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Trial design
Persevering
Posted: Thursday, March 24, 2011 10:28:54 AM

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Dave J wrote:
A Bayesian way of thinking about this stuff is what's needed, but experimenters avoid it because it exposes the flaws in "the system". If you ask at the beginning of a mouse trial "what is the probability that this will produce information that will be useful in development of effective human ALS therapy?", well, that's been a lot more than 22 mouse trials! Mouse trials collectively fail the P=.05 test because the way they're being done, they're the wrong kinds of trials for developing effective human ALS therapy.


Dave J.-

I think you are misinterpreting the 1 in 22 comment from R.A. Fisher. He was stating his convenient choice for liking P=0.05 for a cutoff was based on it coinciding with a differerce very close to 2 standard deviations from the mean, and that meant the expectation would be that at that low P value, 1 in 22 trials could be concluded a real effect. It was stated in 1925, when people had to look up statistics in tables, and so the correlation with 2 standard deviations was somewhat a matter of convenience. To him, though, it represented a reasonable risk. This 1 in 22 has absolutely nothing to do with translation to humans, as the P value calculation is simply a mathematical tool to compare two datasets to conclude if they are different.

A far as the other question considering history, the probability would be zero, or very low if you consider Rilutek to apply. But, even if the tool is blunt and has historically low translation success, I don't know if we can blame only the tool. I am optimistic that it is also related to the difficult nature of ALS, and us not testing the right therapy. Think of it this way: Should we also throw away human clinical trials of ALS because of the lack of success?


Wayne-

You caught me. I was just trying to make a point, that the evolved definition of statistical significance is somewhat arbitrary. Many think we should stop using 5% and simply state the confidence level for others to decide for themselves, if it is statistically significant. Especially so, when we now, 86 years later, have computers to calculate this quickly. The value should always be given, not a simple mention of which side of the line. How close was it??? (e.g. Apocynin discussions).

For us PALS, with our lives on the line, I am just saying that the line shouldn't be so absolute. I suspect some even forget the real meaning. P=0.06 and P=0.04 are really close, yet one happens to fall on the right side of a threshold. I don't know for sure that ALSTDI decided to abandon just because of the p value. But, just as you infer a lot regarding something like statements and not data, I am doing the same regarding the many instances of reading "was not statistically significant". And, when I know statistical significance is VERY effected by sample size, I would hope that those that are close to the cutoff can have a repeat (or enlarged) test to see if the difference is REAL. This gets back to whether the trials are even powered sufficiently to ever have small P values with a small difference. I would love to calculate this myself, and am only missing one input to do so, standard deviation of mouse survival. Certainly ALSTDI has this data and could quickly tell us the power to detect various size effects with their standard test protocol.

This statistical power and sample size concern is partially fueled by this:

From Supplementary Table 4 of the Nature Genetics Report: Additionally, all studies were undertaken using the criteria delineated in Scott et al. 2008 which indicates a group size of N=20 or 24 has over 90% power to detect a 15% effect, >85% power to detect a 10% effect.

To me, this implies they were expecting to see larger differences, using numbers like 15% effect and 10% effect. I realize their actual sample size may be larger (unless we segregate genders). Given the history, it would seem more relevant to discuss the power to detect 1.5%, 3% and 5% effects.

BTW- Can we call a truce, my friend? I'll concede that you can make it go higher. LOL

per·se·vere [pur-suh-veer] - to persist in anything undertaken; maintain a purpose in spite of difficulty, obstacles, or discouragement; continue steadfastly.
Wayne
Posted: Thursday, March 24, 2011 10:49:24 AM
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Quote:
***********************
the mice may suffer from a phenotype that is so aggressive and so overdriven by its 23 copies of the transgene that no pharmacological intervention outside of the direct inhibition of SOD1 will ever affect ALS-related survival.
***********************

This is something that I"ve heard before and what I meant earlier by saying that it was very difficult to get the "real" needle to move. Its a concern I share but it also tells me that if a real result in the mouse is achieved, then its likely to be a small effect, meaning a small difference in median survival, although still "statistically significant".
RL Schafferr
Posted: Thursday, March 24, 2011 10:51:51 AM

