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1.
J Voice ; 2024 May 04.
Article in English | MEDLINE | ID: mdl-38705740

ABSTRACT

OBJECTIVES: The isolated or combined effects of vibration and smoke extract (SE) from the IQOS™ "heat-not-burn" technology on human vocal fold fibroblasts (hVFF) were evaluated in an in vitro setting in order to elucidate their influence on vocal fold (patho-) physiology. STUDY DESIGN: Experimental pilot study using intervention with IQOS™-SE in vitro. METHODS: Immortalized hVFF were exposed to IQOS™-SE or control medium under static or vibrational conditions. A phonomimetic bioreactor was used to deliver vibrational patterns to hVFF over a period of 5days. Cytotoxicity was quantified by lactate dehydrogenase assay. Effects on extracellular matrix production, inflammation, fibrogenesis, and angiogenesis were assessed by reverse transcription-quantitative polymerase chain reaction, western blot, enzyme-linked immunosorbent assay, and Magnetic Luminex assays. RESULTS: We observed significant changes induced either by IQOS™-SE exposure alone (matrix metalloproteinase 1, fibronectin, cyclooxygenase (COX)1, interleukin-8 gene expression), or by the combination of IQOS™-SE and vibration (hyaluronidase 2, COX2, interleukin-8 protein levels, vascular endothelial growth factor D). CONCLUSION: Short-term in vitro exposure of hVFF to IQOS™-SE did not result in cytotoxicity and reduced the gene expression of measured inflammation mediators, but had no effect on their protein expression. However, the clinical effects of long-term IQOS™ use are still not known and further research is needed in order to assess, if IQOS™ is in fact less harmful than conventional cigarettes.

2.
Article in English | MEDLINE | ID: mdl-38743079

ABSTRACT

PURPOSE: The rise of digitization promotes the development of screening and decision support tools. We sought to validate the results from a machine learning based dysphagia risk prediction tool with clinical evaluation. METHODS: 149 inpatients in the ENT department were evaluated in real time by the risk prediction tool, as well as clinically over a 3-week period. Patients were classified by both as patients at risk/no risk. RESULTS: The AUROC, reflecting the discrimination capability of the algorithm, was 0.97. The accuracy achieved 92.6% given an excellent specificity as well as sensitivity of 98% and 82.4% resp. Higher age, as well as male sex and the diagnosis of oropharyngeal malignancies were found more often in patients at risk of dysphagia. CONCLUSION: The proposed dysphagia risk prediction tool proved to have an outstanding performance in discriminating risk from no risk patients in a prospective clinical setting. It is likely to be particularly useful in settings where there is a lower incidence of patients with dysphagia and less awareness among staff.

3.
PLoS One ; 19(2): e0297168, 2024.
Article in English | MEDLINE | ID: mdl-38335206

ABSTRACT

Studies have shown that certain vocal fold pathologies are more common in one sex than the other. This is often explained by differences in the composition of the lamina propria and anatomical differences between female and male vocal folds, resulting in e.g. different fundamental frequencies. Here, we investigated a potential sex-specific voice frequency effect in an in vitro setting using vocal fold fibroblasts from one male and one female donor with and without cigarette smoke extract (CSE) addition. After exposure to either male or female vibration frequency with or without CSE, cells and supernatants were harvested. Gene and protein analysis were performed by means of qPCR, western blot, ELISA and Luminex. We found that exposure of cells to both male and female vibration pattern did not elicit significant changes in the expression of extracellular matrix-, inflammation-, and fibrosis-related genes, compared to control cells. The addition of CSE to vibration downregulated the gene expression of COL1A1 in cells exposed to the female vibration pattern, as well as induced MMP1 and PTGS2 in cells exposed to both female and male vibration pattern. The protein expression of MMP1 and COX2 was found to be significantly upregulated only in cells exposed to CSE and female vibration pattern. To conclude, different vibration patterns alone did not cause different responses of the cells. However, the female vibration pattern in combination with CSE had a tendency to elicit/maintain more pro-inflammatory responses in cells than the male vibration pattern.


