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1.
Artigo em Inglês | MEDLINE | ID: mdl-39380300

RESUMO

OBJECTIVES: The main objective of this study was to analyze the reasons for customizing parenteral nutrition (PN) in pediatric patients admitted to a quaternary hospital. METHODS: We performed a descriptive cohort study on 264 hospitalized children receiving PN. Anthropometric, biochemical, and hospitalization data were collected from patient records. Unequivocal reasons for customizing PN were defined as situations precluding prescription of a standard adult/teenager PN and included renal and/or liver failure, energy-protein adequacy, and elevated mineral and triglyceride levels. RESULTS: A total of 264 patients, with a median age of 2.2 years (IQR: 0.3-9.0 years), comprising intensive care (n = 216; 81.8%) and malnourished (n = 91; 36.1%) patients, were evaluated. In the first 48 h, 87.9% (n = 232) of the sample required customized PN for energy-protein adequacy (210 of 232), maintained over subsequent days in most cases. Among patients requiring second individualization, mineral disturbance was the main reason observed, especially within the first 4 days of PN use (n = 21; 60%). Unequivocal reasons for customizing PN occurred in 97.4% (n = 226) of cases in the first 48 h; 96.2% (n = 177) of cases on the fourth day; and 90.1% (n = 92) of cases on the seventh day of PN use. An inverse correlation was found between weight/age z score and number of second individualizations (r = -0.222; P = 0.002). CONCLUSION: Customized PN proved essential, especially for younger, malnourished, and intensive care patients. Investment in training a Nutritional Multidisciplinary Therapy Team and acquiring a specific electronic system for prescribing PN is suggested.

2.
Nutr Clin Pract ; 2024 Oct 08.
Artigo em Inglês | MEDLINE | ID: mdl-39377665

RESUMO

Information on the use of validated malnutrition risk screening tools in pediatric facilities to guide malnutrition identification, diagnosis, and treatment is scarce. Therefore, a survey of pediatric healthcare facilities and practitioners to ascertain malnutrition risk screening practices in North America was conducted. A pediatric nutrition screening practices survey was developed and sent to members of the American Society for Parenteral and Enteral Nutrition, the Council for Pediatric Nutrition Professionals and the Academy of Nutrition and Dietetics Pediatric Nutrition Practice Group. Respondents represented 113 pediatric hospitals in the United States and six in Canada, of which 94 were inpatient and 59 were outpatient. Nutrition risk screening was completed in 90% inpatient settings, and 63% used a validated screening tool. Nurses performed most malnutrition risk screens in the inpatient setting. Nutrition risk screening was reported in 51% of outpatient settings, with a validated screening tool being used in 53%. Measured anthropometrics were used in 78% of inpatient settings, whereas 45% used verbally reported anthropometrics. Measured anthropometrics were used in 97% outpatient settings. Nutrition risk screening was completed in the electronic health record in 80% inpatient settings and 81% outpatient settings. Electronic health record positive screen generated an automatic referral in 80% of inpatient and 45% of outpatient settings. In this sample of pediatric healthcare organizations, the results demonstrate variation in pediatric malnutrition risk screening in North America. These inconsistencies justify the need to standardize pediatric malnutrition risk screening using validated pediatric tools and allocate resources to perform screening.

3.
Nutr Clin Pract ; 2024 Oct 06.
Artigo em Inglês | MEDLINE | ID: mdl-39369297

RESUMO

Children with medical complexity (CMC) and children with chronic critical illness (CCI) represent growing populations with high healthcare use and dependence on specialized care, both in the hospital and community setting. Nutrition assessment and delivery represent critical components of addressing the short-term and long-term health needs for these populations across the care continuum. This article provides a framework and reviews existing literature for the assessment of nutrition status and subsequent delivery of nutrition prescriptions in CMC and children with CCI. The specific aims are to (1) describe the epidemiology of health services experience for CMC and children with CCI, with a focus on their nutrition outcomes; (2) detail how to assess their nutrition status and energy requirements; (3) review methods of delivery of the nutrient prescription; (4) introduce perioperative considerations; (5) highlight examples of special populations of CMC and children with CCI; and (6) propose future research initiatives to improve nutrition and overall outcomes for these populations.

