Diaphragmatic ultrasonography (US) allows for quantification of diaphragm thickness, strain (rate) and excursion, and with this also the respiratory rate and duration of each contraction. Diaphragm thickness (expressed as thickening fraction) and strain reflect contractile activity and correlate well with diaphragmatic electrical activity and diaphragmatic pressure. Consequently, thickness and strain may be used as a surrogate for respiratory effort. Applications of diaphragmatic ultrasound include assessment of diaphragm function, atrophy detection, weaning prediction, and mechanical ventilation (MV) setting management. Other applications are asynchrony detection and proportional ventilation (non-invasive neurally adjusted ventilatory assist (NAVA)). The use of diaphragmatic ultrasound in mechanical ventilation is gaining attention and therefore, technical problems and use cases are currently being investigated.
A diaphragm thickening fraction (TFdi or TFDI) as measured by ultrasound (US) is carried out by an operator who looks at the patient and takes an ultrasound image at end inhalation and end exhalation. The diaphragm thickness fraction is typically determined by subtracting the end inhalation thickness Tei from the end exhalation thickness Tee and dividing the difference by the exhale thickness according to Equation 1:
The thickness of the diaphragm as varying over the breathing cycle (or more precisely the thickening during inspiration) is a surrogate for the patient's respiratory effort (see, e.g., Tuinman P R, Jonkman A H, Dres M, Shi Z H, Goligher E C, Goffi A, de Korte C, Demoule A, Heunks L. Respiratory muscle ultrasonography: methodology, basic and advanced principles and clinical applications in ICU and ED patients—a narrative review. Intensive Care Med. 2020 April; 46(4):594-605. doi: 10.1007/s00134-019-05892-8. Epub 2020 Jan. 14. PMID: 31938825; PMCID: PMC7103016).
A diaphragm excursion (Edi) as well as the absolute thickening (Tdi) or fractional thickening (TFdi) as measured using a hand-held ultrasound probe are widely recognized parameters to assess diaphragm function, and to optimize ventilator support and weaning, as well as to assess and optimize the effect of artificial stimulation of the thoracic diaphragm using phrenic nerve stimulation (PNS) by implanted electric leads or non-invasively. The diaphragm thickening depends on diaphragmatic activity and reflects the diaphragmatic work of breathing (WoB) (i.e., the respiratory effort).
Diaphragmatic excursion as well as diaphragmatic thickness are both functions over the respiratory cycle, and independent clinical variables. Contra-lateral asymmetry (i.e., between left and right lung) may be an indication of medical complications (e.g., regional pulmonary tissue stiffness, regional diaphragmatic atrophy, phrenic nerve damage, etc.).
While diaphragmatic US with a handheld probe is widely practiced, the visual appraisal of the moving US image by the medical observer is confounded by certain complications. For example, excursion and thickening are two parameters which are difficult to appraise separately, because both change simultaneously, and thickness variation may be only a tenth of the motion amplitude. The diaphragm is constantly moving within the field of view (FOV), either being passively pushed by the mechanical ventilation, or actively driven by muscular activity. In another example, contralateral symmetry, or more general regional symmetries, are difficult to appraise visually with a single US probe, as typically the FOV of a hand-held US-probe covers only a part of either one of the left or right lung area and a corresponding portion of the extended diaphragm muscle. In another example, the effects of MV and phrenic nerve stimulation (PNS), respectively, as well as their gradual settings, are difficult to distinguish as both are supposed to cause a similar respiratory motion, however by different mechanisms. During the weaning process, the passive MV-caused part is desired to be reduced in favor of muscular motion, but the appearance differences may be subtle.
The following discloses certain improvements to overcome these problems and others.
