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Park DJ, Baik SM, Lee H, Park H, Lee JM. Impact of nutrition-related laboratory tests on mortality of patients who are critically ill using artificial intelligence: A focus on trace elements, vitamins, and cholesterol. Nutr Clin Pract 2024. [PMID: 39450866 DOI: 10.1002/ncp.11238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 09/12/2024] [Accepted: 09/30/2024] [Indexed: 10/26/2024] Open
Abstract
BACKGROUND This study aimed to understand the collective impact of trace elements, vitamins, cholesterol, and prealbumin on patient outcomes in the intensive care unit (ICU) using an advanced artificial intelligence (AI) model for mortality prediction. METHODS Data from ICU patients (December 2016 to December 2021), including serum levels of trace elements, vitamins, cholesterol, and prealbumin, were retrospectively analyzed using AI models. Models employed included category boosting (CatBoost), extreme gradient boosting (XGBoost), light gradient boosting machine (LGBM), and multilayer perceptron (MLP). Performance was evaluated using area under the receiver operating characteristic curve (AUROC), accuracy, precision, recall, and F1-score. The performance was evaluated using 10-fold crossvalidation. The SHapley Additive exPlanations (SHAP) method provided interpretability. RESULTS CatBoost emerged as the top-performing individual AI model with an AUROC of 0.756, closely followed by LGBM, MLP, and XGBoost. Furthermore, the ensemble model combining these four models achieved the highest AUROC of 0.776 and more balanced metrics, outperforming all models. SHAP analysis indicated significant influences of prealbumin, Acute Physiology and Chronic Health Evaluation II score, and age on predictions. Notably, the ratios of selenium to age and low-density lipoprotein to total cholesterol also had a notable impact on the models' output. CONCLUSION The study underscores the critical role of nutrition-related parameters in ICU patient outcomes. Advanced AI models, particularly in an ensemble approach, demonstrated improved predictive accuracy. SHAP analysis offered insights into specific factors influencing patient survival, highlighting the need for broader consideration of these biomarkers in critical care management.
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Affiliation(s)
- Dong Jin Park
- Department of Laboratory Medicine, College of Medicine, Eunpyeong St. Mary's Hospital, The Catholic University of Korea, Seoul, Korea
| | - Seung Min Baik
- Department of Surgery, Division of Critical Care Medicine, Ewha Womans University Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, Korea
- Department of Surgery, Korea University College of Medicine, Seoul, Korea
| | - Hanyoung Lee
- Department of Surgery, Division of Acute Care Surgery, Korea University Anam Hospital, Seoul, Korea
| | - Hoonsung Park
- Department of Surgery, Division of Acute Care Surgery, Korea University Anam Hospital, Seoul, Korea
| | - Jae-Myeong Lee
- Department of Surgery, Division of Acute Care Surgery, Korea University Anam Hospital, Seoul, Korea
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Stef A, Bodolea C, Cainap SS, Muntean M, Solomonean AG, Tintiuc N, Mada RO, Cismaru G. Lower Levels of Vitamin D Are Associated with Higher Vasoactive-Inotropic Scores in Major Cardiac Surgery. Life (Basel) 2024; 14:1349. [PMID: 39598148 PMCID: PMC11595299 DOI: 10.3390/life14111349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 10/13/2024] [Accepted: 10/18/2024] [Indexed: 11/29/2024] Open
Abstract
BACKGROUND The vasoactive-inotropic score (VIS) predicts unfavorable outcomes after cardiac surgery in both children and adults. In our adult population, we investigated whether preoperative levels of vitamin D can predict the VIS and whether both vitamin D and the VIS can predict adverse outcomes following major heart surgery. METHODS Between 1 October 2021 and 28 February 2022, 300 patients underwent major cardiac surgery at our institution. Eighty-three of them had their 25-OH vitamin D levels measured before surgery. For this cohort, we calculated the VIS based on doses of vasoactive and inotropic medications administered post-surgery. Utilizing receiver operating curves, the predictive accuracy of vitamin D levels and the VIS in predicting acute kidney injury was assessed. RESULTS The median age of the cohort was 66 (IQR 61-71) years, with 59% being male and a median BMI of 28.4 (IQR 25.2-31.6). The most common procedures were aortic valve replacement, mitral valve replacement, coronary artery bypass grafting, aortic valve and ascending aorta repair, and ASD correction. There was a significant difference in the postoperative VIS between patients with vitamin D deficiency, i.e., <20 ng/mL, and patients with vitamin D values > 20 ng/mL (3.5 vs. 1.3 p < 0.04). We also found a significant correlation between the VIS and the days of hospitalization (r = 0.335; p = 0.002), the days of stay in the intensive care unit (r = 0.547; p < 0.00001), and the mechanical ventilation time (r = 0.327; p = 0.025). Both vitamin D levels and the VIS predicted postoperative acute kidney injury (p < 0.05). CONCLUSIONS Vitamin D deficiency is correlated with the VIS in adults undergoing major cardiac surgery. Both vitamin D levels and the VIS can predict unfavorable postoperative outcomes.