4.
Nutr Clin Pract ; 2024 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-39358888

RESUMO

BACKGROUND: In February 2022, an infant formula recall and closing of a major manufacturing center exacerbated a nationwide shortage initiated by COVID-19-related supply chain disruptions. The effects were far-reaching, impacting families and healthcare providers across the US. METHODS: A 19-item web survey was developed to better understand how the infant formula shortage impacted healthcare provider practices, resources needed and those already used, and patient health, including malnutrition. Subjective data on providers' experience were also collected. RESULTS: Two hundred forty-one providers responded, primarily registered dietitians (94%) practicing in inpatient/academic hospitals in urban and metropolitan areas. Practice adjustments included increases in patient education (100%), communication with pharmacies/durable medical equipment companies (65%), and visit durations (28%). Feeding adjustments by caregivers included new infant formula (99%), toddler (55%) or homemade (23%) formula, cow's milk (46%) or milk alternatives (32%), formula dilution (41%), and early food introduction (14%). Providers indicated an increase in malnutrition (33%), related diagnoses (including failure to thrive [31%] and deceleration in z score [27%]), and associated symptoms. Of the providers who reported malnutrition and related diagnoses, 93% also reported caregiver feeding practices that are generally not recommended. CONCLUSION: Providers made practice adjustments to mitigate the consequences associated with formula unavailability and misuse yet saw an increase in malnutrition and related diagnoses or symptoms. Subjectively, providers reported frustration that greater workloads did not result in improved outcomes, contributing to burnout. These data underscore the essentiality of supporting healthcare providers as they guide families in safe infant feeding practices.

5.
Clin Liver Dis ; 28(4): 731-745, 2024 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-39362718

RESUMO

Patients with alcohol-associated liver disease (ALD) consume large amounts of empty calories and are at risk for malnutrition. Malnutrition can present with micro- or macro-nutrient deficiencies. The standard-of-care drug treatment for severe alcohol-associated hepatitis (AH) is corticosteroids. While still in the standard treatment there are limitations in efficacy and certain patients do not respond to treatment (Lille score ≥.45). This article will focus on important concepts related to nutrition and ALD and on recent findings on predicting corticosteroid response and prognosis for AH patients.


Assuntos
Hepatopatias Alcoólicas , Desnutrição , Humanos , Hepatopatias Alcoólicas/terapia , Desnutrição/etiologia , Desnutrição/terapia , Corticosteroides/uso terapêutico , Corticosteroides/administração & dosagem , Terapia Nutricional/métodos , Apoio Nutricional , Hepatite Alcoólica/terapia , Hepatite Alcoólica/tratamento farmacológico
6.
Colorectal Dis ; 2024 Sep 30.
Artigo em Inglês | MEDLINE | ID: mdl-39350340

RESUMO

AIM: The aim of this work was to investigate the incidence of enterocutaneous fistula (ECF), including both small bowel and colonic fistulas, in a defined population of 1.04 million during a 10-year period and to describe aetiology, treatments, care consumption and outcome. METHOD: A comprehensive search algorithm including diagnostic and procedural codes, enterostomal therapy nurse notes and in-hospital care for >60 days yielded 1970 search hits. After reviewing medical records, 187 patients with ECF were identified. RESULTS: The annual incidence of ECF was 2.3 per 100 000, the incidence of ECF with intestinal failure type II was 0.9 per 100 000. Spontaneous closure of the fistula occurred in 16.0% of patients, while closure was seen in 97.3% of patients who underwent reconstructive surgery with recurrences in 6.7% and 8.3%, respectively. Cumulative ECF-related in-hospital care until closure or end of follow-up was 4 (range 0-61) weeks. Eighty-eight patients (47%) received home-based healthcare including parenteral feeding and/or fistula wound care. The estimated overall mortality at 1, 3 and 5 years was 33.7%, 42.1% and 47.6% respectively. Mortality was mainly in patients without spontaneous closure or reconstructive surgery, and the risk of ECF-related death was 30.2%. CONCLUSION: This study defines the population-based incidence of ECF and reports a high overall mortality rate. Initial survivors were characterized by either spontaneous closure or eligibility for later reconstructive surgery, but with an eventual mortality rate of approximately 20%. ECF patients are high consumers of care: 55.1% needed ≥4 weeks in hospital and many received home-based healthcare.