Subject(s)
Matrix Metalloproteinase 1 , Vocal Cords , Male , Female , Humans , Vocal Cords/physiology , Matrix Metalloproteinase 1/genetics , Matrix Metalloproteinase 1/metabolism , Vibration/adverse effects , Fibroblasts/metabolism , Blotting, Western
4.
Laryngoscope ; 134(2): 848-854, 2024 Feb.
Article in English | MEDLINE | ID: mdl-37597167

ABSTRACT

OBJECTIVES: The aim of the study was to increase muscle volume and improve phonation characteristics of the aged ovine larynx by functional electrical stimulation (FES) using a minimally invasive surgical procedure. METHODS: Stimulation electrodes were placed bilaterally near the terminal adduction branch of the recurrent laryngeal nerves (RLN). The electrodes were connected to battery powered pulse generators implanted subcutaneously at the neck region. Training patterns were programmed by an external programmer using a bidirectional radio frequency link. Training sessions were repeated automatically by the implant every other day for 1 week followed by every day for 8 weeks in the awake animal. Another group of animals were used as sham, with electrodes positioned but not connected to an implant. Outcome parameters included gene expression analysis, histological assessment of muscle fiber size, functional analysis, and volumetric measurements based on three-dimensional reconstructions of the entire thyroarytenoid muscle (TAM). RESULTS: Increase in minimal muscle fiber diameter and an improvement in vocal efficiency were observed following FES, compared with sham animals. CONCLUSION: This is the first study to demonstrate beneficial effects in the TAM of FES at molecular, histological, and functional levels. FES of the terminal branches of the RLN reversed the effects of age-related changes and improved vocal efficiency. LEVEL OF EVIDENCE: NA Laryngoscope, 134:848-854, 2024.


Subject(s)
Electric Stimulation Therapy , Vocal Cord Paralysis , Sheep , Animals , Disease Models, Animal , Laryngeal Muscles/innervation , Electric Stimulation Therapy/methods , Electric Stimulation/methods
5.
Eur Arch Otorhinolaryngol ; 281(1): 301-310, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37823895

ABSTRACT

PURPOSE: Vocal fold injuries are associated with fibrosis and dysphonia, which is a major obstacle to surgical treatment. The aim of this study is to evaluate the effect of topical hyaluronic acid with or without diclofenac on the inflammatory phase of vocal fold wound healing. METHODS: Forty-one male Sprague-Dawley rats were randomly assigned to four groups: an uninjured control group, an injured control group without any treatment, and two intervention groups in which hyaluronic acid with or without diclofenac was applied to the injured vocal fold. Gene expression of inflammatory markers and ECM-related molecules were examined. RESULTS: Vocal fold injury resulted in a significant upregulation of inflammatory parameters [Ptgs2, Il1b and Il10] and Has1. Tgfb1, Has3 and Eln gene expression were significantly downregulated by the topical application of hyaluronic acid. The combination of hyaluronic acid and diclofenac did not result in any significant changes. CONCLUSIONS: Vocal fold wound healing was significantly improved by a single post-operative topical application of hyaluronic acid. The addition of diclofenac may provide no additional benefit.


Subject(s)
Hyaluronic Acid , Vocal Cords , Rats , Male , Animals , Vocal Cords/surgery , Rats, Sprague-Dawley , Hyaluronic Acid/pharmacology , Diclofenac/metabolism , Diclofenac/pharmacology , Wound Healing
6.
J Voice ; 2023 Nov 24.
Article in English | MEDLINE | ID: mdl-38007365

