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1.
Acta Pharmaceutica Sinica B ; (6): 967-981, 2022.
Article in English | WPRIM | ID: wpr-929338

ABSTRACT

Tumor-targeted immunotherapy is a remarkable breakthrough, offering the inimitable advantage of specific tumoricidal effects with reduced immune-associated cytotoxicity. However, existing platforms suffer from low efficacy, inability to induce strong immunogenic cell death (ICD), and restrained capacity of transforming immune-deserted tumors into immune-cultivated ones. Here, an innovative platform, perfluorooctyl bromide (PFOB) nanoemulsions holding MnO2 nanoparticles (MBP), was developed to orchestrate cancer immunotherapy, serving as a theranostic nanoagent for MRI/CT dual-modality imaging and advanced ICD. By simultaneously depleting the GSH and eliciting the ICD effect via high-intensity focused ultrasound (HIFU) therapy, the MBP nanomedicine can regulate the tumor immune microenvironment by inducing maturation of dendritic cells (DCs) and facilitating the activation of CD8+ and CD4+ T cells. The synergistic GSH depletion and HIFU ablation also amplify the inhibition of tumor growth and lung metastasis. Together, these findings inaugurate a new strategy of tumor-targeted immunotherapy, realizing a novel therapeutics paradigm with great clinical significance.

2.
Article in English | WPRIM | ID: wpr-874814

ABSTRACT

Objective@#: This study aims to investigate the relationship between aneurysm wall enhancement and clinical rupture risks based on the magnetic resonance vessel wall imaging (MR-VWI) quantitative methods. @*Methods@#: One hundred and eight patients with 127 unruptured aneurysms were prospectively enrolled from Feburary 2016 to October 2017. Aneurysms were divided into high risk (≥10) and intermediate-low risk group (<10) according to the PHASES (Population, Hypertension, Age, Size of aneurysm, Earlier SAH history from another aneurysm, Site of aneurysm) scores. Clinical risk factors, aneurysm morphology, and wall enhancement index (WEI) calculated using 3D MR-VWI were analyzed and compared. @*Results@#: In comparison of high-risk and intermediated-low risk groups, univariate analysis showed that neck width (4.5±3.3 mm vs. 3.4±1.7 mm, p=0.002), the presence of wall enhancement (100.0% vs. 62.9%, p<0.001), and WEI (1.6±0.6 vs. 0.8±0.8, p<0.001) were significantly associated with high rupture risk. Multivariate regression analysis revealed that WEI was the most important factor in predicting high rupture risk (odds ratio, 2.6; 95% confidence interval, 1.4–4.9; p=0.002). The receiver operating characteristic (ROC) curve analysis can efficiently differentiate higher risk aneurysms (area under the curve, 0.780; p<0.001) which have a reliable WEI cutoff value (1.04; sensitivity, 0.833; specificity, 0.67) predictive of high rupture risk. @*Conclusion@#: Aneurysms with higher rupture risk based on PHASES score demonstrate increased neck width, wall enhancement, and the enhancement intensity. Higher WEI in unruptured aneurysms has a predictive value for increased rupture risk.

