Academic literature on the topic 'Dysphagia, swallowing, pneumonia, cluster analysis'

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Journal articles on the topic "Dysphagia, swallowing, pneumonia, cluster analysis"

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Henke, Christian, Christian Foerch, and Sriramya Lapa. "Early Screening Parameters for Dysphagia in Acute Ischemic Stroke." Cerebrovascular Diseases 44, no. 5-6 (2017): 285–90. http://dx.doi.org/10.1159/000480123.

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Background: Dysphagia is a frequent symptom in patients with acute stroke. It is associated with malnutrition, aspiration and mortality. The identification of early screening parameters for dysphagia promptly leading to a professional swallowing examination is therefore of utmost importance. This study aimed to detect early and easily assessable predictors of dysphagia in a large cohort of patients with acute ischemic stroke. Methods: Our analysis was based on data from a prospective in-hospital registry. Patients with ischemic stroke were included over the course of 3 years. Patients were scheduled to undergo a clinical swallowing investigation within the first 24 h after hospital admission. Step-wise multivariate logistic regression was used to identify independent predictors of dysphagia in general and of pneumonia in particular. Results: 1,646 patients with ischemic stroke were included. Stroke severity in terms of higher National Institute of Health Stroke Scale (NIHSS) values (p < 0.001), male gender (p = 0.006) and higher age (p < 0.001) independently predicted dysphagia. A receiver operating characteristics analysis revealed an NIHSS cut-off value of 4.5 for optimal differentiation between patients with and without dysphagia (sensitivity 0.77; specificity 0.77). Dysphagia (p < 0.001), male gender (p = 0.002), higher NIHSS scores (p < 0.001) and higher age (p = 0.002) were factors that were independently associated with pneumonia. The NIHSS cut-off value for differentiating between patients with and without pneumonia was 5.5 (sensitivity 0.91; specificity 0.67). Conclusions: Stroke severity in terms of NIHSS is a simple and reliable predictor of dysphagia. Patients with NIHSS values ≥5 should be quickly directed towards a professional swallowing examination. Dysphagia was confirmed to be a strong predictor of pneumonia.
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Dai, Yong, Jia Qiao, Qiu-Ping Ye, Xin-Ya Li, Jia-Hui Hu, and Zu-Lin Dou. "Exploring the Influence of Dysphagia and Tracheostomy on Pneumonia in Patients with Stroke: A Retrospective Cohort Study." Brain Sciences 12, no. 12 (December 3, 2022): 1664. http://dx.doi.org/10.3390/brainsci12121664.

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Background: Pneumonia is common in patients with tracheostomy and dysphagia. However, the influence of dysphagia and tracheostomy on pneumonia in patients with stroke remains unclear. The aim of this study was to explore the risk factors related to pneumonia, and the association between dysphagia, tracheostomy and pneumonia in patients with stroke was investigated. Methods: Patients with stroke who experienced tracheostomy and dysphagia were included and divided into two groups based on record of pneumonia at discharge. Clinical manifestations and physical examination were used to diagnose pneumonia, whereas clinical swallowing examination, and videofluoroscopy swallowing studies (VFSS) were used to evaluate swallowing function. Results: There were significant differences between the pneumonia group and the no pneumonia group in total tracheostomy time (6.3 ± 5.9 vs. 4.3 ± 1.7 months, p = 0.003), number of instances of ventilator support (0.41 ± 0.49 vs. 0.18 ± 0.38, p = 0.007), PAS score (5.2 ± 1.92 vs. 4.3 ± 1.79, p = 0.039), impaired or absent cough reflex (76.4 vs. 55.6%, p = 0.035), oropharyngeal phase dysfunction (60.6 vs. 40.8%, p = 0.047), length of hospital stay (36.0 ± 7.2 vs. 30.5 ± 11.7 days, p = 0.025) and direct medical costs (15,702.21 ± 14,244.61 vs. 10,923.99 ± 7250.14 United States dollar [USD], p = 0.042). Multivariate logistic regression showed that the total tracheostomy time (95% confidence interval [CI], 1.966–12.922, p = 0.001), impaired or absent cough reflex (95% CI, 0.084–0.695, p = 0.008), and oropharyngeal phase dysfunction (95% CI, 1.087–8.148, p = 0.034) were risk factors for pneumonia. Spearman’s correlation analysis demonstrated that PAS scores were significantly correlated with cough reflex dysfunction (r = 0.277, p = 0.03), oropharyngeal phase dysfunction (r = 0.318, p < 0.01) and total tracheostomy time (r = 0.178, p = 0.045). The oropharyngeal phase dysfunction was significantly correlated with cough reflex (r = 0.549, p < 0.001) and UES opening (r = 0.643, p < 0.01). Conclusions: Tracheostomy and dysphagia increased the risk of pneumonia in patients with stroke. Total tracheostomy time, duration of ventilator support, degree of penetration and aspiration, and oropharyngeal phase dysfunction are risk factors. Given this, we also found that there may be a correlation between tracheostomy and dysphagia.
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Pekacka-Egli, Anna Maria, Radoslaw Kazmierski, Dietmar Lutz, Stefan Tino Kulnik, Katarzyna Pekacka-Falkowska, Adam Maszczyk, Wolfram Windisch, Tobias Boeselt, and Marc Spielmanns. "Predictive Value of Cough Frequency in Addition to Aspiration Risk for Increased Risk of Pneumonia in Dysphagic Stroke Survivors: A Clinical Pilot Study." Brain Sciences 11, no. 7 (June 25, 2021): 847. http://dx.doi.org/10.3390/brainsci11070847.