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Wayne is more then just a pretty face. But you held your own, Pers.
He has longevity on his side, .
I believe they should immediately stop all single drug experiments , for they have proven to be failures. You just can't keep repeating failures. I'll say one thing . They are persistent . But at our expense. This ancient way of thinking has cost us dearly.
Multiple drug trials on mice are just as easy as single drug trials..who cares which drug, agent, or product caused the hit? As long as you get a hit . Isn't that what we are searching for?
As far as 846 ? I believe it's not worth bringing to trial and that's why alstdi hasn't done it. For them to fail would be catastrophic as far as confidence goes in the research and ALS community. But if they used it in a cocktail with something else? And maybe they are?
But who are we to suggest they change their ways? They will have another crop to work with soon . They will never run out of subjects that's for sure.
Wayne
Posted: Thursday, March 24, 2011 10:52:18 AM
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Didn't see your last post before I posted above.

Definitely a truce! I was never angry as you might have guessed, I'm just a type that enjoys a good debate. Your last posts quoting the doctor about "secondary infections" is actually something "new" that I've seen, one of the first "new" things I've seen in a long long time, that has sparked my interest. Thanks for finding it.
Dave J
Posted: Thursday, March 24, 2011 11:08:08 AM

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Sorry, Persevering, I wasn't very clear on what I meant there.

The historical application of the P criterion to ALS mouse trials is the one-drug non-wonder versus the placebo. To an ALS patient, "statistical significance" has an entirely different meaning, like "what's the chance this does something for me?"

So, let's suppose we have a hypothesis, that mouse trials of the kind customarily done produce more of significance for human ALS victims than sitting watching another episode of Survivor on TV. As it turns out, we already have a huge data set, lots more than the Magic 22, and the results are in: the results of the mouse trials versus the couch spud controls are indistinguishable.

And nobody should even be surprised at such overwhelming evidence of worthlessness to human ALS victims. After all, the mouse trials are never attempts to find out if it's possible to help the poor mouse! With nobody trying to help the mouse, nobody's succeeding in helping the mouse, and therefore the mouse trials produce nothing that might be a springboard for effective human ALS therapy.

And as long as there's no success to report, "the matter requires further research" and 10 years from now we'll be about where we were 10 years ago. The research establishment continues to have jobs, drug company investors who rely on the research establishment to exercise good judgment on how to make research produce something useful are being ripped off, and ALS patients are being ripped off.

And then there's the ALS patient trials....... just like the mouse trials. The medical establishment isn't trying to find out what can be done to help ALS patients, so they have nothing useful to report on that front. They spent a lot of research money feeding the establishment, and that's the only success they thought necessary.

--Dave J.





RobGoldstein
Posted: Thursday, March 24, 2011 12:10:01 PM

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Hello all,

I have been following this thread closely. I think that the debate about the animal model is not a new one and hopefully everyone here will agree with that fact. Our belief at ALS TDI is that it is a useful tool to test specific disease associated hypothesis in. It is not always going to be able to test every single possible hypothesis in ALS. That is a fallicy. It depends what question you are asking. We have always said that and have been trying to educate the field as best we can on how to use the model in an appropriate way in order to avoid reading "noise" in the model as effect on disease. In addition, we also speak pretty regularly (and Dr. Perrin, Vieira and McCarty, etc from ALS TDI) has always made the comment that the model is a tool to study the effect of potential therapeutics. Its a tool. Not a perfect tool, but we believe that we have made it better by studying it more and we certainly believe that we are the best in the world in using the tool. Does that mean that we are always the best in the world in coming up with the best ideas of which drugs to test in the model? No. We are not that arrogant. Which is why we partner with dozens of academics and corporations to test their ideas as well.

On lithium and minocyline. We did test both those drugs and our results mimics those that were eventually found in the large clinical trial. Failure to effect disease progression in a positive way (read: the results showed no effect and in some cases a negative effect). As Pers posted above - publishing negative results is important. And we often attempt to do that. But typically publication takes a full year or more, which is why we tended to in the past publish our results online. I know that we have slacked in doing that in the complete way that we did before, but we are in the process of compiling data from recently completed studies and putting it back up online here. It won't be done today/tomorrow, but soon.

