Jinyang Yu Profile picture
Oct 9, 2023 15 tweets 5 min read Read on X
1/🧵Suppl. material for abstract @ESICM #LIVES2023
LV dysfunction in #ICU is bad, yet the LV is not monitored.

Can we use #TEE➕AI➕#MAPSE to monitor LV function in ICU? ✅Yes, #AutoMAPSE had excellent feasibility!

#FOAMcc #FOAMed #MedTwitter #CardioTwitter #EchoFirst #POCUS
2/  INTRODUCTION

As LV function is a crucial for effective hemodynamic management, one would expect it to be closely monitored in #ICU patients - but its not.

LV function is only assessed intermittently, and often assessed late and when LV dysfunction is severe and complicated.
3/
Therefore, we have developed a method for continuous monitoring of LV function in #ICU.

Our method combines #TEE and AI to automatically estimate #MAPSE. We call it #AutoMAPSE.

1st📜 on #AutoMAPSE:

#EHJIMP #EchoFirst #CardioTwitter doi.org/10.1093/ehjimp…
Figure. Automatic measurement of mitral annular plane systolic excursion (autoMAPSE) on a hands-free image.   Left: The mitral annulus is detected automatically using artificial intelligence (red and blue dots).  Right: The longitudinal motion of the mitral annulus for 10 heartbeats. For each heartbeat (vertical lines), MAPSE is the distance between the highest and the lowest point.   Brackets, demonstrating the MAPSE of one particular heartbeat; MAPSE, mitral annular plane systolic excursion
4/
#MAPSE is the motion of the red/blue dots in the Fig below and reflects global LV longitudinal function.

MAPSE was shown to be more prognostic than LVEF and GLS:
#AHAJournals

For details on #MAPSE physiology: by @strain_rate doi.org/10.1161/JAHA.1…
folk.ntnu.no/stoylen/strain…
5/
Compared to LVEF and GLS, #MAPSE is ⬇️dependent on image quality. Figure shows feasible #AutoMAPSE despite poor img. Thus:

#MAPSE➕#TEE➕AI 🟰 Hands-FREE #EchoFirst.

This could make continuous monitoring of LV function possible in #ICU #CriticalCare
6/
❓RESEARCH QUESTION❓
We asked if the combination of #MAPSE➕#TEE➕AI (i.e. #AutoMAPSE) could be used for continuous monitoring of LV function in #ICU
#CriticalCare
7/ METHODS AND RESULTS

We monitored 50 #ICU patients after cardiac surgery.

Every 5 mins, we recorded a set of hands-free 2C and 4C views that comprised 10 ❤️-beats (Figure below).

To ⬆️precision, we report 1 "measurement" as the avg MAPSE of 10 beats from 1 specific wall. The longitudinal motion of the mitral annulus for 10 heartbeats. For each heartbeat (vertical lines), MAPSE is the distance between the highest and the lowest point.  Brackets, demonstrating the MAPSE of one particular heartbeat; MAPSE, mitral annular plane systolic excursion
8/
We deemed #AutoMAPSE feasible if it estimated MAPSE from ≥1 out of 4 LV walls.

In fig, the blue dot shows feasible #AutoMAPSE

This was because experiments have shown that the #MAPSE of any wall reflect global LV function, not regional LV function:
doi.org/10.1152/japplp…
9/
For monitoring, the same wall must be reassessed over time.

Thus, we defined 'monitoring feasibility' as
🟢'Excellent' if the same wall could be monitored >90% of the time.
🟡'Good' if the same wall could be monitored 50-90% of the time.
🔴'Poor' if <50%.
10/
Of all 50 patients, we found the monitoring feasibility of #AutoMAPSE to be
🟢'Excellent' in 88%
🟡'Good' in 6%
🔴'Poor' in 6%
11/
To asses the precision🎯of #AutoMAPSE, we recorded a triplicate sets of image. We report precision as 'least significant change'.

To asses of bias and agreement, we also measured #MAPSE manually in these triplicate images.

Details on manual MAPSE: doi.org/10.1093/ehjimp…

Image
Image
12/
We found that #AutoMAPSE was more precise than manual measurements (least significant change 2.4 vs 2.7 mm).

Also, #AutoMAPSE can easily⬆️precision by instantaneously avg more measurements, something manual measurements cannot due to high workload.
13/
Compared with manual MAPSE, #AutoMAPSE had a no bias and good agreement (bias -0.2 mm, limits of agreement -3.4 to 2.9 mm)

This means that #AutoMAPSE and manual #MAPSE on avg measures the same values👍✅ Image
14/ CONCLUSION
LV dysfunction in #CriticalCare is bad. We need continuous monitoring of LV function #ICU.

Continuous monitoring of LV function using #AutoMAPSE had🟢excellent feasibility. Compared with manual #MAPSE, #AutoMAPSE was more precise🎯 and had no bias.

