Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 28
Filter
1.
Diagnostics (Basel) ; 14(9)2024 May 06.
Article in English | MEDLINE | ID: mdl-38732381

ABSTRACT

We report the case of a 61-year-old woman who was referred to the Oral Surgery and Implantology Unit of the University Hospitals of Geneva to take care of edentulous sites after the dental avulsions of teeth 11 and 21 following traumatic shock due to endotracheal intubation under general anesthesia. The dental history revealed that the patient had a history of generalized chronic periodontitis that had been treated several years earlier. The treatment consisted, for the first time to our knowledge, of the immediate insertion of implants at sites 11 and 21 with simultaneous bone augmentation in a single surgical procedure and immediate restorations.

2.
Int J Periodontics Restorative Dent ; 44(3): 321-329, 2024 05 24.
Article in English | MEDLINE | ID: mdl-38787707

ABSTRACT

This pilot case series histologically and histometrically investigated the influence of implant surface hydrophilicity on early osseointegration and peri-implant bone formation around simultaneously grafted immediate implants. Hydrophilic test (SLAactive) or hydrophobic control (SLA) implants were immediately placed in maxillary molar extraction sites and simultaneously grafted with mineralized cancellous bone allograft (MCBA). Core biopsy samples were obtained at 3 weeks postplacement and histometrically compared for bone-to-implant contact, quantity of graft material, new bone formation, tissue reaction, and inflammatory scores. Test implants showed a more pronounced implant-bone apposition, peri-implant bone formation, and bone aggregate than control implants. Trabecular bone formation and maturation were also qualitatively advanced around test implants. These results indicate that the combination of implant surface and bone graft may affect periimplant bone formation.


Subject(s)
Dental Implants , Hydrophobic and Hydrophilic Interactions , Osseointegration , Osteogenesis , Surface Properties , Titanium , Humans , Female , Male , Osteogenesis/physiology , Pilot Projects , Middle Aged , Adult , Bone Transplantation/methods , Immediate Dental Implant Loading/methods , Maxilla/surgery , Maxilla/pathology , Dental Implantation, Endosseous/methods
3.
Dent J (Basel) ; 12(2)2024 Feb 19.
Article in English | MEDLINE | ID: mdl-38392246

ABSTRACT

This exploratory case series clinically and histologically investigated the performance of allogeneic cancellous freeze-dried bone allograft (FDBA) bone blocks (Maxgraft®) for the lateral augmentation of local alveolar defects in the posterior maxilla as part of two-staged implant therapy. Five patients receiving eight implants 5 months after block augmentation with a follow-up period of up to 3 years were documented and analyzed. Horizontal alveolar dimensions before and 5 months after block augmentation were quantified using CBCT. Radiographic marginal bone level changes were quantified at implant placement, loading, and 1 year post-placement. Graft integration and resorption were histologically qualitatively evaluated from core biopsies retrieved at implant placement. Block augmentations resulted in a pronounced horizontal median bone gain of 7.0 (5.5 to 7.8) mm. Marginal implant bone levels in block-augmented bone remained constant over the 1 year follow-up period. Block grafts appeared histologically well integrated. Histologic analysis also revealed signs of progressive resorption and new bone formation at the lateral aspects of the grafts. The results of this case series support using Maxgraft® cancellous FDBA blocks as suitable materials for the lateral augmentation of local alveolar defects.

4.
Article in English | MEDLINE | ID: mdl-37677138

ABSTRACT

This pilot case series histologically and histometrically investigated the influence of implant surface hydrophilicity on early osseointegration and peri-implant bone formation around simultaneously grafted immediate implants. Core biopsies of the hydrophilic test (SLAactive®) or hydrophobic control (SLA®) implants immediately placed in maxillary molar extraction sites and simultaneously grafted with mineralized cancellous bone allograft (MCBA) obtained at 3 weeks post-placement were histometrically compared for bone to implant contact, the quantity of graft material, new bone formation, tissue reaction, and inflammatory scores. Test implants showed a more pronounced implant-bone apposition, peri-implant bone formation and bone aggregate than control implants. Trabecular bone formation and maturation were also qualitatively advanced around test implants. These results indicate that the implant surface bone graft combination may affect peri-implant bone formation.

