18 results on '"Cressoni, Massimo"'
Search Results
2. The assessment of transpulmonary pressure in mechanically ventilated ARDS patients
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Chiumello, Davide, Cressoni, Massimo, Colombo, Andrea, Babini, Giovanni, Brioni, Matteo, Crimella, Francesco, Lundin, Stefan, Stenqvist, Ola, and Gattinoni, Luciano
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- 2014
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3. Relationship between gas exchange response to prone position and lung recruitability during acute respiratory failure
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Protti, Alessandro, Chiumello, Davide, Cressoni, Massimo, Carlesso, Eleonora, Mietto, Cristina, Berto, Virna, Lazzerini, Marco, Quintel, Michael, and Gattinoni, Luciano
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- 2009
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4. Computation of contrast-enhanced perfusion using only two CT scan phases: a proof-of-concept study on abdominal organs.
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Cressoni, Massimo, Cozzi, Andrea, Schiaffino, Simone, Cadringher, Paolo, Vitali, Paolo, Basso, Gianpaolo, Ippolito, Davide, and Sardanelli, Francesco
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COMPUTED tomography ,PERFUSION ,PERFUSION imaging ,RADIATION exposure ,HEPATOCELLULAR carcinoma - Abstract
Background: Computed tomography perfusion imaging (CTPI) by repeated scanning has clinical relevance but implies relatively high radiation exposure. We present a method to measure perfusion from two CT scan phases only, considering tissue enhancement, feeding vessel (aortic) peak enhancement, and bolus shape. Methods: CTPI scans (each with 40 frames acquired every 1.5 s) of 11 patients with advanced hepatocellular carcinoma (HCC) enrolled between 2012 and 2016 were retrospectively analysed (aged 69 ± 9 years, 8/11 males). Perfusion was defined as the maximal slope of the time-enhancement curve divided by the peak enhancement of the feeding vessel (aorta). Perfusion was computed two times, first using the maximum slope derived from all data points and then using the peak tissue enhancement and the bolus shape obtained from the aortic curve. Results: Perfusion values from the two methods were linearly related (r
2 = 0.92, p < 0.001; Bland–Altman analysis bias -0.12). The mathematical model showed that the perfusion ratio of two ROIs with the same feeding vessel (aorta) corresponds to their peak enhancement ratio (r2 = 0.55, p < 0.001; Bland–Altman analysis bias -0.68). The relationship between perfusion and tissue enhancement is predicted to be linear in the clinical range of interest, being only function of perfusion, peak feeding vessel enhancement, and bolus shape. Conclusions: This proof-of-concept study showed that perfusion values of HCC, kidney, and pancreas could be computed using enhancement measured only with two CT scan phases, if aortic peak enhancement and bolus shape are known. [ABSTRACT FROM AUTHOR]- Published
- 2022
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5. Using Artificial Intelligence for Automatic Segmentation of CT Lung Images in Acute Respiratory Distress Syndrome.
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Herrmann, Peter, Busana, Mattia, Cressoni, Massimo, Lotz, Joachim, Moerer, Onnen, Saager, Leif, Meissner, Konrad, Quintel, Michael, and Gattinoni, Luciano
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ADULT respiratory distress syndrome ,COMPUTED tomography ,ARTIFICIAL intelligence ,LUNGS ,CONVOLUTIONAL neural networks - Abstract
Knowledge of gas volume, tissue mass and recruitability measured by the quantitative CT scan analysis (CT-qa) is important when setting the mechanical ventilation in acute respiratory distress syndrome (ARDS). Yet, the manual segmentation of the lung requires a considerable workload. Our goal was to provide an automatic, clinically applicable and reliable lung segmentation procedure. Therefore, a convolutional neural network (CNN) was used to train an artificial intelligence (AI) algorithm on 15 healthy subjects (1,302 slices), 100 ARDS patients (12,279 slices), and 20 COVID-19 (1,817 slices). Eighty percent of this populations was used for training, 20% for testing. The AI and manual segmentation at slice level were compared by intersection over union (IoU). The CT-qa variables were compared by regression and Bland Altman analysis. The AI-segmentation of a single patient required 5–10 s vs. 1–2 h of the manual. At slice level, the algorithm showed on the test set an IOU across all CT slices of 91.3 ± 10.0, 85.2 ± 13.9, and 84.7 ± 14.0%, and across all lung volumes of 96.3 ± 0.6, 88.9 ± 3.1, and 86.3 ± 6.5% for normal lungs, ARDS and COVID-19, respectively, with a U-shape in the performance: better in the lung middle region, worse at the apex and base. At patient level, on the test set, the total lung volume measured by AI and manual segmentation had a R
2 of 0.99 and a bias −9.8 ml [CI: +56.0/−75.7 ml]. The recruitability measured with manual and AI-segmentation, as change in non-aerated tissue fraction had a bias of +0.3% [CI: +6.2/−5.5%] and −0.5% [CI: +2.3/−3.3%] expressed as change in well-aerated tissue fraction. The AI-powered lung segmentation provided fast and clinically reliable results. It is able to segment the lungs of seriously ill ARDS patients fully automatically. [ABSTRACT FROM AUTHOR]- Published
- 2021
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6. A Morphological and Quantitative Analysis of Lung CT Scan in Patients With Acute Respiratory Distress Syndrome and in Cardiogenic Pulmonary Edema.