ABSTRACT

OBJECTIVES/HYPOTHESIS: Hoarseness and limited voice capacity are often associated with benign vocal fold (VF) lesions. Despite their high clinical prevalence, epidemiological investigations focusing on these structural alterations are rare. The aim of the study was to present current European data on five typical lesion types (VF nodules, polyp, cyst, contact granuloma, Reinke´s edema). STUDY DESIGN: Retrospective investigation. METHODS: Video recordings of laryngoscopies from all patients with one of the above-mentioned VF pathologies were subjected to a review process. Data collected arose from a single institution over a period of 13 years. They were evaluated statistically with respect to lesion type, sex, age at first diagnosis, and affected side. RESULTS: In a total of 535 patients, VF polyps occurred most frequently, followed by Reinke's edema and nodules. Each of the lesion types studied was significantly associated with sex and, except VF cysts, all diagnoses were also significantly related to age. Female sex was a risk factor for VF nodules, cysts, and Reinke's edema, whereas male sex was associated with polyps and contact granulomas. VF nodules occurred predominantly in young patients, VF polyps in middle-aged, Reinke's edema, and contact granulomas in later adulthood. The predominantly affected side (bilateral, right, or left VF) depended on sex. CONCLUSIONS: Different prevalences from previous studies resulted from inconsistencies in terms of classification framework, terminology, and definition. In addition to endoscopic findings, socio-cultural backgrounds must also be considered when studying benign VF lesions. Prophylactic voice care education for all populations and concomitant efficacy studies are required. Further research is needed to verify possible correlations between sex and the affected side. A non-binary view could broaden the spectrum of phoniatric research issues.

7.
J Voice ; 2023 Sep 09.
Article in English | MEDLINE | ID: mdl-37696688

ABSTRACT

OBJECTIVES: To explore the effects of short- and long-term cigarette smoke extract (CSE) stimulation on the expression of extracellular matrix (ECM) components and inflammatory cytokines in an in vitro model for studying Reinke's edema using human vocal fold fibroblasts (hVFF). STUDY DESIGN: Experimental pilot study using intervention with CSE in vitro. METHODS: Immortalized hVFF were pretreated with 5% CSE or control medium over a period of 2 or 8 weeks, followed by a final 3-day incubation time. We evaluated cell proliferation and examined gene and protein expression of control- and CSE-treated cells using quantitative polymerase chain reaction, Western Blot and enzyme linked immunosorbent assay. RESULTS: Cell numbers of CSE-treated hVFF strongly decreased after 8 weeks and limited the overall duration of the experiment. We observed significant upregulations in gene expression and protein levels of inflammatory markers (cyclooxygenase COX1, COX2) and ECM components (decorin, matrix metalloproteinase 1, transglutaminase 2, gremlin 2) induced by CSE after 2 and 8 weeks. Interleukin 1 receptor 1, prostaglandin I2 synthase, collagen- and hyaluronan-related gene expression showed minor upregulations. The majority of the observed genes were similarly regulated at both time points. However, the CSE-induced mRNA level of COX1 was ablated after 8 weeks. CONCLUSION: Long-term treatment did not yield results significantly different from the short-term protocol. Therefore, we propose that prolonged CSE exposure is not superior to short-term settings, which save both time and materials.