In one aspect, a respiration monitoring device for monitoring a respiratory system of a patient, in which the respiratory system comprising a left lung, a right lung, and a thoracic diaphragm of the patient, includes an electronic controller configured to receive first ultrasound imaging data as a function of time acquired of a first portion of the respiratory system of the patient over a first time interval; receive second ultrasound imaging data as a function of time acquired of a second portion of the respiratory system of the patient over a second time interval wherein the second portion of the respiratory system of the patient is contralateral to the first portion of the respiratory system of the patient; and present a graphical user interface (GUI) displaying a visualization including simultaneous display of an image of the first portion of the respiratory system of the patient and an image of the second portion of the respiratory system of the patient respectively generated from the first ultrasound imaging data and second ultrasound imaging data.
In another aspect, a respiration monitoring method for monitoring a respiratory system of a patient, in which the respiratory system comprising a left lung, a right lung, and a thoracic diaphragm of the patient, includes receiving first ultrasound imaging data as a function of time acquired of a first portion of the respiratory system of the patient over a first time interval; receiving second ultrasound imaging data as a function of time acquired of a second portion of the respiratory system of the patient over a second time interval wherein the second portion of the respiratory system of the patient is contralateral to the first portion of the respiratory system of the patient; and presenting a GUI displaying a visualization including simultaneous display of an image of the first portion of the respiratory system of the patient and an image of the second portion of the respiratory system of the patient respectively generated from the first ultrasound imaging data and second ultrasound imaging data.
One advantage resides in providing an intuitive and time-synchronized contralateral ultrasound-based visualization of left and right lungs and/or corresponding thoracic diaphragm muscle portions.
Another advantage resides in determining and visualizing contra-lateral asymmetry between matching organs (i.e., lungs) in a patient.
Another advantage resides in providing time-synchronized visualization of both the left and right lung (and/or corresponding diaphragm) portions using a user-selected synchronization signal, thereby providing intuitive visualization of information such as the extent to which different synchronization signals correlate with the dynamic motion of the lungs.
Another advantage resides in providing contra-lateral ultrasound visualization of a bilaterally symmetric organ or organ system such as the lungs or heart using only a single ultrasound probe with limited depth-of-penetration.
Another advantage resides in providing such a contra-lateral ultrasound visualization with a single ultrasound probe facilitating visual comparison of functioning of the left and right portions of the bilaterally symmetric organ or organ system.
Another advantage resides in distinguishing between effects on a patient from mechanical ventilation and phrenic nerve stimulation.
A given embodiment may provide none, one, two, more, or all of the foregoing advantages, and/or may provide other advantages as will become apparent to one of ordinary skill in the art upon reading and understanding the present disclosure.
The disclosure may take form in various components and arrangements of components, and in various steps and arrangements of steps. The drawings are only for purposes of illustrating the preferred embodiments and are not to be construed as limiting the disclosure.
As used herein, the singular form of “a,” “an,” and “the” include plural references unless the context clearly dictates otherwise. As used herein, statements that two or more parts or components are “coupled,” “connected,” or “engaged” shall mean that the parts are joined, operate, or co-act together either directly or indirectly, i.e., through one or more intermediate parts or components, so long as a link occurs. Directional phrases used herein, such as, for example and without limitation, top, bottom, left, right, upper, lower, front, back, and derivatives thereof, relate to the orientation of the elements shown in the drawings and are not limiting upon the scope of the claimed invention unless expressly recited therein. The word “comprising” or “including” does not exclude the presence of elements or steps other than those described herein and/or listed in a claim. In a device comprised of several means, several of these means may be embodied by one and the same item of hardware.
With brief initial reference to
Also shown in the upper anatomical diagram of
As diagrammatically shown in the lower portion of
However, many ultrasound systems only have a single ultrasound probe, and/or only provide for imaging using a single ultrasound probe at any given time. In this case, there is only one ultrasound probe, and hence imaging at any given time can be done with the probe in the left-position 20L or the right-position 20R, but not both simultaneously. In embodiments disclosed herein that accommodate such “single-probe” ultrasound imaging, a visualization is produced by way of combining presentation of a live ultrasound image as a function of time of a second portion of the respiratory system of the patient (for example, the left lung and/or left diaphragm portion of the patient) using the single ultrasound probe in the left-position 20L, displayed simultaneously and in temporal alignment (by which it is meant respiratory phase alignment, not absolute time alignment; put another way, the temporal alignment is of respiratory cycling of the first ultrasound imaging data and the second ultrasound imaging data) with presentation of a recorded ultrasound image as a function of time of a second, contralateral portion of the respiratory system of the patient (in the instant example, the right lung and/or right diaphragm portion of the patient previously acquired with the single ultrasound probe in the right-position 20R).