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Vergani, Giordano, Cressoni, Massimo, Crimella, Francesco, L'Acqua, Camilla, Sisillo, Erminio, Gurgitano, Martina, Liguori, Alessandro, Annoni, Andrea, Carrafiello, Gianpaolo, and Chiumello, Davide
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GAS analysis , *LUNG radiography , *LUNG anatomy , *LUNG analysis , *COMPUTED tomography , *COMPUTER software , *PULMONARY edema , *RESPIRATION , *ADULT respiratory distress syndrome , *PULMONARY function tests , *QUANTITATIVE research , *SEVERITY of illness index - Abstract
Background: The acute respiratory distress syndrome (ARDS) and cardiogenic pulmonary edema (CPE) are both characterized by an increase in lung edema that can be measured by computed tomography (CT). The aim of this study was to compare possible differences between patients with ARDS and CPE in the morphologic pattern, the aeration, and the amount and distribution of edema within the lung. Methods: Lung CT was performed at a mean positive end-expiratory pressure level of 5 cm H2O in both groups. The morphological evaluation was performed by two radiologists, while the quantitative evaluation was performed by a dedicated software. Results: A total of 60 patients with ARDS (20 mild, 20 moderate, 20 severe) and 20 patients with CPE were enrolled. The ground-glass attenuation regions were similarly present among the groups, 8 (40%), 8 (40%), 14 (70%), and 10 (50%), while the airspace consolidations were significantly more present in ARDS. The lung gas volume was significantly lower in severe ARDS compared to CPE (830 [462] vs 1120 [832] mL). Moving from the nondependent to the dependent lung regions, the not inflated lung tissue significantly increased, while the well inflated tissue decreased (ρ = 0.96-1.00, P <.0001). Significant differences were found between ARDS and CPE mostly in dependent regions. In severe ARDS, the estimated edema was significantly higher, compared to CPE (757 [740] vs 532 [637] g). Conclusions: Both ARDS and CPE are characterized by a similar presence of ground-glass attenuation and different airspace consolidation regions. Acute respiratory distress syndrome has a higher amount of not inflated tissue and lower amount of well inflated tissue. However, the overall regional distribution is similar within the lung. [ABSTRACT FROM AUTHOR]
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- 2020
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7. Assessment of Lung Aeration and Recruitment by CT Scan and Ultrasound in Acute Respiratory Distress Syndrome Patients.
