Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2024 Mar 5;15(1):62.
doi: 10.1007/s12672-024-00908-2.

The impact of radiomics in the management of soft tissue sarcoma

Affiliations
Review

The impact of radiomics in the management of soft tissue sarcoma

Riccardo De Angelis et al. Discov Oncol. .

Abstract

Introduction: Soft tissue sarcomas (STSs) are rare malignancies. Pre-therapeutic tumour grading and assessment are crucial in making treatment decisions. Radiomics is a high-throughput method for analysing imaging data, providing quantitative information beyond expert assessment. This review highlights the role of radiomic texture analysis in STSs evaluation.

Materials and methods: We conducted a systematic review according to the Systematic Reviews and Meta-Analyses (PRISMA) guidelines. A comprehensive search was conducted in PubMed/MEDLINE and Scopus using the search terms: 'radiomics [All Fields] AND ("soft tissue sarcoma" [All Fields] OR "soft tissue sarcomas" [All Fields])'. Only original articles, referring to humans, were included.

Results: A preliminary search conducted on PubMed/MEDLINE and Scopus provided 74 and 93 studies respectively. Based on the previously described criteria, 49 papers were selected, with a publication range from July 2015 to June 2023. The main domains of interest were risk stratification, histological grading prediction, technical feasibility/reproductive aspects, treatment response.

Conclusions: With an increasing interest over the last years, the use of radiomics appears to have potential for assessing STSs from initial diagnosis to predicting treatment response. However, additional and extensive research is necessary to validate the effectiveness of radiomics parameters and to integrate them into a comprehensive decision support system.

PubMed Disclaimer

Conflict of interest statement

No conflict of interest to disclose.

Figures

Fig. 1
Fig. 1
An illustrative radiomics workflow applied to a left thigh myxoid fibrosarcoma
Fig. 2
Fig. 2
Selection process of literature
Fig. 3
Fig. 3
Participant centres of included articles
Fig. 4
Fig. 4
Imaging techniques of included articles
Fig. 5
Fig. 5
Domains of interest covered by the selected articles

Similar articles

Cited by

References

    1. Gutierrez JC, Perez EA, Franceschi D, Moffat FL, Livingstone AS, Koniaris LG. Outcomes for soft-tissue sarcoma in 8249 cases from a large state cancer registry. J Surg Res. 2007;141:105–114. doi: 10.1016/j.jss.2007.02.026. - DOI - PubMed
    1. Amin MB, Edge SB, Greene FL, Byrd DR, Brookland RK, Washington MK, et al. AJCC cancer staging manual. Springer International Publishing; 2018.
    1. Vibhakar AM, Cassels JA, Botchu R, Rennie WJ, Shah A. Imaging update on soft tissue sarcoma. J Clin Orthop Trauma. 2021;22:101568. doi: 10.1016/j.jcot.2021.101568. - DOI - PMC - PubMed
    1. Peeken JC, Nüsslin F, Combs SE. Radio-oncomics. Strahlenther Onkol. 2017;193:767–779. doi: 10.1007/s00066-017-1175-0. - DOI - PubMed
    1. Peeken JC, Bernhofer M, Wiestler B, Goldberg T, Cremers D, Rost B, et al. Radiomics in radiooncology—challenging the medical physicist. Phys Med Eur J Med Phys. 2018;48:27–36. - PubMed

LinkOut - more resources