Development and validation of a prediction model for actionable aspects of frailty in the text of clinicians' encounter notes.

OBJECTIVE: Frailty is a prevalent risk factor for adverse outcomes among patients with chronic lung disease. However, identifying frail patients who may benefit from interventions is challenging using standard data sources. We therefore sought to identify phrases in clinical notes in the electronic health record (EHR) that describe actionable frailty syndromes. MATERIALS AND METHODS: We used an active learning strategy to select notes from the EHR and annotated each sentence for 4 actionable aspects of frailty: respiratory impairment, musculoskeletal problems, fall risk, and nutritional deficiencies. We compared the performance of regression, tree-based, and neural network models to predict the labels for each sentence. We evaluated performance with the scaled Brier score (SBS), where 1 is perfect and 0 is uninformative, and the positive predictive value (PPV). RESULTS: We manually annotated 155 952 sentences from 326 patients. Elastic net regression had the best performance across all 4 frailty aspects (SBS 0.52, 95% confidence interval [CI] 0.49-0.54) followed by random forests (SBS 0.49, 95% CI 0.47-0.51), and multi-task neural networks (SBS 0.39, 95% CI 0.37-0.42). For the elastic net model, the PPV for identifying the presence of respiratory impairment was 54.8% (95% CI 53.3%-56.6%) at a sensitivity of 80%. DISCUSSION: Classification models using EHR notes can effectively identify actionable aspects of frailty among patients living with chronic lung disease. Regression performed better than random forest and neural network models. CONCLUSIONS: NLP-based models offer promising support to population health management programs that seek to identify and refer community-dwelling patients with frailty for evidence-based interventions.

Preparing the Patient for Home Parenteral Nutrition and for a Successful Course of Therapy.

Preparing the patient for home parenteral nutrition (HPN) is a collaborative effort among many different clinicians. Identifying patients who will transition home with parenteral nutrition (PN) as early as possible allows for a thoughtful and safe approach. Communication regarding the HPN goals is critical to the patient's success, whether the requirement for PN is temporary or permanent. Management of these complex patients is best served by a multidisciplinary team with expertise in the area of nutrition support. Adherence to available guidelines that define best practice is imperative in all aspects of care for the patient on HPN.

The rise of concurrent care for veterans with advanced cancer at the end of life.

BACKGROUND: Unlike Medicare, the Veterans Health Administration (VA) health care system does not require veterans with cancer to make the "terrible choice" between receipt of hospice services or disease-modifying chemotherapy/radiation therapy. For this report, the authors characterized the VA's provision of concurrent care, defined as days in the last 6 months of life during which veterans simultaneously received hospice services and chemotherapy or radiation therapy. METHODS: This retrospective cohort study included veteran decedents with cancer during 2006 through 2012 who were identified from claims with cancer diagnoses. Hospice and cancer treatment were identified using VA and Medicare administrative data. Descriptive statistics were used to characterize the changes in concurrent care, hospice, palliative care, and chemotherapy or radiation treatment. RESULTS: The proportion of veterans receiving chemotherapy or radiation therapy remained stable at approximately 45%, whereas the proportion of veterans who received hospice increased from 55% to 68%. The receipt of concurrent care also increased during this time from 16.2% to 24.5%. The median time between hospice initiation and death remained stable at around 21 days. Among veterans who received chemotherapy or radiation therapy in their last 6 months of life, the median time between treatment termination and death ranged from 35 to 40 days. There was considerable variation between VA medical centers in the use of concurrent care (interquartile range, 16%-34% in 2012). CONCLUSIONS: Concurrent receipt of hospice and chemotherapy or radiation therapy increased among veterans dying from cancer without reductions in the receipt of cancer therapy. This approach reflects the expansion of hospice services in the VA with VA policy allowing the concurrent receipt of hospice and antineoplastic therapies. Cancer 2016;122:782-790. © 2015 American Cancer Society.

Clinical Management of Patients With Parenteral Nutrition-Dependent Short Bowel Syndrome During Teduglutide Therapy.

