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Dive into the research topics where Gerhard K. Wolf is active.

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Featured researches published by Gerhard K. Wolf.


Physiological Measurement | 2009

GREIT: A unified approach to 2D linear EIT reconstruction of lung images

Andy Adler; John H. Arnold; Richard Bayford; Andrea Borsic; B H Brown; Paul Dixon; Theo J.C. Faes; Inéz Frerichs; Hervé Gagnon; Yvo Gärber; Bartłomiej Grychtol; G. Hahn; William R. B. Lionheart; Anjum Malik; Robert Patterson; Janet Stocks; Andrew Tizzard; Norbert Weiler; Gerhard K. Wolf

Electrical impedance tomography (EIT) is an attractive method for clinically monitoring patients during mechanical ventilation, because it can provide a non-invasive continuous image of pulmonary impedance which indicates the distribution of ventilation. However, most clinical and physiological research in lung EIT is done using older and proprietary algorithms; this is an obstacle to interpretation of EIT images because the reconstructed images are not well characterized. To address this issue, we develop a consensus linear reconstruction algorithm for lung EIT, called GREIT (Graz consensus Reconstruction algorithm for EIT). This paper describes the unified approach to linear image reconstruction developed for GREIT. The framework for the linear reconstruction algorithm consists of (1) detailed finite element models of a representative adult and neonatal thorax, (2) consensus on the performance figures of merit for EIT image reconstruction and (3) a systematic approach to optimize a linear reconstruction matrix to desired performance measures. Consensus figures of merit, in order of importance, are (a) uniform amplitude response, (b) small and uniform position error, (c) small ringing artefacts, (d) uniform resolution, (e) limited shape deformation and (f) high resolution. Such figures of merit must be attained while maintaining small noise amplification and small sensitivity to electrode and boundary movement. This approach represents the consensus of a large and representative group of experts in EIT algorithm design and clinical applications for pulmonary monitoring. All software and data to implement and test the algorithm have been made available under an open source license which allows free research and commercial use.


Critical Care Medicine | 2013

Mechanical ventilation guided by electrical impedance tomography in experimental acute lung injury.

Gerhard K. Wolf; Camille Gómez-Laberge; Jordan S. Rettig; Sara O. Vargas; Craig D Smallwood; Sanjay P. Prabhu; Sally H. Vitali; David Zurakowski; John H. Arnold

Objective:To utilize real-time electrical impedance tomography to guide lung protective ventilation in an animal model of acute respiratory distress syndrome. Design:Prospective animal study. Setting:Animal research center. Subjects:Twelve Yorkshire swine (15 kg). Interventions:Lung injury was induced with saline lavage and augmented using large tidal volumes. The control group (n = 6) was ventilated using ARDSnet guidelines, and the electrical impedance tomography–guided group (n = 6) was ventilated using guidance with real-time electrical impedance tomography lung imaging. Regional electrical impedance tomography–derived compliance was used to maximize the recruitment of dependent lung and minimize overdistension of nondependent lung areas. Tidal volume was 6 mL/kg in both groups. Computed tomography was performed in a subset of animals to define the anatomic correlates of electrical impedance tomography imaging (n = 5). Interleukin-8 was quantified in serum and bronchoalveolar lavage samples. Sections of dependent and nondependent regions of the lung were fixed in formalin for histopathologic analysis. Measurements and Main Results:Positive end-expiratory pressure levels were higher in the electrical impedance tomography–guided group (14.3 cm H2O vs. 8.6 cm H2O; p < 0.0001), whereas plateau pressures did not differ. Global respiratory system compliance was improved in the electrical impedance tomography–guided group (6.9 mL/cm H2O vs. 4.7 mL/cm H2O; p = 0.013). Regional electrical impedance tomography–derived compliance of the most dependent lung region was increased in the electrical impedance tomography group (1.78 mL/cm H2O vs. 0.99 mL/cm H2O; p = 0.001). Pao2/FIO2 ratio was higher and oxygenation index was lower in the electrical impedance tomography–guided group (Pao2/FIO2: 388 mm Hg vs. 113 mm Hg, p < 0.0001; oxygentation index, 6.4 vs. 15.7; p = 0.02) (all averages over the 6-hr time course). The presence of hyaline membranes (HM) and airway fibrin (AF) was significantly reduced in the electrical impedance tomography–guided group (HMEIT 42% samples vs. HMCONTROL 67% samples, p < 0.01; AFEIT 75% samples vs. AFCONTROL 100% samples, p < 0.01). Interleukin-8 level (bronchoalveolar lavage) did not differ between the groups. The upper and lower 95% limits of agreement between electrical impedance tomography and computed tomography were ± 16%. Conclusions:Electrical impedance tomography–guided ventilation resulted in improved respiratory mechanics, improved gas exchange, and reduced histologic evidence of ventilator-induced lung injury in an animal model. This is the first prospective use of electrical impedance tomography–derived variables to improve outcomes in the setting of acute lung injury.