7.
Nutr Clin Pract ; 2024 Sep 25.
Artigo em Inglês | MEDLINE | ID: mdl-39319372

RESUMO

Gastroschisis is a leading cause of pediatric intestinal failure. Feeding guidelines may lead to improved patient outcomes including decreased time to reach full feeds, a reduction in the duration of parenteral nutrition, and reduced length of stay. However, there is limited evidence on what the ideal feeding guidelines are for this complex gastrointestinal diagnosis. In this quality improvement project, after completing a literature review, we created three pathways based on the complexity of the gastroschisis. We reviewed historical data without a defined feeding pathway/guideline to our newly created pathways in the intervention group. The study included 35 patients with varying degrees of gastroschisis complexity, consisting of 9 current patients (October 2021-December 2022) who were provided with defined feeding pathways and 26 historical patients before the protocol was implemented (January 2015-August 2021). There were no significant differences in the number of days required for full feeds between the two groups. However, the mean duration of parenteral nutrition was 18.9 days (95% CI, -31.8 to -7.0) shorter in the intervention group. Although not statistically significant, the patients in the intervention group had a mean length of stay that was 13.1 days (95% CI, -50.0 to 25.4) shorter than the historical group. The creation of standardized feeding guidelines for the gastroschisis population resulted in a statistically nonsignificant decrease in time to reach full enteral feeds, a statistically significant reduced duration of parenteral nutrition, and a statistically nonsignifiant decreased length of stay.

8.
Br J Hosp Med (Lond) ; 85(9): 1-16, 2024 Sep 30.
Artigo em Inglês | MEDLINE | ID: mdl-39347679

RESUMO

Aims/Background Gastric cancer is a common and life-threatening cancer, which predisposes patients to certain psychological problems. Implementation of both personalized nutrition and acceptance and commitment therapy (ACT) have shown unique advantages in the treatment of cancer patients. This study aims to evaluate the effects of this comprehensive therapy on psychological resilience, quality of life and side effects of chemotherapy in patients with advanced gastric cancer (AGC), yielding findings that can inform the development of holistic and effective treatment methods. Methods The clinical data of 240 AGC patients who underwent chemotherapy in the Fourth Hospital of Hebei Medical University from February 2021 to February 2023 were retrospectively analyzed. After excluding 15 patients who did not meet the inclusion criteria, 225 patients were included in the study. According to the management methods, the patients were divided into three groups: group A receiving routine management (n = 76), group B receiving routine management plus personalized nutrition (n = 75), and group C receiving routine management, personalized nutrition and ACT (n = 74). The psychological resilience, quality of life and side effects of chemotherapy were evaluated in the three groups. Results There was no difference in the Connor-Davidson resilience scale (CD-RISC) scores and quality of life questionnaire-core 30 (QLQ-C30) scores among the three groups at admission (p > 0.05). After chemotherapy, compared with the group C, the CD-RISC scores of group A and group B were significantly lower (p < 0.001), and the scores of physical function, cancer-related symptoms and overall health in group A and group B were significantly lower (p < 0.001). The incidence of side effects of chemotherapy in group C was 25.68%, which was significantly lower than that in group A and group B (p < 0.05); there was no statistical difference in this regard between group A and group B (p > 0.05), and the same parameter was significantly different between group A and group C (p < 0.05). Conclusion Personalized nutrition management plus ACT has a significant favorable effect on improving psychological resilience, alleviating the side effects of chemotherapy, and enhancing the quality of life in patients with AGC undergoing chemotherapy.