5.
NPJ Digit Med ; 6(1): 104, 2023 Jun 02.
Article in English | MEDLINE | ID: mdl-37268730

ABSTRACT

The interpretation of lung auscultation is highly subjective and relies on non-specific nomenclature. Computer-aided analysis has the potential to better standardize and automate evaluation. We used 35.9 hours of auscultation audio from 572 pediatric outpatients to develop DeepBreath : a deep learning model identifying the audible signatures of acute respiratory illness in children. It comprises a convolutional neural network followed by a logistic regression classifier, aggregating estimates on recordings from eight thoracic sites into a single prediction at the patient-level. Patients were either healthy controls (29%) or had one of three acute respiratory illnesses (71%) including pneumonia, wheezing disorders (bronchitis/asthma), and bronchiolitis). To ensure objective estimates on model generalisability, DeepBreath is trained on patients from two countries (Switzerland, Brazil), and results are reported on an internal 5-fold cross-validation as well as externally validated (extval) on three other countries (Senegal, Cameroon, Morocco). DeepBreath differentiated healthy and pathological breathing with an Area Under the Receiver-Operator Characteristic (AUROC) of 0.93 (standard deviation [SD] ± 0.01 on internal validation). Similarly promising results were obtained for pneumonia (AUROC 0.75 ± 0.10), wheezing disorders (AUROC 0.91 ± 0.03), and bronchiolitis (AUROC 0.94 ± 0.02). Extval AUROCs were 0.89, 0.74, 0.74 and 0.87 respectively. All either matched or were significant improvements on a clinical baseline model using age and respiratory rate. Temporal attention showed clear alignment between model prediction and independently annotated respiratory cycles, providing evidence that DeepBreath extracts physiologically meaningful representations. DeepBreath provides a framework for interpretable deep learning to identify the objective audio signatures of respiratory pathology.

6.
J Clin Med ; 12(12)2023 Jun 18.
Article in English | MEDLINE | ID: mdl-37373810

ABSTRACT

PURPOSE: The purpose of the study was to evaluate the success of procedural conscious sedation using inhaled equimolar nitrous oxide-oxygen (NOIS-EMONO) in patients undergoing routine dental and oral surgery procedures in a Swiss university hospital setting. MATERIALS AND METHODS: The authors conducted a retrospective cohort study of patients that underwent NOIS-supported procedures between 2018 and 2022 at the oral surgery department of the University Hospital of Geneva (HUG), Switzerland. The primary outcome was the measurement of the procedure's success and efficacy as defined by the European Society of Anesthesiology. Secondary objectives included the analysis of the types of treatments performed, their indications, patient behavior, and the patient-clinician satisfaction score. RESULTS: 55 patients were included in the study; 85% underwent surgical procedures, and the remaining 15% underwent restorative and preventive procedures. The overall treatment success rate was 98.2% and 97.9% for surgically treated patients. Out of the patients, 62% appeared relaxed, calm, and serene, while 16% expressed pain or fear during the procedure. Infiltrative administration of local anesthesia caused stress in 22% of patients. This portion was significantly lower in sub-cohorts who received local topical anesthetics (0%) or a combination of systemic and local topical analgesics (7%). Patients (75%) and clinicians (91%) were satisfied with the procedure. CONCLUSION: Inhaled equimolar nitrous oxide-oxygen procedural sedation used during dental procedures and oral surgery results in high treatment success and satisfaction rates. The administration of additional topical anesthetics helps to reduce the anxiety and stress related to infiltrative anesthesia. Further dedicated studies and prospective trials are needed to confirm these findings.