Thorax | 2017

Chest electrical impedance tomography examination, data analysis, terminology, clinical use and recommendations: consensus statement of the TRanslational EIT developmeNt stuDy group

Inéz Frerichs; Marcelo B. P. Amato; Anton H. van Kaam; David G. Tingay; Zhanqi Zhao; Bartłomiej Grychtol; Marc Bodenstein; Hervé Gagnon; Stephan H. Bohm; Eckhard Teschner; O. Stenqvist; Tommaso Mauri; Vinicius Torsani; Luigi Camporota; Andreas Schibler; Gerhard K. Wolf; Diederik Gommers; Steffen Leonhardt; Andy Adler; Eddy Fan; William R. B. Lionheart; Thomas Riedel; Peter C. Rimensberger; Fernando Suarez Sipmann; Norbert Weiler; Hermann Wrigge

Electrical impedance tomography (EIT) has undergone 30 years of development. Functional chest examinations with this technology are considered clinically relevant, especially for monitoring regional lung ventilation in mechanically ventilated patients and for regional pulmonary function testing in patients with chronic lung diseases. As EIT becomes an established medical technology, it requires consensus examination, nomenclature, data analysis and interpretation schemes. Such consensus is needed to compare, understand and reproduce study findings from and among different research groups, to enable large clinical trials and, ultimately, routine clinical use. Recommendations of how EIT findings can be applied to generate diagnoses and impact clinical decision-making and therapy planning are required. This consensus paper was prepared by an international working group, collaborating on the clinical promotion of EIT called TRanslational EIT developmeNt stuDy group. It addresses the stated needs by providing (1) a new classification of core processes involved in chest EIT examinations and data analysis, (2) focus on clinical applications with structured reviews and outlooks (separately for adult and neonatal/paediatric patients), (3) a structured framework to categorise and understand the relationships among analysis approaches and their clinical roles, (4) consensus, unified terminology with clinical user-friendly definitions and explanations, (5) a review of all major work in thoracic EIT and (6) recommendations for future development (193 pages of online supplements systematically linked with the chief sections of the main document). We expect this information to be useful for clinicians and researchers working with EIT, as well as for industry producers of this technology.


Critical Care Medicine | 2007

Regional lung volume changes in children with acute respiratory distress syndrome during a derecruitment maneuver.

Gerhard K. Wolf; Bartłomiej Grychtol; Inéz Frerichs; Huibert R. van Genderingen; David Zurakowski; John E. Thompson; John H. Arnold