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Vergani, Giordano Luca, Cressoni, Massimo, Chiumello, Davide, Mongodi, Silvia, Orlando, Anita, Mojoli, Francesco, Algieri, Ilaria, Via, Gabriele, and Crimella, Francesco
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SARS disease , *INTENSIVE care patients , *COMPUTED tomography , *ULTRASONIC imaging , *PULMONARY edema , *DIAGNOSIS - Abstract
Objectives: Lung ultrasound is commonly used to evaluate lung morphology in patients with acute respiratory distress syndrome. Aim of this study was to determine lung ultrasound reliability in assessing lung aeration and positive end-expiratory pressure-induced recruitment compared with CT.Design: Randomized crossover study.Setting: University hospital ICU.Patients: Twenty sedated paralyzed acute respiratory distress syndrome patients: age 56 years (43-72 yr), body mass index 25 kg/m (22-27 kg/m), and PaO2/FIO2 160 (113-218).Interventions: Lung CT and lung ultrasound examination were performed at positive end-expiratory pressure 5 and 15 cm H2O.Measurements and Main Results: Global and regional Lung Ultrasound scores were compared with CT quantitative analysis. Lung recruitment (i.e., decrease in not aerated tissue as assessed with CT) was compared with global Lung Ultrasound score variations. Global Lung Ultrasound score was strongly associated with average lung tissue density at positive end-expiratory pressure 5 (R = 0.78; p < 0.0001) and positive end-expiratory pressure 15 (R = 0.62; p < 0.0001). Regional Lung Ultrasound score strongly correlated with tissue density at positive end-expiratory pressure 5 (rs = 0.79; p < 0.0001) and positive end-expiratory pressure 15 (rs = 0.79; p < 0.0001). Each step increase of regional Lung Ultrasound score was associated with significant increase of tissue density (p < 0.005). A substantial agreement was found between regional Lung Ultrasound score and CT classification at positive end-expiratory pressure 5 (k = 0.69 [0.63-0.75]) and at positive end-expiratory pressure 15 (k = 0.70 [0.64-0.75]). At positive end-expiratory pressure 15, both global Lung Ultrasound score (22 [16-27] vs 26 [21-29]; p < 0.0001) and not aerated tissue (42% [25-57%] vs 52% [39-67%]; p < 0.0001) decreased. However, Lung Ultrasound score variations were not associated with lung recruitment (R = 0.01; p = 0.67).Conclusions: Lung Ultrasound score is a valid tool to assess regional and global lung aeration. Global Lung Ultrasound score variations should not be used for bedside assessment of positive end-expiratory pressure-induced recruitment. [ABSTRACT FROM AUTHOR]- Published
- 2018
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8. Opening pressures and atelectrauma in acute respiratory distress syndrome.
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Cressoni, Massimo, Chiumello, Davide, Algieri, Ilaria, Brioni, Matteo, Chiurazzi, Chiara, Colombo, Andrea, Colombo, Angelo, Crimella, Francesco, Guanziroli, Mariateresa, Tomic, Ivan, Tonetti, Tommaso, Luca Vergani, Giordano, Carlesso, Eleonora, Gasparovic, Vladimir, and Gattinoni, Luciano
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ADULT respiratory distress syndrome , *LUNG injuries , *ARTIFICIAL respiration , *LUNG radiography , *TISSUE wounds , *ADULT respiratory distress syndrome treatment , *COMPARATIVE studies , *COMPUTED tomography , *LONGITUDINAL method , *LUNGS , *LUNG physiology , *RESEARCH methodology , *MEDICAL cooperation , *RESEARCH , *RESPIRATORY measurements , *MECHANICAL ventilators , *EVALUATION research , *SEVERITY of illness index , *LUNG volume measurements , *POSITIVE end-expiratory pressure , *PREVENTION - Abstract
Purpose: Open lung strategy during ARDS aims to decrease the ventilator-induced lung injury by minimizing the atelectrauma and stress/strain maldistribution. We aim to assess how much of the lung is opened and kept open within the limits of mechanical ventilation considered safe (i.e., plateau pressure 30 cmH2O, PEEP 15 cmH2O).Methods: Prospective study from two university hospitals. Thirty-three ARDS patients (5 mild, 10 moderate, 9 severe without extracorporeal support, ECMO, and 9 severe with it) underwent two low-dose end-expiratory CT scans at PEEP 5 and 15 cmH2O and four end-inspiratory CT scans (from 19 to 40 cmH2O). Recruitment was defined as the fraction of lung