On dosing presytomatically vs. postsymtomatically. I've asked Steve to comment on that when I record the podcast with him (which is delayed as he is travelling today and tomorrow between the two coasts). However, in brief when I asked him about this he said that the team here has likely tested 846 in 20 or more different dosing stratum. When I asked him why so many different combinations he responded that that is part of the processes of optimizing your dose (pharmacology). When I asked him "is it common to see an effect pre but not post?" he said yes. When I asked him if that data was *always* published, he said no. When I asked him why not, he said sometimes folks just publish the best dose and greatest effect, not all the times they tried dosing the drug in which it failed to have a positive effect (or any effect). But, dosing a drug at the right time to get the best effect you can on a disease isn't a new approach to science and isn't novel to ALS TDI. I've asked Fernando to post some more thoughts on this here on the Forum and of course will ask Dr. Perrin as well during the podcast to address this. It comes down to the question - is presymtomatic dosing in the mouse the same as presytomatic dosing in people? The obvious answer - no. Remember, these mice are transgenic. They have 24 copies of a mutated gene. They lose most of their motor unit function in the first few days of life. In humans it takes 40 years in most cases for us to start seeing symptoms and when we do start to see symptoms of disease there is a real good chance that not every motor unit in the body is trashed already (like in these transgenic mice). But, like I said, Fernando will post a much more articulate description of this soon. However, if folks want to email him about it directly (i know many of you do already) his email is FVieira@als.net.

Finally, I respect Dr. Benatar, and his opinion isn't unique. However, I am always troubled when people (its my nature I guess) say that something is bad without offering a suggestion for how to replace it or improve it with something else to solve the same problem. That is a pet peeve of mine. I am sure that Michael has ideas, lots of folks do, and we are starting to see potential new tools (the TDP43 mouse and a FUS rat) being developed these days. Hopefully those tools can also be used in a lab like ours to augment results and even allow us to ask even more questions about potential therapeutics.

On cocktail of 846....yes, yes we are trying it in combination with other drugs in our lab to see if by affecting change on two different yet related aspects of the disease process associated with this pathway could potentially by even more efficacious. We often attempt these combination studies at ALS TDI (as I've said in the past) if and when we are aware of the potential safety and activity of each of the compounds used individually.

Best,
Rob
RL Schafferr
Posted: Thursday, March 24, 2011 2:04:34 PM

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Thanks Rob..I thought you might have been testing 846 with other drugs.. I can only hope you continue to do this. You are bound to cause a effect sooner or later , as you mix more and more prospects..THANK. YOU...
Mary Reid
Posted: Thursday, March 24, 2011 6:39:05 PM
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Hi Rob,

Thanks so much for your reply.

Mary
Persevering
Posted: Thursday, March 24, 2011 7:08:06 PM

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Yes. Rob, thanks for monitoring this thread and commenting. We can be a critical group. I know many of us have offered more criticism than positive sugestions. I still believe in the tool and am still intrigued by the rare results of 846.

A friend gave me access to the Sean Scott et al paper, Design, power, and interpretation of studies in the standard murine model of ALS. Having only begun to delve into it, it is obvious that it addresses many of the questions raised throughout this thread.

I hope to share some highlights of new revalations to me, later.

Thanks again!

per·se·vere [pur-suh-veer] - to persist in anything undertaken; maintain a purpose in spite of difficulty, obstacles, or discouragement; continue steadfastly.
Mary Reid
Posted: Thursday, March 24, 2011 7:56:58 PM
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Wayne wrote:
Didn't see your last post before I posted above.

Definitely a truce! I was never angry as you might have guessed, I'm just a type that enjoys a good debate. Your last posts quoting the doctor about "secondary infections" is actually something "new" that I've seen, one of the first "new" things I've seen in a long long time, that has sparked my interest. Thanks for finding it.


Hi Wayne,

Should the beneficial effects of the antibiotics be due to the fact that they reduce the number of secondary infections, then I think we need to reconsider apocycnin in the discussion with that it mind. The mice in the IOWA study died of overwhelming staph aureus infections despite treatment. I know we've discussed this before but can't remember the answer. Did the mice in the ALSTDI study also develop these infections? Should SOD1 activity be reduced due to the mutation, then you'd have reduced H2O2 available for an immune response.

