Searching for disease-related malnutrition using Big Data tools

被引:9
|
作者
Ballesteros Pomar, Maria D. [1 ]
Pintor de la Maza, Begona [1 ]
Barajas Galindo, David [1 ]
Cano Rodriguez, Isidoro [1 ]
机构
[1] Hosp Univ Leon, Serv Endocrinol & Nutr, Leon, Spain
来源
ENDOCRINOLOGIA DIABETES Y NUTRICION | 2020年 / 67卷 / 04期
关键词
Malnutrition; Disease-related malnutrition; Big data; Electronic medical history; MEDICINE;
D O I
10.1016/j.endinu.2019.11.009
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Disease-related malnutrition (DRM) is underdiagnosed and underreported despite its well-known association with a worse prognosis. The emergence of Big Data and the application of artificial intelligence in Medicine have revolutionized the way knowledge is generated. The aim of this study is to assess whether a Big Data tool could help us detect the amount of DRM in our hospital. Methodology: This was a descriptive, retrospective study using the Savana Manager (R) tool, which allows for automatically analyzing and extracting the relevant clinical information contained in the free text of the electronic medical record. A search was performed using the term "malnutrition", comparing the characteristics of patients with DRM to the population of hospitalized patients between January 2012 and December 2017. Results: Among the 180,279 hospitalization records with a discharge report in that period, only 4,446 episodes (2.47%) included the diagnosis of malnutrition. The mean age of patients with DRM was 75 years (SD 16), as compared to 59 years (SD 25) for the overall population. There were no sex differences (51% male). In-hospital death occurred in 7.08% of patients with DRM and 2.98% in the overall group. Mean stay was longer in patients with DRM (8 vs. 5 days, P < .0001) and there were no significant differences in the 72 -hour readmission rate. The most common diagnoses associated with DRM were heart failure (35%), respiratory infection (23%), urinary infection (20%), and chronic kidney disease (15%). Conclusion: Underdiagnosis of DRM remains a problem. Savana Manager (R) helps us to better understand the profile of these patients. (C) 2020 Published by Elsevier Espana, S.L.U. on behalf of SEEN y SED.
引用
收藏
页码:224 / 227
页数:4
相关论文
共 50 条
  • [1] Disease-related malnutrition in chronic kidney disease
    Slee, Adrian
    Reid, Joanne
    CURRENT OPINION IN CLINICAL NUTRITION AND METABOLIC CARE, 2022, 25 (03): : 136 - 141
  • [2] Disease-Related Malnutrition and Enteral Nutrition
    Mohajir, Wasay A.
    O'keefe, Stephen J.
    Seres, David S.
    MEDICAL CLINICS OF NORTH AMERICA, 2022, 106 (05) : E1 - E16
  • [3] Disease-related malnutrition with inflammation and cachexia
    Muscaritoli, Maurizio
    Imbimbo, Giovanni
    Jager-Wittenaar, Harriet
    Cederholm, Tommy
    Rothenberg, Elisabet
    Girolamo, Filippo Giorgio di
    Amabile, Maria Ida
    Sealy, Martine
    Schneider, Stephana
    Barazzoni, Rocco
    Biolo, Gianni
    Molfino, Alessio
    CLINICAL NUTRITION, 2023, 42 (08) : 1475 - 1479
  • [4] Disease-related malnutrition: an aspect to consider
    Morais-Lopez, Ana
    ANALES DE PEDIATRIA, 2020, 92 (04): : 190 - 191
  • [5] Prognostic impact of disease-related malnutrition
    Norman, Kristina
    Pichard, Claude
    Lochs, Herbert
    Pirlich, Matthias
    CLINICAL NUTRITION, 2008, 27 (01) : 5 - 15
  • [6] The cost associated with disease-related malnutrition in Ireland
    Rice, Niamh
    Normand, Charles
    PUBLIC HEALTH NUTRITION, 2012, 15 (10) : 1966 - 1972
  • [7] Disease-related malnutrition in outpatients with systemic sclerosis
    Caporali, Roberto
    Caccialanza, Riccardo
    Bonino, Claudia
    Klersy, Catherine
    Cereda, Emanuele
    Xoxi, Blerina
    Crippa, Anna
    Rava, Maria Luisa
    Orlandi, Margherita
    Bonardi, Chiara
    Cameletti, Barbara
    Codullo, Veronica
    Montecucco, Carlomaurizio
    CLINICAL NUTRITION, 2012, 31 (05) : 666 - 671
  • [8] Disease-related malnutrition: A transversal improvement area
    Angel Sanchez-Munoz, Luis
    Martin Merino, Mateo
    Zalama Sanchez, Daniel
    MEDICINA CLINICA, 2017, 149 (02): : 89 - 90
  • [9] Cost associated with malnutrition prior to disease and disease-related malnutrition in the elderly: a systematic review
    Pardo-Garcia, Isabel
    Amo-Saus, Elise
    Martinez Valero, Ana Pilar
    Escribano-Sotosu, Francisco
    NUTRICION HOSPITALARIA, 2017, 34 (05) : 219 - 229
  • [10] Disease-Related Malnutrition and Sarcopenia as Determinants of Clinical Outcome
    Meyer, Fatuma
    Valentini, Luzia
    VISCERAL MEDICINE, 2019, 35 (05) : 282 - 290