Review

Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art

Volume: 2 Number: 2 December 31, 2020
Journal of Medical Innovation and Technology Cover
Journal of Medical Innovation and Technology
PDF Download
EN TR

Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art

Abstract

Radiomics is nascent field that involves extracting quantitative features - radiomic features from medical images that corrolate with the properties of the concerned lesion, such as the heterogeneity, shape, volume, proteomic, demographic and histology that have personalizied clinical value in diagnosis, prognosis and treatment. Our article aims to explore and review the state-of-art Radiomics and texture analysing in neuro-oncology, address the challenges a provide a prospect for future studies.

Keywords

References

  1. 1. Mayerhoefer ME, Materka A, Langs G, Häggström I, Szczypiński P, Gibbs P, Cook G. Introduction to Radiomics. J Nucl Med. 2020 Apr;61(4):488-495. doi: 10.2967/jnumed.118.222893. Epub 2020 Feb 14. PMID: 32060219.
  2. 2. Liao X, Cai B, Tian B, Luo Y, Song W, Li Y. Machine-learning based radiogenomics analysis of MRI features and metagenes in glioblastoma multiforme patients with different survival time. J Cell Mol Med. 2019 Jun;23(6):4375-4385. doi: 10.1111/jcmm.14328. Epub 2019 Apr 18. PMID: 31001929; PMCID: PMC6533509
  3. 3. Hidetaka Arimura, Mazen Soufi, Hidemi Kamezawa, Kenta Ninomiya, Masahiro Yamada, Radiomics with artificial intelligence for precision medicine in radiation therapy, Journal of Radiation Research, Volume 60, Issue 1, January 2019, Pages 150–157
  4. 4. Suzuki K. Overview of deep learning in medical imaging. Radiol Phys Technol. 2017 Sep;10(3):257-273. doi: 10.1007/s12194-017-0406-5. Epub 2017 Jul 8. PMID: 28689314 5. Tselikas L, Sun R, Ammari S, Dercle L, Yevich S, Hollebecque A, Ngo-Camus M, Nicotra C, Deutsch E, Deschamps F, de Baere T. Role of image-guided biopsy and radiomics in the age of precision medicine. Chin Clin Oncol. 2019 Dec;8(6):57. doi: 10.21037/cco.2019.12.02. PMID: 31968981
  5. 6. Lambin P, Leijenaar RTH, Deist TM, Peerlings J, de Jong EEC, van Timmeren J, Sanduleanu S, Larue RTHM, Even AJG, Jochems A, van Wijk Y, Woodruff H, van Soest J, Lustberg T, Roelofs E, van Elmpt W, Dekker A, Mottaghy FM, Wildberger JE, Walsh S. Radiomics: the bridge between medical imaging and personalized medicine. Nat Rev Clin Oncol. 2017 Dec;14(12):749-762. doi: 10.1038/nrclinonc.2017.141. Epub 2017 Oct 4. PMID: 28975929.
  6. 7. Mirestean CC, Pagute O, Buzea C, Iancu RI, Iancu DT. Radiomic Machine Learning and Texture Analysis - New Horizons for Head and Neck Oncology. Maedica (Bucur). 2019 Jun;14(2):126-130. doi: 10.26574/maedica.2019.14.2.126. PMID: 31523292; PMCID: PMC6709390.
  7. 8. Park JE, Kickingereder P, Kim HS. Radiomics and Deep Learning from Research to Clinical Workflow: Neuro-Oncologic Imaging. Korean J Radiol. 2020;21(10):1126-1137. doi:10.3348/kjr.2019.0847
  8. 9. Leng Y, Wang X, Liao W, Cao Y. Radiomics in gliomas: A promising assistance 
for glioma clinical research. Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2018 Apr 28;43(4):354-359. doi: 10.11817/j.issn.1672-7347.2018.04.004. PMID: 29774870.

Details

Primary Language

English

Subjects

Biomedical Engineering

Journal Section

Review

Authors

Publication Date

December 31, 2020

Submission Date

January 5, 2021

Acceptance Date

January 7, 2021

Published in Issue

Year 2020 Volume: 2 Number: 2

IZ

https://izlik.org/JA67GW88MA

Cite

RIS / Bibtex
APA
Jameel, M., Jameel, M., & Şahin, S. (2020). Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art. Journal of Medical Innovation and Technology, 2(2), 143-147. https://izlik.org/JA67GW88MA
AMA
1.Jameel M, Jameel M, Şahin S. Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art. Journal of Medical Innovation and Technology. 2020;2(2):143-147. https://izlik.org/JA67GW88MA
Chicago
Jameel, Moamin, Muslim Jameel, and Soner Şahin. 2020. “Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-Art”. Journal of Medical Innovation and Technology 2 (2): 143-47. https://izlik.org/JA67GW88MA.
EndNote
Jameel M, Jameel M, Şahin S (December 1, 2020) Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art. Journal of Medical Innovation and Technology 2 2 143–147.
IEEE
[1]M. Jameel, M. Jameel, and S. Şahin, “Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art”, Journal of Medical Innovation and Technology, vol. 2, no. 2, pp. 143–147, Dec. 2020, [Online]. Available: https://izlik.org/JA67GW88MA
ISNAD
Jameel, Moamin - Jameel, Muslim - Şahin, Soner. “Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-Art”. Journal of Medical Innovation and Technology 2/2 (December 1, 2020): 143-147. https://izlik.org/JA67GW88MA.
JAMA
1.Jameel M, Jameel M, Şahin S. Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art. Journal of Medical Innovation and Technology. 2020;2:143–147.
MLA
Jameel, Moamin, et al. “Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-Art”. Journal of Medical Innovation and Technology, vol. 2, no. 2, Dec. 2020, pp. 143-7, https://izlik.org/JA67GW88MA.
Vancouver
1.Moamin Jameel, Muslim Jameel, Soner Şahin. Radiomics Utilization in Neuro-Oncology: Brief Review of the State-of-art. Journal of Medical Innovation and Technology [Internet]. 2020 Dec. 1;2(2):143-7. Available from: https://izlik.org/JA67GW88MA