1.Application of amide proton transfer imaging in differentiating glioma from treatment effect
Changliang SU ; Jiaxuan ZHANG ; Shun ZHANG ; Jingjing JIANG ; Rifeng JIANG ; Nanqian SHEN ; Ju ZHANG ; Chengxia LIU ; Lingyun ZHAO ; Wenzhen ZHU
Chinese Journal of Nuclear Medicine and Molecular Imaging 2017;37(6):337-341
Objective To explore the application of amide proton transfer (APT) imaging in differentiating glioma from treatment effect and to evaluate the diagnostic efficiency of the quantitative APT-related parameters.Methods A total of 23 patients (15 males, 8 females, age: 13-80 years) with 27 lesions who had underwent APT imaging in Tongji Hospital(Wuhan, China) from October 2014 to June 2015 were enrolled in this prospective study.The scan protocols were MRI normal plain scanning, diffusion WI, contrast-enhancement T1WI and APT imaging.Both the magnetization transfer ratio (MTR) and the relative MTR (rMTR) of lesions were manually measured by drawing ROI in the functional post-processing workstation.The results were compared with those of pathologic examinations and radiographic follow-up (≥3 months).Mann-Whitney u test was used to analyze the data.Results Compared with contralateral white matter, the primary gliomas (n=12) and recurrent gliomas (n=8) manifested hyper-intensity, while the treatment induced injuries (n=7) showed iso-or hypo-intensity.The difference of MTR between tumors and treatment effects was significant (102.78(101.93,103.84) vs 100.17(99.94, 100.63);z=-3.76, P<0.01), so was the difference of rMTR between tumors and treatment effects (3.92%(2.69%,4.67%) vs 0.47%(-0.79%,1.11%);z=-3.43, P<0.01).Both those two quantitative parameters exhibited excellent diagnostic performance with the AUC of 0.986 and 0.943.The sensitivity, specificity and accuracy of MTR were 100%(20/20), 6/7 and 96.3%(26/27) in the threshold of 100.68, while those of rMTR were 95.0%(19/20), 6/7 and 92.6%(25/27) in the threshold of 1.66%.Conclusions Combined with the routine MRI images, APT imaging can provide excellent qualitative and quantitative information in differentiating glioma from treatment effect.Both MTR and rMTR are helpful for the differentiation with high sensitivity and specificity and can be used as non-invasive imaging biomarkers in evaluating treatment effect of glioma.
2.Feasibility of a Clinical-Radiomics Model to Predict the Outcomes of Acute Ischemic Stroke
Yiran ZHOU ; Di WU ; Su YAN ; Yan XIE ; Shun ZHANG ; Wenzhi LV ; Yuanyuan QIN ; Yufei LIU ; Chengxia LIU ; Jun LU ; Jia LI ; Hongquan ZHU ; Weiyin Vivian LIU ; Huan LIU ; Guiling ZHANG ; Wenzhen ZHU
Korean Journal of Radiology 2022;23(8):811-820
Objective:
To develop a model incorporating radiomic features and clinical factors to accurately predict acute ischemic stroke (AIS) outcomes.
Materials and Methods:
Data from 522 AIS patients (382 male [73.2%]; mean age ± standard deviation, 58.9 ± 11.5 years) were randomly divided into the training (n = 311) and validation cohorts (n = 211). According to the modified Rankin Scale (mRS) at 6 months after hospital discharge, prognosis was dichotomized into good (mRS ≤ 2) and poor (mRS > 2); 1310 radiomics features were extracted from diffusion-weighted imaging and apparent diffusion coefficient maps. The minimum redundancy maximum relevance algorithm and the least absolute shrinkage and selection operator logistic regression method were implemented to select the features and establish a radiomics model. Univariable and multivariable logistic regression analyses were performed to identify the clinical factors and construct a clinical model. Ultimately, a multivariable logistic regression analysis incorporating independent clinical factors and radiomics score was implemented to establish the final combined prediction model using a backward step-down selection procedure, and a clinical-radiomics nomogram was developed. The models were evaluated using calibration, receiver operating characteristic (ROC), and decision curve analyses.
