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Antonella Potalivo,1,* Jonathan Montomoli,1,* Francesca Facondini,1 Gianfranco Sanson,2 Luigi Arcangelo Lazzari Agli,3,4 Tiziana Perin,5 Francesco Cristini,6 Enrico Cavagna,7 Raffaella De Giovanni,8 Carlo Biagetti,6 Ilaria Panzini,9 Cinzia Ravaioli,10 Maria Maddalena Bitondo,1 Daniela Guerra,1 Giovanni Giuliani,1 Elena Mosconi,1 Sonia Guarino,1 Elisa Marchionni,6 Gianfilippo Gangitano,5 Ilaria Valentini,3,4 Luca Giampaolo,8 Francesco Muratore,7 Giuseppe Nardi1 1Department of Anaesthesia and Intensive Care, Infermi Hospital, AUSL della Romagna, Rimini, Italy; 2Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy; 3Department of Pneumology, Infermi Hospital, Rimini, Italy; 4Ceccarini Hospital, AUSL della Romagna, Riccione, Italy; 5Department of Emergency Medicine, Infermi Hospital, AUSL Della Romagna, Rimini, Italy; 6Department of Infectious Diseases, Infermi Hospital, AUSL della Romagna, Rimini,Italy; 7Department of Radiology, Infermi Hospital, AUSL della Romagna, Rimini, Italy; 8Department of Internal Medicine, Cervesi Hospital, AUSL della Romagna, Cattolica, Italy; 9Department of Clinical Research, AUSL della Romagna, Ravenna, Italy; 10Ausl della Romagna Health Care Service Direction, Ravenna, Italy*These authors contributed equally to this workCorrespondence: Giuseppe NardiDepartment of Anaesthesia and Intensive Care, Infermi Hospital, AUSL della Romagna, Viale Settembrini 2, Rimini 47921, ItalyTel +39 0541-705254Fax +39 0541 705886Email 4doctornardi@gmail.comPurpose: Although the decision of which ventilation strategy to adopt in COVID-19 patients is crucial, yet the most appropriate means of carrying out this undertaking is not supported by strong evidence. We therefore described the organization of a province-level healthcare system during the occurrence of the COVID-19 epidemic and the 60-day outcomes of the hospitalized COVID-19 patients according to the respiratory strategy adopted given the limited available resources.Patients and Methods: All COVID-19 patients (26/02/2020– 18/04/2020) in the Rimini Province of Italy were included in this population-based cohort study. The hospitalized patients were classified according to the maximum level of respiratory support: oxygen supplementation (Oxygen group), non-invasive ventilation (NIV-only group), invasive mechanical ventilation (IMV-only group), and IMV after an NIV trial (IMV-after-NIV group). Sixty-day mortality risk was estimated with a Cox proportional hazard analysis adjusted by age, sex, and administration of steroids, canakinumab, and tocilizumab.Results: We identified a total of 1,424 symptomatic patients: 520 (36.5%) were hospitalized, while 904 (63.5%) were treated at home with no 60-day deaths. Based on the respiratory support, 408 (78.5%) were assigned to the Oxygen group, 46 (8.8%) to the NIV-only group, 25 (4.8%) to the IMV-after-NIV group, and 41 (7.9%) to the IMV-only group. There was no significant difference in the PaO2/FiO2 at IMV inception in the IMV-after-NIV and IMV-only groups (p=0.9). Overall 60-day mortality was 24.2% (Oxygen: 23.0%; NIV-only: 19.6%; IMV-after-NIV: 32.0%; IMV-only: 36.6%; p=0.165). Compared with the Oxygen group, the adjusted 60-day mortality risk significantly increased in the IMV-after-NIV (HR 2.776; p=0.024) and IMV-only groups (HR 2.966; p=0.001).Conclusion: This study provided a population-based estimate of the impact of the COVID-19 outbreak in a severely affected Italian province. A similar 60-day mortality risk was found for patients undergoing immediate IMV and those intubated after an NIV trial with favorable outcomes after prolonged IMV.Keywords: COVID-19, mechanical ventilation, mortality, noninvasive ventilation, multidisciplinary team approach, ARDS

