Evidence map›Paper›PMID 41324697›Full record

ArticleChild's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery2025

Development and validation of a nomogram for prediction of survival in adolescent spinal cord injury patients.

Liliana R Ladner, Julianna L Barbaro, Joshua A Cuoco, Collin Tanchanco, Steven M Thomas, Neel Patel, Srijan Adhikari, Cole Sloboda, Vaibhav M Patel, Adelou L Olasunkanmi and 3 more

Abstract readValidation Study
PubMed Publisher
In one paragraph

Article in Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery, 2025. 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

13 authors.

Liliana R LadnerDepartment of Neurosurgery, Medical University of South Carolina, 169 Ashley Avenue, Charleston, SC, 29425, USA. ladnerl@musc.edu.
Julianna L BarbaroVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Joshua A CuocoVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Collin TanchancoVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Steven M ThomasVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Neel PatelVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Srijan AdhikariVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Cole SlobodaVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Vaibhav M PatelVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Adelou L OlasunkanmiVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Cara M RogersVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Eric A MarvinVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.
Brendan J KleinVirginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA, 24016, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeAmong all pediatric injuries, spinal cord injuries in children carry the highest morbidity and mortality yet literature on pediatric spinal cord injury remains sparse. This study aims to investigate factors associated with survival following spinal cord injury in the adolescent population.

methodsAdolescent patients (defined in this study as 15-18 years of age) with a spinal cord injury were identified from the National Spinal Cord Injury Statistical Center (NSCISC) database between 1972 and 2021. Significant predictors of overall survival (OS) were identified with univariate and multivariable Cox proportional hazard modeling. Such variables were incorporated into a predictive nomogram for one-, two-, and three-year survival probability. The reliability of the nomogram was evaluated with receiver operating characteristic curves, calibration curves, and decision curves for training and validation datasets. Two way ANOVAs were run to evaluate age-related differences in survival across all included clinical characteristics.

resultsA total of 1,208 patients were identified in the cohort, which included 966 in the training cohort and 242 in the validation cohort. In the univariate analyses, there was a significant predictive value of increasing age (hazard ratio [1] 1.080 [1.000-1.167], p = 0.049), African-American race (HR 1.338 [1.111-1.613], p = 0.002), and ventilator dependence (HR 3.440 [2.516-4.702], p < 0.001) on reduced survival. All variables deemed significant in the univariate analysis remained significant predictors of poor survival in the multivariable analysis, including increasing age (HR 1.106 [1.018-1.201], p = 0.017), African-American race (HR 1.354 [1.119-1.638]), and ventilator dependence (HR 3.565 [2.559-4.969], p < 0.001). A nomogram was developed to assess the probability of one-, two-, and three-year survival based on the model incorporating age, African-American race, and ventilator dependence. In the validation dataset, the calibration curves demonstrated good fit of the predicted outcomes to the observed outcomes at one-, two- and three-years with C-indices of 0.720, 0.713, and 0.696 respectively.

conclusionThis present study generated a nomogram for survival in adolescent spinal cord injury. We highlight statistically validated risk factors, including age, African American race, and ventilator dependence, which are significant predictors of poor survival. These data provide a clinical adjunct to assess survival probability in adolescents with spinal cord injury and may aid with clinical decision-making.

Indexed as

NomogramsSpinal Cord InjuriesAdolescentCohort StudiesFemaleHumansMaleReproducibility of ResultsAdolescentNomogramPredictive modelingSpinal cord injury

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.