To enable this contralateral imaging using a single ultrasound probe, the recorded ultrasound image of the first, contralateral portion of the respiratory system is “pre-recorded,” that is, recorded prior to acquisition of the live ultrasound image. In a variant embodiment, both contralateral portions of the respiratory system are pre-recorded, in which case no live ultrasound image is displayed. As further disclosed herein, the temporal alignment of the simultaneously displayed left and right ultrasound images may utilize various synchronization signals. A suitable synchronization signal is a one-dimensional signal (that is, value samples acquired as a function of time) cycling in correspondence with respiratory cycling of the respiratory system of the patient. By way of nonlimiting illustrative example, the synchronization signal may be a ventilator flow, pressure, volume, or work-of-breathing (WOB) signal recorded by a mechanical ventilator operating to mechanically ventilate the respiratory system of the patient, or a phrenic nerve stimulation (PNS) signal indicative of PNS administered to the patient, or a diaphragm thickness or excursion signal extracted from the first ultrasound imaging data and the second ultrasound imaging data of the respective first and second (i.e. contralateral) portions of the respiratory system.
With reference to
In a more particular example, the medical imaging device 18 includes an ultrasound probe 20 that is configured to image the lungs and/or diaphragm of the patient P. The US probe 20 is positioned to acquire US imaging data (i.e., two-dimensional (2D) US images) 24 of the diaphragm and/or the lungs of the patient P. For example, the US probe 20 is configured to acquire imaging data of a diaphragm of the patient P, and more particularly 2D US imaging data related to a dimension (e.g., a position, a thickness, and so forth) of the diaphragm of a patient P during inspiration and expiration while the patient P undergoes mechanical ventilation therapy with the mechanical ventilator 2. In another example, the US probe 20 is configured to acquire imaging data of the left lung and the right lung of the patient P during inspiration and expiration, and optionally during inspiration and expiration while the patient P undergoes mechanical ventilation therapy with the mechanical ventilator 2.
In one example, the medical imaging device 18 includes an electronic processor 21 configured to control the ultrasound imaging device 18 to acquire the US images 24, and also includes a non-transitory computer readable medium 23 storing instructions executable by the electronic processor 21. The medical imaging device 18 can also include a display device 25. In another example, the electronic processor 13 of the mechanical ventilator 2 controls the ultrasound imaging device 18 to receive the ultrasound imaging data 24 of the diaphragm of the patient P from the US probe 20. The ultrasound probe 20 allows for continuous and automatic acquisition of the diaphragm thickness data (Tdi) or diaphragm excursion data from the acquired ultrasound imaging data 24.
The non-transitory computer readable medium 15 of the mechanical ventilator 2 and/or the non-transitory computer readable medium 23 of the US imaging device 18 stores instructions executable by the electronic controller 13 (and/or the electronic processor 21) to perform a respiration monitoring method or process 100. Although primarily described in terms of the electronic controller 13/non-transitory computer readable medium 15 of the mechanical ventilator 2, the method 100 can similarly be performed by the electronic processor 21/non-transitory computer readable medium 23 of the US imaging device 18.
With reference to
As shown in
At an operation 103, a first synchronization signal for the first time interval is obtained. In some examples, the first synchronization signal can be a one-dimensional (1D) signal cycling in correspondence with respiratory cycling of the respiratory system of the patient P.
