scholarly journals Adaptive Brain Tumor Recognition Model using the Hybrid Tumor Recognition Approach

Author(s):  
Sourabh Chauhan ◽  
Harpreet Singh

The cerebrum tumors are the most well-known and forceful sickness, prompting an extremely short future in their most noteworthy evaluation. Accordingly, treatment arranging is a key stage to improve the personal satisfaction of patients. Generally, various medical image modalities like Magnetic Resonance Imaging (MRI), Computed Tomography (CT) and ultrasound image are used to evaluate the cerebrum tumor in a brain, lung, liver, breast, prostate etc. MRI images are very much useful for different types of brain tumor exposure and segmentation. A plethora of methods like k-means clustering, Fuzzy C-Means, SOM clustering, Deep Convolution Neural Networks (DNN), SVM, Convolutional Neural Networks (CNN) for cerebrum brain tumor detection from MRI images. This paper concentrated on mind cerebrum tumor recognition calculations that have been planned so distant to recognize the area of the cerebrum tumor.


2021 ◽  
Vol 2026 (1) ◽  
pp. 012023
Author(s):  
Hailan Yu ◽  
Gengrun Yao ◽  
Hang Xu ◽  
Ruoshan Xiong

2021 ◽  
Vol 39 (15_suppl) ◽  
pp. TPS2662-TPS2662
Author(s):  
Behnam Badie ◽  
Michael E Barish ◽  
Ammar Chaudhry ◽  
Massimo D'Apuzzo ◽  
Stephen J. Forman ◽  
...  

TPS2662 Background: Glioblastoma (GBM) is the most common and most aggressive primary brain tumor. Around 294,900 new cases are diagnosed globally with 241,000 deaths each year. The 5-year survival is only 5%. Median overall survival from first recurrence is only 5-8 months. There is no established standard of care for recurrent GBM. City of Hope (COH) has developed and optimized a CAR T cell therapy utilizing the chlorotoxin peptide (CLTX) as the CAR’s tumor recognition domain against GBM. CLTX-CAR T cells specifically and broadly target GBM through recognition of a receptor complex including membrane-bound matrix metalloprotease 2 (MMP-2). CLTX-CAR T cells do not exhibit off-tumor recognition of normal human or murine cells and tissues in preclinical models. In in vitro studies, COH evaluated patient-derived brain tumor (PBT) cell lines for CLTX binding and expression of IL13Rα2, HER2 and EGFR, three targets of CAR T cell trials for GBMs. Strong CLTX binding to tumor cells was observed in of the majority of primary GBM lines, independent of these other antigens. In preclinical studies using in vivo mouse models, a single intratumoral (ICT) injection of CLTX-CAR T cells (1×106 CAR+ T cells) exhibited robust anti-tumor activity against ffLuc+ PBT106 tumors orthotopically-engrafted in NSG mice. Overall, when compared to mice treated with mock-transduced Tn/mem (no CAR) T cells, the CLTX(EQ)28ζ/CD19t+ T cells reduced tumor burden and significantly increased survival. Taken together, these preclinical findings support the potential safety and efficacy of CLTX-CAR T cells, and provide the rationale for clinical testing of this therapy. As cellular heterogeneity intrinsic to GBM likely contributes to resistance to therapy and limited response rates, CLTX-CAR T cells may provide greater tumor eradication in a higher proportion of patients with GBM. Methods: This study is a phase 1, single center, safety and maximum tolerated dose (MTD) finding study of CLTX-CAR T cells for subjects with MMP2+ recurrent or progressive GBM. A safety lead-in of 3−6 participants receiving CLTX-CAR T cells by ICT delivery will be completed first. Subsequently, subjects would receive cells administered through both ICT and intraventricular (ICV catheters) (i.e. dual delivery) in two dose schedules. Subjects will be evaluated for safety and tolerability, and may continue to receive treatment until disease progression. Time to progression, overall survival, and disease response by Response Assessment in Neuro-Oncology (RANO) criteria, will be evaluated and descriptively compared to historical data. The study is actively enrolling patients. Clinical trial information: NCT04214392.


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