose groups, and the iodine intake were (18.85±2.10), (15.75±1.78), (18.53±1.98), (15.62±1.92) g, the ED of the four groups were (1.74±0.14), (1.73± 0.11), (1.32 ± 0.08) and (1.35 ± 0.09) mSv, the difference were all statistically significant (P<0.01). Furthermore, the iodine intake and the effective radiation dose in dual-low-dose group were significantly lower than the conventational group. Conclusions Head-and-neck CTA with dual-low-dose scan can provide same quality images as using 100 kV and high dose iodine contrast agent, and which also significantly reduced the ED and iodine intake greatly. Thus, this scanning program has great clinical value.
10.The effect of chest circumference index adjusting tube voltages technique on image quality and radiation dose at coronary CT angiography
Hailin WANG ; Jiansong JI ; Chenying LU ; Xianghua HU ; Minjiang CHEN ; Qiaoyou WENG ; Hongyuan YANG
Chinese Journal of Radiology 2016;50(4):284-288
Objective To explore the effect of chest circumference index adjusting tube voltage techniquey on image quality and radiation dose at coronary CTA. Methods One hundred and twenty consecutive patients [body mass index(BMI)<25 kg/m2] with suspected coronary heart disease (CHD) undergoing coronary CT angiography were prospectively selected and divided into 2 groups at random:conventional group and low dose group. Low dose group was divided into the following three subgroups according to different chest circumferences:A group(<80 cm, n=16), B group(80 to 90 cm, n=44) and C group (>90 cm, n=20). All patients were examined by coronary CTA. The patients in conventional group were performed using retrospective ECG-gating technology and reconstructed by filtered back projection algorithm. The tube voltage/tube current was 120 kV/1 000 mAs. Prospective ECG?gating technology and iterative algorithm reconstruction were used in low dose group. The tube voltages/currents were 80 kV/150 mAs, 100 kV/150 mAs, 120 kV/150 mAs in A, B, C group, respectively. Image quality was assessed by subjective evaluation (image quality score) and objective evaluation (signal?to?noise ratio).The effective radiation dose was calculated. Analyses of the differences between groups were compared with image quality, radiation dose by single factor variance and Wilcoxon signed ranks test.Results The image quality scores and signal?to?noise ratio of aorta were respectively (3.47 ± 0.38), (3.48 ± 0.27), (3.45 ± 0.32), (3.46±0.29) and (15.5±3.6), (15.8±3.6), (15.8±4.1), (16.2±3.9) in conventional, A, B and C groups, there was no statistical difference between the four groups (P=0.24, 0.43). The effective radiation dose of four groups were respectively (17.15 ± 3.25), (0.88 ± 0.02), (1.38 ± 0.05), (2.32 ± 0.04) mSv, the difference was statistically significant (P=0.02). The effective radiation dose of A, B, C group was significantly lower than that in the conventional group. Conclusion Chest circumference index adjusting tube voltages technology at coronary CT angiography can effectively reduce the effective radiation without compromise of image quality.

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