8.
PLoS One ; 18(6): e0287634, 2023.
Article in English | MEDLINE | ID: mdl-37390090

ABSTRACT

Research of human vocal fold (VF) biology is hampered by several factors. The sensitive microstructure of the VF mucosa is one of them and limits the in vivo research, as biopsies carry a very high risk of scarring. A laryngeal organotypic model consisting of VF epithelial cells and VF fibroblasts (VFF) may overcome some of these limitations. In contrast to human VFF, which are available in several forms, availability of VF epithelial cells is scarce. Buccal mucosa might be a good alternative source for epithelial cells, as it is easily accessible, and biopsies heal without scarring. For this project, we thus generated alternative constructs consisting of immortalized human VF fibroblasts and primary human buccal epithelial cells. The constructs (n = 3) were compared to native laryngeal mucosa at the histological and proteomic level. The engineered constructs reassembled into a mucosa-like structure after a cultivation period of 35 days. Immunohistochemical staining confirmed a multi-layered stratified epithelium, a collagen type IV positive barrier-like structure resembling the basement membrane, and an underlying layer containing VFF. Proteomic analysis resulted in a total number of 1961 identified and quantified proteins. Of these, 83.8% were detected in both native VF and constructs, with only 53 proteins having significantly different abundance. 15.3% of detected proteins were identified in native VF mucosa only, most likely due to endothelial, immune and muscle cells within the VF samples, while 0.9% were found only in the constructs. Based on easily available cell sources, we demonstrate that our laryngeal mucosa model shares many characteristics with native VF mucosa. It provides an alternative and reproducible in vitro model and offers many research opportunities ranging from the study of VF biology to the testing of interventions (e.g. drug testing).


Subject(s)
Laryngeal Mucosa , Larynx , Humans , Cicatrix , Proteomics , Epithelium
9.
J Acoust Soc Am ; 153(5): 2803, 2023 05 01.
Article in English | MEDLINE | ID: mdl-37154554

ABSTRACT

With age, the atrophy of the thyroarytenoid muscle (TAM), and thus atrophy of the vocal folds, leads to decreased glottal closure, increased breathiness, and a loss in voice quality, which results in a reduced quality of life. A method to counteract the atrophy of the TAM is to induce hypertrophy in the muscle by functional electric stimulation (FES). In this study, phonation experiments were performed with ex vivo larynges of six stimulated and six unstimulated ten-year-old sheep to investigate the impact of FES on phonation. Electrodes were implanted bilaterally near the cricothyroid joint. FES treatment was provided for nine weeks before harvesting. The multimodal measurement setup simultaneously recorded high-speed video of the vocal fold oscillation, the supraglottal acoustic signal, and the subglottal pressure signal. Results of 683 measurements show a 65.6% lower glottal gap index, a 22.7% higher tissue flexibility (measured by the amplitude to length ratio), and a 473.7% higher coefficient of determination (R2) of the regression of subglottal and supraglottal cepstral peak prominence during phonation for the stimulated group. These results suggest that FES improves the phonatory process for aged larynges or presbyphonia.


Subject(s)
Quality of Life , Vocal Cords , Sheep , Animals , Vocal Cords/physiology , Phonation/physiology , Laryngeal Muscles , Electric Stimulation
10.
Dysphagia ; 38(4): 1238-1246, 2023 Aug.
Article in English | MEDLINE | ID: mdl-36625964

ABSTRACT

Based on a large number of pre-existing documented electronic health records (EHR), we developed a machine learning (ML) algorithm for detection of dysphagia and aspiration pneumonia. The aim of our study was to prospectively apply this algorithm in two large patient cohorts. The tool was integrated in the hospital information system of a secondary care hospital in Austria. Based on existing data such as diagnoses, laboratory, and medication, dysphagia risk was predicted automatically, and patients were stratified into three risk groups. Patients' risk groups and risk factors were visualized in a web application. Prospective predictions of 1270 admissions to geriatric or internal medicine departments were compared with the occurrence of dysphagia or aspiration pneumonia of routinely documented events. The discriminative performance for internal medicine patients (n = 885) was excellent with an AUROC of 0.841, a sensitivity of 74.2%, and a specificity of 84.1%. For the smaller geriatric cohort (n = 221), the AUROC was 0.758, sensitivity 44.4%, and specificity 93.0%. For both cohorts, calibration plots showed a slight overestimation of the risk. This is the first study to evaluate the performance of a ML-based prediction tool for dysphagia in a prospective clinical setting. Future studies should validate the predictions on data of systematic dysphagia screening by specialists and evaluate user satisfaction and acceptance. The ML-based dysphagia prediction tool achieved an excellent performance in the internal medicine cohort. More data are needed to determine the performance in geriatric patients.