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Affiliation(s)
- Adrian Stef
- Clinical Department of Anesthesia and Intensive Care, Heart Institute “Niculae Stancioiu”, “Iuliu Hatieganu” University of Medicine and Pharmacy, Motilor 19-21, 400001 Cluj-Napoca, Romania; (A.S.); (A.G.S.); (N.T.)
- Anesthesia and Intensive Care 2 Discipline, “Iuliu Hatieganu” University of Medicine and Pharmacy, Victor Babes Nr 8 Street, 400012 Cluj-Napoca, Romania;
| | - Constantin Bodolea
- Anesthesia and Intensive Care 2 Discipline, “Iuliu Hatieganu” University of Medicine and Pharmacy, Victor Babes Nr 8 Street, 400012 Cluj-Napoca, Romania;
| | - Simona Sorana Cainap
- Department of Mother and Child, 2nd Pediatric Discipline, “Iuliu Hatieganu” University of Medicine and Pharmacy, Victor Babes Nr 8 Street, 400012 Cluj-Napoca, Romania;
| | - Monica Muntean
- Infectious Diseases and Epidemiology Department, “Iuliu Hatieganu” University of Medicine and Pharmacy, Victor Babes Nr 8 Street, 400012 Cluj-Napoca, Romania;
| | - Aurelia Georgeta Solomonean
- Clinical Department of Anesthesia and Intensive Care, Heart Institute “Niculae Stancioiu”, “Iuliu Hatieganu” University of Medicine and Pharmacy, Motilor 19-21, 400001 Cluj-Napoca, Romania; (A.S.); (A.G.S.); (N.T.)
| | - Nadina Tintiuc
- Clinical Department of Anesthesia and Intensive Care, Heart Institute “Niculae Stancioiu”, “Iuliu Hatieganu” University of Medicine and Pharmacy, Motilor 19-21, 400001 Cluj-Napoca, Romania; (A.S.); (A.G.S.); (N.T.)
| | - Razvan Olimpiu Mada
- Cardiology Department, Heart Institute “Niculae Stancioiu”, Motilor 19-21, 400001 Cluj-Napoca, Romania;
| | - Gabriel Cismaru
- 4th Department of Internal Medicine, Cardiology Rehabilitation, “Iuliu Hatieganu” University of Medicine and Pharmacy, Victor Babes Nr 8 Street, 400012 Cluj-Napoca, Romania
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Kumar S, Randhawa MS, Angurana SK, Nallasamy K, Bansal A, Kumar MR, Sachdeva N, Jayashree M. Clinical Profile, Intensive Care Needs and Outcome of Children with Dilated Cardiomyopathy Associated with Vitamin D Deficiency: A 5-year PICU Experience. Indian J Crit Care Med 2023; 27:510-514. [PMID: 37502290 PMCID: PMC10369324 DOI: 10.5005/jp-journals-10071-24484] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 06/12/2023] [Indexed: 07/29/2023] Open
Abstract
Aim To describe the clinical profile, treatment details, intensive care needs, and long-term outcome of children with dilated cardiomyopathy (DCM) associated with Vitamin D deficiency (VDD). Materials and methods Case records of 14 children with DCM associated with VDD [25(OH)D3 levels <20 ng/mL] admitted to the pediatric intensive care unit (PICU) of a tertiary care teaching hospital between January 2017 and December 2021 were retrospectively analyzed for clinical features, echocardiographic findings, treatment details, intensive care needs, and outcomes. Results The median (IQR) age was 6 (2-9) months and 71% (n=10) were males. The common modes of presentation included respiratory distress or failure (78.6%), congestive cardiac failure (71.4%), cardiogenic shock (37.5%), and seizures and encephalopathy (14.3% each). The median (IQR) serum calcium was 8.7 (7-9.5) mg%, ionized calcium 0.7 (0.7-1.1) mmol/L, alkaline phosphatase 343 (316-415) IU/L, phosphate 3.5 (2.6-4.5) mg%, PTH 115 (66-228) pg/mL, and 25(OH)D3 5 (3-7) ng/mL. The median (IQR) left ventricular ejection fraction (LVEF) at admission was 22 (17-25)%. The treatment included intravenous calcium infusion (35.7%), vitamin D supplementation in all (57.1% parenteral and 42.9% oral), mechanical ventilation (35.7%), and vasoactive drugs (57.1%). There was no mortality. The median (IQR) duration of PICU and hospital stay was 76 (31-98) hours and 6 (4.7-10) days, respectively. Out of 14 children, 10 (71.4%) were followed-up till median (IQR) of 10 (7-58) months. All were asymptomatic and had normal LEVF (except one had residual moderate mitral regurgitation). Conclusion Vitamin D deficiency is a potentially treatable and reversible cause of DCM in children. How to cite this article Kumar S, Randhawa MS, Angurana SK, Nallasamy K, Bansal A, Kumar MR, et al. Clinical Profile, Intensive Care Needs and Outcome of Children with Dilated Cardiomyopathy Associated with Vitamin D Deficiency: A 5-year PICU Experience. Indian J Crit Care Med 2023;27(7):510-514.