Mary
Persevering
Posted: Thursday, March 24, 2011 8:12:18 PM

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One quick interjection about Apocynin - the paper disussing mouse studies at ALS TDI offered that mice typically arrive to them at 35 to 45 days old. This correlates with the dosing beginning about 2.5 weeks later than the 14 days at University of Iowa, if on the early end of typical.

And, while discussing days when dosing began, the Ceftriaxone studies mentioned in the paper had dosing beginning at 84 and 90 days in 2 separate studies. It was also completed at 200 mg/kg. Current phase III human dose is 4 g, irreregardless of body mass. But, this would be 88 mg/kg to 44 mg/kg for people weighing 100 to 200 lb (45 to 90 kg), so a very different dosage between those preclinical tests and the current human clinical test. (But it appears ALS TDI may have retested, since the median survivals in their Research Archive do not match.)

Rob and the other fine folks at ALS TDI - Will you please consider adding just a little more detail to available study results, such as dosage and time at first dose? I think it is natural to assume the results posted have dosages the same as we'd see in clinical studies, and it seems important to know if true. I think we all assume all results were from the same study parameters, so it would be informative to know when there are exceptions. Thanks!

per·se·vere [pur-suh-veer] - to persist in anything undertaken; maintain a purpose in spite of difficulty, obstacles, or discouragement; continue steadfastly.
Mary Reid
Posted: Thursday, March 24, 2011 8:27:22 PM
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Mary Reid wrote:


Should SOD1 activity be reduced due to the mutation, then you'd have reduced H2O2 available for an immune response.

Mary


Sorry, got that the wrong way around here. Should mutations in SOD1 enhance activity, then you'd have reduced superoxide for bacterial killing. Joanna had posted in the past that all mice with SOD1 mutations carry this infection.

Mary
f.vieira
Posted: Thursday, March 24, 2011 10:47:03 PM
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This is a good thread with a lot of good questions:

First, to address specifics about study designs and data generated in specific mouse studies at ALS TDI

Apocynin
Harraz et al. tested apocynin in B6-SjL SOD1-G93A mice. These are the same strain of mice in which apocynin was tested at ALS TDI.
Harraz et al reported a 113 day life extension in these mice using 300 mg/kg/day of apocynin in drinking water starting at age 14 days. They also reported an 81 day life extension using 150 mg/kg/day of apocynin in drinking water starting at age 14 days, a 65% life extension. This was the dose that was repeated at ALS TDI. The only difference between our 150 mg/kg/day study and their 150 mg/kg/day study is that we started our study dosing at approximately 30 days of age rather than 14 days of age. I cannot speak to the weening practices by Harraz et al., but at 14 days old, mice are not yet consuming “drinking water”. They are nursing. Typically mice will nurse to 18-21 days old. Unless the mice were being treated with apocynin via maternal milk, then the actual difference in duration of treatment may have been as little as 9 days between the two studies. It is not outside the realm of possibility that 9 days difference in treatment onset could produce approximately an 80 day difference in survival effect, but I find that unlikely.
Before initiating our apocynin studies, we contacted Harraz et al. directly to try to confirm that formulations techniques were identical and we confirmed stability of the molecule in our formulation by LC/MS.
We saw no statisitically significant effects on survival in our study of apocynin.
We saw no statistically signifiant effects on
We did observe a statistically significant effect on onset of paresis in male mice. This is the small effect referenced in the press release about the our presentation at the Chicago neuroscience meeting.


Minocycline
Numerous groups have reported efficacy by minocycline in SOD1 mice when treatment begins before symptom onset. I’ll have to review each of the published pdf’s, but I know that at least one of these reports was based on sorely underpowered study designs that did not account for gender or litter. These studies suffered from the early years using the G93A-SOD1 mouse when researchers did not yet know the variability inherent in the model and had not reached a consensus that minimum standards were necessary for interpretable survival results.
ALS TDI did test minocycline with a dosing regimen that commenced prior to symptom onset. In our hands, minocycline was not efficacious and, like the subsequent clinical trial, actually demonstrated untoward effects. Because I know how we ran the studies and I have the utmost confidence in our methodologies with the SOD1 mouse (the ALS worldwide community has largely acknowledged our methodologies as the gold standard now), I am reasonably confident that minocycline can be deleterious in SOD1 mice whether delivered before or after onset of overt symptoms.