tissue which regained inflation. The atelectrauma was estimated as the difference between the intratidal tissue collapse at 5 and 15 cmH2O PEEP. Lung ventilation inhomogeneities were estimated as the ratio of inflation between neighboring lung units.Results: The lung tissue which is opened between 30 and 45 cmH2O (i.e., always closed at plateau 30 cmH2O) was 10 ± 29, 54 ± 86, 162 ± 92, and 185 ± 134 g in mild, moderate, and severe ARDS without and with ECMO, respectively (p < 0.05 mild versus severe without or with ECMO). The intratidal collapses were similar at PEEP 5 and 15 cmH2O (63 ± 26 vs 39 ± 32 g in mild ARDS, p = 0.23; 92 ± 53 vs 78 ± 142 g in moderate ARDS, p = 0.76; 110 ± 91 vs 89 ± 93, p = 0.57 in severe ARDS without ECMO; 135 ± 100 vs 104 ± 80, p = 0.32 in severe ARDS with ECMO). Increasing the applied airway pressure up to 45 cmH2O decreased the lung inhomogeneity slightly (but significantly) in mild and moderate ARDS, but not in severe ARDS.Conclusions: Data show that the prerequisites of the open lung strategy are not satisfied using PEEP up to 15 cmH2O and plateau pressure up to 30 cmH2O. For an effective open lung strategy, higher pressures are required. Therefore, risks of atelectrauma must be weighted versus risks of volutrauma.Trial Registration: Clinicaltrials.gov identifier: NCT01670747 ( www.clinicaltrials.gov ). [ABSTRACT FROM AUTHOR]- Published
- 2017
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9. Lung Recruitment Assessed by Respiratory Mechanics and Computed Tomography in Patients with Acute Respiratory Distress Syndrome. What Is the Relationship?
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Chiumello, Davide, Marino, Antonella, Brioni, Matteo, Cigada, Irene, Menga, Federica, Colombo, Andrea, Crimella, Francesco, Algieri, Ilaria, Cressoni, Massimo, Carlesso, Eleonora, and Gattinoni, Luciano
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COMPUTED tomography ,LUNGS ,LUNG physiology ,RESPIRATORY measurements ,ADULT respiratory distress syndrome ,RESPIRATORY mechanics ,LUNG volume measurements - Abstract
Rationale: The assessment of lung recruitability in patients with acute respiratory distress syndrome (ARDS) may be important for planning recruitment maneuvers and setting positive end-expiratory pressure (PEEP).Objectives: To determine whether lung recruitment measured by respiratory mechanics is comparable with lung recruitment measured by computed tomography (CT).Methods: In 22 patients with ARDS, lung recruitment was assessed at 5 and 15 cm H2O PEEP by using respiratory mechanics-based methods: (1) increase in gas volume between two pressure-volume curves (P-Vrs curve); (2) increase in gas volume measured and predicted on the basis of expected end-expiratory lung volume and static compliance of the respiratory system (EELV-Cst,rs); as well as by CT scan: (3) decrease in noninflated lung tissue (CT [not inflated]); and (4) decrease in noninflated and poorly inflated tissue (CT [not + poorly inflated]).Measurements and Main Results: The P-Vrs curve recruitment was significantly higher than EELV-Cst,rs recruitment (423 ± 223 ml vs. 315 ± 201 ml; P < 0.001), but these measures were significantly related to each other (R(2) = 0.93; P < 0.001). CT (not inflated) recruitment was 77 ± 86 g and CT (not + poorly inflated) was 80 ± 67 g (P = 0.856), and these measures were also significantly related to each other (R(2) = 0.20; P = 0.04). Recruitment measured by respiratory mechanics was 54 ± 28% (P-Vrs curve) and 39 ± 25% (EELV-Cst,rs) of the gas volume at 5 cm H2O PEEP. Recruitment measured by CT scan was 5 ± 5% (CT [not inflated]) and 6 ± 6% (CT [not + poorly inflated]) of lung tissue.Conclusions: Respiratory mechanics and CT measure-under the same term, "recruitment"-two different entities. The respiratory mechanics-based methods include gas entering in already open pulmonary units that improve their mechanical properties at higher PEEP. Consequently, they can be used to assess the overall improvement of inflation. The CT scan measures the amount of collapsed tissue that regains inflation. Clinical trial registered with www.clinicaltrials.gov (NCT00759590). [ABSTRACT FROM AUTHOR]- Published
- 2016
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10. The heterogeneity of lung perfusion patterns in SPECT/CT during COVID-19: not only embolism.