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Affiliation(s)
- Surjeet Kumar
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Manjinder Singh Randhawa
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Suresh Kumar Angurana
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Karthi Nallasamy
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Arun Bansal
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Manoj Rohit Kumar
- Department of Cardiology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Naresh Sachdeva
- Department of Endocrinology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Muralidharan Jayashree
- Division of Pediatric Emergency and Critical Care, Department of Pediatrics, Advanced Pediatrics Center, Postgraduate Institute of Medical Education and Research, Chandigarh, India
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Vitamin D Deficiency: An Underestimated Factor in Sepsis? Int J Mol Sci 2023; 24:ijms24032924. [PMID: 36769240 PMCID: PMC9917708 DOI: 10.3390/ijms24032924] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 01/28/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Vitamin D is an important immune modulator that is linked to infection susceptibility. It has been suggested that vitamin D deficiency plays a role in sepsis and septic shock because vitamin-D-related pathways are associated with various immunological, endocrine, and endothelial functions. Previous research has yielded inconclusive results regarding the link between mortality and vitamin D deficiency in sepsis patients. In patients with sepsis and severe vitamin D deficiency, an adequate vitamin D concentration may reduce mortality. Randomized controlled trials to assess the influence of vitamin D supplementation on clinical outcomes in sepsis patients with vitamin D deficiency are uncommon. We will provide an overview of the current knowledge about the relationship between vitamin D and sepsis in this review, as well as consider the potential value of vitamin D supplementation in this situation.
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Hardy G, Wong T, Morrissey H, Anderson C, Moltu SJ, Poindexter B, Lapillonne A, Ball PA. Parenteral Provision of Micronutrients to Pediatric Patients: An International Expert Consensus Paper. JPEN J Parenter Enteral Nutr 2021; 44 Suppl 2:S5-S23. [PMID: 32767589 DOI: 10.1002/jpen.1990] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 08/04/2020] [Indexed: 12/18/2022]
Abstract
INTRODUCTION Micronutrients (vitamins and trace elements) are essential to all nutrition. For children and neonates who are dependent upon nutrition support therapies for growth and development, the prescribed regimen must supply all essential components. This paper aims to facilitate interpretation of existing clinical guidelines into practical approaches for the provision of micronutrients in pediatric parenteral nutrition. METHODS An international, interdisciplinary expert panel was convened to review recent evidence-based guidelines and published literature to develop consensus-based recommendations on practical micronutrient provision in pediatric parenteral nutrition. RESULTS The guidelines and evidence have been interpreted as answers to 10 commonly asked questions around the practical principles for provision and monitoring of micronutrients in pediatric patients. CONCLUSION Micronutrients are an essential part of all parenteral nutrition and should be included in the pediatric nutrition therapy care plan.