Surgical lung biopsy remains the standard procedure for the subset of patients with fibrosing interstitial lung disease (F-ILD) who require a lung biopsy to secure a confident diagnosis. Little is known about the pathologic features of samples obtained via non-intubated/"awake" surgical lung biopsy and the diagnostic accuracy of awake biopsy in patients with F-ILD. Two expert thoracic pathologists blinded to the type of lung biopsy compared the clinical-pathologic features of 120 conventional VATS biopsies with those of 21 consecutive non-intubated/"awake" VATS biopsies. No statistically significant differences between the two procedures were observed with regard to identification of histopathological features. Biopsy length, average of sampled lobes and mean number of slides were similar with the two procedures, while the width of the biopsies was significantly deeper with conventional VATS (31.5 mm versus 25.6 mm; p = 0.01). By contrast, the mean age of patients (69.5 versus 64.5 years; p = 0.02) and the level of diagnostic confidence (100% versus 75%; p = 0.007) were significantly higher among patients undergoing the "awake" procedure. Diagnostic yield was 100% in both groups, with a similar distribution of ILD diagnoses. Non-intubated/"awake" biopsy has the potential to become the standard surgical procedure in patients with F-ILD requiring a histological confirmation of their diagnosis. However, larger prospective studies are needed to validate the safety and diagnostic yield of "awake" compared to conventional VATS.

Objective: To assess the efficacy of corticosteroids in patients with coronavirus disease 2019 (COVID-19). Methods: A multicentre observational study was performed from 22 February through 30 June 2020. We included consecutive adult patients with severe COVID-19, defined as respiratory rate ≥30 breath per minute, oxygen saturation ≤93% on ambient air or arterial partial pressure of oxygen to fraction of inspired oxygen ≤300 mm Hg. We excluded patients being treated with other immunomodulant drugs, receiving low-dose corticosteroids and receiving corticosteroids 72 hours after admission. The primary endpoint was 30-day mortality from hospital admission. The main exposure variable was corticosteroid therapy at a dose of ≥0.5 mg/kg of prednisone equivalents. It was introduced as binomial covariate in a logistic regression model for the primary endpoint and inverse probability of treatment weighting using the propensity score. Results: Of 1717 patients with COVID-19 evaluated, 513 were included in the study, and of these, 170 (33%) were treated with corticosteroids. During hospitalization, 166 patients (34%) met the criteria of the primary outcome (60/170, 35% in the corticosteroid group and 106/343, 31% in the noncorticosteroid group). At multivariable analysis corticosteroid treatment was not associated with lower 30-day mortality rate (adjusted odds ratio, 0.59; 95% confidence interval (CI), 0.20–1.74; p 0.33). After inverse probability of treatment weighting, corticosteroids were not associated with lower 30-day mortality (average treatment effect, 0.05; 95% CI, −0.02 to 0.09; p 0.12). However, subgroup analysis revealed that in patients with PO2/FiO2 < 200 mm Hg at admission (135 patients, 52 (38%) treated with corticosteroids), corticosteroid treatment was associated with a lower risk of 30-day mortality (23/52, 44% vs. 45/83, 54%; adjusted odds ratio, 0.20; 95% CI, 0.04–0.90; p 0.036). Conclusions: The effect of corticosteroid treatment on mortality might be limited to critically ill COVID-19 patients.

Background Health-related quality of life (HRQoL) impairment is often reported among COVID-19 ICU survivors, and little is known about their long-term outcomes. We evaluated the HRQoL trajectories between 3 months and 1 year after ICU discharge, the factors influencing these trajectories and the presence of clusters of HRQoL profiles in a population of COVID-19 patients who underwent invasive mechanical ventilation (IMV). Moreover, pathophysiological correlations of residual dyspnea were tested. Methods We followed up 178 survivors from 16 Italian ICUs up to one year after ICU discharge. HRQoL was investigated through the 15D instrument. Available pulmonary function tests (PFTs) and chest CT scans at 1 year were also collected. A linear mixed-effects model was adopted to identify factors associated with different HRQoL trajectories and a two-step cluster analysis was performed to identify HRQoL clusters. Results We found that HRQoL increased during the study period, especially for the significant increase of the physical dimensions, while the mental dimensions and dyspnea remained substantially unchanged. Four main 15D profiles were identified: full recovery (47.2%), bad recovery (5.1%) and two partial recovery clusters with mostly physical (9.6%) or mental (38.2%) dimensions affected. Gender, duration of IMV and number of comorbidities significantly influenced HRQoL trajectories. Persistent dyspnea was reported in 58.4% of patients, and weakly, but significantly, correlated with both DLCO and length of IMV. Conclusions HRQoL impairment is frequent 1 year after ICU discharge, and the lowest recovery is found in the mental dimensions. Persistent dyspnea is often reported and weakly correlated with PFTs alterations. Trial registration NCT04411459.