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Background: Post-stroke dysphagia leads to increased risk of aspiration and subsequent higher risk of pneumonia. It is important to not only diagnose post-stroke dysphagia early but also to evaluate the protective mechanism that counteracts aspiration, i.e., primarily cough. The aim of this study was to investigate the predictive value of cough frequency in addition to aspiration risk for pneumonia outcome. Methods: This was a single-center prospective observational study. Patients with first-ever strokes underwent clinical swallowing evaluation, fibreoptic endoscopic evaluation of swallowing (FEES), and overnight cough recording using LEOSound® (Löwenstein Medical GmbH & Co. KG, Bad Ems, Germany ). Penetration–Aspiration Scale (PAS) ratings and cough frequency measurements were correlated with incidence of pneumonia at discharge. Results: 11 women (37%) and 19 men (63%), mean age 70.3 years (SD ± 10.6), with ischemic stroke and dysphagia were enrolled. Correlation analysis showed statistically significant relationships between pneumonia and PAS (r = 0.521; p < 0.05), hourly cough frequency (r = 0,441; p < 0.05), and categories of cough severity (r = 0.428 p < 0.05), respectively. Logistic regression showed significant predictive effects of PAS (b = 0.687; p = 0.014) and cough frequency (b = 0.239; p = 0.041) for pneumonia outcome. Conclusion: Cough frequency in addition to aspiration risk was an independent predictor of pneumonia in dysphagic stroke survivors.
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Lee, Byung Joo, Hyoshin Eo, and Donghwi Park. "Usefulness of the Modified Videofluoroscopic Dysphagia Scale in Evaluating Swallowing Function among Patients with Amyotrophic Lateral Sclerosis and Dysphagia." Journal of Clinical Medicine 10, no. 19 (September 22, 2021): 4300. http://dx.doi.org/10.3390/jcm10194300.

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Introduction: The videofluoroscopic dysphagia scale (VDS) is used to predict the long-term prognosis of dysphagia among patients with the condition. Previously, a modified version of the VDS (mVDS) was established to overcome the relatively low inter-rater reliability of VDS, and was verified in patients with dysphagia, such as stroke patients. However, the validity of mVDS in patients with amyotrophic lateral sclerosis (ALS) has never been proved. Therefore, in this study, we attempted to seek the validity of the mVDS score in patients with ALS suffering from dysphagia. Method: Data from the videofluoroscopic swallowing study (VFSS) of 34 patients with ALS and dysphagia were retrospectively collected. We investigated the presence of aspiration pneumonia and the selected feeding method based on the VFSS. We also evaluated the correlations between the mVDS and the selected feeding method, and between the mVDS and the presence of aspiration pneumonia. Multivariate logistic regression and receiver operating characteristic (ROC) analyses were performed during the data analysis. Results: In patients with ALS and dysphagia, the mVDS scores were statistically correlated with the selected feeding method (p < 0.05) and the presence of aspiration pneumonia (p < 0.05). In the ROC curve analysis, the area under the ROC curve values for the selected feeding method and the presence of aspiration pneumonia were 0.886 (95% confidence interval (CI), 0.730–0.969; p < 0.0001) and 0.886 (95% CI, 0.730–0.969; p < 0.0001), respectively. Conclusion: The mVDS can be a useful tool for quantifying the severity of dysphagia and interpreting the VFSS findings in patients with ALS and dysphagia. However, further studies involving a more general population of patients with ALS are needed to elucidate a more accurate cut-off value for the allowance of oral feeding and the presence of aspiration pneumonia.
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El Gharib, Aretuza Zaupa Gasparim, Giédre Berretin-Felix, Diogo Francisco Rossoni, and Sergio Seiji Yamada. "Effectiveness of Therapy on Post-Extubation Dysphagia: Clinical and Electromyographic Findings." Clinical Medicine Insights: Ear, Nose and Throat 12 (January 2019): 117955061987336. http://dx.doi.org/10.1177/1179550619873364.

