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Study · Not a test of the peptide alone · 2025

4 results

Cost-Effectiveness of Opportunistic Osteoporosis Screening Using Chest Radiographs With Deep Learning in the United States.

Hiligsmann M, Silverman SL, Reginster JY

Journal of the American College of Radiology : JACR6 Aug 2025Cited by 6 (Europe PMC)

Summary

ObjectivesDeep learning models applied to chest radiographs obtained for other clinical reasons have shown promise in opportunistic osteoporosis screening, particularly among middle-aged to older individuals. This study evaluates the cost-effectiveness of this approach in US women aged 50 years and over.MethodsAn economic model, incorporating both a decision tree and a microsimulation Markov model, estimated the cost per quality-adjusted life-year (QALY) gained (in 2024 US dollars) for screening via chest radiographs with deep learning, followed by treatment, versus no screening and treatment. The patient pathways were based on the sensitivity and specificity of artificial intelligence-enhanced radiographs. Real-world medication persistence, realistic assumptions for probabilities of dual-energy x-ray absorptiometry examination postscreening detection and for treatment initiation rates were incorporated. Women with osteoporosis were stratified into high risk (receiving alendronate monotherapy for 5 years) and very high risk (receiving an 18-month anabolic treatment with abaloparatide followed by 5 years of alendronate). Parameter uncertainty was analyzed through sensitivity analyses.ResultsThe opportunistic screening strategy improved health outcomes, yielding more QALYs and fewer fractures while increasing treatment costs. The cost per QALY gained of opportunistic screening was estimated at $72,085 per QALY gained among women 50+, remaining below the US cost-effectiveness threshold of $100,000 per QALY. Further improvements in cost-effectiveness could be achieved by optimizing follow-up, treatment initiation, and medication adherence.DiscussionThis study underscores the cost-effectiveness and public health value of opportunistic, artificial intelligence-driven screening osteoporosis screening using existing chest radiographs, demonstrating its potential to improve early detection and address unmet diagnostic needs in osteoporosis care.
CC BYText from Europe PMC. Highlighted sentences are the source of results.

Results from this study4

No result from this study comes from a test of the peptide.

Studies that did not test the peptide alone4

In this study, Abaloparatide (Tymlos) was a lab tool or a carrier, part of a mix, or the subject of a lab method. These results are not evidence about taking Abaloparatide (Tymlos).

  1. 01Computer modelNot a test of Abaloparatide (Tymlos) aloneIn silicoOther

    In an economic model, screening followed by risk-based regimens including abaloparatide then alendronate increased QALYs versus no screening and treatment.

    In plain wordsIn computer models, screening followed by treatment regimens including abaloparatide then alendronate increased quality-adjusted life-years versus no screening and treatment.

    Outcome
    IncreaseQuality-adjusted life-years
    Study

    n: not reported in source

    decision tree and microsimulation Markov model of US women aged 50 years and over
    Comparator
    no screening and treatment
    Outcome group
    Cost-effectiveness · Whole body

    Source sentences

    Summary
    The opportunistic screening strategy improved health outcomes, yielding more QALYs and fewer fractures while increasing treatment costs.
    2 context sentences
    Summary · context
    An economic model, incorporating both a decision tree and a microsimulation Markov model, estimated the cost per quality-adjusted life-year (QALY) gained (in 2024 US dollars) for screening via chest radiographs with deep learning, followed by treatment, versus no screening and treatment.
    Summary · context
    Women with osteoporosis were stratified into high risk (receiving alendronate monotherapy for 5 years) and very high risk (receiving an 18-month anabolic treatment with abaloparatide followed by 5 years of alendronate).

    In this study, Abaloparatide (Tymlos) was a lab tool or a carrier, part of a mix, or the subject of a lab method. This result is not evidence about taking Abaloparatide (Tymlos).

  2. 02Computer modelNot a test of Abaloparatide (Tymlos) aloneIn silicoOther

    In an economic model, screening followed by risk-based regimens including abaloparatide then alendronate reduced fractures versus no screening and treatment.

    In plain wordsIn computer models, screening followed by treatment regimens including abaloparatide then alendronate reduced fractures versus no screening and treatment.

