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JPEN J Parenter Enteral Nutr ; 42(8): 1263-1271, 2018 Nov.
Article in English | MEDLINE | ID: mdl-29786877

ABSTRACT

BACKGROUND: Granular diagnostic criteria for adult malnutrition are lacking. OBJECTIVE: This study uses analytic morphomics to define the Morphomic Malnutrition Score (MMS), a robust screening tool for severe malnutrition. METHODS: The study population (n = 643) consisted of 2 cohorts: 1) 124 emergency department patients diagnosed with severe malnutrition by a registered dietitian (RD) and an available computed tomography (CT) scan within 2 days of RD evaluation, and 2) 519 adult kidney donor candidates to represent a healthy cohort. Body composition markers of muscle area and abdominal adiposity were measured from patient CT scans using analytic morphomic assessment, and then converted to sex- and age-adjusted percentiles using the Reference Analytic Morphomics Population (RAMP). RAMP consists of 6000 patients chosen to be representative of the general population. The combined cohort was then randomly divided into training (n = 453) and validation (n = 190) sets. MMS was derived using logistic regression. The model coefficients were transformed into a score, normalized from 0 to 10 (10 = most severe). RESULTS: Severely malnourished patients had lower amounts of muscle and fat than kidney donors, specifically for dorsal muscle group area at the twelfth thoracic vertebral level (P < 0.001), psoas muscle area at the fourth lumbar vertebral level (P < 0.001), and subcutaneous fat area at the third lumbar vertebral level (P < 0.001)-all parameters in MMS. MMS for severely malnourished patients was higher than kidney donors (7.7 ± 2.2 vs 3.8 ± 2.0, respectively; P-value < 0.001). An MMS > 6.1 was accurate in determining nutrition diagnosis (82.1% sensitivity; 88.3% specificity; 85.2% balanced accuracy). CONCLUSIONS: MMS provides an evidence-based, granular assessment to distinguish severely malnourished adults from a healthy population.


Subject(s)
Body Composition , Malnutrition/diagnosis , Mass Screening/methods , Muscle, Skeletal/metabolism , Nutritional Status , Severity of Illness Index , Subcutaneous Fat/metabolism , Adult , Aged , Case-Control Studies , Cohort Studies , Emergency Service, Hospital , Female , Humans , Logistic Models , Male , Middle Aged , Reproducibility of Results , Risk Assessment , Sensitivity and Specificity , Tomography, X-Ray Computed/methods
2.
Ann Thorac Surg ; 105(2): 399-405, 2018 Feb.
Article in English | MEDLINE | ID: mdl-29198627

ABSTRACT

BACKGROUND: The purpose of this study was to identify morphomic factors on standard, pretransplantation computed tomography (CT) scans associated with outcomes after lung transplantation. METHODS: A retrospective review of 200 patients undergoing lung transplantation at a single institution from 2003 to 2014 was performed. CT scans obtained within 1 year before transplantation underwent morphomic analysis. Morphomic characteristics included lung, dorsal muscle group, bone, and subcutaneous and visceral fat area and density. Patient data were gathered from institutional and United Network for Organ Sharing databases. Outcomes, including initial ventilator support greater than 48 hours, length of stay, and survival, were evaluated using univariate and multivariable analyses. RESULTS: On multivariable Cox regression, subcutaneous fat/total body area (hazard ratio [HR] 0.60, p = 0.001), lung density 3 volume (HR 0.67, p = 0.013), and creatinine (HR 4.37, p = 0.010) were independent predictors of survival. Initial ventilator support more than 48 hours was associated with decreased vertebral body to linea alba distance (odds ratio [OR] 0.49, p = 0.002) and Zubrod score 4 (OR 14.0, p < 0.001). Increased bone mineral density (p < 0.001) and increased cross-sectional body area (p < 0.001) were associated with decreased length of stay, whereas supplemental oxygen (p < 0.001), bilateral transplantation (p = 0.002), cardiopulmonary bypass (p < 0.001), and Zubrod score 3 (p < 0.001) or 4 (p = 0.040) were associated with increased length of stay. CONCLUSIONS: Morphomic factors associated with lower metabolic reserve and frailty, including decreased subcutaneous fat, bone density, and body dimensions were independent predictors of survival, prolonged ventilation, and increased length of stay. Analytic morphomics using pretransplantation CT scans may improve recipient selection and risk stratification.


Subject(s)
Intra-Abdominal Fat/diagnostic imaging , Lung Transplantation , Postoperative Complications/diagnosis , Respiratory Insufficiency/surgery , Risk Assessment , Tomography, X-Ray Computed/methods , Cross-Sectional Studies , Female , Follow-Up Studies , Humans , Incidence , Male , Michigan/epidemiology , Middle Aged , Postoperative Complications/epidemiology , Preoperative Period , Prognosis , Radiography, Thoracic , Respiratory Insufficiency/diagnosis , Retrospective Studies , Survival Rate/trends , Time Factors
3.
Surgery ; 161(6): 1659-1666, 2017 06.
Article in English | MEDLINE | ID: mdl-28174000

ABSTRACT

BACKGROUND: The Michigan Surgical Home and Optimization Program is a structured, home-based, preoperative training program targeting physical, nutritional, and psychological guidance. The purpose of this study was to determine if participation in this program was associated with reduced hospital duration of stay and health care costs. METHODS: We conducted a retrospective, single center, cohort study evaluating patients who participated in the Michigan Surgical Home and Optimization Program and subsequently underwent major elective general and thoracic operative care between June 2014 and December 2015. Propensity score matching was used to match program participants to a control group who underwent operative care prior to program implementation. Primary outcome measures were hospital duration of stay and payer costs. Multivariate regression was used to determine the covariate-adjusted effect of program participation. RESULTS: A total of 641 patients participated in the program; 82% were actively engaged in the program, recording physical activity at least 3 times per week for the majority of the program; 182 patients were propensity matched to patients who underwent operative care prior to program implementation. Multivariate analysis demonstrated that participation in the Michigan Surgical Home and Optimization Program was associated with a 31% reduction in hospital duration of stay (P < .001) and 28% lower total costs (P < .001) after adjusting for covariates. CONCLUSION: A home-based, preoperative training program decreased hospital duration of stay, lowered costs of care, and was well accepted by patients. Further efforts will focus on broader implementation and linking participation to postoperative complications and rigorous patient-reported outcomes.


Subject(s)
Elective Surgical Procedures/methods , Home Care Services/organization & administration , Length of Stay/economics , Preoperative Care/methods , Analysis of Variance , Case-Control Studies , Cost Savings , Elective Surgical Procedures/economics , Female , General Surgery/economics , General Surgery/methods , Humans , Male , Michigan , Middle Aged , Multivariate Analysis , Program Development , Program Evaluation , Propensity Score , Thoracic Surgery/economics , Thoracic Surgery/methods
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