Subject(s)
Deglutition Disorders , Pneumonia, Aspiration , Humans , Aged , Deglutition Disorders/diagnosis , Prospective Studies , Hospitalization , Machine Learning , Retrospective Studies
11.
J Voice ; 2022 Jun 13.
Article in English | MEDLINE | ID: mdl-35710603

ABSTRACT

OBJECTIVES/HYPOTHESIS: Vocal folds (VF) scarring leads to severe dysphonia which negatively impacts daily life of patients. Current therapeutic options are limited due in large part to the high complexity of the micro-structure of the VF. Innovative therapies derived from adipose tissue such as stromal vascular fraction (SVF) or adipose derived stromal/ stem cells (ASC) are currently being evaluated in this indication and paracrine anti-fibrotic effects are considered as predominant mechanisms. METHODS: The paracrine anti-fibrotic effects of SVF and ASC from healthy donors were tested in an innovative in vitro fibrogenesis model employing human VF fiboblasts (hVFF) and the principles of macromolecular crowding (MMC). Biosynthesis of collogen and alpha-smooth-muscle actin (αSMA) expression in hVFF were quantified after five days of indirect coculture with ASC or SVF using silver stain, western blot and RT-qPCR analysis. RESULTS: Fibrogenesis was promoted by addition of transforming growth factor beta 1 (TGFß1) combined with MMC characterized by an enhanced deposition of fibrillar collagens and the acquisition of a myofibroblast phenotype (overexpression of αSMA). Adipose-derived therapies led to a reduction in the αSMA expression and the collagen content was lower in hVFF co-cultivated with SVF. CONCLUSIONS: ASC and SVF promoted significant prevention of fibrosis in an in vitro fibrogenesis model through paracrine mechanisms, supporting further development of adipose-derived cellular therapies in VF scarring.

12.
Proteomics Clin Appl ; 16(2): e2100050, 2022 03.
Article in English | MEDLINE | ID: mdl-34792860

ABSTRACT

The vast majority of voice disorders is associated with changes of the unique, but delicate, human vocal fold mucosa. The ability to develop new effective treatment methods is significantly limited by the physical inaccessibility and the extremely rare occasions under which healthy tissue biopsies can be obtained. Therefore, the interest in laryngological research has shifted to human oral (buccal) mucosa, a similar and more easily available tissue. The harvesting process is less invasive and accompanied with faster healing and less scarring, compared to vocal fold mucosa. Here we report a descriptive proteomic comparison of paired human buccal and vocal fold mucosa by high-resolution mass spectrometry (CID-MS/MS). Our study identified a total of 1575 proteins detected within both tissues that are highly consistent in several crucial biological processes, cellular components, and molecular functions. Hence, our proteomic analysis will provide a fundamental resource for the laryngological research community.


Subject(s)
Proteomics , Vocal Cords , Cicatrix/metabolism , Cicatrix/pathology , Humans , Mouth Mucosa/metabolism , Mouth Mucosa/pathology , Tandem Mass Spectrometry , Vocal Cords/metabolism , Vocal Cords/pathology
14.
Biomedicines ; 9(7)2021 Jun 26.
Article in English | MEDLINE | ID: mdl-34206882

ABSTRACT

The voice disorder Reinke's edema (RE) is a smoking- and voice-abuse associated benign lesion of the vocal folds, defined by an edema of the Reinke's space, accompanied by pathological microvasculature changes and immune cell infiltration. Vocal fold fibroblasts (VFF) are the main cell type of the lamina propria and play a key role in the disease progression. Current therapy is restricted to symptomatic treatment. Hence, there is an urgent need for a better understanding of the molecular causes of the disease. In the present study, we investigated differential expression profiles of RE and control VFF by means of RNA sequencing. In addition, fast gene set enrichment analysis (FGSEA) was performed in order to obtain involved biological processes, mRNA and protein levels of targets of interest were further evaluated. We identified 74 differentially regulated genes in total, 19 of which were upregulated and 55 downregulated. Differential expression analysis and FGSEA revealed upregulated genes and pathways involved in extracellular matrix (ECM) remodeling, inflammation and fibrosis. Downregulated genes and pathways were involved in ECM degradation, cell cycle control and proliferation. The current study addressed for the first time a direct comparison of VFF from RE to control and evaluated immediate functional consequences.