    Outcome
    DecreaseFractures
    Study

    n: not reported in source

    decision tree and microsimulation Markov model of US women aged 50 years and over
    Comparator
    no screening and treatment
    Outcome group
    Bone and joint · Musculoskeletal

    Source sentences

    Summary
    The opportunistic screening strategy improved health outcomes, yielding more QALYs and fewer fractures while increasing treatment costs.
    2 context sentences
    Summary · context
    An economic model, incorporating both a decision tree and a microsimulation Markov model, estimated the cost per quality-adjusted life-year (QALY) gained (in 2024 US dollars) for screening via chest radiographs with deep learning, followed by treatment, versus no screening and treatment.
    Summary · context
    Women with osteoporosis were stratified into high risk (receiving alendronate monotherapy for 5 years) and very high risk (receiving an 18-month anabolic treatment with abaloparatide followed by 5 years of alendronate).

    In this study, Abaloparatide (Tymlos) was a lab tool or a carrier, part of a mix, or the subject of a lab method. This result is not evidence about taking Abaloparatide (Tymlos).

  3. 03Computer modelNot a test of Abaloparatide (Tymlos) aloneIn silicoOther

    In an economic model, screening followed by risk-based regimens including abaloparatide then alendronate increased treatment costs versus no screening and treatment.

    In plain wordsIn computer models, screening followed by treatment regimens including abaloparatide then alendronate increased treatment costs versus no screening and treatment.

    Outcome
    IncreaseTreatment costs
    Study

    n: not reported in source

    decision tree and microsimulation Markov model of US women aged 50 years and over
    Comparator
    no screening and treatment
    Outcome group
    Cost-effectiveness · Whole body

    Source sentences

    Summary
    The opportunistic screening strategy improved health outcomes, yielding more QALYs and fewer fractures while increasing treatment costs.
    2 context sentences
    Summary · context
    An economic model, incorporating both a decision tree and a microsimulation Markov model, estimated the cost per quality-adjusted life-year (QALY) gained (in 2024 US dollars) for screening via chest radiographs with deep learning, followed by treatment, versus no screening and treatment.
    Summary · context
    Women with osteoporosis were stratified into high risk (receiving alendronate monotherapy for 5 years) and very high risk (receiving an 18-month anabolic treatment with abaloparatide followed by 5 years of alendronate).

    In this study, Abaloparatide (Tymlos) was a lab tool or a carrier, part of a mix, or the subject of a lab method. This result is not evidence about taking Abaloparatide (Tymlos).

  4. 04Computer modelNot a test of Abaloparatide (Tymlos) aloneIn silicoOther

    In US women aged 50+, modeled screening with risk-based treatment regimens including abaloparatide then alendronate cost $72,085 per QALY gained.

    In plain wordsIn computer models, screening with regimens including abaloparatide then alendronate cost $72,085 per quality-adjusted life-year gained versus no screening and treatment.

    Outcome
    Not applicableCost per QALY gained
    Study

    n: not reported in source

    decision tree and microsimulation Markov model of US women aged 50 years and over
    Comparator
    no screening and treatment
    Outcome group
    Cost-effectiveness · Whole body

    Source sentences

    Summary
    The cost per QALY gained of opportunistic screening was estimated at $72,085 per QALY gained among women 50+, remaining below the US cost-effectiveness threshold of $100,000 per QALY.
    2 context sentences
    Summary · context
    An economic model, incorporating both a decision tree and a microsimulation Markov model, estimated the cost per quality-adjusted life-year (QALY) gained (in 2024 US dollars) for screening via chest radiographs with deep learning, followed by treatment, versus no screening and treatment.
    Summary · context
    Women with osteoporosis were stratified into high risk (receiving alendronate monotherapy for 5 years) and very high risk (receiving an 18-month anabolic treatment with abaloparatide followed by 5 years of alendronate).

    In this study, Abaloparatide (Tymlos) was a lab tool or a carrier, part of a mix, or the subject of a lab method. This result is not evidence about taking Abaloparatide (Tymlos).

AI wrote and checked these results. AI can make mistakes, so check important results against the source.

Version history

PepBank keeps every version of the data on this study. Status changes from Retraction Watch, Europe PMC and Crossref are listed with their source.

  1. Version 2Current

    22 Oct 2026, 02:25 UTC

    Study results updated

  2. Version 1

    21 Oct 2026, 18:59 UTC

    First added · source update from Europe PMC

Subjects

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