Evidence map›Paper›PMID 40913713›Full record

ArticleSpine deformity2026

Surgical invasiveness, reoperation, and preoperative depression are predictive of super-utilization in adult spinal deformity surgery.

Pratibha Nayak, Richard Hostin, Jeffrey L Gum, Breton Line, Shay Bess, Lawrence G Lenke, Renaud Lafage, Justin S Smith, Bassel Diebo, Virginie Lafage and 14 more

Abstract readMulticenter Study
PubMed Publisher
In one paragraph

Article in Spine deformity, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

24 authors.

Pratibha NayakHCA Research Institute, Center for Outcomes Research Medical City Dallas, Dallas, TX, USA.
Richard HostinDepartment of Orthopedic Surgery, Medical City Dallas, 12222 N Central Expy, Suite 420, Dallas, TX, 75243, USA. rhostin@swscoli.com.ORCID http://orcid.org/0000-0003-4558-003X
Jeffrey L GumNorton Leatherman Spine Center, Louisville, KY, USA.
Breton LineInternational Spine Study Group Foundation, Denver, CO, USA.
Shay BessInternational Spine Study Group Foundation, Denver, CO, USA.
Lawrence G LenkeDepartment of Orthopedic Surgery, NewYork-Presbyterian/Columbia University Irving Medical Center, New York, NY, USA.
Renaud LafageDepartment of Orthopedic Surgery, Lennox Hill Hospital, New York, NY, USA.
Justin S SmithDepartment of Neurosurgery, University of Virginia School of Medicine, Charlottesville, VA, USA.
Bassel DieboWarren Alpert Medical School, Brown University, East Providence, RI, USA.
Virginie LafageDepartment of Orthopedic Surgery, Lennox Hill Hospital, New York, NY, USA.
Eric KlinebergDepartment of Orthopedic Surgery, The University of Texas Health Science Center at Houston, Houston, TX, USA.
Han Jo KimDepartment of Orthopedic Surgery, Hospital for Special Surgery, New York City, NY, USA.
Peter PassiasDepartment of Orthopedic Surgery, Duke University School of Medicine, Durham, NC, USA.
Khal KebaishDepartment of Orthopedic Surgery, The Johns Hopkins University, Baltimore, MD, USA.
Robert EastlackDepartment of Orthopedic Surgery, Scripps Clinic/San Diego Spine Foundation, San Diego, CA, USA.
Alan H DanielsWarren Alpert Medical School, Brown University, East Providence, RI, USA.
Gregory M MundisDepartment of Orthopedic Surgery, Scripps Clinic/San Diego Spine Foundation, San Diego, CA, USA.
Themistocles S ProtopsaltisDepartment of Orthopedic Surgery, NYU Langone Orthopedic Center, New York, NY, USA.
D Kojo HamiltonUniversity of Pittsburg School of Medicine, Pittsburgh, PA, USA.
Munish GuptaDepartment of Orthopedic Surgery, Washington University School of Medicine, Washington University, St. Louis, MO, USA.
Frank J SchwabDepartment of Orthopedic Surgery, Lennox Hill Hospital, New York, NY, USA.
Christopher I ShaffreyDepartment of Orthopedic Surgery, Duke University School of Medicine, Durham, NC, USA.
Christopher P AmesDepartment of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA.
International Spine Study Group

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeA subset of adult spinal deformity (ASD) patients undergoing corrective surgery receive a disproportionate level of medical resources and incur greater costs. We examined the characteristics of such super-utilizers of health care resources among ASD patients.

methodsThis prospective, multicenter study analyzed data from ASD patients with > 4 levels of spinal fusion and a minimum 2-year follow-up. Index and total episode-of-care (EOC) costs in 2022 US dollars were calculated using average itemized direct costs obtained from administrative hospital records. Patients with total 2-year EOC cost > 90th percentile were considered super-utilizers, the characteristics of which we identified through a multivariate generalized logistic model.

resultsOf 1299 eligible patients, mean age was 60 years, 73% were female and 92% were Caucasian. Super-utilizers were older (+2.1 years; p = 0.012), had greater depression (34.2 vs 25.7%; p = 0.03), increased frailty (p = 0.009) comorbidities (p = 0.005), higher reoperation rates (54.4 vs 15.0%; p < 0.001), hospital length of stay (+ 3 days; p < 0.0001), higher surgical invasiveness (+28.6; p < 0.001), more vertebrae fused (+ 3; p < 0.0001); interbody fusions (80 vs 55%; p < 0.0001), bone morphogenetic protein (BMP) use (87.3 vs 69.4%; p = 0.0001), operative time (+91 min; p < 0.0001), and blood loss (+620 mL; p < 0.0001) compared to other ASD patients. Index cost was 65% (p < 0.0001), and cost/quality-adjusted life-year was three times higher among super-utilizers.

conclusionASD patients with depression who undergo more complex or revision spinal surgical procedures are more likely to be super-utilizers. Identifying likely super-utilizers within the ASD population may enable targeted interventions and preoperative planning to reduce unnecessary costs, while improving patient outcomes.

Indexed as

DepressionReoperationSpinal CurvaturesSpinal FusionAdultAgedFemaleHumansLength of StayMaleMiddle AgedPreoperative PeriodProspective StudiesAdultAdult spinal deformityCost–benefit analysisHealth care costsQuality of lifeSpinal diseases

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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.