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Introduction: Patients who require prolonged endotracheal intubation (>48 hours) are at risk of dysphagia. Speech-language pathologists should perform swallowing exercises after extubation due to the high probability of developing aspiration pneumonia. There are no studies describing the use of swallowing techniques employed in post-extubation therapy aided by surface electromyography. Objectives: To evaluate the effects of swallowing function therapy in extubated patients after prolonged orotracheal intubation by means of clinical and electromyographic evaluation. Methods: A total of 15 patients were enrolled in this study (average age 48.6 ± 16.5 years). The study was carried out in three phases: (1) Clinical and electromyographic evaluation using the Dysphagia Risk Assessment Protocol following dysphagia scores criteria, and the measurement of the suprahyoid muscles amplitude (μV) expressed by root mean square (RMS), respectively; (2) swallowing rehabilitation program; and (3) reevaluation of patients after therapy. The Wilcoxon paired test assuming a significance level of 5% was used for statistical analysis. Results: By means of the swallowing scale, it was verified that patients suffered from severe oropharyngeal dysphagia at the first evaluation (80%), but the rehabilitation therapy reduced clinical signs, persistent only in one patient (6.7%) post-therapy, thus, improving swallowing. Significant differences, pre- and post-therapy, for suprahyoid muscles during maximal voluntary isometric contractions of right ( P = .0067) and left ( P = .0215), saliva swallowing by right ( P = .0413) and left ( P = .0151), and liquid swallowing by right ( P = .0479) and left ( P = .0215) sides, were found, as shown by electromyography. Conclusions: Swallowing exercises carried out by extubated patients after prolonged orotracheal intubation increased neuromuscular recruitment of suprahyoid muscles involved with swallowing and reduced dysphagia levels.
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Bedaque, Henrique de Paula, Lidiane Maria de Brito Macedo Ferreira, Kallil Monteiro Fernandes, Cynthia Meira de Almeida Godoy, and Hipólito Virgilio Magalhães Junior. "OROPHARYNGEAL DYSPHAGIA: AN ASSOCIATION BETWEEN DYSPHAGIA LEVEL, SYMPTOMS AND COMORBIDITY." JOURNAL OF SURGICAL AND CLINICAL RESEARCH 11, no. 1 (May 22, 2020): 39–45. http://dx.doi.org/10.20398/jscr.v11i1.20955.

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Objective: Associate levels of dysphagia according to the patient health condition. Methods: Retrospective study analyzing 149 medical records of patients who underwent Fiberoptic endoscopic evaluation of swallowing (FEES) in a tertiary hospital from 2016 to 2018. Data was collected on symptoms, comorbidities, FESS findings and oropharynx dysphagia classification. Statistical analysis was performed through descriptive and bivariate analysis using the Chi-square and Fisher's exact tests with a 5% significance level. Results: Most patients are elderly, female and with the main complaint of gagging for liquids and solids (30.9%), and gagging only for liquids was associated with the presence of mild dysphagia. The most prevalent degree of oropharynx dysphagia (OD) was mild (45%). In relation to patients' diseases, associations were identified between amyotrophic lateral sclerosis and mild dysphagia, Parkinson's disease and moderate dysphagia, and past pneumonia and / or head and neck cancer with severe dysphagia. Conclusions: The main complaint of patients with dysphagia and their pathological history should guide the treatment, without dispensing with complementary exams such as FESS, highlighting Parkinson's disease with moderate oropharynx dysphagia and past pneumonia and / or head and neck cancer as severe dysphagia.
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Madhavan, Aarthi, Giselle Carnaby, Karishma Chhabria, and Michael Crary. "Preliminary Development of a Screening Tool for Pre-Clinical Dysphagia in Community Dwelling Older Adults." Geriatrics 3, no. 4 (December 7, 2018): 90. http://dx.doi.org/10.3390/geriatrics3040090.