15.
Article in English | MEDLINE | ID: mdl-33572065

ABSTRACT

The intact function of the salivary glands is of utmost importance for oral health. During radiotherapy in patients with head and neck tumors, the salivary glands can be damaged, causing the composition of saliva to change. This leads to xerostomia, which is a primary contributor to oral mucositis. Medications used for protective or palliative treatment often show poor efficacy as radiation-induced changes in the physico-chemical properties of saliva are not well understood. To improve treatment options, this study aimed to carefully examine unstimulated whole saliva of patients receiving radiation therapy and compare it with healthy unstimulated whole saliva. To this end, the pH, osmolality, electrical conductivity, buffer capacity, the whole protein and mucin concentrations, and the viscoelastic and adhesive properties were investigated. Moreover, hyaluronic acid was examined as a potential candidate for a saliva replacement fluid. The results showed that the pH of radiation-induced saliva shifted from neutral to acidic, the osmolality increased and the viscoelastic properties changed due to a disruption of the mucin network and a change in water secretion from the salivary glands. By adopting an aqueous 0.25% hyaluronic acid formulation regarding the lost properties, similar adhesion characteristics as in healthy, unstimulated saliva could be achieved.


Subject(s)
Head and Neck Neoplasms , Xerostomia , Head and Neck Neoplasms/radiotherapy , Humans , Oral Health , Saliva , Xerostomia/etiology
16.
Laryngoscope ; 131(2): E547-E554, 2021 02.
Article in English | MEDLINE | ID: mdl-32569447

ABSTRACT

OBJECTIVES: To explore the isolated or combined effects of cigarette smoke extract (CSE) and vibration on human vocal fold fibroblasts (hVFF) in an in vitro setting in order to elucidate their influence in the pathophysiology of Reinke's edema (RE). STUDY DESIGN: Immortalized hVFF were exposed to CSE or control medium under static or vibrational conditions. A phonomimetic bioreactor was used to deliver vibrational patterns to hVFF over a period of 5 days. METHODS: Cytotoxicity was quantified using a lactate dehydrogenase assay. We employed reverse transcription-quantitative polymerase chain reaction, enzyme-linked immunosorbent assay, and Magnetic Luminex(R) assays (R&D Systems, Minneapolis, MN) to assess the influence on extracellular matrix production, fibrogenesis, inflammation, and angiogenesis. RESULTS: We observed significant changes induced by CSE alone (hyaluronic acid, matrix metalloproteinase 1, Interleukin-8, cyclooxygenase [COX]1, COX2, vascular endothelial growth factor [VEGF]D), as well as settings in which only the combination of CSE and vibration led to significant changes (transforming growth factor beta 1, VEGFA, VEGFC). Also, CSE-induced levels of COX2 were only significantly reduced when vibration was applied. CONCLUSION: We were able to explore the cellular effects of CSE and vibration on hVFF by employing a phonomimetic bioreactor. Whereas cigarette smoke is generally accepted as a risk factor for RE, the role of vibration remained unclear as it is difficult to study in humans. Our data showed that some genes and proteins in the pathophysiological context of RE were only affected when CSE in combination with vibration was applied. LEVEL OF EVIDENCE: NA Laryngoscope, 131:E547-E554, 2021.