Next, I’ll begin to address the question of dosing before or after disease onset in the SOD1 mouse for pre-clinical testing.


Imagine for a moment a scenario where a person is diagnosed immediately with ALS following the very first symptoms. These symptoms might include something as seemingly trivial as hyperreflexia. In the 40 days immediately following this aknowledgement of hyperreflexia, each and every motor unit (motor neuron connected to muscle fiber bundle) is completely ravaged with disease. In the first week, a 180 lbs patient loses 20 lbs of muscle mass and is very fatigued. Three weeks later, this 180 lbs patient is down to 130 lbs and is in a wheel chair. One week after that, the patient is 120 lbs and no longer able to breathe on their own.

In the scenario above, there is virtually no grey area between “pre-symptomatic” and diseased. There are no healthy motor neurons to be protected by a therapeutic. There is not opportunity to slow down a disease that is ravaging each and every motor neuron and muscle fiber virtually simultaneously during a 40 day period. This is the fate of the SOD1 mouse.

However, even in the most aggressive cases of ALS in humans that I have encountered, none have rivaled what I describe above. In most cases, patients enter the clinic with symptoms affecting one or two limbs or they present with bulbar symptoms. The truth is that often times, as much as 90% of an ALS patient’s motor units are completely functional and “pre-symptomatic”. Many of you have lived or are living the relentless degeneration caused in ALS and you know that it creeps along robbing motor unit after motor unit of its ability. I am interested in protecting those functional “pre-symptomatic” motor units. By beginning treatment presymptomatically in the SOD1 mice, we have an opportunity to identify drugs that might slow or stop the relentless march of ALS against each functional unit. To limit initiation of treatment to the first signs of overt symptoms in these mice does not provide the best opportunity to identify treatments that can help many patients living with ALS right now.

Of course, if a drug shows efficacy when we “give it our best shot” by treating prior to symptom onset, we will try to test the limits of the therapeutic by testing it at onset, like we did with 00846. Additionally, if we have a certain understanding or hypothesis about the molecular biological sequence of events in the SOD1 mice and our therapeutic is hypothesized to impact a 10 day window in the disease course of the mouse, we also design experiments accordingly. However, in order to test a given therapeutic in multiple paradigms, we sacrifice the ability to test other equally promising therapeutics. We are resource constrained, but do our very best.

Finally, I would like to take a moment to commend my friend and colleague, Dr. Albert Ludolph and his close associate Caterina Bendotti along with the whole European Consortium of ALS/MND researchers for taking an active role in implementing guidelines that were in large part defined by the work of Sean Scott, James Heywood, and others here at ALS TDI during our early years. I have been at both European Consortium meetings organized by Dr. Ludolph. He and his European colleagues are very receptive to data driven dialogue about best practices for pre-clinical testing in the ALS research space.



Fernando G. Vieira, M.D.
Director of In Vivo Operations
ALS Therapy Development Institute
Dave J
Posted: Thursday, March 24, 2011 11:34:00 PM

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Thank you, Dr. Vieira.

With respect to the ALSTDI mouse trial data on apocynin, what I saw looked "statistically significant" if one were otherwise shooting in the dark (in the same league as metformin), but not at the 95% confidence level. I'm not asking for a rehash of the interpretation of the apocynin trial, which could devolve into a correlation shopping exercise. Merely pointing out what others here have already pointed out-- that "statistically significant" means different things to different people, especially when you get Bayesian about it (significantly, I can actually purchase Picrorrhiza, but not for instance '846).

The whole issue of regeneration processes going on in ALS (esp. creation of giant motor units) alongside degenerative ones is a part of the picture of ALS which I believe deserves far more attention than it gets. Indeed if there's going to be a halfway decent "cure" for ALS, it's going to have to rely on regenerative processes. I thank you for reminding us all of the focal aspect of ALS and that it implies things about human therapeutics which may be hard to discover using the mainstream high-copy 93A mouse model.

--Dave J.

Persevering
Posted: Friday, March 25, 2011 12:00:41 AM

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Dr. Vieria-

Thanks for the great explanation of the SOD1 mouse model and the analogy to an equivalent human living 130 days.

Regarding Apocynin, I hope you may also give us the median survival change and the actual P value from each the two early dosing studies, rather than simply state "no statistically significant effects on survival".