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Evidence suggests that community dwelling older adults (CDOA) are at risk for dysphagia (swallowing difficulties). Dysphagia is often unidentified until related morbidities like under nutrition or pneumonia occur. These cases of unidentified dysphagia, prior to any clinical intervention, may be termed ‘pre-clinical dysphagia’. Identifying pre-clinical dysphagia is challenged by the lack of validated tools appropriate for CDOA. This study addresses preliminary development of a novel patient reported outcome (PRO) screening tool for pre-clinical dysphagia. Initially, 34 questions were developed from literature review and expert opinion. Following pilot testing (n = 53), the questionnaire was revised and tested on 335 additional CDOA. Face validity, content validity, item analysis, reliability (internal consistency), and construct validity (exploratory factor analysis) measures were completed. Psychometric validation resulted in a 17-question PRO tool. Construct analysis identified a three-factor model that explained 67.345% of the variance. Emergent factors represented swallowing effort, physical function, and cognitive function. The results revealed strong construct validity and internal consistency (Cronbach’s α = 0.90). A novel, simple PRO incorporating multiple function domains associated with aging demonstrated strong preliminary psychometric properties. This tool is more comprehensive and aging-focused than existing dysphagia screening tools. Inclusion of multiple domains may be key in early identification of pre-clinical dysphagia.
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Jiang, Hailun, Qiang Zhang, Qi Zhao, Hao Chen, Xi Nan, Miao Liu, Chunsheng Yin, et al. "Manual Acupuncture or Combination of Rehabilitation Therapy to Treat Poststroke Dysphagia: A Systematic Review and Meta-Analysis of Randomized Controlled Trials." Evidence-Based Complementary and Alternative Medicine 2022 (October 15, 2022): 1–26. http://dx.doi.org/10.1155/2022/8803507.

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Backgroundand Objective. Poststroke dysphagia is one of the most common stroke complications with high morbidity and long course, while acupuncture treatment is easily accepted by patients due to its reliability, feasibility, simple operation, low price, and quick effect. Our objective was to evaluate the efficacy of manual acupuncture in poststroke dysphagia patients. Methods. Databases including Medline, Web of Science, PubMed, Cochrane Library databases, EMBASE, CNKI (China National Knowledge Infrastructure), WanFang (WanFang Database), and VIP (Chongqing VIP) were searched from inception until Aug 19, 2022. Data were analyzed using Revman 5.3, Stata 14.0, and TSA 0.9.5.10 Beta software. Evidence quality evaluation was performed by using GRADE profiler 3.6. Results. A total of 33 randomized control trials (RCTs) enrolled 2680 patients. Meta-analysis results revealed that compared to rehabilitation, acupuncture decreased water swallow test (WST) and standard swallowing assessment (SSA) scores. Meanwhile, in contrast to rehabilitation alone, integration of acupuncture with rehabilitation effectively decreased WST and SSA scores; improved swallowing scores of videofluoroscopic swallowing study (VFSS), swallowing scores of Fujishima Ichiro, Barthel index (BI), and swallowing quality of life questionnaire (SWAL-QOL); reduced the aspiration rates as well as aspiration pneumonia; and shortened the duration of empty swallowing and the duration of 5 mL water swallowing. Pooled analysis did not reveal any significant differences in dysphagia outcome severity scores (DOSS) ( p = 0.15 > 0.05 p) between the acupuncture group combined with rehabilitation group and the rehabilitation group alone. After the risk-of-bias assessment, these studies were not of low quality, except in terms of allocation concealment and blindness. Evidence quality evaluation showed that allocation concealment and blindness led to a downgrade and primary outcomes’ evaluation of acupuncture combined with rehabilitation were ranked as moderate-quality evidence while acupuncture alone was ranked as low-quality. Conclusion. This meta-analysis provided positive pieces of evidences that acupuncture and acupuncture combined with rehabilitation were better than using rehabilitation alone in the treatment of poststroke dysphagia.
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Labeit, Bendix, Marc Pawlitzki, Tobias Ruck, Paul Muhle, Inga Claus, Sonja Suntrup-Krueger, Tobias Warnecke, Sven G. Meuth, Heinz Wiendl, and Rainer Dziewas. "The Impact of Dysphagia in Myositis: A Systematic Review and Meta-Analysis." Journal of Clinical Medicine 9, no. 7 (July 8, 2020): 2150. http://dx.doi.org/10.3390/jcm9072150.