3.
Korean Journal of Radiology ; : 1007-1017, 2020.
Article | WPRIM | ID: wpr-833525

ABSTRACT

Objective@#The purpose of our study was to investigate the predictive abilities of clinical and computed tomography (CT)features for outcome prediction in patients with coronavirus disease (COVID-19). @*Materials and Methods@#The clinical and CT data of 238 patients with laboratory-confirmed COVID-19 in our two hospitalswere retrospectively analyzed. One hundred sixty-six patients (103 males; age 43.8 ± 12.3 years) were allocated in thetraining cohort and 72 patients (38 males; age 45.1 ± 15.8 years) from another independent hospital were assigned in thevalidation cohort. The primary composite endpoint was admission to an intensive care unit, use of mechanical ventilation, ordeath. Univariate and multivariate Cox proportional hazard analyses were performed to identify independent predictors. Anomogram was constructed based on the combination of clinical and CT features, and its prognostic performance wasexternally tested in the validation group. The predictive value of the combined model was compared with models built on theclinical and radiological attributes alone. @*Results@#Overall, 35 infected patients (21.1%) in the training cohort and 10 patients (13.9%) in the validation cohortexperienced adverse outcomes. Underlying comorbidity (hazard ratio [HR], 3.35; 95% confidence interval [CI], 1.67–6.71;p < 0.001), lymphocyte count (HR, 0.12; 95% CI, 0.04–0.38; p < 0.001) and crazy-paving sign (HR, 2.15; 95% CI, 1.03–4.48;p = 0.042) were the independent factors. The nomogram displayed a concordance index (C-index) of 0.82 (95% CI, 0.76–0.88),and its prognostic value was confirmed in the validation cohort with a C-index of 0.89 (95% CI, 0.82–0.96). The combinedmodel provided the best performance over the clinical or radiological model (p < 0.050). @*Conclusion@#Underlying comorbidity, lymphocyte count and crazy-paving sign were independent predictors of adverseoutcomes. The prognostic nomogram based on the combination of clinical and CT features could be a useful tool for predictingadverse outcomes of patients with COVID-19.

4.
Chinese Journal of Radiology ; (12): 226-232, 2017.
Article in Chinese | WPRIM | ID: wpr-510237

ABSTRACT

Objective To investigate the dynamic changes of blood-brain barrier(BBB) permeability after acute cerebral ischemia in rats with middle cerebral artery occlusion (MCAO) by dynamic contrast-enhanced(DCE)-MRI. Methods Sixty MCAO rat models were established by suture-occlusion method. All rats were divided randomly into twelve groups with different ischemia duration (3 hours, 6 hours, permanent) and reperfusion times (2, 6, 12 and 24 hours after reperfusion). Each group was examined by MRI at the time points. The BBB permeability parameters(Ktrans, Ve, Kep, rKtrans, rVe, rKep) were calculated by Siemens workstation and compared with Evans blue(EB) extravasation results. Multivariate analysis of variance (M-ANOVA), one-way analysis of variance (one-way ANOVA), Pearson analysis were respectively used to verify the influences of ischemia duration and reperfusion time on BBB permeability parameters, EB extravasation and relationships between parameters. Results In 3 hours and 6 hours ischemia duration groups, change of BBB permeability after reperfusion appeared biphasic. At 2 hours and 6 hours after reperfusion, BBB permeability increased, while rKtrans values and rVe values rose and rKep values dropped. BBB permeability decreased at 12 hours and increased again at 24 hours after reperfusion. The highest BBB permeability was observed at 6 hours after reperfusion. However, BBB permeability in permanent ischemia groups had uniphasic change, as its increase was rather mild as ischemia time went on. rKtrans values(1.99± 0.79)were positively correlated with rVe values(2.88 ± 1.78) (r=0.93, P<0.01) and negatively correlated with rKep values(0.66 ± 0.21) (r=-0.84, P<0.01). The negative correlation between rVe values and rKep valueswas also significant(r=- 0.80, P<0.01). EB extravasation results were consistent with MRI findings. Conclusions BBB permeability change was biphasic in reperfusion groups, while it was uniphasic in permanent ischemia groups. DCE-MRI may accurately reflect the changes of BBB permeability after acute cerebral ischemia. Both ischemic duration and reperfusion time had influences on BBB permeability. With prolongation of ischemic time, the duration of BBB permeability increase became shorter, BBB damage appeared earlier, with increased degree of ischemic damage.