Thank you!

per·se·vere [pur-suh-veer] - to persist in anything undertaken; maintain a purpose in spite of difficulty, obstacles, or discouragement; continue steadfastly.
Nemesis
Posted: Friday, March 25, 2011 4:31:29 AM

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The analogy is excellent.

But it doesn't exactly make me feel compelled to genuflect, since it essence represents a clear illustration of the futility of the high copy G93A murine model as a viable model system when sceening drugs for treating ALS.

If anyone feels that stopping an exponential decay just isn't challangeing enough, then I propose that they should take a shot at it in fast forward mode.

ALSTDI must consider fundamental strategic changes.



Don't just ask what scientists can do to speed up the solution for ALS or when they will do it, instead ask yourself what you can do right now to solve ALS asap.
Mary Reid
Posted: Friday, March 25, 2011 5:40:35 AM
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Hi Dr Vieira,

Thanks so much for your great reply. Could you tell us please which other drugs or compounds you have trialled which have accelerated disease progression. I was very interested to hear that you saw accelerated disease progression with minocycline. Were you expecting that and what reasons did you conclude were behind this? Would you consider a trial with 000846 in a model with lower copy number? It's amazing that you only have a 10 day window to hit the jackpot. Does CD40L activity just keep increasing after this time in mice and is that reflected in humans throughout the disease process?

Mary
Persevering
Posted: Friday, March 25, 2011 9:14:46 AM

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f.vieira wrote:
Minocycline
ALS TDI did test minocycline with a dosing regimen that commenced prior to symptom onset. In our hands, minocycline was not efficacious and, like the subsequent clinical trial, actually demonstrated untoward effects. Because I know how we ran the studies and I have the utmost confidence in our methodologies with the SOD1 mouse (the ALS worldwide community has largely acknowledged our methodologies as the gold standard now), I am reasonably confident that minocycline can be deleterious in SOD1 mice whether delivered before or after onset of overt symptoms.


The only data we can see is what is in the Research Archive here and in the Nature Genetics paper. The paper seems better to use for a comparison of medians, as the Archive limits the significant digits on median survival. So the paper, while showing a -2.3% change in survival (worsening), cannot really be concluded as statistically significant with a P=0.785. As you know, we need to consider statistical significance in either improvement or worsening. The P value indicates the difference between the datasets (Minocycline vs Contol) had a 78.5% chance of occurring by chance, resulting from the large variation in the study. So, I respectfully disagree that ALSTDI has shown worsening. But, of course there is other data I may not have access to.

per·se·vere [pur-suh-veer] - to persist in anything undertaken; maintain a purpose in spite of difficulty, obstacles, or discouragement; continue steadfastly.
Wayne
Posted: Friday, March 25, 2011 9:20:57 AM
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Mary Reid wrote:


Hi Wayne,

Should the beneficial effects of the antibiotics be due to the fact that they reduce the number of secondary infections, then I think we need to reconsider apocycnin in the discussion with that it mind. The mice in the IOWA study died of overwhelming staph aureus infections despite treatment. I know we've discussed this before but can't remember the answer. Did the mice in the ALSTDI study also develop these infections? Should SOD1 activity be reduced due to the mutation, then you'd have reduced H2O2 available for an immune response.

Mary


Hey Mary!

To answer your question, I have to say that I have no idea! Maybe an e-mail to Dr. Vieira would help?

Wayne
Wayne
Posted: Friday, March 25, 2011 9:57:04 AM
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Persevering,

I'm not sure that I understand part of your post or if we are looking at the same set of archived data. The TDI archive I found shows a p = 0.7846 and a 3 day speed of progression from a control of 136 days. So thats 3/136 = 2.2059% just doing the math on my own. Doesn't that match the paper pretty close? Although, it seems like in the paper that you are referencing (but I haven't read), they were dividing 3 by 133 to get 2.25% or 2.3% but that doesn't make sense because, the difference should be divided by the control not the treated? Did the authors of the paper make a simple mistake?

Also, I note that in the archive, they do state "No" in response to the question, "Are the survival curves sig different?". However, I do seem to recall as you guess that they also tested Minocycline more than once, particularly because it was of so much interest.

http://www.als.net/OurResearch/ResearchArchive/Treatment.aspx?treatmentId=57
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