Webinar: Understanding ME: Investigating cellular and body-wide features of ME, Dr Daniel Missailidis, PhD

wigglethemouse

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ME Group Australia YouTube Channel posted a talk with @DMissa "Understanding ME: Investigating cellular and body-wide features of ME"

Dr Daniel Missailidis, PhD, discusses his work over the last 10 years in a very easy to understand way.



YouTube Description said:
Presenter: Dr Daniel Missailidis, PhD
Dr Daniel Missailidis is a postdoctoral research fellow and molecular biologist at La Trobe University in Melbourne, Australia.

Daniel has researched ME since 2016 and completed his PhD in 2021, having published 11 research papers on ME or Long COVID to date. During his research Daniel has met and been invited into the homes of countless people with ME and has developed a passion for contributing to positive outcomes for people with ME or similar, neglected conditions. It is with this understanding of what people are going through every day that Daniel continues his biological research with urgency.

Daniel currently works in the Annesley Molecular Cell Biology laboratory (a true team effort!!) and is involved in projects that investigate many different cell types or body systems to look for potential treatment targets and prospective biomarkers for ME in the hope of improving outcomes for affected people.
https://scholars.latrobe.edu.au/d2mis...

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Presentation: Investigating cellular and body-wide features of ME

Since there are no effective treatments for all people with ME and no effective biomarkers in clinical use, determining the biological features of ME and understanding how they might inform new treatments or diagnostic tests is a priority. To work towards these goals, our laboratory at La Trobe University studies immune and skin cells from people with ME and compares them to unaffected people.

We've identified cellular disturbances and are working on understanding the relationships between these changes which will help pinpoint the "original" disturbances - which we hope might be targets for treatments or act as biomarkers.

We are also embarking upon a new study co-designed with representatives from the ME community, examining various aspects of immune function, body-wide metabolism, gut micro-organisms and metabolism. In combination with a machine-learning drug discovery pipeline we hope that this biological profiling study will identify new avenues for study and potential treatments targets.

The biggest finding to date from this team has been that there is a Complex V deficiency in the mitochondria of lymphoblasts derived from patient B cells - published in 2019. 160 patient samples have now been analysed.

One new observation is that orthostatic intolerance inversely correlates with spare respiratory capacity. The worse the OI, the less spare respiratory capacity in lymphoblasts.

Research into lipids led to a 2024 paper showing less lipid droplets of larger size in patients vs healthy control cells.

They have also grown fibroblasts from patient skin samples and this does not show the respiration issue that is present in immune cells. They have compared lymphoblasts and fibroblasts derived from the same patients to confirm this.

The follow on work on lymphoblasts is analyzing the "things" that are different between ME/CFS and healthy control lymphoblasts and manipulating them one by one to try and find if there is a "master" regulator causing the Complex V deficiency.

For the latest project they have completed sampling 100 patients, many severe at home, for a multi-lab look at immunology, gut microbes and metabolites, and blood energy metabolites.
 
My impression the first time I heard Daniel speak was that he is a great communicator, a nice person and is clearly genuinely invested in contributing to finding the mechanism underlying ME/CFS. This presentation reinforces that impression. Thanks for the years of effort, and sticking with ME/CFS after completing your PhD Daniel.

Some of my questions for Daniel:

1. Why do you refer to the syndrome as ME? Wouldn't ME/CFS be better in terms of having a consistent way of referring to the syndrome?

2. You mentioned that the degree of increase in the spare respiratory capacity and decrease in the proportional use of Complex V is correlated with orthostatic intolerance. How did you measure orthostatic intolerance? You say that this has been measured in 160 people so far - has that been published, how many controls? How clean is the separation? Have you done measurements on the same person on good days and bad days?

3. Do you think the H+ are getting used by something other than Complex V? You point to the carntitine/acylcarnitine carrier a production of NADH. Can you say more about that? (There is an interesting chart at about 9 minutes.)
 
The Mason Foundation funded study that will be happening over the next couple of years sounds interesting - very detailed characterisation of 100 patients including people with severe ME/CFS, with repeated sampling.

Daniel, You comment on the importance of patient input, and how patient input resulted in you choosing to use the ICC rather than CCC for that study - around 17 mins. You say that you did that in order to better select severe patients and that it was a really important change. I think most people here would regard the ICC as less useful than the CCC, and I'm not sure how the ICC would be better for selecting severe patients. Having a wider collection of symptoms does not necessarily make recruitment more selective or accurate. The FUNCAP survey would probably give you a better measure of severity.
 
