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Research ArticleOriginal Research

Validation of the Male Osteoporosis Risk Estimation Score (MORES) in a Primary Care Setting

Alvah R. Cass and Angela J. Shepherd
The Journal of the American Board of Family Medicine July 2013, 26 (4) 436-444; DOI: https://doi.org/10.3122/jabfm.2013.04.120182
Alvah R. Cass
From the Department of Family Medicine, The University of Texas Medical Branch, Galveston.
MD, SM
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Angela J. Shepherd
From the Department of Family Medicine, The University of Texas Medical Branch, Galveston.
MD
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  • Article
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Article Figures & Data

Tables

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    Table 1. Scoring Algorithm for the Male Osteoporosis Risk Estimation Score (MORES)
    Risk FactorPoint System for Scoring the MORES*
    Age (years)
        ≤55 (Ref)0
        56–743
        ≥754
    Weight (kg)
        ≤706
        71–804
        >80 (Ref)0
    Chronic obstructive pulmonary disease3
    • ↵* Screening threshold is ≥6 points.

    • Ref, reference category.

    • View popup
    Table 2. Validation of the Male Osteoporosis Risk Estimation Score (MORES): Demographic and Clinical Characteristics of the Primary Care Study Sample (n = 346)
    Variables
    Age, years (mean ± SD)70.2 ± 6.9
    Height, cm (mean ± SD)177.4 ± 7.2
    Weight, kg (mean ± SD)90.2 ± 16.7
    Osteoporosis*15 (4.3)
    Severe osteopenia†19 (5.5)
    Race/ethnicity
        Non-Hispanic white263 (76.0)
        African American41 (11.8)
        Hispanic37 (10.7)
        Other5 (1.4)
    Education
        Less than high school42 (12.1)
        High school graduate70 (20.2)
        College/college graduate172 (49.7)
        Postgraduate62 (17.9)
    Marital status
        Married/living with someone245 (70.9)
        Single/never married28 (8.1)
        Divorced/separated42 (12.1)
        Widowed31 (9.0)
    Family history of parental hip fracture42 (12.1)
    Previous fragility fracture6 (1.7)
    History of rheumatoid arthritis7 (2.0)
    History of secondary cause of osteoporosis31 (9.0)
    Chronic obstructive pulmonary disease29 (8.4)
    Alcohol use
        Current use217 (62.7)
        Heavy (≥3 drinks per day)23 (6.6)
    Tobacco use
        Current smoker39 (11.3)
        Former smoker201 (58.1)
        Never smoked106 (30.6)
    Glucocorticoid use7 (2.0)
    • Values are n (%) unless otherwise indicated.

    • ↵* T-score ≤−2.5, femoral neck/total hip.

    • ↵† −2.5 < T-score ≤−-2.0, femoral neck/total hip.

    • View popup
    Table 3. Comparison of Operating Characteristics of the Male Osteoporosis Risk Estimation Score in the National Health and Nutrition Examination Survey (NHANES) III Development Study43 and the Current Validation Study
    NHANES III (n = 2995)Current Study (n = 346)
    Prevalence of osteoporosis (%)4.84.3
    Sensitivity0.93 (0.88–0.97)0.80 (0.52–0.96)
    Specificity0.59 (0.57–0.61)0.70 (0.64–0.74)
    Positive predictive value0.10 (0.09–0.12)0.11 (0.06–0.18)
    Negative predictive value0.99 (0.99–1.00)0.99 (0.96–1.00)
    Area under the curve0.83 (0.81–0.86)0.82 (0.71–0.92)
    • 95% Confidence intervals are set in parentheses.

    • View popup
    Table 4. Distribution of the Male Osteoporosis Risk Estimation Score Risk Factors in Men With and Without Osteoporosis of the Hip
    Risk FactorOsteoporosis (n = 15)No Osteoporosis (n = 331)Adjusted Odds Ratio (95% CI)
    Age
        ≤55———
        56–745253Reference
        ≥7510786.4 (2.0–20.0)
    Weight (kg)
        ≤704298.6 (1.9–38.2)
        71–807556.7 (1.8–24.7)
        >804247Reference
    Chronic obstructive pulmonary disease
        Yes3263.0 (0.7–13.0)
        No12305Reference
    • View popup
    Table 5. Impact Analysis of the Male Osteoporosis Risk Estimation Score (MORES)*: Simulated Screening for Osteoporosis in 10,000 Men, 60 Years of Age and Older, and 10-year Fracture Outcomes
    NHANES III Development Cohort43 (n = 2995)Clinical Validation Cohort (n = 346)
    Hip FractureHip FractureMajor Osteoporotic Fracture
    MORESUniversalMORESUniversalMORESUniversal
    Population (n)10,00010,00010,00010,00010,00010,000
        Sensitivity (MORES)0.930—0.800—0.800—
        Specificity (MORES)0.590—0.695—0.695—
    Fracture risk†0.1350.1350.0560.0560.1230.123
    Osteoporosis prevalence0.0480.0480.0430.0430.0430.043
    Relative risk of fracture with treatment‡0.6300.6300.6300.6300.5750.575
    Adherence to treatment§0.7000.7000.7000.7000.7000.700
    Predicted cases480480430430430430
        True positive446480344430344430
        False negative34—86—86—
        True negative5,6179,5206,6519,5706,6519,570
        False positive3,903—2,919—2,919—
    Referred for DXA (true positive + false positive)4,35010,0003,26310,0003,26310,000
    Predicted hip fractures: MORES/DXA
        True positive44.6648.0214.2717.8429.7537.19
        False negative4.540.004.820.0010.590.00
        Total49.1948.0219.0917.8440.3337.19
        Unscreened (no DXA)64.8064.8024.0824.0852.9352.93
    Number needed-to-screen (95% CI)279 (257–306)596 (—)654 (485–1132)1,604 (—)259 (192–449)636 (—)
    • ↵* Formulas used in the calculation were adapted from Nelson et al.52 and are available upon request.

    • ↵† Fracture risks for the NHANES III cohort were obtained from Kanis et al.58 Fracture risks for the current study were obtained from FRAX for both hip and major osteoporotic fractures and reflect the characteristics of the study population.54

    • ↵‡ Risk reduction estimates are supported by clinical trials, and the estimates for hip fractures are those used by Nelson et al.52 The point estimate for the relative risk reduction for major osteoporotic fractures is a weighted average from published reports.19,20

    • ↵§ Compliance with treatment estimates are from Nelson et al.52

    • DXA, dual-energy X-ray absorptiometry; NHANES, National Health and Nutrition Examination Survey.

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The Journal of the American Board of Family     Medicine: 26 (4)
The Journal of the American Board of Family Medicine
Vol. 26, Issue 4
July-August 2013
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Validation of the Male Osteoporosis Risk Estimation Score (MORES) in a Primary Care Setting
Alvah R. Cass, Angela J. Shepherd
The Journal of the American Board of Family Medicine Jul 2013, 26 (4) 436-444; DOI: 10.3122/jabfm.2013.04.120182

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Validation of the Male Osteoporosis Risk Estimation Score (MORES) in a Primary Care Setting
Alvah R. Cass, Angela J. Shepherd
The Journal of the American Board of Family Medicine Jul 2013, 26 (4) 436-444; DOI: 10.3122/jabfm.2013.04.120182
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