7.
Int J Periodontics Restorative Dent ; 43(6): 675-685, 2023 Nov 03.
Article in English | MEDLINE | ID: mdl-37347612

ABSTRACT

The primary aim of this study was to assess the histomorphometric outcomes of extraction sockets grafted with freeze-dried bone allograft (FDBA) and sealed with a collagen membrane after 3 months of healing in specific region of interest (ROI) areas. The secondary aims were to analyze the biomaterial resorption rate, the bone-to-biomaterial contact (BBC), and the area and perimeter of grafted particles compared with commercially available FDBA particles. Fifteen patients underwent tooth extractions and ridge preservation procedures performed with FDBA and a collagen membrane. Bone biopsy samples were harvested after 3 months at the time of implant placement for histologic and histomorphometric analysis. Two areas of concern (ROI1 and ROI2) with different histologic features were identified within the biopsy samples; ROI1, ROI2, and commercially available particles were analyzed and compared. The following parameters were analyzed: newly formed bone, marrow space, residual graft particles, perimeter and area of FDBA particles, and BBC. The histomorphometric analysis showed 35.22% ± 10.79% newly formed bone, 52.55% ± 16.06% marrow spaces, and 12.41% ± 7.87% residual graft particles. Moreover, the histologic data from ROI1 and ROI2 showed that (1) the mean percentage of BBC was 64.61% ± 27.14%; (2) the newly formed bone was significantly higher in ROI1 than in ROI2; (3) the marrow space was significantly lower in ROI1 than in ROI2; and (4) the FDBA particles in ROI1 sites showed significantly lower area and perimeter when compared to commercially available FDBA particles. This latter data led to the hypothesis that FDBA particles embedded in newly formed bone undergo a resorption/remodeling process.


Subject(s)
Alveolar Process , Alveolar Ridge Augmentation , Humans , Alveolar Process/surgery , Alveolar Process/pathology , Cohort Studies , Tooth Socket/surgery , Tooth Socket/pathology , Freeze Drying/methods , Collagen , Bone Transplantation/methods , Allografts/pathology , Allografts/transplantation , Biocompatible Materials , Alveolar Ridge Augmentation/methods , Tooth Extraction
8.
Clin Case Rep ; 11(4): e7171, 2023 Apr.
Article in English | MEDLINE | ID: mdl-37102098

ABSTRACT

This report documents the clinical and histological outcome of 3D-printed calcium phosphate blocks placed in two-stage procedures to successfully rehabilitate atrophic alveolar ridges. This approach yielded a functionally favorable result. Histological evaluations were performed after healing periods of 6 months and showed ongoing bone regeneration and sprouting capillaries.

9.
J Pers Med ; 13(1)2023 Jan 09.
Article in English | MEDLINE | ID: mdl-36675790

ABSTRACT

Traditional dental implant surgery has been challenged by the phenomenal progression in computer-assisted surgery (CAS) that we have been witnessing in recent years. Among the computer-aided technologies, computer-aided design and computer-aided manufacturing (CAD/CAM) techniques represent by far the most attractive and accepted alternatives over their dynamic counterpart, navigational assistance. Based on many years of experience, we have determined that CAD/CAM technology for guiding dental implant surgery is valuable for rehabilitation of the anterior maxillary region and the management of complete or severe partial edentulism. The technology also guarantees the 3D parallelism of implants. The purpose of the present report is to describe indications for use of CAD/CAM dental implant guided surgery. We analyzed the clinical and radiological data of thirteen consecutive edentulous patients treated using CAD/CAM techniques. All of the patients had stable cosmetic results with a high rate of patient satisfaction at the final follow-up examination. No intra- and/or postoperative complications were encountered during any of the steps of the procedure. The application of CAD/CAM techniques produced successful outcomes in the patients presented in this series.

