Content area

Abstract

Background

Various prediction models have been developed for extremity metastasis and sarcoma. This systematic review aims to evaluate extremity metastasis and sarcoma models using the utility prediction model (UPM) evaluation framework.

Methods

We followed Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and systematically searched PubMed, Embase, and Cochrane to identify articles presenting original prediction models with 1-year survival outcome for extremity metastasis and 5-year survival outcome for sarcoma. Identified models were assessed using the UPM score (0–16), categorized as excellent (12–16), good (7–11), fair (3–6), or poor (0–2). A total of 5 extremity metastasis and 94 sarcoma models met inclusion criteria and were analyzed for design, validation, and performance.

Results

We assessed 5 models for extremity metastasis and 94 models for sarcoma. Only 4 out of 99 (4%) models achieved excellence, 1 from extremity metastasis and 3 from sarcoma. The majority were rated good (62%; 61/99), followed by fair (31%, 31/99) and poor (3%, 3/99).

Conclusions

Most predictive models for extremity metastasis and sarcoma fall short of UPM excellence. Suboptimal study design, limited external validation, and the infrequent availability of web-based calculators are main drawbacks.

Level of evidence

This study is classified as Level 2a evidence according to the Oxford 2011 Levels of Evidence.

Trial registration This study was registered in PROSEPRO (CRD42022373391, https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=373391).

Details

Title
Systematic review of 99 extremity bone malignancy survival prediction models
Pages
5
Publication year
2025
Publication date
Dec 2025
Publisher
Springer Nature B.V.
ISSN
15909921
e-ISSN
15909999
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
3160672441
Copyright
Copyright Springer Nature B.V. Dec 2025