2021
DOI: 10.1177/1759720x211024029
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Opportunistic diagnosis of osteoporosis, fragile bone strength and vertebral fractures from routine CT scans; a review of approved technology systems and pathways to implementation

Abstract: Osteoporosis causes bones to become weak, porous and fracture more easily. While a vertebral fracture is the archetypal fracture of osteoporosis, it is also the most difficult to diagnose clinically. Patients often suffer further spine or other fractures, deformity, height loss and pain before diagnosis. There were an estimated 520,000 fragility fractures in the United Kingdom (UK) in 2017 (costing £4.5 billion), a figure set to increase 30% by 2030. One way to improve both vertebral fracture identification an… Show more

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Cited by 38 publications
(19 citation statements)
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“…There is emerging interest in improving the diagnosis of VFFs and various ML-CAD systems are currently in development. AI-based algorithms to identify VFFs on CT scans have previously been shown to be accurate and sensitive to identifying fractures [15,46]. These interventions access the medical images stored on Picture Archive and Communication Systems (PACS) and use AI to either identify and/ or grade VFFs, or provide a measure of the degree of confidence of a VFF being present on CT scans or radiographs.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…There is emerging interest in improving the diagnosis of VFFs and various ML-CAD systems are currently in development. AI-based algorithms to identify VFFs on CT scans have previously been shown to be accurate and sensitive to identifying fractures [15,46]. These interventions access the medical images stored on Picture Archive and Communication Systems (PACS) and use AI to either identify and/ or grade VFFs, or provide a measure of the degree of confidence of a VFF being present on CT scans or radiographs.…”
Section: Discussionmentioning
confidence: 99%
“…Within this context, there is emerging interest in using automated approaches to enable the incidental identification of VFFs on existing medical images such as computed tomography (CT) scans visualising the spine [15]. The widespread availability of CT scans, offering high image resolution, provides an opportunity to develop an automated approach for the incidental identification of VFFs using machine learning (ML)-based computer-aided diagnostic (CAD) systems.…”
Section: Introductionmentioning
confidence: 99%
“…Currently, several methods for opportunistic osteoporosis screening are commercially available. 29 NanoxAI and Optasia target automated fracture detection, Mindways performs opportunistic QCT measurements, and ON.Diagnostics offers advanced bone strength analysis. All these methods can readily be used to enlarge the screening capabilities of our health care system.…”
Section: Opportunistic Screening For Osteoporosismentioning
confidence: 99%
“…All these methods can readily be used to enlarge the screening capabilities of our health care system. 29 However, most of them still require a large amount of manual interaction, limiting the broad and systematic application to all CTs performed.…”
Section: Opportunistic Screening For Osteoporosismentioning
confidence: 99%
“…The Causes group have hosted two workshops, each of which was attended by a panel of international experts to explore research opportunities. The recommendations from a workshop on functional genomics of osteoporosis hosted by Prof Jon Tobias in October 2020 have now been published [1] and the recommendations from a workshop on the microbiome and osteoporosis hosted by Prof Sue Lanham-New and Dr Owen Cronin have been submitted for publication. The causes group has also initiated a UK-wide research study on the presentation, clinical features and treatment of pregnancy associated osteoporosis led by Professor Stuart H Ralston with initial results expected by the end of 2021.…”
Section: Ros-iof-esceo3 the Causes And Mechanisms Working Group Of Th...mentioning
confidence: 99%