Objective:Regional differences in lung volume have been described in adults with acute respiratory distress syndrome, but it remains unclear to what extent they occur in children. To quantify regional alveolar collapse that occurred during mechanical ventilation during a standardized suctioning maneuver, we evaluated regional and global relative impedance changes (relative &Dgr;Z) in children with acute respiratory distress syndrome using electrical impedance tomography. Design:Prospective observational trial. Setting:A 30-bed pediatric intensive care unit. Patients:Six children with acute respiratory distress syndrome. Interventions:Standardized suctioning maneuver. Measurements and Main Results:By comparing layers from nondependent (layers 1 and 2) to dependent lung areas (layers 3 and 4), it was demonstrated that the middle layers (2 and 3) had the greatest ventilation-induced change in relative &Dgr;Z; layer 4 showed the least ventilation-induced change in relative &Dgr;Z. During suctioning, layers 1, 2, and 3 showed a negative change in relative &Dgr;Z, whereas layer 4 showed no significant change in relative &Dgr;Z. The derecruitment-induced change in relative &Dgr;Z representing the lung-volume loss was −9.8 (−3.0 mL/kg) during the first suctioning maneuver, −16.1 (−5.4 mL/kg) during the second, and −21.7 (−7.4 mL/kg) during the third. The ventilation-induced change in relative &Dgr;Z during mechanical ventilation remained unchanged after suctioning (mean change in relative &Dgr;Z before vs. after suctioning, 40.1 ± 9.1 vs. 41.4 ± 10.8; p = .30). Dynamic compliance was 11.8 ± 6.1 mL·cm H2O−1 before and 11.8 ± 6.9 mL·cm H2O−1 after the suctioning sequence (p = .90). Conclusions:Considerable regional heterogeneity was present during ventilation and a derecruitment maneuver. Significantly lower change in relative &Dgr;Z in the most dependent lung regions suggests alveolar collapse during ventilation before suctioning.


IEEE Transactions on Medical Imaging | 2012

Impact of Model Shape Mismatch on Reconstruction Quality in Electrical Impedance Tomography

Bartłomiej Grychtol; William R. B. Lionheart; Marc Bodenstein; Gerhard K. Wolf; Andy Adler

Electrical impedance tomography (EIT) is a low-cost, noninvasive and radiation free medical imaging modality for monitoring ventilation distribution in the lung. Although such information could be invaluable in preventing ventilator-induced lung injury in mechanically ventilated patients, clinical application of EIT is hindered by difficulties in interpreting the resulting images. One source of this difficulty is the frequent use of simple shapes which do not correspond to the anatomy to reconstruct EIT images. The mismatch between the true body shape and the one used for reconstruction is known to introduce errors, which to date have not been properly characterized. In the present study we, therefore, seek to 1) characterize and quantify the errors resulting from a reconstruction shape mismatch for a number of popular EIT reconstruction algorithms and 2) develop recommendations on the tolerated amount of mismatch for each algorithm. Using real and simulated data, we analyze the performance of four EIT reconstruction algorithms under different degrees of shape mismatch. Results suggest that while slight shape mismatch is well tolerated by all algorithms, using a circular shape severely degrades their performance.


Pediatric Critical Care Medicine | 2006

Total phenytoin concentrations do not accurately predict free phenytoin concentrations in critically ill children

Gerhard K. Wolf; Craig D. McClain; David Zurakowski; Brenda Dodson; Michael L. McManus

Objective: To determine the relationship between estimated free, measured free, and measured total phenytoin levels in critically ill pediatric patients, assess the utility of the Sheiner-Tozer equation in predicting free phenytoin levels, and identify comedications that may influence phenytoin binding or confound attempts to maintain therapeutic concentrations. Design: Retrospective chart review. Setting: Twenty-four-bed medical-surgical pediatric intensive care unit. Patients: Sixty critically ill pediatric patients receiving phenytoin for treatment of seizures in a large multidisciplinary intensive care unit. Interventions and Main Results: The linear correlation between free and total phenytoin concentrations was moderate (r = .795), but the mean difference between actual free concentrations and those estimated from total concentrations using the Sheiner-Tozer equation was −0.31 ± 0.5 &mgr;g/mL (95% confidence interval, −1.3 to 0.7). This difference was of concern, as 10% of patients had toxic free levels (>2 &mgr;g/mL) when simultaneously measured total levels were therapeutic (<20 &mgr;g/mL). The mean free/total phenytoin ratio was 0.13 ± 0.07 (range, 0.06–0.42) and varied considerably among patients. Free fractions were particularly elevated in children whose serum albumin concentrations were <2.5 g/dL (0.22, p < .001). However, the relationship between free phenytoin and serum albumin concentration appeared to be nonlinear. Coadministration of valproic acid and cefazolin also increased free fraction (p < .001). Conclusions: Measured total phenytoin concentrations are unreliable for directing therapy in critically ill children. In part, this is because phenytoin binding shows greater variability in this population than has been reported in adults. This phenomenon is exacerbated by coadministration of other highly protein-bound drugs. Instead, free phenytoin concentrations should be routinely measured in critically ill children to prevent possible intoxications and ensure therapeutic dosing. Corrections using the Sheiner-Tozer equation were unreliable.


