External validation and recalibration of the Oswestry spinal risk index for survival prediction in patients with advanced cancers and spinal metastases

Objectives: Prognostic models for spinal metastases are widely used to guide management but were largely developed in high-resource settings and may not generalize to other populations. Prior validations show inconsistent performance, supporting the need for local validation and recalibration. This study aimed to externally validate six prognostic models for spinal metastases in an Indonesian cohort and to recalibrate the best-performing model. Methods: We externally validated six prognostic models (Bollen, Modified Bauer, New England Spinal Metastasis Score, Oswestry Spinal Risk Index [OSRI], Revised Tokuhashi, and Van der Linden) for predicting 3-, 6-, and 12-month survival. Performance was assessed using discrimination area under the receiver operating characteristic curve (AUC), calibration, and the Brier score, with recalibration applied to models with acceptable discrimination but poor calibration. Results: Two hundred patients were included, with a median overall survival of 5 months. The OSRI demonstrated acceptable discrimination across all time points (AUC 0.714–0.830), while the Bollen model showed acceptable discrimination only at 6 and 12 months (AUC 0.735 and 0.871). The remaining models demonstrated poor discrimination (AUC < 0.70). All models showed inadequate calibration. Recalibration of the OSRI improved calibration and Brier scores while preserving its discriminatory performance. Conclusions: The OSRI demonstrated the most consistent prognostic performance among the evaluated models, and recalibration improved its predictive performance in this cohort. However, further validation in larger, multicenter cohorts is required before the recalibrated OSRI can be considered for broader clinical implementation.

Authors

Publication Details

Journal
Journal of Musculoskeletal Surgery and Research
Published
2026-11-06
DOI
https://doi.org/10.25259/jmsr_429_2026
Primary Topic
Management of metastatic bone disease
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

External validation and recalibration of the Oswestry spinal risk index for survival prediction in patients with advanced cancers and spinal metastases

Rieva Ermawan, Bayu Sakti Jiwandono, Muhammad Abdulhamid, Felicia Renata
5 links
Journal of Musculoskeletal Surgery and Research
Management of metastatic bone disease
article

External validation and recalibration of the Oswestry spinal risk index for survival prediction in patients with advanced cancers and spinal metastases

Rieva Ermawan, Bayu Sakti Jiwandono, Muhammad Abdulhamid, Felicia Renata
article en

Abstract

Objectives: Prognostic models for spinal metastases are widely used to guide management but were largely developed in high-resource settings and may not generalize to other populations. Prior validations show inconsistent performance, supporting the need for local validation and recalibration. This study aimed to externally validate six prognostic models for spinal metastases in an Indonesian cohort and to recalibrate the best-performing model. Methods: We externally validated six prognostic models (Bollen, Modified Bauer, New England Spinal Metastasis Score, Oswestry Spinal Risk Index [OSRI], Revised Tokuhashi, and Van der Linden) for predicting 3-, 6-, and 12-month survival. Performance was assessed using discrimination area under the receiver operating characteristic curve (AUC), calibration, and the Brier score, with recalibration applied to models with acceptable discrimination but poor calibration. Results: Two hundred patients were included, with a median overall survival of 5 months. The OSRI demonstrated acceptable discrimination across all time points (AUC 0.714–0.830), while the Bollen model showed acceptable discrimination only at 6 and 12 months (AUC 0.735 and 0.871). The remaining models demonstrated poor discrimination (AUC < 0.70). All models showed inadequate calibration. Recalibration of the OSRI improved calibration and Brier scores while preserving its discriminatory performance. Conclusions: The OSRI demonstrated the most consistent prognostic performance among the evaluated models, and recalibration improved its predictive performance in this cohort. However, further validation in larger, multicenter cohorts is required before the recalibrated OSRI can be considered for broader clinical implementation.

Journal of Musculoskeletal Surgery and ResearchVol. 0
Good health and well-being
Openalex Percentile: Top 12%
Management of metastatic bone disease
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon