Brain tumor localization and segmentation using mask RCNN

2021 ◽  
Vol 15 (6) ◽  
Author(s):  
Momina Masood ◽  
Tahira Nazir ◽  
Marriam Nawaz ◽  
Ali Javed ◽  
Munwar Iqbal ◽  
...  
2016 ◽  
Vol 175 (1) ◽  
pp. 11-17
Author(s):  
A. I. Kholyavin ◽  
V. B. Nizkovolos ◽  
B. V. Martynov ◽  
D. V. Svistov ◽  
A. D. Anichkov ◽  
...  

Cryosurgical method is used in treatment of patients with glial tumors which localized in depth and functionally meaningful brain areas. These patients are generally considered as inoperable and receive conservative treatment. Their prognosis has become worse as compared to the patients whose brain tumor is available for surgical removal. The authors used a multiway stereotactic destruction of tumors by cryosurgical cannula, which is inserted in bone cutter opening using manipulator. MR-imaging and PET/CT of brain were applied for stereotactic guidance. The majority of patients who underwent this operation didn’t noticed any loss of quality of life. The rates of survival were higher than corresponding indicators for patients who were treated only by chemo- or radiation therapy and the rates were equal to the patients underwent the radical operations. Thus, the multiway stereotactic cryodestruction is a new, safe and effective method of surgical treatment for the patients with tumor localization in such areas, that their location blocked an application of traditional surgical removal by open method.


1962 ◽  
Vol 19 (12) ◽  
pp. 1044-1049
Author(s):  
John J. Imarisio ◽  
Ramon D. Gamez ◽  
Harold C. Voris ◽  
Ervin Kaplan

Radiology ◽  
1943 ◽  
Vol 41 (2) ◽  
pp. 117-129 ◽  
Author(s):  
Vincent Clifton Johnson ◽  
Fred Jenner Hodges

Cancers ◽  
2020 ◽  
Vol 12 (3) ◽  
pp. 674
Author(s):  
Diana Valeria Rossetti ◽  
Luca Massimi ◽  
Claudia Martelli ◽  
Federica Vincenzoni ◽  
Susanna Di Silvestre ◽  
...  

Ependymoma pediatric brain tumor occurs at approximate frequencies of 10–15% in supratentorial and 20–30% in posterior fossa regions. These tumors have an almost selective response to surgery and relative and confirmed resistance to radiotherapy and chemotherapic agents, respectively. Alongside histopathological grading, clinical and treatment evaluation of ependymomas currently consider the tumor localization and the genomic outlined associated molecular subgroups, with the supratentorial and the posterior fossa ependymomas nowadays considered diverse diseases. On these grounds and in trying to better understand the molecular features of these tumors, the present investigation aimed to originally investigate the proteomic profile of pediatric ependymoma tissues of different grade and localization by mass spectrometry platforms to disclose potential distinct protein phenotypes. To this purpose, acid-soluble and acid-insoluble fractions of ependymoma tumor tissues homogenates were analyzed by LC-MS following both the top-down and the shotgun proteomic approaches, respectively, to either investigate the intact proteome or its digested form. The two approaches were complementary in profiling the ependymoma tumor tissues and showed distinguished profiles for supratentorial and posterior fossa ependymomas and for WHO II and III tumor grades. Top-down proteomic analysis revealed statistically significant higher levels of thymosin beta 4, 10 kDa heat shock protein, non-histone chromosomal protein HMG-17, and mono-/uncitrullinated forms ratio of the glial fibrillary acidic protein (GFAP) fragment 388–432 in supratentorial ependymomas—the same GFAP fragment as well as the hemoglobin alpha- and the beta-chain marked grade II with respect to grade III posterior fossa ependymomas. Gene ontology classification of shotgun data of the identified cancer and the non-cancer related proteins disclosed protein elements exclusively marking tumor localization and pathways that were selectively overrepresented. These results, although preliminary, seem consistent with different protein profiles of ependymomas of diverse grade of aggressiveness and brain region development and contributed to enlarging the molecular knowledge of this still enigmatic tumor.


1968 ◽  
Vol 28 (1) ◽  
pp. 35-44 ◽  
Author(s):  
L. W. Organ ◽  
R. R. Tasker ◽  
N. F. Moody

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