Evidence map›Paper›PMID 34346037›Full record

ArticleNeurocritical care2022

A Nomogram for Predicting Acute Respiratory Failure After Cervical Traumatic Spinal Cord Injury Based on Admission Clinical Findings.

Yongfan Xie, Yongyi Wang, Yong Zhou, Mingxing Liu, Shengli Li, Yue Bao, Wenbo Jiang, Siwei Tang, Fangbao Li, Hao Xue and 5 more

Open access · hybridAbstract read
In one paragraph

Article in Neurocritical care, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
2.3field-weighted citation impact, top 12% 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

12 citing papers in PubMed, 1 synthesis or guideline pooled it, 18 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Diaphragmatic Ultrasound Parameters as Predictors of Weaning Success in Cervical Spinal Cord Injury.Medical science monitor : international medical journal of experimental and clinical research · 2026
    Article
  4. Article
  5. Rewiring the Lung-CNS Axis After Spinal Cord Injury.Journal of inflammation research · 2026
    Review
  6. Article
  7. Observational
  8. Machine learning for the prediction of postoperative nosocomial pulmonary infection in patients with spinal cord injury.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2023
    Article
  9. Review
  10. Review
  11. Article
  12. Article
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

15 authors at 3 institutions in 1 country.

Yongfan Xie *Department of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China.
Yongyi Wang *Department of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China.
Yong Zhou *Department of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China.
Mingxing LiuDepartment of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China.
Shengli LiDepartment of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China.
Yue BaoDepartment of Neurosurgery, Qingdao Municipal Hospital, No. 5 Donghai Zhong Road, Qingdao, 266071, Shandong, People's Republic of China.
Wenbo JiangDepartment of Neurosurgery, Qingdao Municipal Hospital, No. 5 Donghai Zhong Road, Qingdao, 266071, Shandong, People's Republic of China.
Siwei TangDepartment of Neurosurgery, Neuro Intensive Care Unit, Qingdao Municipal Hospital, No. 5 Donghai Zhong Road, Qingdao, 266071, Shandong, People's Republic of China.
Fangbao LiDepartment of Neurosurgery, Qingdao Municipal Hospital, No. 5 Donghai Zhong Road, Qingdao, 266071, Shandong, People's Republic of China.
Hao XueDepartment of Neurosurgery, Qilu Hospital of Shandong University and Institute of Brain and Brain-Inspired Science, Shandong University, No.107 Wenhua Xi Road, Jinan, Shandong, People's Republic of China.
Luo LiSchool of Medicine, Qingdao University, No. 308 Ningxia Road, Qingdao, 266011, Shandong, People's Republic of China.
Xingyuan GongDepartment of Neurosurgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China.
Yongliang LiuDepartment of Neurosurgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China. sp_lyl@163.com.
Weimin WangDepartment of Neurosurgery, Qingdao Municipal Hospital (Headquarters), No. 1 Jiaozhou Road, Qingdao, 266011, Shandong, People's Republic of China. wangweiminqdmh@gmail.com.
Tong LiDepartment of Neurosurgery, Qingdao Municipal Hospital, No. 5 Donghai Zhong Road, Qingdao, 266071, Shandong, People's Republic of China. kiddlitong@163.com.ORCID 0000-0002-2608-2855
Qingdao University · CNBinzhou Medical University · CNQilu Hospital of Shandong University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesAcute respiratory failure (ARF) is a common medical complication in patients with cervical traumatic spinal cord injury (TSCI). To identify independent predictors for ARF onset in patients who underwent cervical TSCI without premorbid respiratory diseases and to apply appropriate medical supports based on accurate prediction, a nomogram relating admission clinical information was developed for predicting ARF during acute care period.

methodsWe retrospectively reviewed clinical profiles of patients who suffered cervical TSCI and were emergently admitted to Qingdao Municipal Hospital from 2014 to 2020 as the training cohort. Univariate analysis was performed using admission clinical variables to estimate associated factors and a nomogram for predicting ARF occurrence was generated based on the independent predictors from multivariate logistic regression analysis. This nomogram was assessed by concordance index for discrimination and calibration curve with internal-validated bootstrap strategy. Receiver operating characteristic curve was conducted to compare the predictive accuracy between the nomogram and the traditional gold standard, which combines neuroimaging and neurological measurements by using area under the receiver operating characteristic curve (AUC). An additional 56-patient cohort from another medical center was retrospectively reviewed as the test cohort for external validation of the nomogram.

results162 patients were eligible for this study and were included in the training cohort, among which 25 individuals developed ARF and were recorded to endure more complications. Despite the aggressive treatments and prolonged intensive care unit cares, 14 patients insulted with ARF died. Injury level, American Spinal Injury Association Impairment Scale (AIS) grade, admission hemoglobin (Hb), platelet to lymphocyte ratio, and neutrophil percentage to albumin ratio (NPAR) were independently associated with ARF onset. The concordance index of the nomogram incorporating these predictors was 0.933 in the training cohort and 0.955 in the test cohort, although both calibrations were good. The AUC of the nomogram was equal to concordance index, which presented better predictive accuracy compared with previous measurements using neuroimaging and AIS grade (AUC 0.933 versus 0.821, Delong's test p < 0.001). Similar significant results were also found in the test cohort (AUC 0.955 versus 0.765, Delong's test p = 0.034). In addition, this nomogram was translated to a Web-based calculator that could generate individual probability for ARF in a visualized form.

conclusionsThe nomogram incorporating the injury level, AIS grade, admission Hb, platelet to lymphocyte ratio, and NPAR is a promising model to predict ARF in patients with cervical TSCI who are absent from previous respiratory dysfunction. This nomogram can be offered to clinicians to stratify patients, strengthen evidence-based decision-making, and apply appropriate individualized treatment in the field of acute clinical care.

Indexed as

Respiratory InsufficiencySpinal Cord InjuriesSpinal InjuriesHumansNomogramsRetrospective StudiesAcute respiratory failureCervical traumatic spinal cord injuryInflammationMalnutritionNomogram

Identifiers

PMID34346037
PMCPMC8964578
OpenAlexW3192336996

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.