IEEE Transactions on Medical Imaging | 2012

A Unified Approach for EIT Imaging of Regional Overdistension and Atelectasis in Acute Lung Injury

Camille Gómez-Laberge; John H. Arnold; Gerhard K. Wolf

Patients with acute lung injury or acute respiratory distress syndrome (ALI/ARDS) are vulnerable to ventilator-induced lung injury. Although this syndrome affects the lung heterogeneously, mechanical ventilation is not guided by regional indicators of potential lung injury. We used electrical impedance tomography (EIT) to estimate the extent of regional lung overdistension and atelectasis during mechanical ventilation. Techniques for tidal breath detection, lung identification, and regional compliance estimation were combined with the Graz consensus on EIT lung imaging (GREIT) algorithm. Nine ALI/ARDS patients were monitored during stepwise increases and decreases in airway pressure. Our method detected individual breaths with 96.0% sensitivity and 97.6% specificity. The duration and volume of tidal breaths erred on average by 0.2 s and 5%, respectively. Respiratory system compliance from EIT and ventilator measurements had a correlation coefficient of 0.80. Stepwise increases in pressure could reverse atelectasis in 17% of the lung. At the highest pressures, 73% of the lung became overdistended. During stepwise decreases in pressure, previously-atelectatic regions remained open at sub-baseline pressures. We recommend that the proposed approach be used in collaborative research of EIT-guided ventilation strategies for ALI/ARDS.


Pediatric Critical Care Medicine | 2012

Reversal of dependent lung collapse predicts response to lung recruitment in children with early acute lung injury.

Gerhard K. Wolf; Camille Gómez-Laberge; John N. Kheir; David Zurakowski; Brian K Walsh; Andy Adler; John H. Arnold

Objective: To describe the resolution of regional atelectasis and the development of regional lung overdistension during a lung-recruitment protocol in children with acute lung injury. Design: Prospective interventional trial. Setting: Pediatric intensive care unit. Patients: Ten children with early (<72 hrs) acute lung injury. Interventions: Sustained inflation maneuver (positive airway pressure of 40 cm H2O for 40 secs), followed by a stepwise recruitment maneuver (escalating plateau pressures by 5 cm H2O every 15 mins) until physiologic lung recruitment, defined by PaO2 + PaCO2 ≥400 mm Hg, was achieved. Regional lung volumes and mechanics were measured using electrical impedance tomography. Measurements and Main Results: Patients that responded to the stepwise lung-recruitment maneuver had atelectasis in 54% of the dependent lung regions, while nonresponders had atelectasis in 10% of the dependent lung regions (p = .032). In the pressure step preceding physiologic lung recruitment, a significant reversal of atelectasis occurred in 17% of the dependent lung regions (p = .016). Stepwise recruitment overdistended 8% of the dependent lung regions in responders, but 58% of the same regions in nonresponders (p < .001). Lung compliance in dependent lung regions increased in responders, while compliance in nonresponders did not improve. In contrast to the stepwise recruitment maneuver, the sustained inflation did not produce significant changes in atelectasis or oxygenation: atelectasis was only reversed in 12% of the lung (p = .122), and there was only a modest improvement in oxygenation (27 ± 14 mm Hg, p = .088). Conclusions: Reversal of atelectasis in the most dependent lung region preceded improvements in gas exchange during a stepwise lung-recruitment strategy. Lung recruitment of dependent lung areas was accompanied by considerable overdistension of nondependent lung regions. Larger amounts of atelectasis in dependent lung areas were associated with a positive response to a stepwise lung-recruitment maneuver.


