To explore the feasibility and efficacy of artificial neural network for differentiating high-grade glioma and low-grade glioma using image information.
 Methods: A total of 130 glioma patients with confirmed pathological diagnosis were selected retrospectively from 2012 to 2017. Forty one imaging features were extracted from each subjects based on 2-dimension magnetic resonance T1 weighted imaging with contrast-enhancement. An artificial neural network model was created and optimized according to the performance of feature selection. The training dataset was randomly selected half of the whole dataset, and the other half dataset was used to verify the performance of the neural network for glioma grading. The training-verification process was repeated for 100 times and the performance was averaged.
 Results: A total of 5 imaging features were selected as the ultimate input features for the neural network. The mean accuracy of the neural network for glioma grading was 90.32%, with a mean sensitivity at 87.86% and a mean specificity at 92.49%. The area under the curve of receiver operating characteristic curve was 0.9486.
 Conclusion: As a technique of artificial intelligence, neural network can reach a relatively high accuracy for the grading of glioma and provide a non-invasive and promising computer-aided diagnostic process for the pre-operative grading of glioma.
Brain Neoplasms ; diagnostic imaging ; pathology ; Glioma ; diagnostic imaging ; pathology ; Humans ; Magnetic Resonance Imaging ; Neoplasm Grading ; Neural Networks, Computer ; ROC Curve ; Retrospective Studies ; Sensitivity and Specificity

Adult ; Brain Neoplasms ; diagnostic imaging ; pathology ; Female ; Hemangiopericytoma ; diagnostic imaging ; pathology ; secondary ; Humans ; Neoplasm Recurrence, Local ; pathology ; Proliferating Cell Nuclear Antigen ; analysis ; Tomography, X-Ray Computed

OBJECTIVE: To determine the usefulness of perfusion MR imaging in assessing the histologic grade of cerebral gliomas. MATERIALS AND METHODS: In order to determine relative cerebral blood volume (rCBV), 22 patients with pathologically proven gliomas (9 glioblastomas, 9 anaplastic gliomas and 4 low-grade gliomas) underwent dynamic contrast-enhanced T2*-weighted and conventional T1- and T2-weighted imaging. rCBV maps were obtained by fitting a gamma-variate function to the contrast material concentration versus time curve. rCBV ratios between tumor and normal white matter (maximum rCBV of tumor / rCBV of contralateral white matter) were calcu-lated and compared between glioblastomas, anaplastic gliomas and low-grade gliomas. RESULTS: Mean rCBV ratios were 4.90'+/-1.01 for glioblastomas, 3.97'+/-0.56 for anaplastic gliomas and 1.75'+/-1.51 for low-grade gliomas, and were thus sig-nificantly different; p < .05 between glioblastomas and anaplastic gliomas, p <.05 between anaplastic gliomas and low-grade gliomas, p < .01 between glioblas-tomas and low-grade gliomas. The rCBV ratio cutoff value which permitted dis-crimination between high-grade (glioblastomas and anaplastic gliomas) and low-grade gliomas was 2.60, and the sensitivity and specificity of this value were 100% and 75%, respectively. CONCLUSION: Perfusion MR imaging is a useful and reliable technique for esti-mating the histologic grade of gliomas.
Adult ; Astrocytoma/*pathology ; Brain/pathology ; Brain Neoplasms/*pathology ; Cerebrovascular Circulation ; Contrast Media ; Female ; Gadolinium DTPA/diagnostic use ; Glioblastoma/*pathology ; Human ; *Magnetic Resonance Imaging ; Male ; Support, Non-U.S. Gov't