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(1) Background: Dysphagia is a clinical hallmark and part of the current American College of Rheumatology/European League Against Rheumatism (ACR/EULAR) diagnostic criteria for idiopathic inflammatory myopathy (IIM). However, the data on dysphagia in IIM are heterogenous and partly conflicting. The aim of this study was to conduct a systematic review on epidemiology, pathophysiology, outcome and therapy and a meta-analysis on the prevalence of dysphagia in IIM. (2) Methods: Medline was systematically searched for all relevant articles. A random effect model was chosen to estimate the pooled prevalence of dysphagia in the overall cohort of patients with IIM and in different subgroups. (3) Results: 234 studies were included in the review and 116 (10,382 subjects) in the meta-analysis. Dysphagia can occur as initial or sole symptom. The overall pooled prevalence estimate in IIM was 36% and with 56% particularly high in inclusion body myositis. The prevalence estimate was significantly higher in patients with cancer-associated myositis and with NXP2 autoantibodies. Dysphagia is caused by inflammatory involvement of the swallowing muscles, which can lead to reduced pharyngeal contractility, cricopharyngeal dysfunction, reduced laryngeal elevation and hypomotility of the esophagus. Swallowing disorders not only impair the quality of life but can lead to serious complications such as aspiration pneumonia, thus increasing mortality. Beneficial treatment approaches reported include immunomodulatory therapy, the treatment of associated malignant diseases or interventional procedures targeting the cricopharyngeal muscle such as myotomy, dilatation or botulinum toxin injections. (4) Conclusion: Dysphagia should be included as a therapeutic target, especially in the outlined high-risk groups.
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Hanna, R., and D. R. Randall. "Progression of swallowing dysfunction and associated complications of dysphagia in a cohort of patients with serial videofluoroscopic swallow examinations." Journal of Laryngology & Otology 135, no. 7 (June 10, 2021): 593–98. http://dx.doi.org/10.1017/s0022215121001298.

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AbstractObjectiveDysphagia is a common symptom with associated complications ranging from mild discomfort to life-threatening pulmonary compromise. Videofluoroscopic swallow is the ‘gold standard’ evaluation for oropharyngeal dysphagia, but little is known about how patients’ performance changes over time.MethodThis was a retrospective cohort study evaluating dysphagia patients’ clinical course by serial videofluoroscopic swallow study. Univariate analysis followed by multivariate analysis were used to identify correlations between pneumonia outcomes, diet allocation, aetiology and comorbidities.ResultsThis study identified 104 patients (53 per cent male) stratified into risk groups by penetration-aspiration scale scores. Mean penetration-aspiration scale worsened over time (p < 0.05), but development of pneumonia was not associated with worsened penetration-aspiration scale score over time (p = 0.57) or severity of dysphagia (p = 0.88).ConclusionOur dataset identified a large cohort of patients with oropharyngeal dysphagia and demonstrated mean penetration-aspiration scale tendency to worsen. Identifying prognostic factors associated with worsening radiological findings and applying this to patients at risk of clinical swallowing difficulty is needed.
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Dissertations / Theses on the topic "Dysphagia, swallowing, pneumonia, cluster analysis"

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MOZZANICA, FRANCESCO. "SWALLOWING, NUTRITIONAL STATUS AND HYDRATION IN ACUTE AND SUB-ACUTE CARE SETTINGS: IMPLICATIONS ON SURVIVAL AND ASPIRATION PNEUMONIA." Doctoral thesis, Università degli Studi di Milano, 2018. http://hdl.handle.net/2434/545472.