Assuntos
Qualidade de Vida , Resiliência Psicológica , Neoplasias Gástricas , Humanos , Neoplasias Gástricas/tratamento farmacológico , Neoplasias Gástricas/psicologia , Neoplasias Gástricas/terapia , Masculino , Feminino , Pessoa de Meia-Idade , Estudos Retrospectivos , Idoso , Adulto , Antineoplásicos/efeitos adversos , Antineoplásicos/uso terapêutico , Medicina de Precisão/métodos
9.
Nutr Clin Pract ; 2024 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-39306726

RESUMO

BACKGROUND: Patient-reported outcome measures have been associated with survival in oncology patients. Altered intake and malnutrition are common symptoms for patients treated for head and neck cancer and esophageal cancer (HNC/EC). The purpose of this study was to examine the relationship between patient-reported satisfaction with medical care and nutrition status. METHODS: This prospective cohort study collected data from 11 international cancer care sites. RESULTS: One hundred and sixtythree adult patients (n = 115 HNC; n = 48 EC) completed a patient satisfaction questionnaire (the Canadian Health Care Evaluation Project Lite) and were included. HNC/EC patient global satisfaction with medical care was 88.3/100 ± 15.3 at baseline and remained high at 86.6/100 ± 16.8 by 6 months (100 max satisfaction score). Poor nutrition status, as defined by the Patient-Generated Subjective Global Assessment Short Form, was associated with lower patient satisfaction with overall medical care, relationship with doctors, illness management, communication, and decision-making 6 months into treatment (P < 0.01). There was no difference in global satisfaction between patients who did and did not report swallowing difficulty (P = 0.99) and patients with and without feeding tube placement (P = 0.36). Patients who were seen by a dietitian for at least one nutrition assessment had global satisfaction with care that was 16.7 percentage points higher than those with no nutrition assessment (89.3 ± 13.8 vs 72.6 ± 23.6; P = 0.005) CONCLUSION: In HNC/EC patient-centered oncology care, decreasing malnutrition risk and providing access to dietitian-led nutrition assessments should be prioritized and supported to improve patient satisfaction and standard of care. Feeding tube placement did not decrease patient satisfaction with medical care.

10.
Am J Clin Nutr ; 2024 Sep 20.
Artigo em Inglês | MEDLINE | ID: mdl-39307186

RESUMO

BACKGROUND: Considering sex-specific factors has become an increasingly recognized area for research and practice. In the field of clinical nutrition, there is insufficient evidence regarding differences in clinical presentation, treatment response, and side effects of nutritional therapy among female and male patients. METHODS: This secondary analysis investigated differences among female and male patients at risk for malnutrition regarding initial presentation, clinical outcomes, and treatment response in patients included in the Effect of Early NutritionalSupporton Frailty, Functional Outcomes, and Recovery of Malnourished Medical Inpatients Trial (EFFORT), a randomized controlled trial comparing individualized nutritional support to usual care. RESULTS: Of 2,028 patients included in the trial 964 were female and 1,064 were male. The nutritional history and clinical presentation of female patients was different: they consumed less food and had a greater loss of appetite than the male population. Male patients had higher risk for mortality at 180 days (27% compared to 19%, adjusted HR 1.35 [95%CI 1.12, 1.63]) and further adverse clinical outcomes. However, there was no difference in the effect of nutritional support on mortality among female and male patients (HR 0.76 [95%CI 0.45, 1.27] compared to 0.81 [95%CI 0.54, 1.21]; p for interaction =0.939). CONCLUSION: Results of this multicenter randomized trial suggest that multimorbid female inpatients, have a different clinical presentation and are more prone to loss of appetite and reduced daily dietary intake compared to male inpatients. Importantly, the favorable response to nutritional interventions was similar in both sexes. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT02517476.