5.
Chinese Journal of Radiology ; (12): 643-647, 2013.
Article in Chinese | WPRIM | ID: wpr-436103

ABSTRACT

Objective To evaluate the MRI application in the common non-traumatic brachial plexopathies.Methods Twenty-seven patients with non-traumatic brachial plexopathies were retrospectively analyzed,which consisted of 10 males and 17 females with age range from 22 to 70 years old.Among the patients,2 were neurofibromatosis,8 were schwannoma,3 were metastases,2 were radiation plexopathy,1 was multifocal motor neuropathy (MMN),and 11 were typical thoracic outlet syndrome (TOS).Before treatment,all patients underwent MRI of brachial plexus,in which 8 patients underwent Gd-DTPA enhanced MRI.Results In 2 cases of neurofibromatosis,the tumors appeared as fusiform,bead-like masses,growing along the course of brachial plexus with involvement of rootlets in vertebral canal,and iso-to little hypointensity on T1WI,inhomogeneous hyperintensity on T2WI and inhomogeneously enhanced.Schwannoma of 8 cases displayed as fusiform mass,eccentric to the original nerve with sharply defined edge,and hypointensity or inhomogeneous hyperintensity on T1WI,inhomogeneous hyperintensity on T2WI with cystic necrosis in 3 cases which was inhomogeneously enhanced.Two of the 3 cases of metastases manifested as multiple masses besides brachial plexus,the other one appeared as widespread lesion infiltrating brachial plexus and surrounding structures.Two cases of radiation plexopathy displayed as diffused thickened nerves,with increased signal intensity on short time inversion recovery (STIR),clear structure and no mass surrounding the plexus.One case of MMN showed thickened nerves with increased signal intensity on STIR.Eleven cases of typical TOS manifested as arched elevation of C8,T1 and inferior trunk,with thickened nerves and increased signal intensity on STIR.Elevated subclavian artery could be seen in 8 cases.And in one case of TOS,a mass in the end of cervical rib compressed the local brachial plexus.Conclusions MRI can clearly show the location,involved scope and the relationship with adjacent structures.So MRI can provide reliable information for clinical diagnosis and treatment.

6.
Chinese Journal of Dermatology ; (12): 161-164, 2012.
Article in Chinese | WPRIM | ID: wpr-424975

ABSTRACT

Objective To assess the clinical features and associated factors of interstitial lung disease (ILD) in patients with dermatomyositis (DM).Methods Clinical data were retrospectively analyzed on 206 patients with DM collected at the Department of Dermatology,Huashan Hospital,Fudan University in the past 6 years.Chi-square test and t test were performed for statistical analysis.Results The prevalence of ILD was 49.03% in the 206 patients with DM.Heliotrope rash on the upper eyelids,Gottron's sign (papules),arthralgia,and cough were correlated with the incidence of ILD in DM patients (all P < 0.05),and of these factors,the prevalence of artharalgia and cough were positively correlated with the incidence of ILD,while the presence of Gottron's papules was negatively correlated.The patients with DM and ILD showed a higher prevalence of abnormal serum levels of lactate dehydrogenase (LDH),hydroxybutyrate dehydrogenase (HBDH) and anti-Jo-1 antibodies,as well as with a poorer pulmonary function,compared with those suffering from DM only (all P <0.05).Characteristic imaging findings on computed tomography (CT) scan in patients with DM and ILD included linear opacity (57.4%),high-density patchy opacity (31.7%),reticular opacity (16.8%) and even ground glass-like opacity (13.8%),usually at the bottom or apex of the lungs.Conclusions In patients with DM,the prevalence of artharalgia and cough is positively correlated,whereas the presence of Gottron's papules is negatively correlated,with the incidence of ILD.Characteristic imaging findings on CT scan in patients with DM and ILD are linear opacity,high-density patchy opacity,reticular opacity and ground glass-like opacity at the bottom and apex of lungs.