The last couple of minutes were particularly interesting in my view. Daniel gave his best guess for a big picture explanation of ME/CFS, and he basically says that evidence suggests:

immune cells (probably b-cells and cells derived from them) are over-reacting, perhaps because of
a) a signal that shouldn't be there;
b) a faulty receptor that is over-sensitising immune cells to a signal that should be there; or
c) a problem with the metabolism of immune cells that is creating an abnormal reaction.
 
I find it fascinating that lymphoblasts used in the work derive from B cells given the fact that Chris Armstrong & Mensah (Jo Cambridge lab) found energy issues in young B cells that caused changes in maturation. And now we have the Edwards, Cambridge, Cliff hypothesis of "junk" antibodies derived from B cells could be affecting macrophages. Could there a causative link between all three?
 
c) a problem with the metabolism of immune cells that is creating an abnormal reaction.

This is from the transcript at the end of the webinar

Transcript said:
It is possible that an underlying defect in energy production is present in those immune cells and then when that signal comes along they respond to it abnormally because the underlying metabolism is dysfunctional, that's also possible. I just think an explanation for that is a bit harder to find in the absence of a genetic cause. It may be that there's a more subtle combination of things that lead to a change in homeostasis that then causes this but we're looking at things outside the body too here so that's tricky.
 
Going to give some quick responses as I try to finalise a paper today:

The biggest finding to date from this team has been that there is a Complex V deficiency in the mitochondria of lymphoblasts derived from patient B cells - published in 2019. 160 patient samples have now been analysed.
Also important are substrate provision changes and elevated respiratory capacity (also mTORC1 activity in what may be a subset) but I didn't have the time for this nuance in the presentation. re: C5 deficiency - my interpretation is less a deficiency and more "less proportional usage of". It could be a deficiency but then I wonder why absolute or basal respiration are not changed on average and why electron flow is apparently unchanged. And if it were, we don't have clear evidence of an inborn complex 5 error and this would manifest earlier in life and with different consequences, looking at genetic C5 disease. So how would it manifest? Perhaps by a regulatory issue via an inhibitory factor. (I think we are pursuing this)

One new observation is that orthostatic intolerance inversely correlates with spare respiratory capacity. The worse the OI, the less spare respiratory capacity in lymphoblasts.
this came up in the original paper as well. I didn't want to show much unpublished data. I don't know what the meaning of this is, if any since they are b cell-derived. Which is why I kept the speculation minimal.
Research into lipids led to a 2024 paper showing less lipid droplets of larger size in patients vs healthy control cells.
small cohort with fibroblast primary lines https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adsr.202300178
They have also grown fibroblasts from patient skin samples and this does not show the respiration issue that is present in immune cells. They have compared lymphoblasts and fibroblasts derived from the same patients to confirm this.
hopefully in pub soon. large part of my reasoning for currently not expecting there to be a systemic mito issue. I think it is an immunometabolic issue that involves (whether cause or consequence) abnormal substrate usage and mitochondrial function. It is all so tightly entangled. It would fit with so many different models for the clinical picture, eg: including JE's hypothesis paper. This isn't to say that there's nothing wrong in the fibro lines, we did see the preliminary lipid droplet difference and there is other stuff we're doing, but yes in seahorse nothing stood out.
The follow on work on lymphoblasts is analyzing the "things" that are different between ME/CFS and healthy control lymphoblasts and manipulating them one by one to try and find if there is a "master" regulator causing the Complex V deficiency.
not only necessarily the cause of the C5 thing, but establishing causal relationships between any parts of the phenotype that we can. Factors where the disturbances we've seen can be causal for the most parts of the picture become of increasing interest for closer investigation or as upstream targets. We are also manipulating by multiple approaches / in multiple model systems where possible
My impression the first time I heard Daniel speak was that he is a great communicator, a nice person and is clearly genuinely invested in contributing to finding the mechanism underlying ME/CFS. This presentation reinforces that impression. Thanks for the years of effort, and sticking with ME/CFS after completing your PhD Daniel.
thank you, I can seriously promise you that it is genuine. I go to sleep and wake up thinking about ME/CFS biology.
1. Why do you refer to the syndrome as ME? Wouldn't ME/CFS be better in terms of having a consistent way of referring to the syndrome?
I was asked by the organisers to do so
2. You mentioned that the degree of increase in the spare respiratory capacity and decrease in the proportional use of Complex V is correlated with orthostatic intolerance. How did you measure orthostatic intolerance? You say that this has been measured in 160 people so far - has that been published, how many controls? How clean is the separation? Have you done measurements on the same person on good days and bad days?
Don Lewis' old standing test with scoring mechanisms investigated here by Alice and Brett https://pmc.ncbi.nlm.nih.gov/articles/PMC5898049/. Our clinical phenotyping for studies moving forward will be more standardised and broad (as it has been in the current mason study w 100 participants) but this was one way to benefit from the older CFS discovery samples (it's one of the useful bits of clinical data we have for those people that's common to the newer samples)
3. Do you think the H+ are getting used by something other than Complex V? You point to the carntitine/acylcarnitine carrier a production of NADH. Can you say more about that? (There is an interesting chart at about 9 minutes.)
Yes this would be the straightforward interpretation - "used somewhere else" and we see the other proportional subcomponents of basal respiration are elevated (proton leak and nonrespiratory oxygen consumption). Narrowing that down specifically could be a series of PhD projects in itself. We have not tested anything directly so I won't speculate too much