11.
J Chemother ; : 1-9, 2024 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-39308127

RESUMO

This cross-sectional study aimed to analyze the associated factors of poor nutrition in non-small cell lung cancer (NSCLC) patients after chemotherapy. Concretely, 176 NSCLC patients who attended our hospital from June 2020 to December 2022 were enrolled. Standard-compliant patients were categorized into nutrition group (n = 38) and malnutrition group (n = 70) according to different nutrition statuses. Baseline characteristics and nutrition level were assessed. Associated factors of poor nutrition were analyzed by logistic regression analysis. There were obvious differences between nutrition group and malnutrition group in terms of age (P = 0.041), body mass index (BMI, p = 0.021), residence (P = 0.023), per capita monthly income of family (P = 0.023), tumor staging (P = 0.017), Karnofsky (KPS) score (P < 0.001), effect of chemotherapy (P = 0.045), and nutrition support before chemotherapy only (P = 0.023) and perichemotherapy (P = 0.011). The higher proportion of NSCLC patients was found in malnutrition group relative to nutrition group in terms of having poor nutritional cognition (67.14% vs. 47.37%, P = 0.045), and lacking access to vitamins (65.71% vs. 44.74%, P = 0.047) and trace elements (57.14% vs. 36.84%, P = 0.044). BMI <18.5 (OR = 3.707, P = 0.007, 95%CI (1.434-9.586)), residence in village (OR = 3.426, P = 0.013, 95%CI (1.291-9.092)), and KPS score ≤70 (OR = 7.608, P < 0.001, 95%CI (2.842-20.367)) were associated factors for poor nutrition. Collectively, BMI, residence, and KPS score were associated factors of poor nutrition in NSCLC patients after chemotherapy.

12.
J Intensive Care Soc ; 25(1): 107-108, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-39323599

RESUMO

Precise and timely nutrition support is essential for good outcomes in a critical care setting. Individuals with body mass index (BMI) in the overweight or obese category are often assumed to be well nourished, and are therefore at risk of being overlooked for nutrition support. This single centre clinical audit evaluated the incidence of malnutrition on admission of patients with BMI > 25. Results suggested that 70%-80% of individuals in this category can be considered either malnourished or at risk of malnutrition. This demonstrates the need for urgent, personalised nutritional care for critically ill patients regardless of body size.

13.
Nutr Clin Pract ; 2024 Sep 18.
Artigo em Inglês | MEDLINE | ID: mdl-39292197

RESUMO

Since the development of consensus-recommended indicators for pediatric malnutrition in 2014, screening and diagnosis of pediatric malnutrition have improved, but the indicators are not always used; malnutrition continues to be underdiagnosed in some community and healthcare settings. In particular, mid-upper arm circumference (MUAC) is underused as a screening indicator for pediatric malnutrition, despite its unique advantages and usefulness in several clinical situations. In December 2022, a scientific roundtable was held to bring together several experts in pediatric malnutrition. One of the goals of the scientific roundtable was to discuss the clinical use of anthropometric measures as screening tools for pediatric malnutrition status, with a focus on the use of MUAC. This article arose from that event and is intended as an educational tool to aid clinicians in implementing MUAC measurements. In addition to describing the use of MUAC as a screening tool, the article discusses several clinical situations in which MUAC is especially useful. Additionally, the article reviews practical aspects of measuring and interpreting MUAC values, provides links to additional educational resources, and briefly reviews areas in which further research is needed regarding the use of MUAC for screening of nutrition status in children.