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Monaco, Lavinia, Crivellaro, Cinzia, Cressoni, Massimo, Foti, Giuseppe, Landoni, Claudio, Messa, Cristina, and Guerra, Luca
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COVID-19 ,LUNGS ,SINGLE-photon emission computed tomography ,PERFUSION ,HYPERPERFUSION ,AMNIOTIC fluid embolism ,COMPUTED tomography - Abstract
References 1 Das JP, Yeh R, Schöder H. Clinical utility of perfusion (Q)-single-photon emission computed tomography (SPECT)/CT for diagnosing pulmonary embolus (PE) in COVID-19 patients with a moderate to high pre-test probability of PE. MAA-lung perfusion SPECT/TC confirmed the pulmonary embolism (elevated D-dimer and clinical symptoms), showing segmental baso-lateral perfusion defect of the right lower lobe, that was normally aerated at CT images (asterisk; panel a). Dear Sir, We read with great interest the manuscript of Das et al. about the role of perfusion SPECT/CT in the detection of pulmonary embolism (PE) in COVID-19 patients with moderate/high probability of PE [[1]]. [Extracted from the article]
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- 2021
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11. Spatial Orientation and Mechanical Properties of the Human Trachea: A Computed Tomography Study.
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Zanella, Alberto, Cressoni, Massimo, Ferlicca, Daniela, Chiurazzi, Chiara, Epp, Myra, Rovati, Cristina, Chiumello, Davide, Pesenti, Antonio, Gattinoni, Luciano, and Kolobow, Theodor
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LUNG radiography ,TRACHEA ,COMPUTED tomography ,LUNG injuries ,MEDICAL cooperation ,PROBABILITY theory ,RESEARCH ,ADULT respiratory distress syndrome ,STATISTICS ,DATA analysis ,ACUTE diseases ,DATA analysis software ,DESCRIPTIVE statistics ,ANATOMY - Abstract
BACKGROUND: The literature generally describes the trachea as oriented toward the right and back, but there is very little detailed characterization. Therefore, the aim of this study was to precisely determine the spatial orientation and to better characterize the physical properties of the human trachea. METHODS: We analyzed lung computed tomography scans of 68 intubated and mechanically ventilated subjects suffering from acute lung injury/ARDS at airway pressures (P
aw ) of 5, 15, and 45 cm H2 O. At each Paw , the inner edge of the trachea from the subglottal space to the carina was captured. Tracheal length and diameter were measured. Tracheal orientation and compliance were estimated from processing barycenter and surface tracheal sections. RESULTS: Tracheal orientation at a Paw of 5 cm H2 O showed a 4.2 ± 5.3° angle toward the right and a 20.6 ± 6.9° angle downward toward the back, which decreased significantly while increasing Paw (19.4 ± 6.9° at 15 cm H2 O and 17.1 ± 6.8° at 45 cm H2 O, P < .001). Tracheal compliance was 0.0113 ± 0.0131 mL/cm H2 O/cm of trachea length from 5 to 15 cm H2 O and 0.004 ± 0.0041 mL/cm H2 O/cm of trachea length from 15 to 45 cm H2 O (P < .001). Tracheal diameter was 19.6 ± 3.4 mm on the medial-lateral axis and 21.0 ± 4.3 mm on the sternal-vertebral axis. CONCLUSIONS: The trachea is oriented downward toward the back at a 20.6 ± 6.9° angle and slightly toward the right at a 4.2 ± 5.3° angle. Understanding tracheal orientation may help in enhancing postural drainage and respiratory physiotherapy, and knowing the physical properties of the trachea may aid in endotracheal tube cuff design. [ABSTRACT FROM AUTHOR]- Published
- 2015
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12. Bedside Selection of Positive End-Expiratory Pressure in Mild, Moderate, and Severe Acute Respiratory Distress Syndrome.