My thinking is moving to: how might particular immunometabolic abnormalities drive or result from abnormal response to signal. The paper I am trying to finish today has identified a gene of interest that I am trying to wrap my head around.

I find it fascinating that lymphoblasts used in the work derive from B cells given the fact that Chris Armstrong & Mensah (Jo Cambridge lab) found energy issues in young B cells that caused changes in maturation. And now we have the Edwards, Cambridge, Cliff hypothesis of "junk" antibodies derived from B cells could be affecting macrophages. Could there a causative link between all three?
Yes and Chris/Jo/Fane's B cell paper is concordant with what we have seen. And yes it is easily possible that metabolic changes are consequential from or contribute to the dysfunction proposed in these particular hypotheses by they or Jonathan or whoever else. I am open to and interested in all of them and think it is all part of one picture. However the big question marks are that the environment is in culture conditions and that the cells I have used are transformed which causes fairly sweeping epigenetic changes. The good news is that we are doing epigenetic profiling of these lines to see what has persisted into culture and survived the transformation which will hopefully help us relate what we are seeing backwards. But we are also moving into other types of sample as well.

This is from the transcript at the end of the webinar

If I was even half as coherent as that transcript suggests I am shocked, but yes what I was simply trying to get at there is that a) we don't know cause from effect yet and b) there is no clear evidence of an underlying genetic mitochondrial defect so speculating based on the most straightforward alternatives makes some sense (in this case what came to mind as an example was a homeostatic shift arising from possibly subtle, simultaneous changes in genetic background or environment)

Anyway one of my biggest goals for this year is to nail down plausible, specific links between all of these elements based on what is already known (and to identify the gaps) to form the basis for a) ME/CFS-specific hypothesis testing b) basic science that I am becoming particularly interested in filling in, that will benefit ME/CFS in turn. A large part of this may come from a gene of interest that I have identified using multi-omics in a draft paper (the one I am trying to finish today).
 
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You say that this has been measured in 160 people so far - has that been published, how many controls? How clean is the separation? Have you done measurements on the same person on good days and bad days?
Sorry i missed some things by accident including this (i realised this in the shower, lol, and I’m writing this from my phone). The correlation is a bit noisy, and depending on the assay 50-70ish controls. Yes we have remeasured some ppl longitudinally an that is for a forthcoming analysis + paper.
Daniel, You comment on the importance of patient input, and how patient input resulted in you choosing to use the ICC rather than CCC for that study - around 17 mins. You say that you did that in order to better select severe patients and that it was a really important change. I think most people here would regard the ICC as less useful than the CCC, and I'm not sure how the ICC would be better for selecting severe patients. Having a wider collection of symptoms does not necessarily make recruitment more selective or accurate. The FUNCAP survey would probably give you a better measure of severity
noted, some things have been learned in the first run at this (involving patients). I think the next study is using ccc. Also, I have been pushing for funcap in the next study. The severe thing may have been a misunderstanding of mine based on something a patient had said to me. Will improve my comms around this. We are likely using a validated screening questionnaire to ensure ccc compliance from here on that some friends have kindly provided so this should already be addressed I think - but thanks for bringing up because I probably didn’t make sense. I don’t like saying things without first reviewing details and really understanding what I’m saying so thanks for catching it. I think i just took something a patient said at face value which was from the best of intentions but I,ve learned to be a bit more discerning with input recently - this may be an example of where i can apply this

Questions and ensuring accountability appreciated as always
 
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i realised this in the shower

Shower thoughts == best thoughts. Maybe something about water running on your scalp and nothing to do but stand/gently sway. I'm glad I can stand in the shower longer these days: being tragically curled up in the shower tray for a couple of minutes and crawling out does not lead to the same useful insights and ideas!
 