7.
Chinese Journal of Radiology ; (12): 628-631, 2011.
Article in Chinese | WPRIM | ID: wpr-416557

ABSTRACT

Objective To verify the accuracy of blood oxygenation level dependent (BOLD)-based activation using electrocortical stimulation mapping (ESM) and explore the value of language fMRI in the navigating operation of neurosurgery. Methods In 8 cases with brain tumors,BOLD-fMRI examinations were done before the operations. Under the state of awake anesthesia,the patients were aroused and ESM was conducted. Point-to-point comparison between the BOLD signal activations and the ESM was carried out under the surveillance of the neuro-navigation technology. In order to observe the sensibility and specificity of BOLD activations, the location of BOLD activations and the point of ESM was compared to calculate the stimulating positive points inside the regions of BOLD signals(real positive), outside BOLD regions(pseudo-negative), the stimulating negative points inside the regions of BOLD signals(pseudo-positive), and outside BOLD region(real negative). Two kinds of criteria for assessment were used. One was that the positive stimulating points were located in BOLD regions, and the other was that the positive stimulating points were located within 1 cm around the range of BOLD regions. Removal of the lesions were conducted with the tissue 1 cm around the language region preserved, and the cortex inside 0.5-1.0 cm distance from the positive points were retained. Results Of the 8 cases, only 6 finished the tasks. Among them, 3 cases were with astrocytoma of grade 2,2 were with astrocytoma of grade 3, and one with glioblastoma. The total number of stimulating points was 48, among which the positive points were 11. When the first criteria was applied, the sensitivity was 72.7% (8/11), and the specificity was 81.8% (30/37). When the second criteria was applied, the sensitivity was 82.0% (9/11),and the specificity was 75.6% (28/37). Follow-up after operation showed no aphasia occurred. Conclusions BOLD-fMRI had a high sensitivity and specificity in displaying the language regions. But due to the great variation of brain language area among the people, we need more studies of large sample to obtain enough experience before it can be used clinically.

8.
Chinese Journal of Radiology ; (12): 743-746, 2011.
Article in Chinese | WPRIM | ID: wpr-424291

ABSTRACT

Objective To explore the feasibility of 256-slice whole-brain CT perfusion (CTP) in evaluate graft reperfusion after surgical revascularization and hemodynamic alterations before and after surgery in Moyamoya disease. Methods Twenty-five cases with Moyamoya disease were scanned on a 256-slice CT.CTP was performed pre- and post- surgical revascularization. The wolumetric CT angiographic ( CTA ) images were generated from volumetric data acquired at the arterial phase of CTP. CBF, CBV, TTP and MTT were measured in functional maps at the operated side within middle cerebral artery perfusion areas and contralateral mirroring areas. Relative CBF( rCBF), relative CBV (rCBV), relative TTP (rTTP), relative MTT (rMTT) were also obtained. Differences in perfusion CT values pre- and post operation were assessed with the paired t test or matched-pairs signed-ranks test. Data with normal distribution was present as : (x-)± s,while those with the non-normal distribution were present as M ( P25-P75 ). Results All the direct graft patencies were displayed on volumetric CTA. No significant differences were found between volumetric CTA and conventional CTA. Postoperative CBF, rCBF and rCBV values of the operated side [ 72. 86 (55.54-112. 19) ml · 100 g-1 · min-1 , 1. 31 ( 1.05-1.73), 1.45 ±0. 62] were significantly higher than those before operation [46.72(28.57-57.67) ml · 100 g-1 · min-1, 0.53(0.33-0.82), 1.01 ±0.36](Z=- 2.72, - 2. 98, t = - 2. 85, P < 0. 05 ). Postoperative MTT, TTP and rTTP values of the operated side [ (3.98 ± 2. 36 ) s, ( 17.56 ± 4. 38 ) s, 1.01 ± 0. 09 ] were significantly lower than those before operation [(5.43±2.07) s,(19.40±3.87) s,1.14±0.28] (t=2.41,2.17,2.17, respectively, P<0.05).However, no significant differences were detected for changes of CBV and rMTT after revascularization ( P >0. 05). Conclusion 256-slice CT has the potential value for the non-invasive assessment of both the graft patency and cerebral hemodynamics changes in moyamoya disease after surgery with administration of one contrast medium bolus in a single examination.