10.
J Stomatol Oral Maxillofac Surg ; 123(5): e229-e232, 2022 10.
Article in English | MEDLINE | ID: mdl-36031148

ABSTRACT

PURPOSE: The aim of this retrospective case study was to evaluate the impact of the COVID-19 confinement on consultation number and nature of dental emergencies. MATERIALS AND METHODS: The investigators implemented a retrospective case-control study and enrolled a sample of patients who presented to the University Hospital of Geneva for dental emergencies during the COVID-19 confinement from March 16 to April 26, 2020. They were compared to a matched case-control group treated in 2018 and 2019. The predictor variable was the COVID-19 confinement. The outcome variables were consultation number and nature of dental emergencies. Other study variables included age, gender, socio-economic status, delay from symptoms to consultation and type of treatment. Descriptive and bivariate statistics were computed and significance level was set at ≤ 0.05. RESULTS: The study sample was composed of 1104 patients, with 386 in the case-study and 718 in the control group. No significant change in patient numbers was observed. In the case-study group patients were significantly younger (P= 0.004), had a significantly higher proportion of acute toothache and dental infections (P= 0.01), the main reason for consultation was pain or swelling (P= 0.01) and the delay from first symptoms to consultation was shorter compared to the controls (P=0.008). CONCLUSION: The COVID-19 confinement had no impact on the consultation number of dental emergencies. However, changes in emergency type were noted, with an increase in acute toothaches and infections and patients waited less time between the onset of symptoms to consultation.


Subject(s)
COVID-19 , COVID-19/epidemiology , Case-Control Studies , Communicable Disease Control , Dental Clinics , Emergencies , Hospitals, University , Humans , Retrospective Studies , Toothache/therapy
11.
Diagnostics (Basel) ; 12(8)2022 Aug 19.
Article in English | MEDLINE | ID: mdl-36010356

ABSTRACT

Dentigerous cyst is an odontogenic developmental cyst arising from the pericoronal tissue of an impacted tooth, and that may exhibit various radiological aspects. The aim of this article is to present four cases of histologically confirmed mandibular dentigerous cysts to highlight diverse radiological presentations: one of classical appearance (well-limited unilocular radiolucent lesion surrounding the crown) and three which have shown radiological peculiarities (one cyst displacing the adjacent tooth, with bone but no root resorption, one cyst presenting hallmarks of infection and one multilocular cyst with thin septa). Such radiologic diversity may, on occasion, suggest a clinical aggressive lesion such as an odontogenic keratocyst or ameloblastoma. The diagnosis of dentigerous cyst requires a thorough evaluation of the clinical presentation and accurate radiological studies.

12.
BMJ Case Rep ; 15(4)2022 Apr 21.
Article in English | MEDLINE | ID: mdl-35450879

ABSTRACT

Mesiodens is the most common type of supernumerary tooth, located between the maxillary central incisors. A young man was referred by his orthodontist for management of a supernumerary tooth located in quadrant I, superposed to the bottom of the right maxillary sinus, distally orientated with the crown in contact with the apex of the palatal root of the maxillary first molar. The tooth was found on a panoramic radiography before starting his orthodontic treatment. To remove it and in order to study, its relationship to the anatomical structures a cone-beam CT examination was performed. This revealed the presence of a mesiodens located on the right paramedian maxillary area. Pericoronal tissue submitted for histopathological examination showed an uninflamed dental follicle. Healing was uneventful. This case shows that mesiodens outside the arch, located in the posterior palate, may be not discovered in a panoramic radiograph.