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Affiliation(s)
- Gil Hardy
- Ipanema Research Trust, Auckland, New Zealand
| | - Theodoric Wong
- Consultant Pediatric Gastroenterologist, Women's and Children's Hospital, Birmingham, UK
| | - Hana Morrissey
- School of Pharmacy and Pharmaceutical Science, Faculty of Science and Engineering, University of Wolverhampton, Wolverhampton, UK
| | - Collin Anderson
- Pharmacy, Intermountain Healthcare Primary Children's Hospital, Salt Lake City, Utah, USA
| | - Sissel J Moltu
- Department of Neonatology, Oslo University Hospital, Ullevål, Oslo, Norway
| | - Brenda Poindexter
- Department of Pediatrics, Cincinnati Children's Hospital and Medical Centre, Cincinnati, Ohio, USA
| | | | - Patrick A Ball
- School of Pharmacy and Pharmaceutical Science, Faculty of Science and Engineering, University of Wolverhampton, Wolverhampton, UK
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Ye X, Dong S, Deng Y, Jiang C, Kong Y, Tang L, Wang Y, Bei F, Hong H. Preoperative Vitamin D Deficiency Is Associated With Higher Vasoactive-Inotropic Scores Following Pediatric Cardiac Surgery in Chinese Children. Front Pediatr 2021; 9:671289. [PMID: 34395337 PMCID: PMC8355366 DOI: 10.3389/fped.2021.671289] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 06/23/2021] [Indexed: 11/21/2022] Open
Abstract
The relationship between vitamin D and cardiovascular health in children remains unclear. Vitamin D deficiency (VDD) is supposed to be a potential risk factor associated with poorer outcomes after congenital heart disease (CHD) surgery. The maximum vasoactive-inotropic use after cardiac surgery is considered to be a good predictor of adverse outcomes. We aimed to assess the correlation between preoperative VDD and the maximum vasoactive-inotropic score (VISmax) at 24 h postoperatively. Nine hundred children with CHD were enrolled in this study, and preoperative total serum 25-hydroxyvitamin D [25(OH)D] concentrations were measured by liquid chromatography-tandem mass spectrometry. Related demographic and clinical characteristics were collected. A total of 490 boys (54.4%) and 410 girls (45.6%) with a mean age of 1 year (range: 6 months-3 years) were enrolled. The median 25(OH)D level was 24.0 ng/mL, with 32.6% of patients having VDD [25(OH)D < 20 ng/mL]. The univariate analysis indicated that VDD [odds ratio (OR): 2.27; 95% confidence interval (CI): 1.48-3.50] is associated with a risk of increased VISmax at 24 h postoperation. Multivariate analysis revealed that VDD (OR: 1.85; 95% CI: 1.09-3.02), a Risk-adjusted Congenital Heart Surgery score of at least three points (OR: 1.55; 95% CI: 1.09-2.19), and cardiopulmonary bypass time (OR: 1.02; 95% CI: 1.01-1.02) were independently associated with an increased VISmax within 24 h after cardiac surgery. VDD in pediatric patients before cardiac surgery is associated with the need for increased postoperative inotropic support at 24 h postoperation.
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Affiliation(s)
- Xiuxia Ye
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China.,Child Health Advocacy Institute, China Hospital Development Institute, Shanghai Jiao Tong University, Shanghai, China
| | - Shumei Dong
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Yujiao Deng
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Chuan Jiang
- Shanghai Institute for Pediatric Congenital Heart Disease, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Yanting Kong
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Lili Tang
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Yanlin Wang
- Perinatal Medicine Department of International Peace Maternal and Child Health Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Fei Bei
- Department of Neonatal Intensive Care Unit, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, and National Children's Medical Center, Shanghai, China
| | - Haifa Hong
- Shanghai Institute for Pediatric Congenital Heart Disease, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, and National Children's Medical Center, Shanghai, China
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Vitamin D's Effect on Immune Function. Nutrients 2020; 12:nu12051248. [PMID: 32353972 PMCID: PMC7281985 DOI: 10.3390/nu12051248] [Citation(s) in RCA: 223] [Impact Index Per Article: 44.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Revised: 04/24/2020] [Accepted: 04/26/2020] [Indexed: 02/06/2023] Open
Abstract
Ever since its discovery by Windhaus, the importance of the active metabolite of vitamin D (1,25-dihydroxyvitamin D3; 1,25-(OH)2D3) has been ever expanding. In this review, the attention is shifted towards the importance of the extra-skeletal effects of vitamin D, with special emphasis on the immune system. The first hint of the significant role of vitamin D on the immune system was made by the discovery of the presence of the vitamin D receptor on almost all cells of the immune system. In vitro, the overwhelming effect of supra-physiological doses of vitamin D on the individual components of the immune system is very clear. Despite these promising pre-clinical results, the translation of the in vitro observations to solid clinical effects has mostly failed. Nevertheless, the evidence of a link between vitamin D deficiency and adverse outcomes is overwhelming and clearly points towards avoidance of vitamin D deficiency especially in early life.
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