9.
Article in Chinese | WPRIM | ID: wpr-392352

ABSTRACT

Objective To explore clinical significance of muhidetector(64-row)computed tomography carotid atherosclerosis angiography(MDCTA)in detecting carotid atherosclerotic plaque.Methods Data of 116 patients with carotid atherosclerosis undergone with MDCTA stayed at Huashan Hospital,Shanghai from January to August,2008 were analyzed retrospectively.Results Three hundred and seventy-seven plaques were identified among all the 116 patients in the study,with an incidence of calcified plaque of 63.40 percent,and more detected at the common carotid artery(27.85%).the carotid bifurcation(39.78%)and the internal carotid artery (21.48%).There was significantly statistical difference in plaque types between those with mild,moderate and severe carotid stenosis(P=0.000)and between those aged equal to or lower than 50 years and equal to or greater than 70 years(P=0.005).Plaque types at the common carotid artery were significantly difierent from those at the carotid bifurcation(P=0.000)and at the internal carotid artery(P=0.000).Results of regression analysis showed a positive and significant association between carotid occlusion and clinical symptomatology(with a coefficient of correlation of 1.080.P=0.023)and inverse association between calcified plaque and clinical symptomatology(with a coefficient of correlation of 0.688,P=0.006).Conclusions Not only imaging characteristics of carotid atherosclerotic plaque can be accurately assessed by MDCTA,but also measurement of its stenosis degree.Assessment of plaque type,degree of stenosis and distribution of plaque in different Vascular segments with MDCTA can be used to predict clinical occurrence of cerebevaseular events in patients with carotid atherosclerosis.

10.
Article in Chinese | WPRIM | ID: wpr-392696

ABSTRACT

Total 52 patients with breast lesions underwent dynamic contrast-enhanced breast MRI; and the breast vascularization was scored on the MRI vascular maps with a range of 0 to 3. The mean number of vessels per ipsilateral breast in malignant cases was higher than that of benign cases (3.8±2.0 vs. 1.3± 1.0; P=0.000). When the breast vascularity score 0-1 was defined as benign and 2-3 was defined as malignant, the sensitivity and specificity was 79% and 83%, respectively. Results indicate that dynamic contrast-enhanced breast MRI is of value in diagnosis of malignant breast lesions.

11.
Chinese Journal of Radiology ; (12): 60-64, 2009.
Article in Chinese | WPRIM | ID: wpr-396705

ABSTRACT

Objective To evaluate MRI in diagnosing brachial plexus preganglionic injury.Methods Twenty cases with brachial plexus preganglionic injury underwent M R scanning before operation.MR imaging was obtained by GE Signa EXCITE 1.5 T scanner.The scanning sequences included SE T1 WI,FSE T2 WI,T2 WI STIR and 3D Fast imaging employing steady state with phase cycled(3D-FIESTA-c).All the patients had exploration of the supraclavicular plexus and electrophysiology examination. And the accuracy, sensitivity and specificity of MRI in diagnosing preganglionic brachial plexus iniury were calculated with the standards of surgical and EMG results.Results Among the 73 pairs of i,jured roots.MR imaging detected the abnormalities in 63 pairs.The accuracy, sensitivity and specificity of MRI in diagnosing preganglionic brachial plexus injury were 86.5/(83/96),86.3/(63/73).87.0/(20/23),respectively.The direct signs of brachial plexus preganglionic injury included (1) lack or mutilation of netwe root in 54 pairs (85.7/),(2)coarsening,bending,stiff course and unable to be traced to the intervertebral foramen continuously in 9 pairs (14.3/).The indirect signs included (1)cystic cerebrospinal fluid gathering in the vertebral canal,posttraumatic spinal meningocele in 46 pairs (73.0/),(2)abnormal shape of nerve sleeve in 13 pairs(20.6/),(3)displacement and deformity of spinal cord in 50 pairs(79.4/),(4)abnormal signal of paravertebral muscles in 1 9 patients.Conclusion MRI can distinctly show the nerve rootlets within the vertebral canal,so it is helpful in making a correct diagnosis of brachial plexus preganglionic injuries.

12.
China Oncology ; (12): 532-535, 2009.
Article in Chinese | WPRIM | ID: wpr-405957

ABSTRACT

Background and purpose: Primary intracranial epithelioid haemangioendothelioma (EH) was rare. This study was to discuss the clinical pathological features, radiographic findings, treatment and prognosis of primary intracranial EH combined with literature review. Methods: We reviewed a case of EH reported from our hospital, and comprehensively analyzed the related literature. Results: Based on our report and review of the literature, EH is rare and with borderline or uncertain behavior. The original tumors demonstrated specific image features. The tumor usually appeared as a small nest or cords composed of eosinophilic epithlioid or spindled cells.Immunohistochemical assay were positive for endothelial markers CD31, CD34 and FⅧ. EH may be treated with complete surgical resection whenever possible and is sensitive to radiation. The EH has a favorable prognosis. Conclusion: EH has variable malignant potential, and should be differentiated from meningioma. Total resection and close follow-up is recommended. Additional radiotherapy is advised for residual tumors.