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Chiumello, Davide, Cressoni, Massimo, Carlesso, Eleonora, Caspani, Maria L., Marino, Antonella, Gallazzi, Elisabetta, Caironi, Pietro, Lazzerini, Marco, Moerer, Onnen, Quintel, Michael, and Gattinoni, Luciano
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RESPIRATORY distress syndrome , *COMPUTED tomography , *LUNG diseases , *RESPIRATORY mechanics , *POSITIVE end-expiratory pressure - Abstract
Objective: Positive end-expiratory pressure exerts its effects keeping open at end-expiration previously collapsed areas of the lung; consequently, higher positive end-expiratory pressure should be limited to patients with high recruitability. We aimed to determine which bedside method would provide positive end-expiratory pressure better related to lung recruitability. Design: Prospective study performed between 2008 and 2011. Setting: Two university hospitals (Italy and Germany). Patients: Fifty-one patients with acute respiratory distress syndrome. Interventions: Whole lung CT scans were taken in static conditions at 5 and 45 cm H20 during an end-expiratory/end-inspiratory pause to measure lung recruitability. To select individual positive end-expiratory pressure, we applied bedside methods based on lung mechanics (ExPress, stress index), esophageal pressure, and oxygenation (higher positive end-expiratory pressure table of lung open ventilation study). Measurements and Main Results: Patients were classified in mild, moderate and severe acute respiratory distress syndrome. Positive end-expiratory pressure levels selected by the ExPress, stress index, and absolute esophageal pressures methods were unrelated with lung recruitability, whereas positive end-expiratory pressure levels selected by the lung open ventilation method showed a weak relationship with lung recruitability (r2 - 0.29; p < 0.0001). When patients were classified according to the acute respiratory distress syndrome Berlin definition, the lung open ventilation method was the only one which gave lower positive end-expiratory pressure levels in mild and moderate acute respiratory distress syndrome compared with severe acute respiratory distress syndrome (8 + 2 and 11 ±3cm H20 vs 15 ±3cm H20; p < 0.05), whereas ExPress, stress index, and esophageal pressure methods gave similar positive end-expiratory pressure values in mild, moderate, and severe acute respiratory distress syndrome. The positive end-expiratory pressure selected by the different methods were unrelated to each other with the exception of the two methods based on lung mechanics (ExPress and stress index). Conclusions: Bedside positive end-expiratory pressure selection methods based on lung mechanics or absolute esophageal pressures provide positive end-expiratory pressure levels unrelated to lung recruitability and similar in mild, moderate, and severe acute respiratory distress syndrome, whereas the oxygenation-based method provided positive end-expiratory pressure levels related with lung recruitability progressively increasing from mild to moderate and severe acute respiratory distress syndrome. [ABSTRACT FROM AUTHOR]
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- 2014
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13. Limits of normality of quantitative thoracic CT analysis.
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Cressoni, Massimo, Gallazzi, Elisabetta, Chiurazzi, Chiara, Marino, Antonella, Brioni, Matteo, Menga, Federica, Cigada, Irene, Amini, Martina, Lemos, Alessandro, Lazzerini, Marco, Carlesso, Eleonora, Cadringher, Paolo, Chiumello, Davide, and Gattinoni, Luciano
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- 2013
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14. Anatomical and functional intrapulmonary shunt in acute respiratory distress syndrome.
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Cressoni, Massimo, Caironi, Pietro, Polli, Federico, Carlesso, Eleonora, Chiumello, Davide, Cadringher, Paolo, Quintel, Micheal, Ranieri, Vito Marco, Bugedo, Guillermo, and Gattinoni, Luciano
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RESPIRATORY distress syndrome , *PULMONARY gas exchange , *PRESSURE breathing , *RESPIRATION , *PERFUSION - Abstract
The article explores the value of venous admixture (functional shunt) in estimating the fraction of nonaerated lung tissue (anatomical shunt compartment) in respiratory distress syndrome and describes their relationship. Results reveal that functional shunt poorly estimates the anatomical shunt compartment, due to the variability in apparent perfusion ratio. Changes in anatomical shunt compartment with escalating positive end-expiratory pressure may be estimated from changes in functional shunt.
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- 2008
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15. Machine Learning to Predict In-Hospital Mortality in COVID-19 Patients Using Computed Tomography-Derived Pulmonary and Vascular Features.