BACKGROUND: Patients with intestinal failure, who are dependent on parenteral nutrition (PN) to supplement their limited absorption of dietary nutrients, are subject to complications associated with long-term PN therapy. Medication therapy that results in improved dietary nutrient absorption may enable these patients to reduce or even become independent from PN therapy and its related complications. The glucagon-like peptide 2 (GLP-2) analogue teduglutide was approved for use in such patients by the U.S. Food and Drug Administration in 2012. PURPOSE: The purpose of this article is to describe the experience of 7 patients with PN-dependent intestinal failure who were treated with teduglutide by a single center that had been involved in the teduglutide clinical trials. RESULTS: Two patients who were treated during the clinical trials and 5 others who were treated since teduglutide came to market in the United States are described. Protocols used to prepare and monitor patients with this drug and PN weaning and adverse event outcomes are presented. CONCLUSIONS: While some patients had uncomplicated PN reduction, others experienced various complications. Careful monitoring of patients' clinical course is needed during drug therapy.

Care-related risk factors for hospital-acquired pressure ulcers in elderly adults with hip fracture.

OBJECTIVES: To identify care-related factors associated with hospital-acquired pressure ulcers (HAPUs). DESIGN: Prospective cohort study. SETTING: Nine hospitals in Baltimore Hip Studies network. PARTICIPANTS: Six hundred fifty-eight individuals aged 65 and older who underwent surgery for hip fracture. MEASUREMENTS: Skin examinations at baseline and on alternating days until hospital discharge. Participants were deemed to have a HAPU if they developed one or more new Stage 2 or higher pressure ulcers (PUs) during the hospital stay. RESULTS: Longer emergency department stays were associated with lower HAPU incidence (>4-6 hours: adjusted incidence rate ratio (aIRR) = 0.68, 95% confidence interval (CI) = 0.48-0.96; >6 hours: aIRR = 0.68, 95% CI = 0.46-0.99, both vs ≤ 4 hours). Participants with 24 hours or longer between admission and surgery had a higher postsurgery HAPU rate than those with less than 24 hours (aIRR = 1.62, 95% CI = 1.24-2.11). Surgery with general anesthesia had a lower postsurgery HAPU rate than surgery with other types of anesthesia (aIRR = 0.66, 95% CI = 0.49-0.88). There was no significant association between HAPU incidence and timing of transport to the hospital, type of transport to the hospital, or surgery duration. CONCLUSION: Most of the factors hypothesized to be associated with higher PU incidence were associated with lower incidence or were not significantly associated, suggesting that HAPU development may not be as sensitive to care-related factors as commonly believed. Rigorous studies of innovative preventive interventions are needed to inform policy and practice.

Pressure ulcers in elderly patients with hip fracture across the continuum of care.

OBJECTIVES: To identify care settings associated with greater pressure ulcer risk in elderly patients with hip fracture in the postfracture period. DESIGN: Prospective cohort study. SETTING: Nine hospitals that participate in the Baltimore Hip Studies network and 105 postacute facilities to which patients from these hospitals were discharged. PARTICIPANTS: Hip fracture patients aged 65 and older who underwent surgery for hip fracture. MEASUREMENTS: A full-body skin examination was conducted at baseline (as soon as possible after hospital admission) and repeated on alternating days for 21 days. Patients were deemed to have an acquired pressure ulcer (APU) if they developed one or more new stage 2 or higher pressure ulcers after hospital admission. RESULTS: In 658 study participants, the APU cumulative incidence at 32 days after initial hospital admission was 36.1% (standard error 2.5%). The adjusted APU incidence rate was highest during the initial acute hospital stay (relative risk (RR)=2.2, 95% confidence interval (CI)=1.3-3.7) and during re-admission to the acute hospital (RR=2.2, 95% CI=1.1-4.2). The relative risks in rehabilitation and nursing home settings were 1.4 (95% CI=0.8-2.3) and 1.3 (95% CI=0.8-2.1), respectively. CONCLUSION: Approximately one-third of hip fracture patients developed an APU during the study period. The rate was highest in the acute setting, a finding that is significant in light of Medicare's policy of not reimbursing hospitals for the treatment of hospital-APUs. Hip fracture patients constitute an important group to target for pressure ulcer prevention in hospitals.