Physiological Measurement | 2009

Differences in regional pulmonary pressure-impedance curves before and after lung injury assessed with a novel algorithm.

Bartłomiej Grychtol; Gerhard K. Wolf; John H. Arnold

Global pressure-volume (PV) curves are an adjunct measure to describe lung characteristics in patients with acute respiratory distress syndrome (ARDS). There is convincing evidence that high peak inspiratory pressures (PIP) cause barotrauma, while optimized positive end-expiratory pressure (PEEP) helps avoid mechanical injury to the lungs by preventing repeated alveolar opening and closing. The optimal values of PIP and PEEP are deduced from the shape of the PV curve by the identification of so-called lower and upper inflection points. However, it has been demonstrated using electrical impedance tomography (EIT) that the inflection points vary across the lung. This study employs a simple curve-fitting technique to automatically define inflection points on both pressure-volume (PV) and pressure-impedance (PI) curves to asses the differences between global PV and regional PI estimates in animals before and after induced lung injury. The results demonstrate a clear increase in lower inflection point (LIP) along the gravitational axis both before and after lung injury. Moreover, it is clear from comparison of the local EIT-derived LIPs with those derived from global PV curves that a ventilation strategy based on the PV curve alone may leave dependent areas of the lung collapsed. EIT-based PI curve analysis may help choosing an optimal ventilation strategy.


Pediatric Critical Care Medicine | 2011

Electrical activity of the diaphragm during extubation readiness testing in critically ill children

Gerhard K. Wolf; Brian K Walsh; Michael L. Green; John H. Arnold

Objectives: To investigate the electrical activity of the diaphragm during extubation readiness testing. Design: Prospective observational trial. Setting: A 29-bed medical-surgical pediatric intensive care unit. Patients: Mechanically ventilated children between 1 month and 18 yrs of age. Interventions: Twenty patients underwent a standardized extubation readiness test using a minimal pressure support ventilation strategy. A size-appropriate multiple-array esophageal electrode (electrical diaphragmatic activity catheter), which doubled as a feeding tube, was inserted. The electrical diaphragmatic activity, ventilatory parameters, and spirometry measurements were recorded with the Servo-i ventilator (Maquet, Solna, Sweden). Measurements were obtained before the extubation readiness test and 1 hr into the extubation readiness test. Measurements and Main Results: During extubation readiness testing, the ratio of tidal volume to delta electrical diaphragmatic activity was significantly lower in those patients who passed the extubation readiness test compared to those who failed the extubation readiness test (extubation readiness test, pass: 24.8 ± 20.9 mL/&mgr;V vs. extubation readiness test, fail: 67.2 ± 27 mL/&mgr;V, respectively; p = .02). Delta electrical diaphragmatic activity correlated significantly with neuromuscular drive assessed by airway opening pressure at 0.1 secs (before extubation readiness test: r = .591, p < .001; during extubation readiness test: r = .682, p < .001). Eight out of 20 patients had ventilator dys-synchrony identified with electrical diaphragmatic activity during extubation readiness testing. Conclusions: Patients who generate higher diaphragmatic activity in relation to tidal volume may have better preserved diaphragmatic function and a better chance of passing the extubation readiness test as opposed to patients who generate lower diaphragmatic activity in relation to tidal volume, indicating diaphragmatic weakness. Electrical activity of the diaphragm also may be a useful adjunct to assess neuromuscular drive in ventilated children.

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John H. Arnold

Boston Children's Hospital

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Brian K Walsh

Boston Children's Hospital

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Bartłomiej Grychtol

German Cancer Research Center

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David Zurakowski

Boston Children's Hospital

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Inéz Frerichs

University of Göttingen

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Jordan S. Rettig

Boston Children's Hospital

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Craig D Smallwood

Boston Children's Hospital

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John N. Kheir

Boston Children's Hospital

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