{"title":"Development of a Nomogram to Predict the Risk of Occipital Pressure Injury in Patients With Craniocerebral Injury.","authors":"Chunfang Xu, Siyi Jin, Rongrong Wang, Wenyi Li, Chen Pan, Lifang Xia, Wenping Dong, Quying Qiu","doi":"10.1111/jocn.70129","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To investigate the risk factors associated with occipital pressure injury in patients with craniocerebral injury and to develop a risk prediction model for assessing the risk of occipital pressure injury in patients in this population.</p><p><strong>Methods: </strong>We conducted a prospective cohort study with descriptive analysis. A cohort of 455 patients diagnosed with craniocerebral injury and treated in our neurosurgery department and NSICU of our hospital, who met the criteria, were selected for this study. We collected the clinical data in the neurosurgery ward and Neurosurgical Intensive Care Unit (NSICU) from October 2022 to September 2024. Using R randomisation, we established: Test group (n = 324), validation group (n = 131). Then we performed both univariate and multivariate regression analysis to identify the independent risk factors of occipital pressure injury and developed a predictive model based on these findings. H-L test (Hosmer-Lemeshow test) was used to evaluate the accuracy and specificity of the model.</p><p><strong>Results: </strong>Among the 455 patients with craniocerebral injury, 324 were randomly selected into the test group, within which 42 developed occipital pressure injuries, representing a 12.96% incidence rate. Univariate analysis showed that there were significant differences (p < 0.05) between terms of gender, Braden scale score, Glasgow score, APACHE II score, NRS2002, Barthel scale, presence of edema, use of vasoactive drugs, use of mechanical ventilator, ICU stay length, MDRO infection, hair friction, use of head circular dressing, surgical interventions, drainage tube placement, surgery duration, volume of red blood cell infusion and length of using mechanical ventilation. Multivariate logistic regression analysis showed that gender, APACHE II score, length of using mechanical ventilation, and use of head circular dressing were independent risk factors for the development of occipital pressure injuries. A nomogram predictive model was formulated based on these factors and demonstrated excellent discriminative ability (AUC = 0.888).</p><p><strong>Conclusion: </strong>The occipital pressure injury risk predictive model for patients with craniocerebral injury performed strong predictive capacity in this study. It provides theoretical guidance for early formulation of predictive intervention strategies. We prepared this article in accordance with the STROBE checklist.</p>","PeriodicalId":50236,"journal":{"name":"Journal of Clinical Nursing","volume":" ","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2025-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Clinical Nursing","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1111/jocn.70129","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NURSING","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: To investigate the risk factors associated with occipital pressure injury in patients with craniocerebral injury and to develop a risk prediction model for assessing the risk of occipital pressure injury in patients in this population.
Methods: We conducted a prospective cohort study with descriptive analysis. A cohort of 455 patients diagnosed with craniocerebral injury and treated in our neurosurgery department and NSICU of our hospital, who met the criteria, were selected for this study. We collected the clinical data in the neurosurgery ward and Neurosurgical Intensive Care Unit (NSICU) from October 2022 to September 2024. Using R randomisation, we established: Test group (n = 324), validation group (n = 131). Then we performed both univariate and multivariate regression analysis to identify the independent risk factors of occipital pressure injury and developed a predictive model based on these findings. H-L test (Hosmer-Lemeshow test) was used to evaluate the accuracy and specificity of the model.
Results: Among the 455 patients with craniocerebral injury, 324 were randomly selected into the test group, within which 42 developed occipital pressure injuries, representing a 12.96% incidence rate. Univariate analysis showed that there were significant differences (p < 0.05) between terms of gender, Braden scale score, Glasgow score, APACHE II score, NRS2002, Barthel scale, presence of edema, use of vasoactive drugs, use of mechanical ventilator, ICU stay length, MDRO infection, hair friction, use of head circular dressing, surgical interventions, drainage tube placement, surgery duration, volume of red blood cell infusion and length of using mechanical ventilation. Multivariate logistic regression analysis showed that gender, APACHE II score, length of using mechanical ventilation, and use of head circular dressing were independent risk factors for the development of occipital pressure injuries. A nomogram predictive model was formulated based on these factors and demonstrated excellent discriminative ability (AUC = 0.888).
Conclusion: The occipital pressure injury risk predictive model for patients with craniocerebral injury performed strong predictive capacity in this study. It provides theoretical guidance for early formulation of predictive intervention strategies. We prepared this article in accordance with the STROBE checklist.
期刊介绍:
The Journal of Clinical Nursing (JCN) is an international, peer reviewed, scientific journal that seeks to promote the development and exchange of knowledge that is directly relevant to all spheres of nursing practice. The primary aim is to promote a high standard of clinically related scholarship which advances and supports the practice and discipline of nursing. The Journal also aims to promote the international exchange of ideas and experience that draws from the different cultures in which practice takes place. Further, JCN seeks to enrich insight into clinical need and the implications for nursing intervention and models of service delivery. Emphasis is placed on promoting critical debate on the art and science of nursing practice.
JCN is essential reading for anyone involved in nursing practice, whether clinicians, researchers, educators, managers, policy makers, or students. The development of clinical practice and the changing patterns of inter-professional working are also central to JCN''s scope of interest. Contributions are welcomed from other health professionals on issues that have a direct impact on nursing practice.
We publish high quality papers from across the methodological spectrum that make an important and novel contribution to the field of clinical nursing (regardless of where care is provided), and which demonstrate clinical application and international relevance.