Ghrelin does not predict adaptive hyperphagia in patients with short bowel syndrome.

BACKGROUND: Adaptive hyperphagia is associated with reduced dependence on parenteral nutrition in patients with short bowel syndrome, but mechanisms have not been described. Ghrelin (GHR) has orexigenic effects, whereas peptide YY (PYY) reduces intake. GHR also acts as a hormone to control body fat stores. The authors evaluated whether GHR or PYY was related to caloric intake or absorption in patients with short bowel syndrome and whether GHR was associated with body mass index. METHODS: Patients were admitted twice for nutrient balance. Height and body weight were obtained using standardized protocols. Energy intake > 40 kcal/kg/day was defined as adaptive hyperphagia. Fasting plasma PYY and GHR were assayed in duplicate with Linco enzyme-linked immunosorbent assay kits. RESULTS: The median age of the 7 study participants was 62 (range, 45-66) years, time with short bowel syndrome was 6.6 (range, 2-29) years, and body mass index was 21.2 kg/m(2) (range, 19-27.7). Five patients had adaptive hyperphagia. Neither GHR nor PYY was significantly related to energy intake or absorption (GHR: R = 0.22 and R = -0.233, PYY: R = 0.10 and R = -0.13). Body mass index trended toward an inverse association with GHR (GHR: R = -0.540, P = .211). CONCLUSION: The rigorous adaptive hyperphagia seen in these patients with short bowel syndrome was not related to fasting GHR or PYY, suggesting the need to explore other mechanisms.

Energy absorption is reduced with oleic acid supplements in human short bowel syndrome.

BACKGROUND: Oleic acid premeal supplements have been described as a method to trigger the ileal brake and thus lengthen transit time and the opportunity for nutrient absorption. The aims of this study were to determine whether oleic acid supplements would lengthen transit time and improve absorption of nutrients in study participants with short bowel syndrome as well as affect diarrhea or patient weight. METHODS: A double-blind, controlled, random-order crossover trial was conducted in 8 study participants with longstanding and severe short bowel syndrome, employing blue food color appearance, breath hydrogen testing, and radio-opaque markers as measures of transit time. Absorption of energy, protein, fat, and fluid was conducted by classic nutrient balance methods. Diarrhea was estimated by daily stool weight and number of bowel actions. Although 8 patients were enrolled, only 7 completed the study. RESULTS: Transit time was not significantly different between oleic acid and placebo treatment, although peptide YY levels trended higher with the oleic acid treatment. Energy absorption was reduced 14% by oleic acid, significantly more than the 3% reduction by placebo. Fat, protein, and fluid absorption was not changed significantly. Neither diarrhea nor patient body weight was changed by oleic acid. CONCLUSIONS: Energy absorption is reduced by oleic acid supplements in severe short bowel syndrome. The study may have lacked power to determine whether oleic acid affects diarrhea or body weight.

Obesity reduces the risk of pressure ulcers in elderly hospitalized patients.

BACKGROUND: Both underweight and obesity have been suggested as risk factors for pressure ulcers (PU) development, although data are limited. Our aim was to evaluate the odds of PU in underweight and obese, relative to optimal weight patients. METHODS: Secondary data analysis of a prospective cohort study of risk factors for PU on admission or by hospital day 3 in 3214 elderly patients admitted during 1998-2001 to two hospitals in Philadelphia, Pennsylvania. RESULTS: Patients who were underweight had greater odds of developing PU (adjusted odds ratio [OR] = 1.8, 95% confidence interval [CI], 1.2-2.6). Patients who were obese had reduced odds (adjusted OR = 0.7, 95% CI, 0.4-1.0), and those with severe obesity had the lowest odds of PU (adjusted OR = 0.1, 95% CI, 0.01-0.6). CONCLUSIONS: These data suggest that extra body fat reduces the risk of PU in elderly hospitalized patients.

Systemic inflammatory mediators and bone homeostasis in intestinal failure.

