[3dem] 3dem Digest, Vol 151, Issue 9

Alexis Rohou a.rohou at gmail.com
Sun Mar 8 22:33:05 PDT 2020


Hi Pawel,

Yes, agreed on that last point... grain of salt etc. Still, just because
something is pretty much correct for most happy cases doesn't mean we
should stop trying to get it right even for the edge cases, does it?

Thanks for pointing us to your confidence interval, which I now realize I
only cited in off-list replies. I cite that specific figure of yours (Fig
3.2, Meth Enz 2010) in my manuscript and any time I am asked about this
topic. If I read you correctly in that chapter, you used the biased
estimator and the large-*n* approximation when deriving your confidence
intervals. All I suggest is to do something similar, but with the unbiased
estimator and without the high-*n* assumption, in the hope that this would
lead to more reliable results in tricky cases. Not a panacea for sure, but
an incremental improvement perhaps? I welcome suggestions on how to do it
even more properly (e.g., as I note in my manuscript's section 3.4, when *n*
gets too low, things really do break down, even with my current
precautions).

Cheers,
Alexis

On Sun, Mar 8, 2020 at 9:49 PM Penczek, Pawel A <Pawel.A.Penczek at uth.tmc.edu>
wrote:

> Alexis,
>
> The confidence intervals for FSC were shown in my 2010 review on
> resolution in Meth of Enzym and more recently discussed by Sorzano and
> Carazo. Of course it would make much sense to use them, but as you yourself
> admit for vast majority of cases they make little difference as number of
> degrees of freedom tends to be very large. For local resolution, where this
> number is much smaller, I have serious doubts whether it can be determined
> with precision that would justify the effort of computing significance
> level. One would have to compute an error of higher order, by which I mean
> determine how uncertainties in number of degrees of freedom affect values
> of FSC uncertainties.
>
> At the end all these numbers have to be taken with a grain of salt and one
> should use some common sense. Would you agree that if claimed 2.1A
> resolution is “truly” 2.3A it has no impact on biological interpretation of
> the map?
>
> Regards,
> Pawel Penczek
>
> > On Mar 8, 2020, at 11:08 PM, "3dem-request at ncmir.ucsd.edu" <
> 3dem-request at ncmir.ucsd.edu> wrote:
> >
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> > Today's Topics:
> >
> >   1. Re: [ccp4bb]  Which resolution? (Alexis Rohou)
> >
> >
> > ----------------------------------------------------------------------
> >
> > Message: 1
> > Date: Sun, 8 Mar 2020 21:06:59 -0700
> > From: Alexis Rohou <a.rohou at gmail.com>
> > To: "Nave, Colin (DLSLtd,RAL,LSCI)" <colin.nave at diamond.ac.uk>
> > Cc: 3dem <3dem at ncmir.ucsd.edu>, "CCPEM at JISCMAIL.AC.UK"
> >    <CCPEM at jiscmail.ac.uk>, "CCP4BB at JISCMAIL.AC.UK"
> >    <CCP4BB at jiscmail.ac.uk>
> > Subject: Re: [3dem] [ccp4bb]  Which resolution?
> > Message-ID:
> >    <CAM5goXRkvE2+aPf-OkxR1UCAGoDxJv0w=W2XQtCTgZRF87Wxrg at mail.gmail.com>
> > Content-Type: text/plain; charset="utf-8"
> >
> > Hi Colin,
> >
> > It sounds to me like you are mostly asking about whether 1/2-bit is the
> > "correct" target to aim for, the "correct" criterion for a resolution
> > claim. I have no view on that. I have yet to read Randy's work on the
> topic
> > - it sounds very informative.
> >
> > What I do have a view on is, once one has decided one likes 1/2 bit
> > information content (equiv to SNR 0.207) or C_ref = 0.5, aka FSC=0.143
> > (equiv to SNR 0.167) as a criterion, how one should turn that into an FSC
> > threshold.
> >
> > You say you were not convinced by Marin's derivation in 2005. Are you
> >> convinced now and, if not, why?
> >
> >
> > No. I was unable to follow Marin's derivation then, and last I tried (a
> > couple of years back), I was still unable to follow it. This is despite
> > being convinced that Marin is correct that fixed FSC thresholds are not
> > desirable. To be clear, my objections have nothing to do with whether
> > 1/2-bit is an appropriate criterion, they're entirely about how you turn
> a
> > target SNR into an FSC threshold.
> >
> > A few years ago, an equivalent thread on 3DEM/CCPEM (I think CCP4BB was
> > spared) led me to re-examine the foundations of the use of the FSC in
> > general. You can read more details in the manuscript I posted to bioRxiv
> a
> > few days ago (