14.
Clin Nutr ESPEN ; 64: 1-6, 2024 Sep 06.
Artigo em Inglês | MEDLINE | ID: mdl-39244157

RESUMO

BACKGROUND AND AIMS: Nutrition therapy is a vital part of the management of critically ill patients. Efforts have been made to optimize nutrition therapy in the ICU setting, and it is argued that protein might be the most important substrate to deliver during critical illness. However, the impact of protein delivery on patient-centered outcomes, including short-term and long-term outcomes, is controversial. Moreover, previous studies showed that compliance with the guidelines is poor in practice, and the amounts of protein intake vary significantly among different hospitals. The objective of this study is to describe the current practice of protein delivery for critically ill patients and to investigate the association between different protein delivery amounts and approaches during ICU admission and multiple patient-centered outcomes (short-term and long-term). METHODS: This is a multicenter, prospective, observational study conducted in 70 hospitals, aiming to recruit more than 1800 newly admitted critically ill patients who are expected to stay in ICU for at least 48 h. Data, including the baseline characteristics, illness severity scores, requirements of organ support therapy, and daily nutritional therapy, will be recorded until day 28 after enrollment unless discharge from the ICU or death occurs first. The key long-term clinical outcomes, like readmission post the index discharge and health-related quality of life, will be collected via telephone contact on Day 90 and Day 180 after recruitment. Quality of life will be assessed by the EuroQol five dimensions five-level questionnaire (EQ5D5L) visual analogue scale score. Apart from descriptive data, multivariate analyses adjusted for potential confounders will be applied to assess the association between protein intake during ICU stay and short-term and long-term clinical outcomes. ETHICS AND TRIAL REGISTRATION: This study was reviewed and approved by the ethics committee of Jinling Hospital (2021NZKY-027-01) and the participating sites. The study was registered at the Chinese Clinical Trials Registry (ChiCTR2200067016) before enrollment.

15.
Nutr Clin Pract ; 39(5): 1119-1149, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39119820

RESUMO

There has been increasing interest in the role of micronutrient supplementation in critical care. This narrative review summarizes the recent studies on micronutrients in critically ill patients. We searched two databases for primary randomized controlled trials that investigated the effects of micronutrient supplementation in patients with critical illness published from January 2021 to August 2023. Personal files, reference lists of included studies, and previous reviews were also screened. Twelve studies reported on vitamin C, four studies on vitamin D, three studies on thiamin, two studies on multivitamins, and one study on cobalamin. The therapeutic effects of vitamin C appear mixed, although vitamin C monotherapy appears more promising than vitamin C combination therapy. Intramuscular administration of vitamin D appeared to lower mortality, mechanical ventilation duration, and intensive care unit stay, whereas enteral administration showed limited clinical benefits. Intravenous thiamin was not associated with improved outcomes in patients with septic shock or hypophosphatemia. Preliminary evidence suggests reduced vasopressor dose with cobalamin. Decreased disease severity and hospital stay in patients with COVID-19 with vitamins A-E requires further investigation, whereas providing solely B-group vitamins did not demonstrate therapeutic effects. It is currently premature to endorse the provision of high-dose micronutrients in critical illness to improve clinical outcomes. This review may help to inform the design of future trials that will help better elucidate the optimal dosage and form of micronutrients, methods of administration, and subgroups of patients with critical illness who may most benefit.


Assuntos
Cuidados Críticos , Estado Terminal , Suplementos Nutricionais , Micronutrientes , Ensaios Clínicos Controlados Aleatórios como Assunto , Humanos , Micronutrientes/administração & dosagem , Micronutrientes/uso terapêutico , Cuidados Críticos/métodos , Estado Terminal/terapia , COVID-19/terapia , Vitaminas/uso terapêutico , Vitaminas/administração & dosagem , Ácido Ascórbico/uso terapêutico , Ácido Ascórbico/administração & dosagem , Unidades de Terapia Intensiva , SARS-CoV-2 , Nutrição Enteral/métodos
16.
Nutr Clin Pract ; 39(5): 1037-1053, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39152093