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Schiaffino, Simone, Codari, Marina, Cozzi, Andrea, Albano, Domenico, Alì, Marco, Arioli, Roberto, Avola, Emanuele, Bnà, Claudio, Cariati, Maurizio, Carriero, Serena, Cressoni, Massimo, Danna, Pietro S. C., Della Pepa, Gianmarco, Di Leo, Giovanni, Dolci, Francesco, Falaschi, Zeno, Flor, Nicola, Foà, Riccardo A., Gitto, Salvatore, and Leati, Giovanni
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COVID-19 ,HOSPITAL mortality ,MACHINE learning ,COMPUTED tomography ,MULTILAYER perceptrons ,SUPPORT vector machines - Abstract
Pulmonary parenchymal and vascular damage are frequently reported in COVID-19 patients and can be assessed with unenhanced chest computed tomography (CT), widely used as a triaging exam. Integrating clinical data, chest CT features, and CT-derived vascular metrics, we aimed to build a predictive model of in-hospital mortality using univariate analysis (Mann–Whitney U test) and machine learning models (support vectors machines (SVM) and multilayer perceptrons (MLP)). Patients with RT-PCR-confirmed SARS-CoV-2 infection and unenhanced chest CT performed on emergency department admission were included after retrieving their outcome (discharge or death), with an 85/15% training/test dataset split. Out of 897 patients, the 229 (26%) patients who died during hospitalization had higher median pulmonary artery diameter (29.0 mm) than patients who survived (27.0 mm, p < 0.001) and higher median ascending aortic diameter (36.6 mm versus 34.0 mm, p < 0.001). SVM and MLP best models considered the same ten input features, yielding a 0.747 (precision 0.522, recall 0.800) and 0.844 (precision 0.680, recall 0.567) area under the curve, respectively. In this model integrating clinical and radiological data, pulmonary artery diameter was the third most important predictor after age and parenchymal involvement extent, contributing to reliable in-hospital mortality prediction, highlighting the value of vascular metrics in improving patient stratification. [ABSTRACT FROM AUTHOR]
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- 2021
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16. Lung Recruitability Is Better Estimated According to the Berlin Definition of Acute Respiratory Distress Syndrome at Standard 5 cm H2O Rather Than Higher Positive End-Expiratory Pressure: A Retrospective Cohort Study.
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Caironi, Pietro, Carlesso, Eleonora, Cressoni, Massimo, Chiumello, Davide, Moerer, Onner, Chiurazzi, Chiara, Brioni, Matteo, Bottino, Nicola, Lazzerini, Marco, Bugedo, Guillermo, Quintel, Michael, Ranieri, V. Marco, and Gattinoni, Luciano
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LUNG physiology , *ADULT respiratory distress syndrome treatment , *COMPUTED tomography , *INTENSIVE care units , *MORTALITY , *RESPIRATORY diseases - Abstract
Objectives: The Berlin definition of acute respiratory distress syndrome has introduced three classes of severity according to Pao2/Fio2 thresholds. The level of positive end-expiratory pressure applied may greatly affect Pao2/Fio2, thereby masking acute respiratory distress syndrome severity, which should reflect the underlying lung injury (lung edema and recruitability). We hypothesized that the assessment of acute respiratory distress syndrome severity at standardized low positive end-expiratory pressure may improve the association between the underlying lung injury, as detected by CT, and Pao2/Fio2-derived severity. Design: Retrospective analysis. Setting: Four university hospitals (Italy, Germany, and Chile). Patients: One hundred forty-eight patients with acute lung injury or acute respiratory distress syndrome according to the American- European Consensus Conference criteria. Interventions: Patients underwent a three-step ventilator protocol (at clinical, 5 cm H2O, or 15 cm H2O positive end-expiratory pressure). Whole-lung CT scans were obtained at 5 and 45 cm H2O airway pressure. Measurements and Main Results: Nine patients did not fulfill acute respiratory distress syndrome criteria of the novel Berlin definition. Patients were then classified according to Pao2/ Fio2 assessed at clinical, 5 cm H2O, or 15 cm H2O positive endexpiratory pressure. At clinical positive end-expiratory pressure (11 ± 3 cm H2O), patients with severe acute respiratory distress syndrome had a greater lung tissue weight and recruitability than patients with mild or moderate acute respiratory distress syndrome (p < 0.001). At 5 cm H2O, 54% of patients with mild acute respiratory distress syndrome at clinical positive end-expiratory pressure were reclassified to either moderate or severe acute respiratory distress syndrome. In these patients, lung recruitability and clinical positive end-expiratory pressure were higher than in patients who remained in the mild subgroup (p < 0.05). When patients were classified at 5 cm H2O, but not at clinical or 15 cm H2O, lung recruitability linearly increases with acute respiratory distress syndrome severity (5% [2-12%] vs 12% [7-18%] vs 23% [12-30%], respectively, p < 0.001). The potentially recruitable lung was the only CT-derived variable independently associated with ICU mortality (p = 0.007). Conclusions: The Berlin definition of acute respiratory distress syndrome assessed at 5 cm H2O allows a better evaluation of lung recruitability and edema than at higher positive end-expiratory pressure clinically set. [ABSTRACT FROM AUTHOR]
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- 2015
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17. Respiratory Mechanics, Lung Recruitability, and Gas Exchange in Pulmonary and Extrapulmonary Acute Respiratory Distress Syndrome.
