Recalibration and External Validation of the Risk Analysis Index A Surgical Frailty Assessment Tool

被引:135
|
作者
Arya, Shipra [1 ,2 ]
Varley, Patrick [3 ]
Youk, Ada [4 ,5 ]
Borrebach, Jeffrey D. [6 ]
Perez, Sebastian [7 ]
Massarweh, Nader N. [8 ,9 ]
Johanning, Jason M. [10 ,11 ]
Hall, Daniel E. [3 ,4 ,5 ]
机构
[1] Stanford Univ, Div Vasc Surg, Sch Med, Stanford, CA 94305 USA
[2] VA Palo Alto Healthcare Syst, Ctr Innovat Implementat, Palo Alto, CA USA
[3] Univ Pittsburgh, Dept Surg, Pittsburgh, PA USA
[4] VA Pittsburgh Healthcare Syst, Ctr Hlth Equ Res & Promot, Pittsburgh, PA USA
[5] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Biostat, Pittsburgh, PA 15261 USA
[6] Univ Pittsburgh, Med Ctr, Wolff Ctr, UPMC, Pittsburgh, PA USA
[7] Emory Univ, Dept Surg, Atlanta, GA 30322 USA
[8] Michael E DeBakey VA Med Ctr, Ctr Innovat Qual Effectiveness & Safety, Houston, TX USA
[9] Baylor Coll Med, Michael DeBakey Dept Surg, Houston, TX 77030 USA
[10] Univ Nebraska Med Ctr, Dept Surg, Omaha, NE USA
[11] Nebraska Western Iowa VA Hlth Syst, Omaha, NE USA
关键词
frailty; frailty screening; risk analysis index; surgery;
D O I
10.1097/SLA.0000000000003276
中图分类号
R61 [外科手术学];
学科分类号
摘要
Objective and Background: The Risk Analysis Index (RAI) predicts 30-, 180-, and 365-day mortality based on variables constitutive of frailty. Initially validated, in a single-center Veteran hospital, we sought to improve model performance by recalibrating the RAI in a large, veteran surgical registry, and to externally validate it in both a national surgical registry and a cohort of surgical patients for whom RAI was measured prospectively before surgery. Methods: The RAI was recalibrated among development and confirmation samples within the Veterans Affairs Surgical Quality Improvement Program (VASQIP; 2010-2014; N = 480,731) including major, elective noncardiac surgery patients to create the revised RAI (RAI-rev), comparing discrimination and calibration. The model was tested externally in the American College of Surgeons National Surgical Quality Improvement Program dataset (NSQIP; 2005-2014; N = 1,391,785), and in a prospectively collected cohort from the Nebraska Western Iowa Health Care System VA (NWIHCS; N = 6,856). Results: Recalibrating the RAI significantly improved discrimination for 30-day [c = 0.84-0.86], 180-day [c = 0.81-0.84], and 365-day mortality [c = 0.78-0.82] (P < 0.001 for all) in VASQIP. The RAI-rev also had markedly better calibration (median absolute difference between observed and predicted 180-day mortality: decreased from 8.45% to 1.23%). RAI-rev was highly predictive of 30-day mortality (c = 0.87) in external validation with excellent calibration (median absolute difference between observed and predicted 30-day mortality: 0.6%). The discrimination was highly robust in men (c = 0.85) and women (c = 0.89). Discrimination also improved in the prospectively measured cohort from NWIHCS for 180-day mortality [c = 0.77 to 0.80] (P < 0.001). Conclusions: The RAI-rev has improved discrimination and calibration as a frailty-screening tool in surgical patients. It has robust external validity in men and women across a wide range of surgical settings and available for immediate implementation for risk assessment and counseling in preoperative patients.