RESUMO

Hospitalized patients may benefit from parenteral nutrition to address their compromised nutrition status attributed to limited oral/enteral intake and increased nutrient/energy requirement during acute illness. Parenteral nutrition, however, can be associated with many complications that can negatively impact patient outcomes. In this review, we focus on potential metabolic and catheter-related complications associated with parenteral nutrition use. We report on potential risk factors for such complications and highlight strategies for prevention and early recognition. To optimize outcomes, key findings include the creation and implementation of evidence-based protocols with proven efficacy. For each hospital unit delivering parenteral nutrition to patients, tracking compliance with established protocols and patient outcomes is crucial for ongoing improvement through identification of gaps, proper reeducation and training, and ongoing refinement of care protocols. Establishment of specialized inpatient nutrition support teams should be considered.


Assuntos
Hospitalização , Nutrição Parenteral , Humanos , Nutrição Parenteral/métodos , Nutrição Parenteral/efeitos adversos , Fatores de Risco , Estado Nutricional , Pacientes Internados
17.
Nutrients ; 16(15)2024 Jul 31.
Artigo em Inglês | MEDLINE | ID: mdl-39125373

RESUMO

BACKGROUND: For hospitalized adults, it is important to initiate the early reintroduction of oral food in accordance with nutrition support team guidelines. The aim of this study was to develop and validate a machine learning-based algorithm that predicts the early termination of medical nutritional therapy (the transition to oral feeding). METHODS: This retrospective cohort study included consecutive adult patients admitted to the Hacettepe hospital (from 1 January 2018 to 31 December 2022). The outcome of the study was the prediction of an early transition to adequate oral feeding before discharge. The dataset was randomly (70/30) divided into training and test datasets. We used six ML algorithms with multiple features to construct prediction models. ML model performance was measured according to the accuracy, area under the receiver operating characteristic curve, and F1 score. We used the Boruta Method to determine the important features and interpret the selected features. RESULTS: A total of 2298 adult inpatients who were followed by a nutrition support team for medical nutritional therapy were included. Patients received parenteral nutrition (1471/2298, 64.01%), enteral nutrition (717/2298, 31.2%), or supplemental parenteral nutrition (110/2298, 4.79%). The median (interquartile range) Nutritional Risk Screening (NRS-2002) score was 5 (1). Six prediction algorithms were used, and the artificial neural network and elastic net models achieved the greatest area under the ROC in all outcomes (AUC = 0.770). Ranked by z-value, the 10 most important features in predicting an early transition to oral feeding in the artificial neural network and elastic net algorithms were parenteral nutrition, surgical wards, surgical outcomes, enteral nutrition, age, supplemental parenteral nutrition, digestive system diseases, gastrointestinal complications, NRS-2002, and impaired consciousness. CONCLUSIONS: We developed machine learning models for the prediction of an early transition to oral feeding before discharge. Overall, there was no discernible superiority among the models. Nevertheless, the artificial neural network and elastic net methods provided the highest AUC values. Since the machine learning model is interpretable, it can enable clinicians to better comprehend the features underlying the outcomes. Our study could support personalized treatment and nutritional follow-up strategies in clinical decision making for the prediction of an early transition to oral feeding in hospitalized adult patients.


Assuntos
Algoritmos , Aprendizado de Máquina , Apoio Nutricional , Humanos , Estudos Retrospectivos , Masculino , Feminino , Pessoa de Meia-Idade , Apoio Nutricional/métodos , Idoso , Hospitalização , Adulto , Estudos de Coortes , Pacientes Internados
18.
Front Nutr ; 11: 1385496, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39171101