As further shown in
In some embodiments, the first and/or second synchronization signals can be one or more of a ventilator flow, pressure, volume, or work-of-breathing signal recorded by the mechanical ventilator 2 operating over the first and second time intervals to mechanically ventilate the respiratory system of the patient P; a PNS signal indicative of PNS administered to the patient P by the PNS device 26 over the first and second time intervals; or a diaphragm thickness or excursion signal extracted from the first ultrasound imaging data 24 and the second ultrasound imaging data 24. Although the operations 102 and 104 are described primarily as acquiring at least two regions of the first and second portions of the anatomy, ultrasound imaging data of two, three, four, or more regions can be acquired with the ultrasound probe 20.
With continuing reference to
In some embodiments, at an operation 109, the electronic controller 13 is configured to align the first ultrasound imaging data 24 and the second ultrasound imaging data 24 further including positionally aligning the first ultrasound imaging data 24 and the second ultrasound imaging data 24 by aligning images of portions of the thoracic diaphragm represented in the respective first ultrasound imaging data 24 and second ultrasound imaging data 24. To do so, the electronic controller 13 is configured to further includes performing image warping to remove a difference between diaphragm excursion over the respiratory cycling of the respiratory system of the patient P of the portions of the thoracic diaphragm represented in the respective first ultrasound imaging data 24 and second ultrasound imaging data 24.
To align the cycling of the first and second synchronization signals, time-signal curves indicative of respiration data of the patient P over a time of US image acquisition are generated and displayed on the display device 14 of the mechanical ventilator 2 (and/or the display device 25 of the US imaging device 18). To do so, individual one-dimensional (1D) time-signal curves are generated for the US imaging data 24 of a first (i.e., left) lung of the patient P, and a separate time-signal curve is generated for the US imaging data 24 of a second (i.e., right) lung of the patient P. The time-signal curve for the left lung and the time-signal curve for the right lung are synchronized based on corresponding image frames during acquisition of the ultrasound imaging data at a same time for the first lung and the second lung. For example, the image frame for the left lung acquired at t=5 seconds is synchronized with the image frame for the right lung acquired at t=5 seconds. The image frames of the time-signal curves for both lungs are similarly synchronized based on time, and the synchronized time-signal curve is displayed on the display device 14 of the mechanical ventilator 2 (and/or the display device 25 of the US imaging device 18).
In a particular example, as illustrated in
In another example, all previously recorded respiratory cycles (or a live-feed) can be selected to be paired against each other in a synoptic display, i.e., in a phase-synchronized fashion. This allows a direct visual comparison of the effect of various settings on excursion and thickening. The user can toggle interactively between several available time-signal-curves to be used for image alignment. It is desirable that in two graphically juxta-posed US (echo) movies, the diaphragm appears at a similar vertical location in the opposing image frames (which may differ in the two FOVs, respectively). On the other hand, the relative diaphragm excursion in each frame may be desired to be retained. Therefore, a whole respiratory-cycle image-stack S1 (where each 2D echo image frame is considered as one slice of an image stack) is rigidly aligned against a second image-stack S2 by displacement along the x- and y-axes (with a fix z-axis). The optimal alignment shifts can be found by optimizing a e.g., mutual information, correlation, or another image agreement metric. In another embodiment, an object detection model is used (analytical or CNN-based such as YOLO) for explicit tracking of the diaphragm in both time series, and the mutual displacement is found by a regression of the 2D-coordinate curves.