There is the urgent need to study the effects of immunomodulating agents as therapy for Covid-19. An observational, cohort, prospective study with 30 days of observation was carried out to assess clinical outcomes in 88 patients hospitalized for Covid-19 pneumonia and treated with canakinumab (300 mg sc). Median time from diagnosis of Covid-19 by viral swab to administration of canakinumab was 7.5 days (range 0–30, IQR 4–11). Median PaO2/FiO2 increased from 160 (range 53–409, IQR 122–210) at baseline to 237 (range 72–533, IQR 158–331) at day 7 after treatment with canakinumab (p 9/L, respectively, p p

Background The aim of a recent research project was the investigation of the mechanisms involved in the onset of type 2 diabetes in the absence of familiarity. This has led to the development of a computational model that recapitulates the aetiology of the disease and simulates the immunological and metabolic alterations linked to type-2 diabetes subjected to clinical, physiological, and behavioural features of prototypical human individuals. Results We analysed the time course of 46,170 virtual subjects, experiencing different lifestyle conditions. We then set up a statistical model able to recapitulate the simulated outcomes. Conclusions The resulting machine learning model adequately predicts the synthetic dataset and can, therefore, be used as a computationally-cheaper version of the detailed mathematical model, ready to be implemented on mobile devices to allow self-assessment by informed and aware individuals. The computational model used to generate the dataset of this work is available as a web-service at the following address: http://kraken.iac.rm.cnr.it/T2DM.

Introduction and Background: During COVID-19 outbreak approximately 5% of patients were admitted in ICU with ARDS. Some of them developed persistent atelectasis. Rehabilitation plays a role in promoting pulmonary recruitment after weaning from mechanical ventilation. EzPAP is a simple device used to apply a positive airway pressure during spontaneous breath. Bedside ultrasonography of diaphragmatic amplitude during contraction could be used to evaluate the efficacy of respiratory rehabilitation. Aim of the study: Evaluation of the efficacy of EzPAP recruitment maneuver with the use of diaphragmatic ultrasound. Methods: 16 patients discharged from ICU after weaning from mechanical ventilation have been subjected to EzPAP recruitment maneuvers (PEEP: 10 cmH2O, air or Oxygen flow: 8L/min for 10 minutes twice a day). We detected SpO2/FiO2 and we measured the maximal amplitude of diaphragmatic inspiratory excursion with transthoracic ultrasonography at the beginning and at the end of the rehabilitation cycle Results: The maximal amplitude of diaphragmatic inspiratory excursion and SpO2/FiO2 were significantly higher at the end of the rehabilitation cycle with EzPAP. Conclusions: EzPAP is a valide thecnique and ultrasonography is a simple diagnostic method to evaluate the efficacy of rehabilitation treatment.

COVID-19 is a highly infectious respiratory disease which leads to a respiratory and physical dysfunction. For patients discharged at home, post acute care, pulmonary rehabilitation is an important intervention to relive dyspnea and anxiety, to improve exercise capacity and the quality of life (QoL). Due to mandatory social distancing telemedicine could be a useful method. The aims of this study are to assess the efficacy and feasibility of a 4-week exercise training program with telemonitoring and to evaluate the impact of the program on the quality of life. Methods: A COPD assessment test (CAT) was used before and after the training program to measure QoL, performance in activities of daily living were measure through the Barthel scale. Weekly phone calls were made by a medical doctor, using the Fenix televista program to collect data on dyspnea, cough and asthenia or other symptoms. This remote care service was complemented by a respiratory rehabilitation program (sent as educational video) which consists of breathing exercises, aerobic training at mild-to-moderate intensity and muscle reinforcement. Oxygen saturation was checked. Workloads were adjusted based on the improvement/worsening of symptoms. Patients with suggestive symptoms of exacerbation detected during the phone interview were directed towards a specialist. The project is still ongoing, starting on April 2020 at Rimini Hospital (Italy). Currently 50 symptomatic patients were enrolled (post-acute severe infection). The program is well accepted, only 2 patients dropped out due to poor compliance. Method: A preliminary analysis of the data highlights good efficacy and feasibility of this approach to optimize a rapid recovery in COVID-19 patients.