BACKGROUND: A proinflammatory state has been described in patients with intestinal failure. The prevalence of metabolic bone disease in this group is considerable. It is not known whether this proinflammatory state is related to bone parameters, though bone disease is recognized as a proinflammatory process in postmenopausal women. The purpose of this study was to examine whether inflammation was related to bone disease. METHODS: Eight patients with parenteral nutrition (PN)-dependent intestinal failure but no recent infections or immunosuppressive medications had serum assayed for interleukin-6 (IL-6), tumor necrosis factor (TNF)-alpha, and its receptors (TNFR-I and TNFR-II), C-reactive protein, and whole blood for lymphocyte proliferation. Routine clinical laboratory measures of vitamin D, parathyroid hormone, serum calcium, and phosphorus within 3 months of the inflammatory measures were compared by Pearson's correlation to the inflammatory measures. RESULTS: Mean values for calcium, phosphorus, and albumin were normal, but 25-hydroxy vitamin D was reduced and parathyroid hormone and alkaline phosphatase elevated. Serum total calcium was negatively related to TNFR-II, TNF-alpha and positively to T-helper cells. Longer PN dependence was associated with inflammation and negatively with T-helper cells. CONCLUSIONS: These preliminary findings are hypothesis generating only but support an association of low calcium and longer duration of PN with inflammation in patients with intestinal failure. Whether the inflammation results from vitamin D deficiency or the vitamin D deficiency develops secondary to excessive use of activated vitamin D to modulate inflammation from some other cause, such as a component of PN or repeated infectious challenge, requires further study.

Intestinal failure-associated metabolic bone diseases and response to teriparatide.

Patients requiring home parenteral nutrition (PN) may develop metabolic bone disease, the etiology of which can be multifactorial. We report a case of significantly low bone mass in a postmenopausal woman with history of short bowel syndrome, renal impairment, and previous radiation exposure who responded to intermittent subcutaneous administration of parathyroid hormone. Her bone mineral density normalized after she completed a course of 18 months of treatment, and a bone isotope scan was negative for skeletal malignancy.

A case of Cronkhite-Canada syndrome with taste disturbance as a leading complaint.

Cronkhite-Canada syndrome was first described in 1955. The clinical features of this rare syndrome of unknown etiology include nonhereditary gastrointestinal polyposis together with diarrhea, nail dystrophy, alopecia, and hyperpigmentation of the skin. This syndrome has been divided into five clinical types based on initial symptoms. We describe a case of Cronkhite-Canada syndrome presenting with taste disturbance as the major symptom, present a comprehensive review of the literature concerning this rare syndrome, and suggest therapeutic treatment options.

Choline and vitamin B12 deficiencies are interrelated in folate-replete long-term total parenteral nutrition patients.

BACKGROUND: Choline has recently been recognized as an essential nutrient, in part based on deficiency data in long-term home total parenteral nutrition (TPN) patients. Choline, a methyl donor in the metabolism of homocysteine, is intricately related to folate status, but little is known about choline and vitamin B12 status. Long-term TPN patients are also subject to vitamin B12 deficiency. OBJECTIVE: The objective of the study was to evaluate any interaction between choline, vitamin B12, and folate in patients with severe malabsorption syndromes, requiring long-term TPN. DESIGN: Plasma free choline, serum and red blood cell (RBC) folate, serum vitamin B12 methylmalonic acid, B6, and plasma total homocysteine concentrations were assayed by standard methods. Low choline was defined as values that fall 1 to < or =3 and marked low choline concentration as >3 SD below the control mean. RESULTS: Both low choline concentrations (52% were marked low, 33% low, 14% normal) and elevated methylmalonic acid concentrations (47%) were prevalent. Choline concentration was significantly lower and RBC folate higher in patients with elevated methylmalonic acid. Total homocysteine elevations were rare (3 of 21) and mild. CONCLUSIONS: These data suggest a strong interaction between vitamin B12 and choline deficiencies and folate status in this population, which may be due in part to variations in vitamin and choline delivery by TPN. Folate adequacy may increase B12 use for homocysteine metabolism, thus limiting B12 availability for methylmaIonic acid metabolism. Choline use may also increase, and choline deficiency may worsen if choline substitutes when the vitamin B12 side of the homocysteine metabolic pathway cannot be used.