In some embodiments, the electronic controller 13 is configured to further align the first ultrasound imaging data 24 and the second ultrasound imaging data 24 further including performing motion correction to remove at least one uncorrelated motion component of at least one of the first ultrasound imaging data 24 and the second ultrasound imaging data 24. The at least one uncorrelated motion component is not correlated with the cycling of the synchronization signal in correspondence with the respiration cycling of the lungs of the patient P. This is illustrated in
For this embodiment, it is desired to filter out any motion in the image which is governed (correlated) by one of the available respiratory phase curves from MV, PNS, etc. Visual appraisal of the residual image movies can thus tell which of the devices appears to be most influential. The decorrelation is be achieved by Independent Component Analysis (ICP), Non-Negative Matrix Factorization (NNMF) (see, e.g., Rabbi, Mohammad & Pizzolato, Claudio & Lloyd, David & Carty, Christopher & Devaprakash, Daniel & Diamond, Laura, Non-negative matrix factorisation is the most appropriate method for extraction of muscle synergies in walking and running. Nature Scientific Reports, 2020), or other algebraic techniques, which decompose the stack of image frames into a function of the phase vector. The phase vector is then set to uniformity, and the image frame are re-composed. In another embodiment, spatio-temporal Generative Models (GAN) or Variational Autoencoders (VAE) are trained to reproduce the observed image frames from one of the available respiratory time-signal-curves. Then the respiratory signal curve is squashed (flattened to uniformity), and virtual image frames are inferenced by the trained model. (This is not an off-site multi-case training, but rather an on-site on-the-fly case-specific training.)
In some embodiments, the electronic controller 13 is configured to obtain a plurality of different signals each of which is a one-dimensional signal cycling in correspondence with respiration cycling of the respiratory system of the patient P, and select the synchronization signal from the obtained plurality of different signals. To do so, in some embodiments, a graphical user interface (GUI) 30 is presented on the display device 14 of the mechanical ventilator 2, and a user dialog 32 (see
At an operation 110, a visualization 34 of at least a portion of the respiratory system of the patient P. As further shown in
In some embodiments, the electronic controller 13 is configured to determine a first value of at least one thoracic diaphragm parameter for the first portion of the respiratory system of the patient from the first ultrasound imaging data 24, and determine a second value of the at least one thoracic diaphragm parameter for the second portion of the respiratory system of the patient from the second ultrasound imaging data 24. The visualization 32 further includes display of representations of the first and second values of the at least one thoracic diaphragm parameter, (as shown in the lower portion of
In some embodiments, as show in the upper portion of
In some embodiments, the first time interval is earlier than the second time interval, and the alignment of the cycling of the synchronization signal, the temporal alignment of the first ultrasound imaging data and the second ultrasound imaging data, and the displaying of the visualization 32 are performed in real time during the second time interval. In other embodiments, the alignment of the cycling of the synchronization signal, the temporal alignment of the first ultrasound imaging data and the second ultrasound imaging data, and the displaying of the visualization are performed entirely after completion of both the first time interval and the second time interval.
At an operation 111, operation of a device can be controlled based on the temporally aligned first ultrasound imaging data 24 and second ultrasound imaging data 24. For example, the mechanical ventilator 2 is controlled to adjust one or more parameters of the mechanical ventilation therapy delivered to the patient P based on the temporally aligned first ultrasound imaging data 24 and second ultrasound imaging data 24. In another example, the US imaging probe 20 is controlled to acquire additional imaging data of the diaphragm and lungs of the patient P based on the temporally aligned first ultrasound imaging data 24 and second ultrasound imaging data 24. In a further example, the PNS device 26 is controlled to adjust one or more parameters of the PNS therapy delivered to the patient P based on the temporally aligned first ultrasound imaging data 24 and second ultrasound imaging data 24.
The embodiment of
The disclosure has been described with reference to the preferred embodiments. Modifications and alterations may occur to others upon reading and understanding the preceding detailed description. It is intended that the exemplary embodiment be construed as including all such modifications and alterations insofar as they come within the scope of the appended claims or the equivalents thereof.
This patent application claims the priority benefit under 35 U.S.C. § 119(e) of U.S. Provisional Application No. 63/426,931, filed on Nov. 21, 2022, the contents of which are herein incorporated by reference. The following relates generally to the respiratory therapy arts, mechanical ventilation arts, ventilator induced lung injury (VILI) prevention arts, ultrasound imaging arts, and related arts.
Number | Date | Country | |
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63426931 | Nov 2022 | US |