Subject(s)
Tooth, Supernumerary , Cone-Beam Computed Tomography , Humans , Incisor/diagnostic imaging , Male , Maxilla , Radiography, Panoramic , Tooth Root , Tooth, Supernumerary/diagnostic imaging
14.
Swiss Dent J ; 132(4): 249-257, 2022 Apr 04.
Article in French | MEDLINE | ID: mdl-35354240

ABSTRACT

A 69-year-old woman consulted the Oral surgery and implantology unit of the Geneva University Hospitals with the chief complaint of chewing difficulties, aesthetic discomfort and dry mouth. The wish of the patient was to receive a reliable fixed solution in the long term. The patient had chronic nonspecific sialadenitis accompanied by xerostomia. She wore a total prosthesis stabilized on two inter-foraminal implants and had multiple cavities of the remaining maxillary teeth. The goals of treatment were to improve masticatory function with fixed prosthetic rehabilitation on upper and lower implants. With a post-extraction alveolar ridge preservation technique, the placement of Straumann® maxillary implants could be performed with a basic sequence without bone augmentation which reduced morbidity, treatment time and costs compared to reconstruction of the edentulous and atrophied mandible. The patient was very satisfied at the follow-up at 3 and 6 months as well as at 1 and 2 years, and the restorations were stable. In summary, the post-extraction preservation of the alveolar ridges is a predictable therapeutic option that can be considered in a context of multiple extraction in order to limit the complexity of the implant treatment.


Subject(s)
Dental Implantation, Endosseous , Dental Implants , Aged , Allografts , Alveolar Process/surgery , Dental Implantation, Endosseous/methods , Female , Humans , Tooth Extraction/methods
15.
J Stomatol Oral Maxillofac Surg ; 123(5): e464-e473, 2022 10.
Article in English | MEDLINE | ID: mdl-35033725

ABSTRACT

PURPOSE: This systematic review aimed to evaluate complications and survival rates of dental implants placed in patients suffering from autoimmune diseases. MATERIALS AND METHODS: A systematic review was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses systematic review guidelines (PRISMA), using Google scholar and PubMed electronic databases with a stop date of September 2021. The eligibility criteria included all full text human studies in the English language literature reporting on patients with autoimmune diseases treated with dental implants. RESULTS: Fifty-five studies reporting on nine distinct autoimmune diseases were analyzed: 17 on Sjögren's syndrome (SS), 11 on oral lichen planus (OLP), 8 on Type 1 diabetes, 6 on rheumatoid arthritis (RA), 4 on systemic scleroderma (SSc), 3 on Crohn's disease (CD), 3 on systemic lupus erythematosus (SLE), 2 on mucous membrane pemphigoid (MMB) and 1 on pemphigus vulgaris (PV). Despite the heterogeneity and methodological limitations of most of the studies, results showed that dental implant survival rates were comparable to those reported in the general population. However, patients with secondary SS or erosive OLP were more susceptible to developing peri-mucositis and increased marginal bone loss. CONCLUSION: This review suggested that dental implants may be considered as a safe and viable therapeutic option in the management of edentulous patients suffering from autoimmune diseases. Nevertheless, scrupulous maintenance of oral hygiene and long-term follow-up emerge as being the common determinants for uneventful dental implant treatment.


Subject(s)
Dental Implants , Lichen Planus, Oral , Sjogren's Syndrome , Humans , Lichen Planus, Oral/chemically induced , Lichen Planus, Oral/complications , Sjogren's Syndrome/chemically induced , Sjogren's Syndrome/complications , Sjogren's Syndrome/epidemiology
16.
J Infect Dis ; 225(6): 1040-1049, 2022 03 15.
Article in English | MEDLINE | ID: mdl-32603406

