Evidence map›Paper›PMID 29562073›Full record

ArticleJAMA surgery2018

Association of Frailty With Failure to Rescue After Low-Risk and High-Risk Inpatient Surgery.

Rupen Shah, Kristopher Attwood, Shipra Arya, Daniel E Hall, Jason M Johanning, Emmanuel Gabriel, Anthony Visioni, Steven Nurkin, Moshim Kukar, Steven Hochwald and 1 more

Abstract read
In one paragraph

Article in JAMA surgery, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
72citing papers in PubMed, 4 pooled it
10.3field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

72 citing papers in PubMed, 4 syntheses or guidelines pooled it, 179 citations in OpenAlex.

  1. Guideline
  2. Pooled it
  3. Frailty Screening Using the Risk Analysis Index: A User Guide.Joint Commission journal on quality and patient safety · 2025
    Pooled it
  4. Pooled it
  5. Trial
  6. Trial
  7. Article
  8. Review
  9. Article
  10. Article
  11. Review
  12. Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Optimizing Ventilation Strategies to Reduce Pulmonary Complications in Frail Patients: A Comparative Study.Medical science monitor : international medical journal of experimental and clinical research · 2025
    Observational
  19. Article
  20. Article

12 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors at 5 institutions in 1 country.

Rupen ShahDepartment of Surgery, Henry Ford Health System, Detroit, Michigan.
Kristopher AttwoodDepartment of Biostatistics, Roswell Park Cancer Institute, Buffalo, New York.
Shipra AryaDivision of Vascular and Endovascular Therapy, Department of Surgery, Emory University, Atlanta, Georgia.
Daniel E HallCenter for Health Equity Research and Promotion, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania.
Jason M JohanningDepartment of Surgery, University of Nebraska Medical Center, Omaha.
Emmanuel GabrielDepartment of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
Anthony VisioniDepartment of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
Steven NurkinDepartment of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
Moshim KukarDepartment of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
Steven HochwaldDepartment of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
Nader N MassarwehVA Health Services Research and Development Service, Center for Innovations in Quality, Effectiveness and Safety, Michael E DeBakey VA Medical Center, Houston, Texas.
Roswell Park Comprehensive Cancer Center · USBaylor College of Medicine · USEmory University · USUniversity of Nebraska Medical Center · USUniversity of Pittsburgh · US

Funding

Two-Spirit Films in Indigenous Cancer HealthP30CA016056 · NCI · ROSWELL PARK CANCER INSTITUTE CORP · PI Dean G. Tang · 1985 to 2026
$116.6M
Failure to rescue in frail surgical patientsR03AG050930 · NIA · STANFORD UNIVERSITY · PI ARYA, SHIPRA · 2016 to 2017
$234k
NCI NIH HHS P30 CA016056NIA NIH HHS R03 AG050930
6 · The paper itself

Abstract

Importance: Failure to rescue (FTR), or death after a potentially preventable complication, is a nationally endorsed, publicly reported quality measure. However, little is known about the impact of frailty on FTR, in particular after low-risk surgical procedures. Objective: To assess the association of frailty with FTR in patients undergoing inpatient surgery. Design, Setting, and Participants: This study assessed a cohort of 984 550 patients undergoing inpatient general, vascular, thoracic, cardiac, and orthopedic surgery in the National Surgical Quality Improvement Program between January 1, 2005, and December 31, 2012. Frailty was assessed using the Risk Analysis Index (RAI), and patients were stratified into 5 groups (RAI score, ≤10, 11-20, 21-30, 31-40, and >40). Procedures were categorized as low mortality risk (≤1%) or high mortality risk (>1%). The association between RAI scores, the number of postoperative complications (0, 1, 2, or 3 or more), and FTR was evaluated using hierarchical modeling. Main Outcomes and Measures: The number of postoperative complications and inpatient FTR. Results: A total of 984 550 patients were included, with a mean (SD) age of 58.2 (17.1) years; women were 549 281 (55.8%) of the cohort. For patients with RAI scores of 10 or less, major complication rates after low-risk surgery were 3.2%; rates of those with RAI scores of 11 to 20, 21 to 30, 31 to 40, and more than 40 were 8.6%, 13.5%, 23.8%, and 36.4%, respectively. After high-risk surgery, these rates were 13.5% for those with scores of 10 or less, 23.7% for those with scores of 11 to 20, 31.1% for those with scores of 21 to 30, 42.5% for those with scores of 31 to 40, and 54.4% for those with scores of more than 40. Stratifying by the number of complications, significant increases in FTR were observed across RAI categories after both low-risk and high-risk procedures. After a low-risk procedure, odds of FTR after 1 major complication for patients with RAI scores of 11 to 20 increased 5-fold over those with RAI scores of 10 or less (odds ratio [OR], 5.3; 95% CI, 3.9-7.1). Odds ratios were 8.1 (95% CI, 5.6-11.7) for patients with RAI scores of 21 to 30; 22.3 (95% CI, 13.9-35.6) for patients with scores of 31 to 40; and 43.9 (95% CI, 19-101.1) for patients with scores of more than 40. For patients undergoing a high-risk procedure, the corresponding ORs were likewise consistently elevated (RAI score 11-20: OR, 2.5; 95% CI, 2.3-2.7; vs RAI score 21-30: 5.1; 95% CI, 4.6-5.5; vs RAI score 31-40: 8.9; 95% CI, 8.1-9.9; vs RAI score >40: 18.4; 95% CI, 15.7-21.4). Conclusions and Relevance: Frailty has a dose-response association with complications and FTR, which is apparent after low-risk and high-risk inpatient surgery. Systematic assessment of frailty in preoperative patients may help refine estimates of surgical risk that could identify patients who might benefit from perioperative interventions designed to enhance physiologic reserve and potentially mitigate aspects of procedural risk, and would provide a framework for shared decision-making regarding the value of a given surgical procedure.

Indexed as

Quality ImprovementAdultAgedFailure to Rescue, Health CareFemaleFrailtyHealth StatusHumansMaleMiddle AgedPostoperative ComplicationsRetrospective StudiesRisk AssessmentSurgical Procedures, OperativeUnited States

Identifiers

PMID29562073
PMCPMC5875343
OpenAlexW2793221011

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.