On the Orthostatic Intolerance Measure:
Don Lewis' old standing test with scoring mechanisms investigated here by Alice and Brett https://pmc.ncbi.nlm.nih.gov/articles/PMC5898049/. Our clinical phenotyping for studies moving forward will be more standardised and broad (as it has been in the current mason study w 100 participants) but this was one way to benefit from the older CFS discovery samples (it's one of the useful bits of clinical data we have for those people that's common to the newer samples)
Here's the description from that linked paper:
The CFS Discovery orthostatic intolerance (standing test) protocol is described in detail elsewhere [10]. Briefly, participants were required to stand, unaided for a maximum of 20 min after a period of repose necessary for baseline (pre-standing) measurements. Heart rate, blood pressure and oxygen saturations were measured at baseline, and subsequently every 2 min during standing. Parameters were measured at the end of the task (either capped at 20 min, or when the participant could no longer continue) and after 3 min of rest following task completion.

A difficulty score was also recorded by the nurse, a subjective measure of how difficult the patient found the standing test. A score between 0 and 10 was recorded (0 = no difficulty standing, 10 = support required to stand, pre-syncope). For this study, two further scores were added, with a subjective score of 12 indicating standing difficulty to the point that the standing test was terminated at less than 20 min (but greater than 10 min), and a score of 14 represented the most extreme difficulty where standing was only possible for 10 min, or less.

With the majority of the ME/CFS cohort achieving a standing time of 20 min, comparisons of standing times for ME/CFS and healthy control cohorts were not informative. To weight the standing time in relation to subjective standing difficulty, and produce a single fatigue response variable, the time standing (maximum 20 min, measured at 2 min intervals) and standing difficulty were combined to produce one measure called the “Weighted Standing Time” (WST). The WST (minutes) was calculated by the following equation:

Weighted standing time(WST)=Time standing(mins)×(1−(Difficulty/14)).

I'm not sure what I think about that. Given that they say that most of their ME/CFS patients were achieving a standing time of 20 minutes, the subjective difficulty score, determined by the nurse, becomes very important for differentiating patients.

Say someone can only stand for 5 minutes, their score would be 5 x (1-(14/14)) = 0
If someone can stand for 20 minutes with no problems, their score is 20
If someone can stand for 20 minutes with some tiring towards the end, their score might be 20 x (1-8/14) = 9

There's a big range between 0 and 20, very much affected by the nurse's perception of how hard someone is finding things. In some respects, it's good - it aims to measure the patient's experience of being upright, which is what orthostatic intolerance is. But, in others, it's so subjective, and so easily influenced by which nurse did the assessment, their particular biases and how they were feeling about the patients at the time. It's also influenced by the tendency of the patient to express the symptoms they are feeling. And we know that orthostatic intolerance can vary a lot, even at different times of a day.

I'm not sure that the standing test measure is reliable enough to make it worth trying to make a story up about what is going on with
1. OI negatively correlating with spare respiratory capacity, while
2. having ME/CFS is positively correlated with having a high spare respiratory capacity
(have I got that right?)
I think a story could be devised, I'm just not sure that it would be based on a real effect.
 
On the Orthostatic Intolerance Measure:

Here's the description from that linked paper:


I'm not sure what I think about that. Given that they say that most of their ME/CFS patients were achieving a standing time of 20 minutes, the subjective difficulty score, determined by the nurse, becomes very important for differentiating patients.

Say someone can only stand for 5 minutes, their score would be 5 x (1-(14/14)) = 0
If someone can stand for 20 minutes with no problems, their score is 20
If someone can stand for 20 minutes with some tiring towards the end, their score might be 20 x (1-8/14) = 9

There's a big range between 0 and 20, very much affected by the nurse's perception of how hard someone is finding things. In some respects, it's good - it aims to measure the patient's experience of being upright, which is what orthostatic intolerance is. But, in others, it's so subjective, and so easily influenced by which nurse did the assessment, their particular biases and how they were feeling about the patients at the time. It's also influenced by the tendency of the patient to express the symptoms they are feeling. And we know that orthostatic intolerance can vary a lot, even at different times of a day.