引用
收藏
页码:996 / 1005
页数:10
相关论文
共 50 条
  • [31] Re: External validation of the Paediatric Risk of Malignancy Index
    Loh, Amos Hong Pheng
    Lee, York Tien
    Lam, Shu Lin
    Ong, Chiou Li
    BJOG-AN INTERNATIONAL JOURNAL OF OBSTETRICS AND GYNAECOLOGY, 2016, 123 (08) : 1399 - 1399
  • [32] Reply to AlbulushidFrailty d Frailty Index as a Potential Assessment Tool for Multidomain Frailty in Heart Failure
    Inoue, Hanako
    Fujimoto, Yudai
    Matsue, Yuya
    CANADIAN JOURNAL OF CARDIOLOGY, 2024, 40 (09) : 1756 - 1756
  • [33] External validation of the Johns Hopkins Fall Risk Assessment Tool in older Dutch hospitalized patients
    Birgit A. Damoiseaux-Volman
    Natasja M. van Schoor
    Stephanie Medlock
    Johannes A. Romijn
    Nathalie van der Velde
    Ameen Abu-Hanna
    European Geriatric Medicine, 2023, 14 : 69 - 77
  • [34] Development and validation of a frailty index compatible with three interRAI assessment instruments
    Abey-Nesbit, Rebecca
    Bergler, Ulrich
    Pickering, John W.
    Nishtala, Prasad S.
    Jamieson, Hamish
    AGE AND AGEING, 2022, 51 (08)
  • [35] External validation of the Johns Hopkins Fall Risk Assessment Tool in older Dutch hospitalized patients
    Damoiseaux-Volman, Birgit A.
    van Schoor, Natasja M.
    Medlock, Stephanie
    Romijn, Johannes A.
    van der Velde, Nathalie
    Abu-Hanna, Ameen
    EUROPEAN GERIATRIC MEDICINE, 2023, 14 (01) : 69 - 77
  • [36] The Fine Line Between Simplicity and Oversimplification: Comparing the Risk Analysis Index and 5-Factor Modified Frailty Index as Frailty Assessment Tools
    Owodunni, Oluwafemi P.
    Uzoukwu, Cynthia
    Courville, Evan N.
    Schmidt, Meic H.
    Bowers, Christian A.
    NEUROSPINE, 2023, 20 (02) : 728 - 730
  • [37] External validation of the adult spinal deformity (ASD) frailty index (ASD-FI)
    Miller, Emily K.
    Vila-Casademunt, Alba
    Neuman, Brian J.
    Sciubba, Daniel M.
    Kebaish, Khaled M.
    Smith, Justin S.
    Alanay, Ahmet
    Acaroglu, Emre R.
    Kleinstueck, Frank
    Obeid, Ibrahim
    Sanchez Perez-Grueso, Francisco Javier
    Carreon, Leah Y.
    Schwab, Frank J.
    Bess, Shay
    Scheer, Justin K.
    Lafage, Virginie
    Shaffrey, Christopher I.
    Pellise, Ferran
    Ames, Christopher P.
    EUROPEAN SPINE JOURNAL, 2018, 27 (09) : 2331 - 2338
  • [38] External validation of the adult spinal deformity (ASD) frailty index (ASD-FI)
    Emily K. Miller
    Alba Vila-Casademunt
    Brian J. Neuman
    Daniel M. Sciubba
    Khaled M. Kebaish
    Justin S. Smith
    Ahmet Alanay
    Emre R. Acaroglu
    Frank Kleinstück
    Ibrahim Obeid
    Francisco Javier Sánchez Pérez-Grueso
    Leah Y. Carreon
    Frank J. Schwab
    Shay Bess
    Justin K. Scheer
    Virginie Lafage
    Christopher I. Shaffrey
    Ferran Pellisé
    Christopher P. Ames
    European Spine Journal, 2018, 27 : 2331 - 2338
  • [39] Development and validation of the FRAGIRE tool for assessment an older person's risk for frailty (vol 16, 187, 2016)
    Vernerey, Dewi
    Anota, Amelie
    Vandel, Pierre
    Paget-Bailly, Sophie
    Dion, Michele
    Bailly, Vanessa
    Bonin, Marie
    Pozet, Astrid
    Foubert, Audrey
    Benetkiewicz, Magdalena
    Manckoundia, Patrick
    Bonnetain, Franck
    BMC GERIATRICS, 2016, 16
  • [40] Design and validation of an assessment tool for open surgical procedures
    Neil Rittenhouse
    Bharat Sharma
    Ranil Sonnadara
    Alex Mihailidis
    Teodor Grantcharov
    Surgical Endoscopy, 2014, 28 : 918 - 924