Introduction or background: During COVID-19 outbreak, helmet noninvasive ventilation (hNIV) and helmet continuous positive airway pressure (hCPAP) have been used with the purpose of early supporting patients with acute respiratory distress syndrome (ARDS) considering the frequent lack of Intensive Care Units (ICU) beds. Rimini province is one of the Italian areas more severely affected. In order to face the increasing number of patients needing respiratory support, in our hospital, 11 monitored beds in Infectious Disease Department’s negative pressure rooms have been set up. The management of respiratory failure has been entrusted to the pulmonologists. Aims and objectives: The aim of the study is to evaluate the effectiveness of early hNIV/hCPAP used to avoid or to safely postpone intubation while waiting for a bed in ICU. Methods: We evaluated data collected in 59 patients (14 female and 45 male) with COVID-19 related ARDS admitted in Rimini Hospital Infectious Disease Department to be subjected to hCPAP/hNIV. (Table 1). Results: 36/59 patients (61%) treated with hCPAP survived without intubation. 10 patients were declared do not intubate for comorbidities and received hCPAP as a ceiling treatment, 3/10 survived. 16 patients were intubated (13 in election and 3 for complications), 5/16 died in ICU. To date 47/59 patients (79%) are still alive. Conclusions: During COVID-19 outbreak hCPAP avoided intubation for 36/59 (61%) patients, for others 8 the intubation was elective and postponed. Thanks to the early use of hCPAP, 36 ICU beds could be used to treat other patients with ARDS.

Diagnostic bronchoscopy and tissue sampling techniques using forceps (endobronchial biopsy [EBB] and transbronchial biopsies [TBB]) or needle aspiration (transbronchial needle aspiration-TBNA), all performed with a flexible bronchoscope, are the basic elements of any interventional procedure. The flexible fibrobronchoscopy allows the visualization of the airways and is used both for diagnostic and therapeutic purposes. The working channel of both fibrobronchoscopes with optical fibers and videobronchoscopes, even if of relatively small diameter, allows the insertion of various diagnostic and therapeutic accessories. Fiber optic systems have been widely replaced by video cameras using a miniaturized charge-coupled device camera positioned at the end of the scope that provides electronic transmission of images to a monitor. The indications for both diagnostic and therapeutic fibrobronchoscopy derive from a correct evaluation of symptoms and objective signs of the patient and from the correct interpretation of imaging methods. Although bronchoscopy techniques keep evolving at a rapid pace, basic procedures such as bronchoalveolar lavage, transbronchial lung biopsy, and transbronchial needle aspiration still play a key role in pulmonary disease diagnostics, and therefore, these methods must still be part of the training of interventional pulmonologists. Trainees will acquire a thorough knowledge of thoracic anatomy and become skilled in the interpretation of thoracic imaging, after which they will be given a theoretical and practical training course on virtual reality simulators, on animal or cadaver models, the effectiveness of which has been fully demonstrated by scientific studies. Specific DOPS tests have been developed for a qualitative evaluation of procedures on simulators, on animal models and on the patient.