I'm not sure that the standing test measure is reliable enough to make it worth trying to make a story up about what is going on with
1. OI negatively correlating with spare respiratory capacity, while
2. having ME/CFS is positively correlated with having a high spare respiratory capacity
(have I got that right?)
I think a story could be devised, I'm just not sure that it would be based on a real effect.
I agree, which is why I have changed it to require the patient’s subjective score (not the attendee) and also to do versions of the analysis that don’t incorporate the score (or where I have run permutations with eg: bins of people who can’t attempt, people who can attempt but not complete). In all the cases I’ve played with, iirc the effect was there, but yes for a publication this would be ideally complemented by other information or scored in as objective a way as is possible. Also why I didn’t take it further in terms of interpretation. Maybe unfortunate that it’s the thumbnail and drawing more attention than I intended for the slide. It was an exercise more than a discovery

But anyway as I said, this was to allow some kind of clinical measure for the older samples from don’s clinic that we don’t have a lot of information about. Our newer samples have good participant characterisation and will incorporate funcap too

Trust me, we are on the same page. I axed a similar-ish story in a paper that I was writing this week because I wasn’t convinced by the value of the section
 
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Thanks for all your work on this, @DMissa! It's great to have people that dedicated.

I wonder if OI is another of those things that aren't worth trying to measure, though, like PEM.

It might be just as accurate to ask people whether they can usually stand without feeling very unwell for half a minute, one minute, two minutes; five, 10 minutes; or 20 minutes or more?

That describes the normal experience of OI for them, not what they managed in an unusual situation on a day when they were probably using capacity they don't have every day. And it only gives you three groups, but they're likely to be as well-selected any as other way of subdividing people.

If that finding of inverse correlation between OI and spare respiratory capacity turns out to be solid, it's very interesting.
 
Thanks for all your work on this, @DMissa! It's great to have people that dedicated.

I wonder if OI is another of those things that aren't worth trying to measure, though, like PEM.

It might be just as accurate to ask people whether they can usually stand without feeling very unwell for half a minute, one minute, two minutes; five, 10 minutes; or 20 minutes or more?

That describes the normal experience of OI for them, not what they managed in an unusual situation on a day when they were probably using capacity they don't have every day. And it only gives you three groups, but they're likely to be as well-selected any as other way of subdividing people.

If that finding of inverse correlation between OI and spare respiratory capacity turns out to be solid, it's very interesting.

Thanks for the input, and yes I agree. This is also why I ask people not to worry about it if they expect it to incur payback or have a good handle on their OI (captured in one of the questionnaires).

We could probably have a whole thread about best ways to measure OI objectively (and/or without a challenge to the participant)
 
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On the Orthostatic Intolerance Measure:

Here's the description from that linked paper:


I'm not sure what I think about that. Given that they say that most of their ME/CFS patients were achieving a standing time of 20 minutes, the subjective difficulty score, determined by the nurse, becomes very important for differentiating patients.

Say someone can only stand for 5 minutes, their score would be 5 x (1-(14/14)) = 0
If someone can stand for 20 minutes with no problems, their score is 20
If someone can stand for 20 minutes with some tiring towards the end, their score might be 20 x (1-8/14) = 9

There's a big range between 0 and 20, very much affected by the nurse's perception of how hard someone is finding things. In some respects, it's good - it aims to measure the patient's experience of being upright, which is what orthostatic intolerance is. But, in others, it's so subjective, and so easily influenced by which nurse did the assessment, their particular biases and how they were feeling about the patients at the time. It's also influenced by the tendency of the patient to express the symptoms they are feeling. And we know that orthostatic intolerance can vary a lot, even at different times of a day.
I used to be a patient there and I've done the test.

Admittedly it was over 10 years ago (possibly I"m even in the research cohort being discussed!). I thought the nurse recorded a subjective score but it was given by me, I vaguely remember them asking me to rate my difficulty holding it together for 20 min.

Subjective, yes, but no different to other surveys.


edit: this paper seems to confirm my memory, the subjective score is given by the patient :https://onlinelibrary.wiley.com/doi/10.1111/joim.12161
 
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