Background: CT-based body composition measures derived from fully automated artificial intelligence tools are promising for opportunistic screening. However, body composition thresholds associated with adverse clinical outcomes are lacking.Purpose: To determine population and sex-specific thresholds for muscle, abdominal fat, and abdominal aortic calcium measures at abdominal CT for predicting risk of death, adverse cardiovascular events, and fragility fractures.Materials and Methods: In this retrospective single-center study, fully automated algorithms for quantifying skeletal muscle (L3 level), ab-dominal fat (L3 level), and abdominal aortic calcium were applied to noncontrast abdominal CT scans from asymptomatic adults screened from 2004 to 2016. Longitudinal follow-up documented subsequent death, adverse cardiovascular events (myocardial infarction, cerebro-vascular event, and heart failure), and fragility fractures. Receiver operating characteristic (ROC) curve analysis was performed to derive thresholds for body composition measures to achieve optimal ROC curve performance and high specificity (90%) for 10-year risks. Results: A total of 9223 asymptomatic adults (mean age, 57 years +/- 7 [SD]; 5152 women and 4071 men) were evaluated (median follow-up, 9 years). Muscle attenuation and aortic calcium had the highest diagnostic performance for predicting death, with areas under the ROC curve of 0.76 for men (95% CI: 0.72, 0.79) and 0.72 for women (95% CI: 0.69, 0.76) for muscle attenuation. Sex-specific thresholds were higher in men than women (P < .001 for muscle attenuation for all outcomes). The highest-performing markers for risk of death were muscle attenuation in men (31 HU; 71% sensitivity [164 of 232 patients]; 72% specificity [1114 of 1543 patients]) and aortic calcium in women (Agatston score, 167; 70% sensitivity [152 of 218 patients]; 70% specificity [1427 of 2034 patients]). Ninety-percent specificity thresholds for muscle attenuation for both risk of death and fragility fractures were 23 HU (men) and 13 HU (women). For aortic calcium and risk of death and adverse cardiovascular events, 90% specificity Agatston score thresholds were 1475 (men) and 735 (women). Conclusion: Sex-specific thresholds for automated abdominal CT-based body composition measures can be used to predict risk of death, adverse cardiovascular events, and fragility fractures.(c) RSNA, 2022
机构:
Mayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Biomed Engn & Physiol Grad Program, New York, NY USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Weston, Alexander D.
Korfiatis, Panagiotis
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Korfiatis, Panagiotis
Kline, Timothy L.
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Kline, Timothy L.
Philbrick, Kenneth A.
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Philbrick, Kenneth A.
Kostandy, Petro
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Kostandy, Petro
Sakinis, Tomas
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Sakinis, Tomas
Sugimoto, Motokazu
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Sugimoto, Motokazu
Takahashi, Naoki
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
Takahashi, Naoki
Erickson, Bradley J.
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Mayo Clin, Dept Radiol, 200 First St SW, Rochester, MN 55905 USAMayo Clin, Dept Biomed Engn & Physiol, 200 First St SW, Rochester, MN 55905 USA
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Lee, Matthew H.
Pickhardt, Silas G.
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Pickhardt, Silas G.
Garrett, John W.
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Garrett, John W.
Perez, Alberto A.
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Perez, Alberto A.
Zea, Ryan
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Zea, Ryan
Valle, Kevin Franco
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Valle, Kevin Franco
Lubner, Meghan G.
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Univ Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
Lubner, Meghan G.
Bates, David D. B.
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Mem Sloan Kettering Canc Ctr, Dept Radiol, New York, NY USAUniv Wisconsin, Dept Radiol, Sch Med & Publ Hlth, 600 Highland Ave, Madison, WI 53792 USA
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MGH & BWH Ctr Clin Data Sci, Boston, MA USA
Massachusetts Gen Hosp, Dept Radiol, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Bridge, Christopher P.
Bay, Camden P.
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Brigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Bay, Camden P.
Farah, Subrina
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Brigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Farah, Subrina
Babic, Ana
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Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Babic, Ana
Fintelmann, Florian J.
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Massachusetts Gen Hosp, Dept Radiol, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Fintelmann, Florian J.
Brais, Lauren K.
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Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Brais, Lauren K.
Andriole, Katherine P.
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Brigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
MGH & BWH Ctr Clin Data Sci, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Andriole, Katherine P.
Wolpin, Brian M.
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Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
Wolpin, Brian M.
Rosenthal, Michael H.
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Brigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USABrigham & Womens Hosp, Dept Radiol, 75 Francis St, Boston, MA 02115 USA
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Univ Michigan, Div Gastroenterol & Hepatol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Shah, Nidhi
Zhang, Peng
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Univ Michigan, Div Gastroenterol & Hepatol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Zhang, Peng
Su, Grace L.
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Univ Michigan, Div Gastroenterol & Hepatol, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Gastroenterol Sect, Ann Arbor, MI USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
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Univ Michigan, Dept Internal Med, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Zou, Winnie Y.
Enchakalody, Binu E.
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Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Enchakalody, Binu E.
Zhang, Peng
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Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Zhang, Peng
Shah, Nidhi
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Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Shah, Nidhi
Saini, Sameer D.
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Univ Michigan, Div Gastroenterol & Hepatol, 1500 E Med Ctr Dr 391, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Gastroenterol Sect, Ann Arbor, MI USA
VA Ann Arbor Ctr Clin Management Res, Ann Arbor, MI USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Saini, Sameer D.
Wang, Nicholas C.
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Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Wang, Nicholas C.
Wang, Stewart C.
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Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Wang, Stewart C.
Su, Grace L.
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Univ Michigan, Div Gastroenterol & Hepatol, 1500 E Med Ctr Dr 391, Ann Arbor, MI 48109 USA
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Reading Hosp, Dept ObGyn, Reading, PA USA
Thomas Jefferson Univ Hosp, Sidney Kimmel Med Coll, Dept ObGyn, Philadelphia, PA 19107 USAReading Hosp, Dept ObGyn, Reading, PA USA
Jiang, Xuezhi
Gruner, Morgan
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Reading Hosp, Dept ObGyn, Reading, PA USAReading Hosp, Dept ObGyn, Reading, PA USA
Gruner, Morgan
Tremollieres, Florence
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Hop Paule Viguier, Ctr Menopause, Toulouse, FranceReading Hosp, Dept ObGyn, Reading, PA USA
Tremollieres, Florence
Pluskiewicz, Wojciech
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Med Univ Silesia, Sch Med, Dept & Clin Internal Dis, Div Dent Zabrze,Diabetol & Nephrol Metabol Bone D, Katowice, PolandReading Hosp, Dept ObGyn, Reading, PA USA
Pluskiewicz, Wojciech
Sornay-Rendu, Elisabeth
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Univ Lyon, INSERM, Res UMR 1033, Lyon, FranceReading Hosp, Dept ObGyn, Reading, PA USA
Sornay-Rendu, Elisabeth
Adamczyk, Piotr
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Med Univ Silesia, Sch Med, Dept & Clin Pediat, Div Dent Zabrze, Katowice, PolandReading Hosp, Dept ObGyn, Reading, PA USA
Adamczyk, Piotr
Schnatz, Peter F.
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Reading Hosp, Dept ObGyn, Reading, PA USA
Reading Hosp, Internal Med, Reading, PA USA
Thomas Jefferson Univ Hosp, Sidney Kimmel Med Coll, Dept ObGyn, Philadelphia, PA 19107 USA
Thomas Jefferson Univ, Sidney Kimmel Med Coll, Dept Internal Med, Philadelphia, PA 19107 USAReading Hosp, Dept ObGyn, Reading, PA USA