> https://urldefense.proofpoint.com/v2/url?u=https-3A__www.biorxiv.org_content_10.1101_2020.03.01.972067v1&d=DwICAg&c=bKRySV-ouEg_AT-w2QWsTdd9X__KYh9Eq2fdmQDVZgw&r=yEYHb4SF2vvMq3W-iluu41LlHcFadz4Ekzr3_bT4-qI&m=zlxNs-TKQVbrQ0UKzbllgjaHUjIAHSbjr8-FOjKoSQ8&s=zsq0RjKe8Qau8PcpO9Ua7Tx59lpa0zDCzPVSjB2CQIY&e=
> ),
> > but essentially I conclude that:
> >
> > (1) fixed-threshold criteria are not always appropriate, because they
> rely
> > on a biased estimator of the SNR, and in cases where* n* (the number of
> > independent samples in a Fourier shell) is low, this bias is significant
> > (2) thresholds in use today do not involve a significance test; they just
> > ignore the variance of the FSC as an estimator of SNR; to caricature,
> this
> > is like the whole field were satisfied with p values of ~0.5.
> > (3) as far as I can tell, ignoring the bias and variance of the FSC as an
> > estimator of SNR is _mostly OK_ when doing global resolution estimates,
> > when the estimated resolution is pretty high (large *n)* and when the FSC
> > curve has a steep falloff. That's a lot of hand-waving, which I think we
> > should aim to dispense of.
> > (4) when doing local resolution estimation using small sub-volumes in
> > low-res parts of maps, I'm convinced the fixed threshold are completely
> off.
> > (5) I see no good reason to keep using fixed FSC thresholds, even for
> > global resolution estimates, but I still don' t know whether Marin's
> > 1/2-bit-based FSC criterion is correct (if I had to bet, I'd say not).
> > Aiming for 1/2-bit information content per Fourier component may be the
> > correct target to aim for, and fixed threshold are definitely not the way
> > to go, but I am not convinced that the 2005 proposal is the correct way
> > forward
> > (6) I propose a framework for deriving non-fixed FSC thresholds based on
> > desired SNR and confidence levels. Under some conditions, my proposed
> > thresholds behave similarly to Marin's 1/2-bit-based curve, which
> convinces
> > me further that Marin really is onto something.
> >
> > To re-iterate: the choice of target SNR (or information content) is
> > independent of the choice of SNR estimator and of statistical testing
> > framework.
> >
> > Hope this helps,
> > Alexis
> >
> >
> >
> >> On Sat, Feb 22, 2020 at 2:06 AM Nave, Colin (DLSLtd,RAL,LSCI) <
> >> colin.nave at diamond.ac.uk> wrote:
> >>
> >> Alexis
> >>
> >> This is a very useful summary.
> >>
> >>
> >>
> >> You say you were not convinced by Marin's derivation in 2005. Are you
> >> convinced now and, if not, why?
> >>
> >>
> >>
> >> My interest in this is that the FSC with half bit thresholds have the
> >> danger of being adopted elsewhere because they are becoming standard for
> >> protein structure determination (by EM or MX). If it is used for these
> >> mature techniques it must be right!
> >>
> >>
> >>
> >> It is the adoption of the ? bit threshold I worry about. I gave a rather
> >> weak example for MX which consisted of partial occupancy of side chains,
> >> substrates etc. For x-ray imaging a wide range of contrasts can occur
> and,
> >> if you want to see features with only a small contrast above the
> >> surroundings then I think the half bit threshold would be inappropriate.
> >>
> >>
> >>
> >> It would be good to see a clear message from the MX and EM communities
> as
> >> to why an information content threshold of ? a bit is generally
> appropriate
> >> for these techniques and an acknowledgement that this threshold is
> >> technique/problem dependent.
> >>
> >>
> >>
> >> We might then progress from the bronze age to the iron age.
> >>
> >>
> >>
> >> Regards
> >>
> >> Colin
> >>
> >>
> >>
> >>
> >>
> >>
> >>
> >> *From:* CCP4 bulletin board <CCP4BB at JISCMAIL.AC.UK> *On Behalf Of
> *Alexis
> >> Rohou
> >> *Sent:* 21 February 2020 16:35
> >> *To:* CCP4BB at JISCMAIL.AC.UK
> >> *Subject:* Re: [ccp4bb] [3dem] Which resolution?
> >>
> >>
> >>
> >> Hi all,
> >>
> >>
> >>
> >> For those bewildered by Marin's insistence that everyone's been messing
> up
> >> their stats since the bronze age, I'd like to offer what my
> understanding
> >> of the situation. More details in this thread from a few years ago on
> the
> >> exact same topic:
> >>
> >>
> https://urldefense.proofpoint.com/v2/url?u=https-3A__mail.ncmir.ucsd.edu_pipermail_3dem_2015-2DAugust_003939.html&d=DwICAg&c=bKRySV-ouEg_AT-w2QWsTdd9X__KYh9Eq2fdmQDVZgw&r=yEYHb4SF2vvMq3W-iluu41LlHcFadz4Ekzr3_bT4-qI&m=zlxNs-TKQVbrQ0UKzbllgjaHUjIAHSbjr8-FOjKoSQ8&s=yQRb_D_5QG-aBpoQ6X1AUmL452OLQY8tB1NwxGc52Dw&e=