none 11 no BACKGROUND: Experts and scientific society guidelines recommend that rapid on-site evaluation (ROSE) be used with endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) to optimize lung cancer genotyping, but no comparative trial has been carried out to confirm and quantify its usefulness. METHODS: To assess the influence of ROSE on the yield of EBUS-TBNA for a multigene molecular analysis of lung cancer samples, consecutive patients with suspected or known advanced lung cancer were randomized to undergo EBUS-TBNA without ROSE (EBUS arm) or with ROSE (ROSE arm). The primary end point was the rate of the successful accomplishment of the institution's clinical protocol for molecular profiling of nonsquamous non-small cell lung cancer (EGFR and KRAS testing, followed by ALK testing for tumors with EGFR and KRAS wild-type status). RESULTS: Complete genotyping was achieved in 108 of 126 patients (85.7%) (90.8% in the ROSE arm vs 80.3% in the EBUS arm, P = .09). The patients in the ROSE arm were less likely to have samples that could be used only for pathologic diagnosis because of minimal tumor burden (0 vs 6, P = .05), and were more likely to have the bronchoscopy terminated after a single biopsy site (58.9% vs 44.1%, P = .01). CONCLUSIONS: ROSE prevents the need for a repeat invasive diagnostic procedure aimed at molecular profiling in at least one out of 10 patients with advanced lung cancer and significantly reduces the risk of retrieving samples that can be used only for pathologic subtyping because of minimal tumor burden. Trisolini, Rocco; Cancellieri, Alessandra; Tinelli, Carmine; de Biase, Dario; Valentini, Ilaria; Casadei, Gianpiero; Paioli, Daniela; Ferrari, Franco; Gordini, Giovanni; Patelli, Marco; Tallini, Giovanni Trisolini, Rocco; Cancellieri, Alessandra; Tinelli, Carmine; de Biase, Dario; Valentini, Ilaria; Casadei, Gianpiero; Paioli, Daniela; Ferrari, Franco; Gordini, Giovanni; Patelli, Marco; Tallini, Giovanni

Liver transplantation (LT) is a serious hemostatic challenge in patients with portal vein thrombosis (PVT). Advances in monitoring systems have improved surgery in this setting. We report the successful application of a point-of-care (POC) rotational viscoelastic thromboelastometry-guided (TEM) testing system (ROTEM) which allowed management of coagulation during LT in a 64-year-old cirrhotic patient with a model for end-stage liver disease (MELD) score of 16. Perioperatively, the patient showed complete PVT, hepatomegaly, splenomegaly, recanalization of the umbilical vein, and portosystemic shunt. Macroscopic liver and spleen adherences with collateral circulation were evident. Coagulation factors and fibrinolysis were assessed preoperatively and at graft reperfusion to evaluate the need of hemostatic therapy. Based on ROTEM findings, the patient received 16 g of human fibrinogen concentrate, half preoperatively (with prothrombin complex concentrate 2000 IU, tranexamic acid 1 g, and platelets 2 IU), and two doses of 4 g before and after graft reperfusion; we achieved normalization of all monitored parameters. No ischemia-reperfusion syndrome was present. Postoperatively portal vein flux at Color-Doppler ultrasonography was normal. After a 3-day ICU stay, the patient was moved to the Department of Surgery and discharged on day 14. The postoperative course was uneventful and did not require any further haemostatic therapy.

BACKGROUND: The outcomes of patients admitted to a respiratory ICU (RICU) have been evaluated in the past, but no study has considered the influence of location prior to RICU admission. METHODS: We analyzed prospectively collected data from 326 consecutive patients admitted to a 7-bed RICU. The primary end points were survival and severity of morbidity-related complications, evaluated according to the patient's location prior to RICU admission. Three admission pathways were considered: step-down for patients transferred from the ICUs of our hospital; step-up for patients coming from our respiratory wards or other medical wards; and directly for patients coming from the emergency department. The secondary end point was the potential influence of several risk factors for morbidity and mortality. RESULTS: Of the 326 subjects, 92 (28%) died. Overall, subjects admitted in a step-up process had a significantly higher mortality ( P < .001) than subjects in the other groups. The mortality rate was 64% for subjects admitted from respiratory ward, 43% for those from medical wards, and 18% for subjects from both ICU and emergency department (respiratory ward vs medical ward P = .04, respiratory ward vs emergency department P < .001, respiratory ward vs ICU P < .001, medical ward vs emergency department P < .001, and medical ward vs ICU P < .001). Subjects admitted from a respiratory ward had a lower albumin level, and Simplified Acute Physiology Score II was significantly higher in subjects following a step-up admission. About 30% of the subjects admitted from a respiratory ward received noninvasive ventilation as a “ceiling treatment.” The highest odds ratios related to survival were subject location prior to RICU admission and female sex. Lack of use of noninvasive ventilation, younger age, female sex, higher albumin level, lower Simplified Acute Physiology Score II, higher Barthel score, and absence of chronic heart failure were also statistically associated with a lower risk of death. CONCLUSIONS: The pathway of admission to a RICU is a determinant of outcome. Patients following a step-up pattern are more likely to die. Other major determinants of survival are age, nutritional status and female sex.