PURPOSE: We aimed to investigate the effectiveness of ferritin as a contrast agent and a potential reporter gene for tracking tumor cells or macrophages in mouse cancer models. MATERIALS AND METHODS: Adenoviral human ferritin heavy chain (Ad-hFTH) was administrated to orthotopic glioma models and subcutaneous colon cancer mouse models using U87MG and HCT116 cells, respectively. Brain MR images were acquired before and daily for up to 6 days after the intracranial injection of Ad-hFTH. In the HCT116 tumor model, MR examinations were performed before and at 6, 24, and 48 h after intratumoral injection of Ad-hFTH, as well as before and every two days after intravenous injection of ferritin-labeled macrophages. The contrast effect of ferritin in vitro was measured by MR imaging of cell pellets. MRI examinations using a 7T MR scanner comprised a T1-weighted (T1w) spin-echo sequence, T2-weighted (T2w) relaxation enhancement sequence, and T2*-weighted (T2*w) fast low angle shot sequence. RESULTS: Cell pellet imaging of Ad-hFTH in vitro showed a strong negatively enhanced contrast in T2w and T2*w images, presenting with darker signal intensity in high concentrations of Fe. T2w images of glioma and subcutaneous HCT116 tumor models showed a dark signal intensity around or within the Ad-hFTH tumor, which was distinct with time and apparent in T2*w images. After injection of ferritin-labeled macrophages, negative contrast enhancement was identified within the tumor. CONCLUSION: Ferritin could be a good candidate as an endogenous MR contrast agent and a potential reporter gene that is capable of maintaining cell labeling stability and cellular safety.
Animals ; Brain Neoplasms/*diagnostic imaging/pathology ; Cell Line, Tumor ; Cell Tracking/*methods ; Colonic Neoplasms/*diagnostic imaging/pathology ; *Contrast Media/administration & dosage ; Disease Models, Animal ; Female ; *Ferritins/administration & dosage ; Genes, Reporter ; Glioma/*diagnostic imaging/pathology ; Humans ; Injections, Intravenous ; Macrophages ; Magnetic Resonance Imaging/*methods ; Male ; Mice ; Neoplasm Transplantation ; Skin Neoplasms/*diagnostic imaging/pathology ; Time Factors

A series of imaging features of extranodal, multi-systemic involvements in Non-Hodgkin's lymphoma (NHL) were investigated. The clinical data and imaging findings of 16 patients with pathologically proved NHL were retrospectively analyzed. The related literatures were reviewed. Of the 16 cases of NHL, skeletal involvement was found in 4, nasal cavity and nasal sinuses were involved in 4, too. Lesion in the thorax was seen in 3 patients, hepatic involvement occurred in one case, cerebral ventricle was affected in 3 cases, mesentery was involved in one case. Even though extranodal involvement of NHL exhibited extremely variable patterns, there were some relatively typical imaging findings. Emphasized in this report were the relatively specific imaging manifestations of different systems, which may mimic infectious or other neoplasms of different sites. The importance of imaging studies lies in the availability for diagnosis, staging and follow-up of NHL. Combined with the clinical and other related information, the diagnostic accuracy can be further improved, thus, providing reliable evidence in guiding clinical management.
Adolescent ; Adult ; Aged ; Bone Neoplasms ; diagnostic imaging ; Brain Neoplasms ; diagnostic imaging ; Child ; Female ; Femur ; diagnostic imaging ; Humans ; Lymphoma, Non-Hodgkin ; diagnosis ; diagnostic imaging ; pathology ; Magnetic Resonance Imaging ; Male ; Middle Aged ; Paranasal Sinus Neoplasms ; diagnostic imaging ; Retrospective Studies ; Tomography, X-Ray Computed

OBJECTIVETo explore the features of the clinical manifestations, imaging, pathology and microsurgery on the patients with gliomas of limbic and paralimbic system.

METHODSThe clinical data of 28 patients with gliomas of limbic and paralimbic system were analyzed respectively.

RESULTSSeizure was the most common symptom, presented in 24 cases. CT scans showed hypodensity in 19 cases and isodensity in 9 cases. MRI scans were achieved in 23 cases, showing hypointense signal on T(1)WI and hyperintense signal on T(2)WI. Total resection was achieved in 19 cases, subtotal in 6 cases and partial in 3 cases. All patients had excellent postoperative recovery, except 5 patients who developed temporary frontal aphasia and 6 patients who developed contralateral hemiplegia. The patients had a postoperative follow-up ranging from 6 months to 5 years, and 23 cases still survived.

CONCLUSIONHigh-resolution CT and MRI may reveal the size, location, confines and sharp demarcation of the tumors. Gliomas can be microsurgically removed with considerable results.

Adolescent ; Adult ; Brain Neoplasms ; diagnostic imaging ; pathology ; surgery ; Child ; Female ; Glioma ; diagnostic imaging ; pathology ; surgery ; Humans ; Limbic System ; Magnetic Resonance Imaging ; Male ; Microsurgery ; Middle Aged ; Tomography, X-Ray Computed