> >>
> >>
> https://urldefense.proofpoint.com/v2/url?u=https-3A__mail.ncmir.ucsd.edu_pipermail_3dem_2015-2DAugust_003944.html&d=DwICAg&c=bKRySV-ouEg_AT-w2QWsTdd9X__KYh9Eq2fdmQDVZgw&r=yEYHb4SF2vvMq3W-iluu41LlHcFadz4Ekzr3_bT4-qI&m=zlxNs-TKQVbrQ0UKzbllgjaHUjIAHSbjr8-FOjKoSQ8&s=5D0u16nCizzQqA859IAdTQALPlojV8Rr61cTcYkntDI&e=
> >>
> >>
> >>
> >> Notwithstanding notational problems (e.g. strict equations as opposed to
> >> approximation symbols, or omission of symbols to denote estimation), I
> >> believe Frank & Al-Ali and "descendent" papers (e.g. appendix of
> Rosenthal
> >> & Henderson 2003) are fine. The cross terms that Marin is agitated about
> >> indeed do in fact have an expectation value of 0.0 (in the ensemble; if
> the
> >> experiment were performed an infinite number of times with different
> >> realizations of noise). I don't believe Pawel or Jose Maria or any of
> the
> >> other authors really believe that the cross-terms are orthogonal.
> >>
> >>
> >>
> >> When N (the number of independent Fouier voxels in a shell) is large
> >> enough, mean(Signal x Noise) ~ 0.0 is only an approximation, but a
> pretty
> >> good one, even for a single FSC experiment. This is why, in my book,
> >> derivations that depend on Frank & Al-Ali are OK, under the strict
> >> assumption that N is large. Numerically, this becomes apparent when
> Marin's
> >> half-bit criterion is plotted - asymptotically it has the same behavior
> as
> >> a constant threshold.
> >>
> >>
> >>
> >> So, is Marin wrong to worry about this? No, I don't think so. There are
> >> indeed cases where the assumption of large N is broken. And under those
> >> circumstances, any fixed threshold (0.143, 0.5, whatever) is dangerous.
> >> This is illustrated in figures of van Heel & Schatz (2005). Small boxes,
> >> high-symmetry, small objects in large boxes, and a number of other
> >> conditions can make fixed thresholds dangerous.
> >>
> >>
> >>
> >> It would indeed be better to use a non-fixed threshold. So why am I not
> >> using the 1/2-bit criterion in my own work? While numerically it behaves
> >> well at most resolution ranges, I was not convinced by Marin's
> derivation
> >> in 2005. Philosophically though, I think he's right - we should aim for
> FSC
> >> thresholds that are more robust to the kinds of edge cases mentioned
> above.
> >> It would be the right thing to do.
> >>
> >>
> >>
> >> Hope this helps,
> >>
> >> Alexis
> >>
> >>
> >>
> >>
> >>
> >>
> >>
> >> On Sun, Feb 16, 2020 at 9:00 AM Penczek, Pawel A <
> >> Pawel.A.Penczek at uth.tmc.edu> wrote:
> >>
> >> Marin,
> >>
> >>
> >>
> >> The statistics in 2010 review is fine. You may disagree with
> assumptions,
> >> but I can assure you the ?statistics? (as you call it) is fine. Careful
> >> reading of the paper would reveal to you this much.
> >>
> >> Regards,
> >>
> >> Pawel
> >>
> >>
> >>
> >> On Feb 16, 2020, at 10:38 AM, Marin van Heel <
> marin.vanheel at googlemail.com>
> >> wrote:
> >>
> >> ?
> >>
> >> ***** EXTERNAL EMAIL *****
> >>
> >> Dear Pawel and All others ....
> >>
> >> This 2010 review is - unfortunately - largely based on the flawed
> >> statistics I mentioned before, namely on the a priori assumption that
> the
> >> inner product of a signal vector and a noise vector are ZERO (an
> >> orthogonality assumption).  The (Frank & Al-Ali 1975) paper we have
> refuted
> >> on a number of occasions (for example in 2005, and most recently in our
> >> BioRxiv paper) but you still take that as the correct relation between
> SNR
> >> and FRC (and you never cite the criticism...).
> >>
> >> Sorry
> >>
> >> Marin
> >>
> >>
> >>
> >> On Thu, Feb 13, 2020 at 10:42 AM Penczek, Pawel A <
> >> Pawel.A.Penczek at uth.tmc.edu> wrote:
> >>
> >> ?Dear Teige,
> >>
> >>
> >>
> >> I am wondering whether you are familiar with
> >>  Resolution measures in molecular electron microscopy.
> >>
> >> Penczek PA. Methods Enzymol. 2010.
> >> Citation
> >>
> >> Methods Enzymol. 2010;482:73-100. doi: 10.1016/S0076-6879(10)82003-8.
> >>
> >>
> >>
> >> You will find there answers to all questions you asked and much more.
> >>
> >>
> >>
> >> Regards,
> >>
> >> Pawel Penczek
> >>
> >>
> >>
> >> Regards,
> >>
> >> Pawel
> >>
> >> _______________________________________________
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> >>
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