End🧵
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More from @dritsyk

May 16
1/ 🎯Bland-Altman analysis is the common way to evaluate AI in #EchoFirst. However, BA analyses can be tricky to interpret. 🧵On the paradox of BA analysis for AI in #EchoFirst with examples from our studies on #AutoMAPSE 📜
#Foamed #Cardiotwitter rdcu.be/dH8aR
Image
2/ BA analysis is an important approach used for comparing 2⃣measuement methods for measuring the same unit, like #MAPSE (mm) and #AutoMAPSE (mm). ‼️Correlation (r) is inappropriate yet commonly used because it is seductive. Read the reasoning in their📜: doi.org/10.1016/S0140-…

Image
Image
3/ The output in BA analysis is 1⃣bias &2⃣limits of agreement (LOA). Bias is the avg difference across all paired measurements of manual MAPSE and autoMAPSE. LOA=+/- 2SD of the bias in the study. The bias and LOA is presented in a BA plot from 📜: rdcu.be/dH0mY
Image
Read 16 tweets
May 13
🧵1/ #AutoMAPSE had high feasibility for estimating MAPSE from ≥1⃣wall. Many worry that #MAPSE is limited by RWMA, such as acute MI - however, evidence suggests that regional MAPSE reflects global LV function.

#EchoFirst #POCUS #FOAMed #CardioTwitter rdcu.be/dHLxx
2/ Several studies have shown that in AMI, MAPSE is ⬇️even in walls remote to MI. This was confirmed experimentally by Berg et al, in an experiment occluding the LAD in pigs and measuring #MAPSE by #WhyCMR.
First paper:
Berg et al: doi.org/10.1080/140174…
doi.org/10.1152/japplp…
Image
3/ ⬇️MAPSE in remote walls is explained through the distribution of afterload. For a specific region to shorten, that region must overcome the opposing afterload imposed by its neighboring region, which is shortening in the opposite direction.
Read 9 tweets
Mar 25
🧵We have now refined AutoMAPSE.!
🔓
⬆️New paper on #autoMAPSE showing that the newest version achieves an optimal balance between feasibility, analysis speed, and agreement.
A🧵on the clinical importance of these findings
#echofirst #CardioTwitter #POCUS doi.org/10.1016/j.ultr…
1/ Our design involved measurements from 🔟beats per #EchoFirst recording. This is very different from the usual practice of measuring 1-3 beats. What are the advantages?
2/ Measuring 1-3 beats in #Echofirst involves huge physiological variability. How?
❤️🫁 interactions can cause serious beat-to-beat variations in any echo measurement. Often overlooked, these changes may be misinterpreted as real. Acting on wrong info ⬆️the risk of harm.
Read 9 tweets
Feb 11
The RVOT or PA Doppler has a lot of underutilized potential for hemodynamic monitoring of the RV #ThePeoplesVentricle

🧵On the physiology of the RVOT/PA Doppler. Simplified understandings. Corrections are welcome!😃
#FOAMcc #EchoFirst #Cardiotwitter #FOAMed #Medtwitter #POCUS Image
VTI reflects stroke volume, but values are much lower than for LVOT. Lower cut-off for 60-79 year olds is actually around 10 cm.
Monitoring changes are likely more useful. doi.org/10.1016/j.jcmg…
Image
AcT and Vmax/AT both reflects RV afterload. Increased afterload reduces AT and Vmax/AT.
➡️AcT correlates with mPAP and PVR.
doi.org/10.1161/01.CIR…
Image
Read 10 tweets
Jan 31
🚨Automatic measurement of LV function in #ICU is possible by automatic measurement of #MAPSE using TEE and AI #AutoMAPSE
🔓

1/🧵Still, many prefer EF for LV function. How does MAPSE compare to EF, and is MAPSE better?
#EchoFirst #POCUS #FOAMed rdcu.be/dxsEU
Image
2/ #MAPSE and EF are highly correlated. EF reflects SV/EDV, while MAPSE reflect SV/outer cross-sectional area.

Appreciate their relationship in this figure⬇️ doi.org/10.1152/ajphea…
Image
3/ In heart failure with⬇️EF, the LV dilates, and both EF and #MAPSE falls from increases EDV and outer cross-sectional area.

The figure shows that both EF and MAPSE falls during LV dilatation. #CardioTwitter Image
Read 10 tweets
Jan 28
🧵1/
Many try to monitor LV function using #POCUS or #EchoFirst, but echo does not work for monitoring.

Let's understand why #POCUS fails at monitoring LV function and how #AutoMAPSE can help.
#MAPSE

🔓

@JcmcSoMe #FOAMcc #FOAMed #CardioTwitter rdcu.be/dw7fT
Image
2/
The goal of monitoring is
1⃣to detecting small and early changes
2⃣so that therapies can help patients.

For successful monitoring, the measurements must be precise and acquired rapidly and effortlessly. Neither #EchoFirst nor #POCUS fulfil these criteria.
3/
Eyeballing is rapid, effortless, and OK for diagnosing LV dysfunction.

But eyeballing is NOT precise because it categorises LV function.

Changes in LVEF from 45 to 30% are important, yet still in the same category ➡️ undetectable by categorical assessment.
Read 12 tweets

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