Subject(s)
Cigarette Smoking/adverse effects , Laryngeal Edema/physiopathology , Vibration/adverse effects , Cell Line , Enzyme-Linked Immunosorbent Assay , Extracellular Matrix/drug effects , Extracellular Matrix/physiology , Female , Fibroblasts/drug effects , Fibroblasts/physiology , Humans , Inflammation/chemically induced , Inflammation/etiology , Inflammation/physiopathology , L-Lactate Dehydrogenase/metabolism , Laryngeal Edema/chemically induced , Laryngeal Edema/etiology , Middle Aged , Reverse Transcriptase Polymerase Chain Reaction , Vocal Cords/cytology , Vocal Cords/drug effects , Vocal Cords/physiopathology
17.
PLoS One ; 15(11): e0241901, 2020.
Article in English | MEDLINE | ID: mdl-33211714

ABSTRACT

INTRODUCTION: Voice rest following phonotrauma or phonosurgery has a considerable clinical impact, but clinical recommendations are inconsistent due to inconclusive data. As biopsies of the vocal folds (VF) for molecular biology studies in humans are unethical, we established a new in vitro model to explore the effects of vibration on human vocal fold fibroblasts (hVFF) in an inflammatory and normal state, which is based on previously published models. METHODS: By using a phonomimetic bioreactor we were able to apply predefined vibrational stress patterns on hVFF cultured under inflammatory or normal conditions. Inflammatory and pro-fibrotic stimuli were induced by interleukin (IL)1ß and transforming growth factor (TGF)ß1, respectively. Mechanical stimulation was applied four hours daily, over a period of 72 hours. Outcome measurements comprised assessment of extracellular matrix (ECM)-related components, angiogenic factors, and inflammatory and fibrogenic markers on gene expression and protein levels. RESULTS: Under inflammatory conditions, the inflammatory cytokine IL11, as well as the myofibroblast marker alpha smooth muscle actin (α-SMA) were significantly reduced when additional vibration was applied. The desirable anti-fibrotic ECM component hyaluronic acid was increased following cytokine treatment, but was not diminished following vibration. CONCLUSION: Our experiments revealed the effect of vibrational stress on hVFF in an inflammatory state. Elevated levels of certain pro-inflammatory/pro-fibrotic factors could be mitigated by additional vibrational excitation in an in vitro setting. These findings corroborate clinical studies which recommend early voice activation following an acute event.


Subject(s)
Cytokines/pharmacology , Down-Regulation , Signal Transduction/drug effects , Stress, Physiological , Vocal Cords/cytology , Actins/metabolism , Cells, Cultured , Extracellular Matrix/drug effects , Extracellular Matrix/metabolism , Fibroblasts/cytology , Fibroblasts/drug effects , Fibroblasts/metabolism , Gene Expression Regulation/drug effects , Humans , Hyaluronic Acid/metabolism , Interleukin-11/metabolism , Interleukin-1beta/pharmacology , Models, Biological , Transforming Growth Factor beta1/pharmacology , Vibration , Vocal Cords/drug effects , Vocal Cords/metabolism
19.
Stud Health Technol Inform ; 271: 31-38, 2020 Jun 23.
Article in English | MEDLINE | ID: mdl-32578538

ABSTRACT

BACKGROUND: Dysphagia is a dysfunction of the swallowing act and is highly prevalent in acute post-stroke patients and patients with chronic neurological diseases. Dysphagia is associated with several potentially life threatening complications. Thus, an early identification and treatment could reduce morbidity and mortality rates. OBJECTIVES: The aim of the study was to develop a multivariable model predicting the individual risk of dysphagia in hospitalized patients. METHODS: We trained different machine learning algorithms on the electronic health records of over 33,000 patients. RESULTS: The tree-based Random Forest Classifier and Adaboost Classifier algorithms achieved an area under the receiver operating characteristic curve of 0.94. CONCLUSION: The developed models outperformed previously published models predicting dysphagia. In future, an implementation in the clinical workflow is needed to determine the clinical benefit.


Subject(s)
Deglutition Disorders , Electronic Health Records , Humans , Machine Learning , ROC Curve , Risk Assessment
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