Results:
Age, sex, stroke history, diabetes, baseline mRS, baseline National Institutes of Health Stroke Scale score, and radiomics score were independent predictors of AIS outcomes. The area under the ROC curve of the clinical-radiomics model was 0.868 (95% confidence interval, 0.825–0.910) in the training cohort and 0.890 (0.844–0.936) in the validation cohort, which was significantly larger than that of the clinical or radiomics models. The clinical radiomics nomogram was well calibrated (p > 0.05). The decision curve analysis indicated its clinical usefulness.
Conclusion
The clinical-radiomics model outperformed individual clinical or radiomics models and achieved satisfactory performance in predicting AIS outcomes.
3.Sishenwan Ameliorates Visceral Sensitivity in Rat Model of Diarrhea-predominant Irritable Bowel Syndrome (Spleen-kidney Yang Deficiency) by Regulating p38 MAPK/JNK/TRPV1 Pathway
Siqi LI ; Yunlian HU ; Chengxia SU ; Min XIAO ; Xiaocui JIANG ; Na WEN ; Qian ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(21):10-18
ObjectiveTo investigate the effect and possible mechanism of Sishenwan in ameliorating visceral sensitivity in the rat model of diarrhea-predominant irritable bowel syndrome (IBS-D) due to spleen-kidney Yang deficiency. MethodForty male SPF-grade rats were randomly assigned into five groups: blank control, model, low- (3.51 g·kg-1) and high-dose (7.02 g·kg-1) Sishenwan, and Peifikang (0.54 g·kg-1) groups. Except the blank control group, the other groups underwent maternal separation stress and Sennae Folium decoction gavage for the modeling of IBS-D due to spleen-kidney Yang deficiency. After corresponding drug interventions, the general conditions of the rats were observed, and the number of defecation pellets within 6 h and the minimum threshold of abdominal withdrawal reflex (AWR) were measured. Enzyme-linked immunosorbent assay (ELISA) was used to measure the serum levels of tumor necrosis factor (TNF)-α, gastrin (GAS), corticosterone (CORT), and adrenocorticotropic hormone (ACTH). Hematoxylin-eosin (HE) staining was employed to observe pathological changes in the colon tissue. Toluidine blue staining was used to assess mast cell degranulation in the colon tissue. Western blot was performed to determine the protein levels of p38 mitogen-activated protein kinase (MAPK), c-Jun N-terminal kinase (JNK), transient receptor potential vanilloid 1 (TRPV1), and protease-activated receptor 2 (PAR2) in the colon tissue. Immunohistochemistry was employed to measure the protein level of TRPV1 in the colon tissue, and immunofluorescence was used to detect the positive expression of substance P (SP) and calcitonin gene-related peptide (CGRP) in the colon tissue. ResultCompared with the blank control group, the model group showed increased number of defecation pellets within 6 h (P<0.01), decreased minimum threshold of AWR (P<0.01), elevated serum TNF-α level (P<0.01), lowered levels of GAS, CORT, and ACTH (P<0.05, P<0.01), increased mast cell degranulation rate (P<0.01), increased positive expression of TRPV1, SP, and CGRP (P<0.05, P<0.01), and upregulated protein levels of p38 MAPK, JNK, TRPV1, and PAR2 (P<0.01). Compared with the model group, the high-dose Sishenwan group showed increased minimum threshold of AWR (P<0.01), reduced defecation frequency in both the high-dose Sishenwan and Peifikang groups (P<0.05, P<0.01), lowered TNF-α level (P<0.05, P<0.01), elevated levels of GAS, CORT, and ACTH (P<0.05, P<0.01), decreased mast cell degranulation rate (P<0.01), reduced positive expression of TRPV1, SP, and CGRP (P<0.05, P<0.01), and downregulated protein levels of p38 MAPK, JNK, TRPV1, and PAR2 (P<0.05, P<0.01). ConclusionSishenwan can ameliorate visceral sensitivity in the rat model of diarrhea-predominant irritable bowel syndrome due to spleen-kidney Yang deficiency by regulating the p38 MAPK/JNK/TRPV1 signaling pathway.