13.
Chinese Journal of Radiology ; (12): 709-713, 2008.
Article in Chinese | WPRIM | ID: wpr-399435

ABSTRACT

Objective To study MRI characteristics of the gray matter lesions in multiple sclerosis (MS) patients, and to investigate the occult damage in normal appearing gray matter (NAGM) by quantitative analysis using diffusion tensor imaging (DTI). Methods Conventional brain MRI and DTI were performed in 34 clinically defined MS patients and 25 non-MS healthy volunteers. Main signs of the GMlesions detected by conventional MRI were analyzed, including the distribution, numbers, shape, size,signal intensity and enhanced pattern. The apparent diffusion coefficient (ADC) and fractional anisotropy (FA) values derived by DTI were measured in normal appearing deep gray matter for all participants and the differences between the two groups were compared. Results MRI examination revealed 83 lesions in cerebral gray matter, 18. 7% of the total 443 lesions. The GM lesions distributed over all brain lobes especially in frontal lobe, temporal lobe, and thalamus. Thirty-four, 60, 78, and 36 plaques were detected on T1WI, T,2WI, FLAIR, and reconstructed DWI images, respectively. Nine small lesions were identified on DWI more easily than on T2WI and FALIR. The ADC values of the head of caudatum (8. 0±0. 7) ×10-4mm2/s, t=-3.079, P<0.05), putamen (7.4±0.5)× 10-4mm2/s, t= -2.564, P<0.05),and thalamus (7.7± 0. 4) × 10-4mm<'2>/s, t = -2. 722, P < 0. 05) in MS group were significantly higher than those in healthy controls [ the ADC values of head of candatum (7.4 ± 0. 6) × 10-4 mm2/s, putamen(7.0±0.5) ×10-4 mm2/s,and thalamus(7.2±0.7)×10-4mm2/s]. Conclusions This study confirms the presence of GM damage in MS. It shows MRI characteristics of the macro-lesions, and combination of FLAIR and DWI can improve the detection of GM lesions. Occult micro-change in NAGM can be evaluated by using DTI quantitative analysis.

14.
Chinese Journal of Radiology ; (12): 601-604, 2008.
Article in Chinese | WPRIM | ID: wpr-400182

ABSTRACT

Objective To study the values of HMRS and DTI technology for detecting brain damage in heroin-dependent patients.Methods The routine MRI,HMRS and DTI were performed in 7 heroin abuser8 and 8 healthy volunteers without the history of drug abuse.The regions of interest(ROI) were selected in the gray matter and white matter of prefrontal lobe in HMRS exam,and the ratio of NAA/ Cr、Cho/Cr and Cho/NAA were measured respectively.For the DTI,six ROIs were selected,and the values of fractional anisotropy(FA)and ADC were calculated respectively.The independent samples t test was used for the statistics.Results No abnormality was found in the routine MRI.The ratio of NAA/Cr decreased in the prefrontal lobe.the values were 1.40±0.16 in gray matter and 1.72±0.41 in white matter 0f the drug group.1.57±0.09 and 2.08±0.21 in the control group on HMRS examiation.The differenee between the two groups had statistical significance(t=2.183,2.190,P<0.05)On DTI examination,the values of FA decreased in GCC,SCC and AIC,each was 0.70±0.04,0.76±0.41,0.55±0.03 in drug group,and 0.76±0.03,0.82±0.03,0.64±0.03 in controlgroup.The difference betweenthetwo groups had statistical significance(t=3.830,3.713,5.555,P<0.05).The value8 of ADC increased in SCC,PIC and EC in drug group,each Was(8.18±0.48)×10-4,(7.54±0.22)×10-4,(7.72±0.30)× 10-4and(7.50±0.26)×10-4,(7.154-0.20)×10-4,(7.19±0.39)×10-4mm2/s in control group respectively.The difference between tlle two groups had statistical significance(t=3.477,3.507,2.895, P<0.05).Conclusion The early abnormalities of the brain in heroin-induced patients can be found combining HMRS and DRI.