ABSTRACT

BACKGROUND: The role of extracellular vesicles (EVs) in human immunodeficiency virus (HIV) pathogenesis is unknown. We examine the cellular origin of plasma microvesicles (MVs), a type of ectocytosis-derived EV, the presence of mitochondria in MVs, and their relationship to circulating cell-free mitochondrial deoxyribonucleic acid (ccf-mtDNA) in HIV-infected patients and controls. METHODS: Five participant groups were defined: 30 antiretroviral therapy (ART)-naive; 30 ART-treated with nondetectable viremia; 30 elite controllers; 30 viremic controllers; and 30 HIV-uninfected controls. Microvesicles were quantified and characterized from plasma samples by flow cytometry. MitoTrackerDeepRed identified MVs containing mitochondria and ccf-mtDNA was quantified by real-time polymerase chain reaction. RESULTS: Microvesicle numbers were expanded at least 10-fold in all HIV-infected groups compared with controls. More than 79% were platelet-derived MVs. Proportions of MVs containing mitochondria (22.3% vs 41.6%) and MV mitochondrial density (706 vs 1346) were significantly lower among HIV-infected subjects than controls, lowest levels for those on ART. Microvesicle numbers correlated with ccf-mtDNA levels that were higher among HIV-infected patients. CONCLUSIONS: A massive release of platelet-derived MVs occurs during HIV infection. Some MVs contain mitochondria, but their proportion and mitochondrial densities were lower in HIV infection than in controls. Platelet-derived MVs may be biomarkers of platelet activation, possibly reflecting pathogenesis even in absence of HIV replication.


Subject(s)
Cell-Derived Microparticles , Extracellular Vesicles , HIV Infections , DNA, Mitochondrial , Humans , Tetraspanin 29 , Viremia
17.
Microorganisms ; 9(11)2021 Oct 29.
Article in English | MEDLINE | ID: mdl-34835384

ABSTRACT

Viral and host immune kinetics during acute COVID-19 and after remission of acute symptoms need better characterization. SARS-CoV-2 RNA, anti-SARS-CoV-2 IgA, IgM, and IgG antibodies, and proinflammatory cytokines were measured in sequential samples from hospitalized COVID-19 patients during acute infection and six months following diagnosis. Twenty four laboratory confirmed COVID-19 patients with mild/moderate and severe COVID-19 were included. Most were males (83%) with a median age of 61 years. Twenty one percent were admitted to the intensive care unit (ICU) and eight of them (33.3%) met the criteria for severe COVID-19 disease. A delay in SARS-CoV-2 levels' decline during the first six days of follow up, and viral load persistence until month 3 were related to severe COVID-19, but not viral load levels at the diagnosis. Higher levels of anti-SARS-CoV-2 IgA, IgM, IgG and the cytokines IL-6, IL-8 and MIP-1ß at the diagnosis time were related to the severe COVID-19 outcome. Higher levels of MIP-1ß, IL-1ß, MIP-1α and IFN-γ were observed at month 1 and 3 during mild/moderate disease, compared to severe COVID-19. IgG persisted at low levels after six months of diagnosis. In conclusion, higher concentrations of IgA, IgM, and IgG, and IL-6, IL-8 and MIP-1ß are identified as early predictors of COVID-19 severity, whereas no significant association is found between baseline SARS-COV-2 viral load and COVID-19 severity.

18.
Cancer Rep (Hoboken) ; 4(5): e1383, 2021 10.
Article in English | MEDLINE | ID: mdl-33939330

ABSTRACT

BACKGROUND: Diffuse intrinsic pontine glioma (DIPG) is one of the most devastating diseases among children with cancer, thus novel strategies are urgently needed. AIMS: We retrospectively evaluated DIPG patients exposed to the carbohydrate restricted ketogenic diet (KD) with regard of feasibility, safety, and overall survival (OS). METHODS AND RESULTS: Searches of MEDLINE and Embase identified five hits meeting the search criteria (diagnosis of DIPG and exposure to KD). One additional case was identified by contact with experts. Individual patient data were extracted from publications or obtained from investigators. The inclusion criteria for analysis of the data were defined as DIPG patients who were exposed to the KD for ≥3 months. Feasibility, as described in the literature, was the number of patients able to follow the KD for 3 months out of all DIPG patients identified. OS was estimated by the Kaplan-Meier method. Five DIPG patients (males, n = 3; median age 4.4 years; range, 2.5-15 years) meeting the inclusion criteria were identified. Analysis of the available data suggested that the KD is generally relatively well tolerated. Only mild gastro-intestinal complaints, one borderline hypoglycemia (2.4 mmol/L) and one hyperketosis (max 7.2 mmol/L) were observed. Five out of six DIPG patients identified adhered for ≥3 months (median KD duration, 6.5 months; range, 0.25-2 years) to the diet. The median OS was 18.7 months. CONCLUSION: Our study provides evidence that it may be feasible for pediatric DIPG patients to adhere for at least 3 months to KD. In particular cases, diet modifications were done. The clinical outcome and OS appear not to be impacted in a negative way. KD might be proposed as adjuvant therapy when large prospective studies have shown feasibility and safety. Future studies might ideally assess the impact of KD on clinical outcome, quality of life, and efficacy.