RESUMO

Introduction: Formula feeding is the only viable nutrition alternative for infants 0-6mos who cannot breastfeed. Among the drawbacks of formula feeding, however, is potential dilution or concentration errors in the formula during preparation that may lead to infant health issues. The present study aimed to investigate the accuracy of caregiver measurements as they prepared infant formula under multiple conditions, compared with manufacturer specifications. Methods: A diverse sample of caregivers (N = 84) participated in this cross-over experimental study. Participants hand-scooped infant formula powder and poured water to prepare 4oz. and 7oz. feedings, using both a standardized set of infant formula products and participants' own products. Linear mixed effects models were used to estimate fixed effects of target amount (4oz. versus 7oz) and products (participant versus researcher) on mean absolute percent error (MAPE) of measurement. Results: Across all conditions MAPE was significantly greater for measuring powder than for water (9.0% vs. 4.4%; p < 0.001) with a combined powder and water MAPE at 13.0%. Greater measurement error was associated with the odd-sized 7oz. preparation and participants' own products. Discussion: We observed considerable variability and substantial error during infant formula preparation, particularly for hand-scooping of powder, which tended toward higher values than the theoretical gold standard.

19.
Nutr Clin Pract ; 2024 Aug 26.
Artigo em Inglês | MEDLINE | ID: mdl-39187889

RESUMO

Identifying patients with a particularly high risk of refeeding syndrome (RFS) is essential for taking preventive measures. To guide the development of clinical decision-making and risk prediction models or other screening tools for RFS, increased knowledge of risk factors is needed. Therefore, we conducted a systematic review to identify risk factors for the development of RFS. PubMed, EMBASE, Cochrane Library, and Web of Science were searched from January 1990 until March 2023. Studies investigating demographic, clinical, drug use, laboratory, and/or nutrition factors for RFS were considered. The Newcastle-Ottawa Scale was used to appraise the methodological quality of included studies. Of 1589 identified records, 30 studies were included. Thirty-three factors associated with increased risk of RFS after multivariable adjustments were identified. The following factors were reported by two or more studies, with 0-1 study reporting null findings: a previous history of alcohol misuse, cancer, comorbid hypertension, high Acute Physiology and Chronic Health Evaluation II score, high Sequential Organ Failure Assessment score, low Glasgow coma scale score, the use of diuretics before refeeding, low baseline serum prealbumin level, high baseline level of creatinine, and enteral nutrition. The majority of the studies (20, 66.7%) were of high methodological quality. In conclusion, this systematic review informs on several risk factors for RFS in patients. To improve risk stratification and guide development of risk prediction models or other screening tools, further confirmation is needed because there were a small number of studies and a low number of high-quality studies on each factor.

20.
Pak J Med Sci ; 40(6): 1105-1110, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38952537

RESUMO

Objective: To assess the effect of Traditional Chinese Medicine (TCM) nutrition treatment (Bushenhuoxue nutritional decoction) in overweight patients with polycystic ovary syndrome (PCOS). Methods: Retrospective analysis of 96 overweight patients with PCOS who received treatment in our hospital from October 2020 to June 2022 was done. Among them, 46 patients received routine drug treatment and daily dietary intervention (control group), while 50 patients received additional TCM nutrition support in addition to routine treatment (observation group). Glucose and lipid metabolism indicators and hormone levels were compared between the two groups before and after the treatment. Ovulation rate, pregnancy rate, and adverse reactions were compared between both groups one year after the treatment. Results: After treatment, the improvement of glucose and lipid metabolism indicators and hormone levels in the observation group was significantly better than in the control group (P<0.05). After treatment, the TCM syndrome scores of the two groups were lower than that before treatment (P < 0.001), and the TCM syndrome scores of the observation group was lower than that of the control group (P < 0.001).Ovulation and pregnancy rates were significantly higher in the observation group compared to the control group at 1-year follow up (P<0.05), and the incidence of adverse reactions in the observation group was significantly lower than that in the control group (P<0.05). Conclusions: Combined with conventional drug treatment, TCM nutrition treatment can significantly improve glucose and lipid metabolism, hormone levels, and TCM syndrome of overweight PCOS patients, increase the ovulation and pregnancy rates, and reduce potential adverse reactions.

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