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Coppola, Silvia, Froio, Sara, Marino, Antonella, Brioni, Matteo, Cesana, Bruno Mario, Cressoni, Massimo, Gattinoni, Luciano, and Chiumello, Davide
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ADULT respiratory distress syndrome , *PULMONARY gas exchange , *RESPIRATORY mechanics , *POSITIVE end-expiratory pressure , *LUNGS - Abstract
Objectives: Acute respiratory distress syndrome is a clinical syndrome characterized by a refractory hypoxemia due to an inflammatory and high permeability pulmonary edema secondary to direct or indirect lung insult (pulmonary and extrapulmonary form). Aim of this study was to evaluate in a large database of acute respiratory distress syndrome patients, the pulmonary versus extrapulmonary form in terms of respiratory mechanics, lung recruitment, gas exchange, and positive end-expiratory pressure response.Design: A secondary analysis of previously published data.Patients: One-hundred eighty-one sedated and paralyzed acute respiratory distress syndrome patients (age 60 yr [46-72 yr], body mass index 25 kg/m [22-28 kg/m], and PaO2/FIO2 184 ± 66).Interventions: Lung CT scan performed at 5 and 45 cm H2O. Two levels of positive end-expiratory pressure (5 and 15 cm H2O) were randomly applied.Measurements and Main Results: Ninety-seven and 84 patients had a pulmonary and extrapulmonary acute respiratory distress syndrome. The median time from intensive care admission to the CT scan and respiratory mechanics analysis was 4 days (interquartile range, 2-6). At both positive end-expiratory pressure levels, pulmonary acute respiratory distress syndrome presented a significantly lower PaO2/FIO2 and higher physiologic dead space compared with extrapulmonary acute respiratory distress syndrome. The lung and chest wall elastance were similar between groups. The intra-abdominal pressure was significantly higher in extrapulmonary compared with pulmonary acute respiratory distress syndrome (10 mm Hg [7-12 mm Hg] vs 7 mm Hg [5-8 mm Hg]). The lung weight and lung recruitability were significantly higher in pulmonary acute respiratory distress syndrome (1,534 g [1,286-1,835 g] vs 1,342 g [1,090-1,507 g] and 16% [9-25%] vs 9% [5-14%]).Conclusions: In the early stage, pulmonary acute respiratory distress syndrome is characterized by a greater impairment of gas exchange and higher lung recruitability. The recognition of the origin of acute respiratory distress syndrome is important for a more customized ventilatory management. [ABSTRACT FROM AUTHOR]- Published
- 2019
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18. Pleural Effusion in Patients With Acute Lung Injury: A CT Scan Study.
- Author
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Chiumello, Davide, Marino, Antonella, Gattinoni, Luciano, Cressoni, Massimo, Mietto, Cristina, Berto, Virna, Gallazzi, Elisabetta, Chiurazzi, Chiara, Lazzerini, Marco, Cadringher, Paolo, and Quintel, Michael
- Subjects
- *
PLEURAL effusions , *RESPIRATORY distress syndrome treatment , *COMPUTED tomography , *RESPIRATORY mechanics , *PULMONARY gas exchange , *PATIENTS - Abstract
The article discusses a study which examines the effects of pleural effusion in patients with acute respiratory distress syndrome or acute lung injury. The lung computed tomography (CT) scans of patients with acute lung injury was analyzed to determine pleural effusion volume. The study revealed that pleural effusion in acute lung injury patients causes chest wall expansion, but does not affect respiratory system mechanics or gas exchange.
- Published
- 2013
- Full Text
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