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🧵
unroll @threadreaderapp

• • •

Missing some Tweet in this thread? You can try to force a refresh
 

Keep Current with Jinyang Yu

Jinyang Yu Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @dritsyk

Jul 20
🧵1/
A very interesting RCT by @MirjanaCihoric & @BangFoss in @BJSurgery show the importance of dexamethasone (DXM) in acute abdominal surgery! DXM ⬇️inflammation,⬇️vasodilation,⬇️pressor dependency, and improves fluid balance and even 90-day ☠️
doi.org/10.1093/bjs/zn…

Image
Image
2/
DXM shows positive effects on various secondary endpoints with different levels of significance. Also, less fatigue, pain, immobilization and better peak exp flow.
https://doi.org/10.1093/bjs/znae130
Image
3/
Interestingly, there were no more infections in the DXM-group; in fact, there were fewer infections of various subtypes, though statistically insignificant. However, DXM had more hyperglycemia. Image
Read 7 tweets
Jul 10
1/
🧵Can the pulmonary artery catheter (PAC) guide massive transfusion?
Key ideas:
1⃣Continuous SvO2 may be useful for optimizing O2-delivery.
2⃣Continuous SvO2 & CO aids in detecting distributive shock physiology.
#FOAMed #MedTwitter #CritCare #ICU
2/ 1⃣Optimizing DO2
The goal of transfusion is to improve O2-delivery. SvO2 is an excellent measure O2-delivery. PAC allows continuous SvO2 monitoring.
3/ 1⃣Optimizing DO2
🩸SvO2 > 65% during bleeding suggests a need for transfusion.
🩸SvO2 > 65% suggests that resuscitation is adequate, avoiding unnessecary transfusions and potentially preventing transfusion-associated complications.
Read 9 tweets
Jun 14
1/🧵The history of #EchoFirst for hemodynamic monitoring in #ICU to put this new study on continuous #AutoMAPSE in perspective!

🫀📜

@ICMexperimental #POCUS #TEE #MAPSE #MedTwitter #CardioTwitter #FOAMed #CriticalCare rdcu.be/dKPgA
Image
2/
1⃣st report of TEE was in 1980, using M-mode from TGSAX during cardiac surgery. The rationale for this was: "Currently used monitoring techniques such as measurements of pressure and cardiac output provide an incomplete picture of LV function..."
doi.org/10.1016/0002-9…

Image
Image
3/
A serious limitation is that all measurements required manual image acquisition and measurements.

Imagine using Korotkoff sounds for "monitoring" BP; manual methods requires too much time and attention to effectively serve as monitoring and guide patient management⏱️🧠 Image
Read 14 tweets
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

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Don't want to be a Premium member but still want to support us?

Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal

Or Donate anonymously using crypto!

Ethereum

0xfe58350B80634f60Fa6Dc149a72b4DFbc17D341E copy

Bitcoin

3ATGMxNzCUFzxpMCHL5sWSt4DVtS8UqXpi copy

Thank you for your support!

Follow Us!

:(