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Introduction: malnourishment, dehydration and dysphagia are common in hospitalized patients both in Acute and Sub-acute care settings. However, the relationships among these conditions have been poorly studied and with divergent results. In the absence of these information it appears very difficult to appropriate manage health-care resources in order to early identify the population at risk of developing negative outcomes and to develop a prevention program. This research project was design in order to improve the clinical management of dysphagic, malnourished and dehydrated patients admitted to the Acute and Sub-acute care Units. In particular, the project was structured into 3 different phases. In the first one the prevalence of malnutrition, dysphagia and dehydration at admission in Acute and Sub-acute care settings was analyzed. In the second phase the association between malnutrition, critical weight loss, dysphagia and dehydration and negative clinical outcomes was studied. Finally, in the third phase a statistically-based exploratory analysis (using an unsupervised clustering method) was used in order to identify the presence of similar phenotypic subgroups of patients according to objective criteria. In addition, the ability of this classification in predicting negative clinical outcomes was also assessed. Materials and methods: a total of 686 patients were recruited, 483 of them were admitted to the Acute care Unit (Stroke-Unit), while 203 were admitted to the Sub-acute care Unit. Information regarding age, gender, weight, height, presence of aphasia and dysarthria, severity of stroke (only in patients admitted to the Acute care Unit), data on functional status activity of daily living, data on oral intake, data on serum analysis (known or suspected to be related to the presence of dysphagia, dehydration and malnutrition), presence of swallowing disorders, data on hydration level, presence of undernutrition were collected at admission in all the patients. Student t test and Chi-square test were used to compare the distribution of continuous and categorical data among patients according to gender and presence of dysphagia. Correlation analysis was performed in order to evaluate the presence of significant correlations among the collected variables. Kaplan-Meier curves and Cox’s proportional hazard models were used to assess the impact of malnutrition, critical weight loss, dysphagia and dehydration on clinical outcomes. Finally, Ward’s minimum-variance hierarchical method was used in order to generate clusters by placing subjects into groups not defined a priori but according to the similarity of clinical characteristics. Results: Patients admitted to the Acute care Unit were found malnourished in 16.2% of cases. Dysphagia was detected in 24.2% of patients while dehydration was found in 49.7% of cases. As far as it is concerned the Sub-acute care Unit, dysphagia was reported in 22.2% of cases, malnutrition in 22.2% of cases and dehydration in 45.8% of cases. A total of 114 patients died during the follow-up period. One-hundred-two were admitted to the Acute care Unit, while 12 were admitted to the Sub-acute care Unit. In both group no significant association between malnutrition and dehydration and mortality or pulmonary complications was found. On the other hand, dysphagia significantly affected survival. In the Acute care Unit 33 out of the 117 patients with dysphagia died during the 6 months follow-up; while in the Sub-acute care Unit 8 out of the 45 patients with dysphagia died during the 6 months follow-up. In addition, the presence of dysphagia significantly increased the risk of developing pulmonary complications (Odds Ratio = 5.493; p = 0.007 in Acute care settings and Odds Ratio = 2.809; p = 0.029 in Sub-acute care settings). Also critical weight loss significantly affected survival and increased the risk of develop pulmonary complications both in Acute and in Sub-acute care settings. Patients with both critical weight loss and dysphagia had a higher mortality risk than patients with critical weight loss but without dysphagia or patients with dysphagia but without critical weight loss (Odds Ratio = 4.943; p = 0.019 in Acute care settings and Odds Ratio = 2.732; p = 0.032 in Subacute care settings). Using the clustering approach, a dendrogram was generated and a 4-cluster reduction was chosen to describe the results. Patients in different clusters demonstrated significant differences both in the results of continuous and categorical data. In addition, significant differences among clusters were also found in survival and in the risk to develop pulmonary complications. In particular, patients of cluster 2 died more frequently than patients in the other clusters (p = 0.019), while pulmonary complications were more frequently in patients of cluster 1 and 2 (p = 0.021). Discussion: the prevalence of malnutrition, dehydration and dysphagia was high, both in Acute and Subacute care settings. Interestingly, malnutrition and dehydration did not influence the occurrence of negative clinical outcomes. On the other hand, dysphagia and critical weight loss significantly affected survival and occurrence of pulmonary complications. In particular, dysphagic patients who experienced a critical weight loss had the poorest prognosis. The unsupervised statistical methods based upon hierarchical clustering was able to classify patients into 4 clusters which described patients who shared common clinical features. Even if it is unlikely that these clusters represent distinct pathophysiologies, patients in different clusters have significantly different prognoses. It is possible that the application of unsupervised clustering method in the classification of hospitalized patients could provide interesting prognostic information.
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