Subject(s)
Brain Stem Neoplasms/mortality , Diet, Ketogenic/methods , Diffuse Intrinsic Pontine Glioma/mortality , Quality of Life , Adolescent , Brain Stem Neoplasms/diet therapy , Brain Stem Neoplasms/pathology , Child , Child, Preschool , Diet, Ketogenic/mortality , Diffuse Intrinsic Pontine Glioma/diet therapy , Diffuse Intrinsic Pontine Glioma/pathology , Feasibility Studies , Female , Follow-Up Studies , Humans , Male , Prognosis , Retrospective Studies , Survival Rate
19.
BMC Pulm Med ; 21(1): 103, 2021 Mar 24.
Article in English | MEDLINE | ID: mdl-33761909

ABSTRACT

BACKGROUND: Lung auscultation is fundamental to the clinical diagnosis of respiratory disease. However, auscultation is a subjective practice and interpretations vary widely between users. The digitization of auscultation acquisition and interpretation is a particularly promising strategy for diagnosing and monitoring infectious diseases such as Coronavirus-19 disease (COVID-19) where automated analyses could help decentralise care and better inform decision-making in telemedicine. This protocol describes the standardised collection of lung auscultations in COVID-19 triage sites and a deep learning approach to diagnostic and prognostic modelling for future incorporation into an intelligent autonomous stethoscope benchmarked against human expert interpretation. METHODS: A total of 1000 consecutive, patients aged ≥ 16 years and meeting COVID-19 testing criteria will be recruited at screening sites and amongst inpatients of the internal medicine department at the Geneva University Hospitals, starting from October 2020. COVID-19 is diagnosed by RT-PCR on a nasopharyngeal swab and COVID-positive patients are followed up until outcome (i.e., discharge, hospitalisation, intubation and/or death). At inclusion, demographic and clinical data are collected, such as age, sex, medical history, and signs and symptoms of the current episode. Additionally, lung auscultation will be recorded with a digital stethoscope at 6 thoracic sites in each patient. A deep learning algorithm (DeepBreath) using a Convolutional Neural Network (CNN) and Support Vector Machine classifier will be trained on these audio recordings to derive an automated prediction of diagnostic (COVID positive vs negative) and risk stratification categories (mild to severe). The performance of this model will be compared to a human prediction baseline on a random subset of lung sounds, where blinded physicians are asked to classify the audios into the same categories. DISCUSSION: This approach has broad potential to standardise the evaluation of lung auscultation in COVID-19 at various levels of healthcare, especially in the context of decentralised triage and monitoring. TRIAL REGISTRATION: PB_2016-00500, SwissEthics. Registered on 6 April 2020.


Subject(s)
Auscultation/methods , COVID-19 Testing/methods , COVID-19/diagnosis , Deep Learning , Adolescent , Adult , Aged , Aged, 80 and over , Algorithms , Case-Control Studies , Clinical Decision Rules , Clinical Protocols , Female , Humans , Male , Middle Aged , Prognosis , Prospective Studies , Risk Assessment , Triage , Young Adult
SELECTION OF CITATIONS
SEARCH DETAIL
...