Extramedullary plasmacytoma is a rare malignant plasma cell tumour. We report an extremely aggressive case of extramedullary plasmacytoma of the right maxillary sinus, which had metastasised to the brain and rib. A 56-year-old man presented with recurrent epistaxis and acute anaemia. Nasendoscopy revealed a medialised medial wall of the right maxilla and a mass occupying the whole nasopharynx. Magnetic resonance imaging revealed a right maxillary tumour with extension to the ipsilateral nasal cavity, nasopharynx, right sphenoid and ethmoidal sinuses. There was an extra-axial brain metastasis. There were metastases to the right parietal region and left eighth rib. Histopathology examination of the maxillary mass revealed abundant plasma cells with kappa-chain restriction. He was planned for four cycles of chemotherapy. Unfortunately, in view of the advanced stage of disease, he succumbed to his disease during the first cycle of chemotherapy.
Anemia ; complications ; Antineoplastic Agents ; therapeutic use ; Brain Neoplasms ; diagnosis ; pathology ; Fatal Outcome ; Humans ; Magnetic Resonance Imaging ; methods ; Male ; Maxillary Sinus ; diagnostic imaging ; pathology ; Maxillary Sinus Neoplasms ; diagnosis ; diagnostic imaging ; pathology ; Middle Aged ; Nasopharynx ; pathology ; Neoplasm Metastasis ; Plasmacytoma ; diagnosis ; diagnostic imaging ; pathology ; Radiography

OBJECTIVE: To record the MR imaging features of primary central nervous system lymphoma (PCNSL) and compare these features in monofocal and multifocal disease. MATERIALS AND METHODS: Twenty-one cases of monofocal disease were compared to five cases of multifocal disease. All patients were examined by non-enhanced and contrast-enhanced MRI. Tumor location, tumor size, signal intensity, enhancement characteristics, age distribution, peritumoral edema, cystic changes, and the presence of calcifications were assessed. The MRI features were compared between the monofocal and multifocal disease cases. RESULTS: The 26 cases, including both the monofocal and multifocal cases, exhibited 37 lesions. Contrast-enhanced images showed variable enhancement patterns: homogeneous enhancement (33 lesions), ring-like enhancement (2), and 'open-ring-like' enhancement (2). The 'notch sign' was noted in four of 33 homogeneously enhancing lesions. One case of hemorrhage and three cases of cystic formation were observed. Intra-tumoral calcification was not found. The frontal lobe, the corpus callosum and the basal ganglia were commonly affected in both the monofocal and multifocal groups. Tumor size differed significantly between the two groups (t = 3.129, p < 0.01) and mildly or moderately enhanced lesions were more frequently found in the monofocal group (p < 0.05). There was no statistical difference between perifocal edema (p > 0.05) and the signal characteristics (p > 0.05) between the two groups. CONCLUSION: Our data show that PCNSL has a variable enhancement pattern on MR images. We first reported two lesions with an 'open-ring' enhancement as well as four cases with a 'notch sign'. Monofocal PCNSL cases typically have larger sized tumors with mild or moderate enhancement.
Adult ; Aged ; Brain/*pathology ; Brain Neoplasms/*pathology ; Contrast Media/diagnostic use ; Female ; Gadolinium DTPA/diagnostic use ; Humans ; Image Enhancement/methods ; *Immunocompetence ; Lymphoma/*pathology ; Magnetic Resonance Imaging/*methods ; Male ; Middle Aged ; Observer Variation ; Retrospective Studies ; Young Adult

No abstract available.
Adult ; Biopsy ; Brain/*pathology ; Brain Neoplasms/*pathology ; Contrast Media/diagnostic use ; Diagnosis, Differential ; Gadolinium DTPA/diagnostic use ; *HIV Seropositivity ; Humans ; Image Enhancement/methods ; Immunocompetence ; Lymphoma, Non-Hodgkin/*pathology ; Magnetic Resonance Imaging/*methods ; Male ; Sensitivity and Specificity

Tomotherapy plans were produced using a combination of field widths (1 cm, 2.5 cm and 5 cm) and pitches (0.15, 0.30, and 0.45) for seven patients with brain metastases from lung cancer, the plans were compared with dosimetric parameters, protection of organs at risk (OAR) dose and treatment times. All plans were defined that CTV with 30Gy and GTV 50 Gy by ten fraction synchronously. The results showed that the mean dose and CI for GTV was statistical difference (P = 0.002 1, P = 0.012 8), OARs were within the normal range, the treatment time increased inversely proportional to the jaw width, but had lesser impact on the pitch. This study showed plans produced with 5 cm jaw was an effective method for patients with brain metastases from lung cancer.
Aged ; Brain Neoplasms ; diagnostic imaging ; secondary ; Female ; Humans ; Lung Neoplasms ; pathology ; Male ; Middle Aged ; Radiotherapy Planning, Computer-Assisted ; methods ; Radiotherapy, Intensity-Modulated ; methods ; Tomography, Spiral Computed