Evidence map›Paper›PMID 42699563›Full record

ReviewJournal of bone oncology2026

Diagnostic accuracy of Mirels score, CT-based Structural Rigidity Analysis, and Finite Element Analysis for predicting impending femoral pathologic fractures in metastatic bone disease: a systematic review.

Bisola Salaja, Matthew Lee, Gary O'Toole, Alan Molloy

Abstract readReview
In one paragraph

Review in Journal of bone oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Bisola SalajaDepartment of Trauma & Orthopaedics, St. Vincent's University Hospital, Dublin, Ireland.
Matthew LeeDepartment of Trauma & Orthopaedics, St. Vincent's University Hospital, Dublin, Ireland.
Gary O'TooleDepartment of Trauma & Orthopaedics, St. Vincent's University Hospital, Dublin, Ireland.
Alan MolloyDepartment of Trauma & Orthopaedics, St. Vincent's University Hospital, Dublin, Ireland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Patients with metastatic bone disease affecting the femur are at substantial risk of pathologic fracture, resulting in significant morbidity and frequently necessitating urgent surgical intervention. Accurate identification of lesions at imminent risk of fracture enables timely prophylactic fixation and improved patient outcomes. Although the Mirels score remains widely used, its limited specificity has prompted interest in CT-derived biomechanical approaches, including CT-based Structural Rigidity Analysis (CTRA) and Finite Element Analysis (FEA). Whole-femur CT is routinely obtained in some specialist orthopaedic oncology pathways, including our own, but this practice is not universal; many centres rely initially on clinical assessment and plain radiographs, with CT reserved for selected cases. We systematically reviewed the literature to compare evidence for Mirels, CTRA, and CT-based FEA in predicting pathologic femoral fractures. Methods: A systematic search of MEDLINE and Embase was performed for studies published between 2005 and 2025. Eligible studies evaluated Mirels scoring, CTRA, or CT-based FEA in adult patients with femoral metastatic disease and reported subsequent pathologic femoral fracture outcomes. Two reviewers independently screened studies and extracted data. Potential cohort overlap was assessed by comparing authorship, recruiting institutions, enrolment periods, eligibility criteria, and descriptions of prior datasets. Management after fracture-risk assessment was examined to identify intervention-related bias. Due to heterogeneity in study design, imaging methods, and outcome reporting, a qualitative narrative synthesis was undertaken. Results: Eight studies met the inclusion criteria, comprising prospective and retrospective clinical cohorts, an implementation study, and one illustrative comparative case series. In studies reporting formal diagnostic estimates, Mirels sensitivity ranged from 66.7% to 88%, while specificity ranged from 38% to 47.9%. In the principal prospective comparison, CTRA achieved 100% sensitivity and 60.6% specificity. Across formal FEA analyses, sensitivity ranged from 80% to 100% and specificity from 67% to 86%, although modelling methods, thresholds, and comparators varied. The evidence arose from small, partly overlapping cohorts, and prophylactic stabilization of lesions considered high risk limited observation of untreated outcomes and particularly the positive predictive value. Heterogeneity precluded meta-analysis. Conclusion: Mirels remains a useful, accessible, and sensitive first-line screening tool, particularly where plain radiography is the principal imaging modality. CTRA and CT-based FEA may offer additional specificity and objective mechanical information in selected patients where suitable calibrated CT imaging and technical expertise are available, but current evidence does not support replacing clinical assessment and radiography. Whole-femur CT is routine in some specialist pathways, including our own, but not across all centres. Further progress will require prospective multicentre validation, standardized methodologies, health-economic assessment, and integration within multidisciplinary team pathways.

Indexed as

CT-based structural rigidity analysisFemoral metastasesFracture risk predictionMirels scorePathologic fracture

Identifiers

PMID42699563
PMCPMC13543789

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.