15.
Article in Chinese | WPRIM | ID: wpr-309858

ABSTRACT

Bayesian network connects graph theory with statistics, being an important research direction in data mining. Compared with other approaches used for data mining, Bayesian network can combine prior knowledge with observed data. Besides that, it can handle incomplete data sets. This paper applies Bayesian network to predict the malignant degree of brain glioma. Totally 280 cases are collected, and some of them contain missing values. Preprocessing is taken to make them applicable to the algorithms. Unlike MLP network, both Bayesian network and decision tree use attribute-value pairs to represent diagnostic knowledge derived from treated cases. These could improve both the understandability and applicability of their results. Results of all these algorithms can achieve accuracy rate over 80%, which satisfies the requirement of neuroradiologists.


Subject(s)
Humans , Bayes Theorem , Brain Neoplasms , Diagnosis , Diagnosis, Computer-Assisted , Methods , Glioma , Diagnosis , Image Processing, Computer-Assisted , Methods , Logistic Models , Pattern Recognition, Automated
16.
Article in Chinese | WPRIM | ID: wpr-249588

ABSTRACT

A new proposed data mining technique, support vector machine (SVM), is used to predict the degree of malignancy in brain glioma. Based on statistical learning theory, SVM realizes the principle of data dependent structure risk minimization, so it can depress the overfitting with better generalization performance, since the prediction in medical diagnosis often deals with a small sample. SVM based rule induction algorithm is implemented in comparison with other data mining techniques such as artificial neural networks, rule induction algorithm and fuzzy rule extraction algorithm based on fuzzy max-min neural networks (FRE-FMMNN) proposed recently. Computation results by 10 fold cross validation method show that SVM can get higher prediction accuracy than artificial neural networks and FRE-FMMNN, which implies SVM can get higher accuracy and more reliability. On the whole data sets, SVM gets one rule with the classification accuracy of 89.29%, while FRE-FMMNN gets two rules of 84. 64%, in which the rule got by SVM is of quantity relation and contains more information than the two rules by FRE-FMMNN. All the above show SVM is a potential algorithm for the medical diagnosis such as the prediction of the degree of malignancy in brain glioma.


Subject(s)
Female , Humans , Male , Algorithms , Artificial Intelligence , Brain Neoplasms , Pathology , Diagnosis, Computer-Assisted , Methods , Glioma , Pathology , Magnetic Resonance Imaging , Models, Statistical , Neural Networks, Computer , Predictive Value of Tests
17.
Article in Chinese | WPRIM | ID: wpr-978597

ABSTRACT

@#ObjectiveTo explore the correlation between white matter hyperintensities(WMH) and the clinical features of Parkinson's disease(PD) when examined by magnetic resonance imaging(MRI).MethodsThe correlation between WMH,periventricular hyperintensities(PVH),deep white matter hyperintense signals(DWMH) in MRI and age,disease duration,distribution in 64 patients with PD and 45 age-matched healthy controls was studied.ResultsThe frequency of WMH was higher in patients with PD,but no significant difference compared with controls(P>0.05).The patients with WMH were significantly older(P<0.01) and more severity(P<0.01) than those without WMH,but disease duration was no significant difference(P>0.05).The frequency of DWMH was higher in patients with PD,but no significant difference compared with controls(P>0.05).The patients with DWMH were significantly older(P<0.01) than those without DWMH,but disease duration and severity were no significant difference(P>0.05).The frequency of PVH was higher in patients with PD and having a significant difference compared with controls(P<0.05).The patients with PVH were significantly older(P<0.01) and more severity than those without PVH,but disease duration was no significant difference(P>0.05).The distribution of DWMH was not significantly different between patients with PD and controls (P>0.05),but distribution of PVH was significantly different between patients with PD and controls(P<(0.05)).ConclusionPVH may influence some clinical features of PD characterized by a greater disease severity.

18.
Article in Chinese | WPRIM | ID: wpr-564411

ABSTRACT

Objective To explore the relationship between structure and function in the diseases of posterior visual pathways as well as the anatomic mechanism of the abnormal visual responses.Methods Eleven cases of diseases of posterior visual pathways(3 gliomas,4 meningiomas,3 metastasis,1 stroke) involving either cortical or subcortical visual pathways were investigated by combining fMRI and DTI.fMRI was performed by using flashing checkerboard at 8 Hz.For imaging processing,fMRI analysis was performed with SPM99,and DTI and tractography with DTVⅡ.Fractional anisotropy(FA) of optic radiations and activated volume(VOXELs) of primary visual cortices(V1 and V2) were measured and analyzed at the affected side and the contralateral side.Relative FA(rFA) and relative activated volume(rVOXELs) were also calculated.3D tractography of optic radiations was performed successfully in 11 patients.Results In the patients with brain tumors,FA values in the affected side of optic radiations were significantly different with the contralateral side(P

19.
Article in Chinese | WPRIM | ID: wpr-357010

ABSTRACT

In order to correctly predict the malignant degree of brain glioma, three data mining algorithms: multi-layer perceptron network(MLP), decision tree, and rule induction are adopted to acquire diagnostic knowledge from patients with brain glioma cases. Totally 280 cases are collected, and some of them contain missing values. Preprocessing is taken to make them applicable to all three algorithms. Performance comparisons are carried out with a 10-fold cross validation test. Although the result of MLP is hard to be understood and cannot be applied directly, its reliability and accuracy are the highest when only a few hidden nodes are involved. Unlike MLP, both decision tree and rule induction use attribute-value pairs to represent diagnostic knowledge derived from treated cases. These could improve both the understandability and applicability of their results. When compared with rule induction, the inherent restriction in structure makes decision tree more efficient in decision-making but meanwhile hurts its simplicity, accuracy, and reliability. For testing samples, results of all these algorithms can achieve accuracy rate over 80%, which satisfies the basic requirement of neuroradiologists. If diagnostic accuracy rate is the main factor to be considered, MLP with only a few hidden nodes is the best. If the result is expected to be further checked or evaluated, rule induction will be the best algorithm. This work proves that data mining techniques can be used to obtain valid diagnostic knowledge from brain glioma cases and make computer aided diagnosis system in this field feasible.


Subject(s)
Humans , Algorithms , Brain Neoplasms , Diagnosis , Decision Trees , Diagnosis, Computer-Assisted , Methods , Glioma , Diagnosis , Neural Networks, Computer , Pattern Recognition, Automated
20.
Chinese Journal of Surgery ; (12): 430-433, 2002.
Article in Chinese | WPRIM | ID: wpr-264802

ABSTRACT

<p><b>OBJECTIVE</b>To calculate the volume embolization ratio of densely packing experimental aneurysms by three dimensional digital subtraction angiography (3D-DSA).</p><p><b>METHODS</b>Six experimental crotch aneurysms were created microsurgically in the common carotid artery of white rabbits. Two weeks later, each aneurysm's volume was measured with 3D-DSA surface shaded display(SSD) and the correction of lacteprene balloon calibration method. In the same time, the aneurysms were densely packed with electric detachable coils. The volume of coils that were used in each aneurysm was calculated separately. The ratio of coils volume and aneurysm volume was the volume embolization ratio (VER).</p><p><b>RESULTS</b>The aneurysms volumes measured by 3D DSA SSD ranged from 0.037 to 0.087 ml. The VER ranged from 23.5% to 32.5% (average 27.4%).</p><p><b>CONCLUSION</b>The minimum VER of densely packing experimental crotch aneurysms with electronic detachable coils was 23.5%.</p>


Subject(s)
Animals , Rabbits , Angiography, Digital Subtraction , Embolization, Therapeutic , Methods , Intracranial Aneurysm , Diagnostic Imaging , Therapeutics
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