Objectives. To investigate the effect of the cause of acute respiratory failure and the role of comorbidities both acute and chronic on the outcome of COPD patients admitted to Respiratory Intensive Care Unit (RICU) with acute respiratory failure and treated with NIV.Design. Observational prospective study.Patients and Methods. 176 COPD patients consecutively admitted to our RICU over a period of 3 years and treated with NIV were evaluated. In all patients demographic, clinical, and functional parameters were recorded including the cause of acute respiratory failure, SAPS II score, Charlson comorbidity index, and further comorbidities not listed in the Charlson index. NIV success was defined as clinical improvement leading to discharge to regular ward, while exitus or need for endotracheal intubation was considered failure.Results. NIV outcome was successful in 134 patients while 42 underwent failure. Univariate analysis showed significantly higher SAP II score, Charlson index, prevalence of pneumonia, and lower serum albumin level in the failure group. Multivariate analysis confirmed a significant predictive value for pneumonia and albumin.Conclusions. The most important determinants of NIV outcome in COPD patients are the presence of pneumonia and the level of serum albumin as an indicator of the patient nutritional status.

Objectives This study aims to determine the possible association between folate pathway gene polymorphisms and idiopathic pulmonary fibrosis. This represents the first study carried out on folate pathway gene polymorphisms as possible risk factors in this kind of pathology. The premise is that several polymorphisms mapping on genes responsible for folate uptake are associated with the risk of numerous diseases occurring between pregnancy and old age, and that too little is currently known about idiopathic pulmonary fibrosis. Design and methods We genotyped 9 single nucleotide polymorphisms and 1 polymorphic insertion in 7 essential genes belonging to the folate pathway in 32 Italian idiopathic pulmonary fibrosis patients and 81 control subjects. This was done by PCR and restriction analysis. Results Allelic and genotypic association tests indicated that for all the analysed polymorphisms there were no significant differences between patients and controls. Nevertheless, the haplotype association analysis revealed a significant association between idiopathic pulmonary fibrosis and transcobalamin II gene polymorphisms: specifically the haplotype 776G (rs1801198)–c.1026-394G (rs7286680)–444C (rs10418) (OR = 2.84; 95% C.I. 1.36–5.93, P value = 0.004). Conclusions This small-scale preliminary study would suggest the importance of further research focusing on the role of folate in the onset of idiopathic pulmonary fibrosis.

OBJECTIVE: To determine the effects of different tracheotomy tube sizes on diaphragm effort and weanability indices. METHODS: Ten tracheotomized and difficult to wean subjects were randomized to 2 T-piece trials, with different tracheotomy tube diameters: inner diameters 8 mm and 6.5 mm. Diaphragm pressure-time product per min. (PTP(di/min)), lung compliance and resistance (C(L) and R(L)), breathing pattern, tension-time index of the diaphragm (TT(di)), and the ratio of breathing frequency to tidal volume (f/V(T)) were recorded. In an in vitro model, the flow-pressure relationship was measured using the 2 tracheotomy tubes and 2 endotracheal tubes of the same diameter. RESULTS: The use of a smaller diameter resulted in an increase of PTP(di) (337.63 ± 194.35 cm H(2)O · s/min vs 263.28 ± 156.23 cm H(2)O · s/min for 6.5 mm and 8 mm, respectively, P = .004) and R(L) (16.74 ± 8.10 cm H(2)O · s/min vs 11.72 ± 7.88 cm H(2)O · s/min, respectively, P = .008). Both weanability indices were also significantly higher using the smaller tube: f/V(T) 93.32 ± 20.91 vs 77.06 ± 19.26 for 6.5 mm and 8 mm, respectively, P < .02; TT(di) 0.09 ± 0.052 vs 0.08 ± 0.04, respectively, P < .02. In vitro measurements confirmed that the resistances were higher with the smaller diameter and similar between the tracheotomy tubes and the endotracheal tubes of the same diameters. CONCLUSIONS: In tracheotomized difficult to wean subjects the decrease of the tracheotomy tube size was associated with an increased PTP(di), f/V(T), and TT(di), that were otherwise normal, using a higher diameter. The in vitro study showed that the resistances increased similarly for tracheotomy tube and endotracheal tube, decreasing the diameter and increasing the flows.