Can Comprehensive Imaging Analysis with Analytic Morphomics and Geriatric Assessment Predict Serious Complications in Patients Undergoing Pancreatic Surgery?
被引:13
作者:
Benjamin, Andrew J.
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机构:
Univ Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Benjamin, Andrew J.
[1
]
Buschmann, Mary M.
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机构:
Univ Chicago, Dept Med, Sect Geriatr & Palliat Med, 5841 S Maryland Ave, Chicago, IL 60637 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Buschmann, Mary M.
[2
]
Schneider, Andrew
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h-index: 0
机构:
Univ Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Schneider, Andrew
[1
]
Derstine, Brian A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Morph Anal Grp, Ann Arbor, MI 48109 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Derstine, Brian A.
[3
]
Friedman, Jeffrey F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Morph Anal Grp, Ann Arbor, MI 48109 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Friedman, Jeffrey F.
[3
]
Wang, Stewart C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Morph Anal Grp, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Wang, Stewart C.
[3
,4
]
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Dale, William
[2
]
Roggin, Kevin K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USAUniv Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
Roggin, Kevin K.
[1
]
机构:
[1] Univ Chicago, Dept Surg, 5841 S Maryland Ave, Chicago, IL 60637 USA
[2] Univ Chicago, Dept Med, Sect Geriatr & Palliat Med, 5841 S Maryland Ave, Chicago, IL 60637 USA
[3] Univ Michigan, Morph Anal Grp, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USA
We aimed to determine whether comprehensive imaging analysis with analytic morphomics (AM) enhances or replaces geriatric assessment (GA) in risk-stratifying pancreatic surgery patients. One hundred thirty-four pancreatic surgery patients were identified from a prospective cohort. Sixty-three patients in the cohort had preoperative CT scans in addition to comprehensive geriatric assessments. CT scans were processed using AM. Associations with National Surgical Quality Improvement Program (NSQIP) serious complications were evaluated using univariate analysis and robust elastic net modeling to obtain AUROC curves by adding AM and GA measures to our previously defined clinical base risk model (age, body mass index, American Society of Anesthesiologists classification, and Charlson comorbidity index). NSQIP serious complications were associated with low psoas Hounsfield units (HUs) (p = 0.002), low-density (0 to 30 HU) psoas area (p = 0.01), visceral fat HU (p <= 0.001), visceral fat area (p = 0.009), subcutaneous fat HU (p = 0.023), and total body area (p = 0.012) on univariate analysis. Elastic net models incorporating the base model with geriatric assessment and psoas HU (AUC = 0.751), and AM alone (AUC = 0.739) have greater predictive value than the base model alone (AUC = 0.601). The model utilizing AM and GA in combination had the highest predictive value (AUC = 0.841). When combined, AM and GA improve prediction of NSQIP serious complications compared to either technique alone. The additive nature of these two modalities suggests they likely capture unique aspects of a patient's fitness for surgery.
机构:
Univ Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, EnglandUniv Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, England
Audisio, Riccardo A.
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van Leeuwen, Barbara L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Groningen, Univ Med Ctr Groningen, Dept Surg, NL-9713 AV Groningen, NetherlandsUniv Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, England
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Choi, Younak
;
Oh, Do-Youn
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Oh, Do-Youn
;
Kim, Tae-Yong
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Kim, Tae-Yong
;
Lee, Kyung-Hun
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Lee, Kyung-Hun
;
Han, Sae-Won
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Han, Sae-Won
;
Im, Seock-Ah
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Im, Seock-Ah
;
Kim, Tae-You
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Kim, Tae-You
;
Bang, Yung-Jue
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
机构:
Univ Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Cohan, Jessica N.
;
Bacchetti, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Bacchetti, Peter
;
Varma, Madhulika G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Surg, Sect Colorectal Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Varma, Madhulika G.
;
Finlayson, Emily
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
机构:
Univ Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, EnglandUniv Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, England
Audisio, Riccardo A.
;
van Leeuwen, Barbara L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Groningen, Univ Med Ctr Groningen, Dept Surg, NL-9713 AV Groningen, NetherlandsUniv Liverpool, St Helens Teaching Hosp, St Helens, Merseyside, England
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Choi, Younak
;
Oh, Do-Youn
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Oh, Do-Youn
;
Kim, Tae-Yong
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Kim, Tae-Yong
;
Lee, Kyung-Hun
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Lee, Kyung-Hun
;
Han, Sae-Won
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Han, Sae-Won
;
Im, Seock-Ah
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Im, Seock-Ah
;
Kim, Tae-You
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Kim, Tae-You
;
Bang, Yung-Jue
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
机构:
Univ Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Cohan, Jessica N.
;
Bacchetti, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Bacchetti, Peter
;
Varma, Madhulika G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Surg, Sect Colorectal Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Varma, Madhulika G.
;
Finlayson, Emily
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Surg, San Francisco, CA USAUniv Calif San Francisco, Philip R Lee Inst Hlth Policy Studies, San Francisco, CA 94143 USA