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Kittrell HD, Shaikh A, Adintori PA, McCarthy P, Kohli-Seth R, Nadkarni GN, Sakhuja A. Role of artificial intelligence in critical care nutrition support and research. Nutr Clin Pract 2024. [PMID: 39073166 DOI: 10.1002/ncp.11194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 06/06/2024] [Accepted: 06/28/2024] [Indexed: 07/30/2024] Open
Abstract
Nutrition plays a key role in the comprehensive care of critically ill patients. Determining optimal nutrition strategy, however, remains a subject of intense debate. Artificial intelligence (AI) applications are becoming increasingly common in medicine, and specifically in critical care, driven by the data-rich environment of intensive care units. In this review, we will examine the evidence regarding the application of AI in critical care nutrition. As of now, the use of AI in critical care nutrition is relatively limited, with its primary emphasis on malnutrition screening and tolerance of enteral nutrition. Despite the current scarcity of evidence, the potential for AI for more personalized nutrition management for critically ill patients is substantial. This stems from the ability of AI to integrate multiple data streams reflecting patients' changing needs while addressing inherent heterogeneity. The application of AI in critical care nutrition holds promise for optimizing patient outcomes through tailored and adaptive nutrition interventions. A successful implementation of AI, however, necessitates a multidisciplinary approach, coupled with careful consideration of challenges related to data management, financial aspects, and patient privacy.
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Affiliation(s)
- Hannah D Kittrell
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Mount Sinai Clinical Intelligence Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Division of Data Driven and Digital Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ahmed Shaikh
- Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Peter A Adintori
- Food and Nutrition Services Department, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Program in Rehabilitation Sciences, New York University Steinhardt, New York, New York, USA
| | - Paul McCarthy
- Department of Cardiovascular and Thoracic Surgery, Division of Cardiovascular Critical Care, West Virginia University, Morgantown, West Virginia, USA
| | - Roopa Kohli-Seth
- Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Girish N Nadkarni
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Mount Sinai Clinical Intelligence Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Division of Data Driven and Digital Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Medicine, Division of Nephrology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ankit Sakhuja
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Division of Data Driven and Digital Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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Wang S, Zhao X, Wang Q, Wu Y, Xu J, Li R, Zhou T, Lv Z, Yang J, Yang L, Zou X. Impact of early enteral nutrition on ventilator associated pneumonia in intubated severe trauma patients: A propensity score-matched study. Front Nutr 2023; 10:1172526. [PMID: 37125037 PMCID: PMC10130510 DOI: 10.3389/fnut.2023.1172526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 03/28/2023] [Indexed: 05/02/2023] Open
Abstract
Background Early enteral nutrition (EN) is recommended for critically ill patients. However, the impact of early EN on intubated severe trauma patients remains unclear. Methods Severely traumatized adult patients who received invasive mechanical ventilation (MV) for more than 48 h during intensive care unit (ICU) stay at our institution between 2017 and 2022 were retrospectively included. Early EN was defined as EN initiation ≤48 h from ICU admission and late EN >48 h. Propensity score matching (PSM) analysis was used to compare outcomes between the groups. The primary endpoint was the incidence of ventilator-associated pneumonia (VAP). Multivariable logistic regression analysis was performed to identify independent predictors of delayed EN. Results For final analysis, 337 intubated severe trauma patients were available, including 204 (60.5%) in the early EN group and 133 (39.5%) in the late EN group. After PSM, early EN patients had a lower incidence of VAP (12.9 vs. 25.8%, p = 0.026) and a shorter length of hospital stay (21 vs. 24 days, p = 0.015) compared to late EN patients. There was no demonstrable difference in mortality between the two groups. Abdominal trauma, massive blood transfusion, and serum albumin were identified as independent risk factors for delayed EN. Conclusion Early EN decreased the VAP rate and reduced the length of hospital stay in invasively ventilated patients with severe trauma. Abdominal injury, massive blood transfusion and low albumin were associated with delayed EN.
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Affiliation(s)
- Su Wang
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xin Zhao
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qian Wang
- Department of Intensive Care Unit, Wuhan Third Hospital (Tongren Hospital of Wuhan University), Wuhan, China
| | - Yongran Wu
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jiaxin Xu
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ruiting Li
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ting Zhou
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zheng Lv
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jihong Yang
- Department of Critical Care Medicine, People’s Hospital of Chongyang County, Xianning, China
| | - Le Yang
- Department of Emergency Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Le Yang,
| | - Xiaojing Zou
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Xiaojing Zou,
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Chimera-Khombe B, Barcus G, Schaffner A, Papathakis P. High prevalence, low identification and screening tools of hospital malnutrition in critically- ill patients in Malawi. Eur J Clin Nutr 2022; 76:1158-1164. [PMID: 35110679 DOI: 10.1038/s41430-022-01087-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 01/12/2022] [Accepted: 01/21/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND/OBJECTIVES In Africa, approximately two-thirds of patients are at risk of malnutrition on admission and the nutritional status of patients deteriorates during hospitalization, with associated increased morbidity, mortality, and hospital-related cost. This cross-sectional study aimed at estimating rates of malnutrition in critical care units and determining the extent to which malnutrition diagnoses are documented in medical records by physicians, at two public tertiary hospitals in Malawi. METHODS A total of 315 adult (n = 112) and paediatric (n = 203) participants from Queen Elizabeth Central Hospital and Kamuzu Central Hospital, were included in the analysis. Nutrition status was measured by Subjective Global Assessment (SGA) and Mid-Upper Arm circumference (MUAC) and medical notes were reviewed, in both adults and paediatrics. RESULTS In adults, more than half were malnourished, with a higher proportion considered moderately-to-severely malnourished using SGA compared to MUAC (84.8%; 57.3%, respectively). Likewise, in paediatrics, a higher proportion was considered moderately-to-severely malnourished using SGA compared to MUAC (84.7%; 23.4%, respectively). Both adult and paediatric patients with cancer had the highest rates of malnutrition. Only 12.9% and 9.6% had documentation of malnutrition diagnosis in the medical record, for paediatrics and adult patients, respectively. CONCLUSION The high rates of hospital malnutrition in critically ill patients in Malawi call for comprehensive screening practices and methods; complemented by documentation of the malnutrition diagnosis and use of nutrition interventions by dietitians. This includes enteral, parenteral and supplemental nutrition as a prerequisite for patient recovery in hospitals.
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Affiliation(s)
| | - Grace Barcus
- Department of Food Science and Nutrition, California Polytechnic State University, San Luis Obispo, CA, 93407, USA
| | - Andrew Schaffner
- Department of Statistics, California Polytechnic State University, San Luis Obispo, CA, 93407, USA
| | - Peggy Papathakis
- Department of Food Science and Nutrition, California Polytechnic State University, San Luis Obispo, CA, 93407, USA
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