[3dem] [TEM] CTF and SNR
Marin van Heel
marin.vanheel at googlemail.com
Fri Jun 9 10:48:04 PDT 2017
David,
That would indeed be true in high-contrast images... However since the
phase contrast in cryo-EM is of the order of a few percent at best
(especially where it concerns the high-resolution information), the
Poisson noise will be almost entirely determined by the "99%" constant
background (associated with the "zero-order beam") . In other words:
sqrt (99 + N(x,y)) ~ sqrt (99) {with sigma(N(x,y)) ~ 1}
Marin
On 09/06/2017 18:14, David DeRosier wrote:
> If the signal is N(x,y), then the expected error or shot noise is
> sqrt(N(x,y)). The shot noise is modulated if the signal is modulated.
> I think that is what is being asked.
>
> David
>
>> On Jun 9, 2017, at 2:57 AM, Marin van Heel
>> <marin.vanheel at googlemail.com <mailto:marin.vanheel at googlemail.com>>
>> wrote:
>>
>>
>> Hi Philip,
>>
>> Admittedly, the wave-particle duality of nature is a confusing
>> matter! All wave functions and (complex) transmission functions in
>> the object plane and in diffraction plane (back-focal plane of the
>> lens) are only probability functions. They only become real entities
>> when they are measured in the image plane (the waves squared, are
>> actually measured). It is there where we introduce the counting of
>> the arriving electrons (particles), a counting which is subject to
>> Poisson statistics. Thus Poisson statistics is NOT subject to the
>> CTF. (See Alexis' post below)
>>
>> Cheers
>>
>> Marin
>>
>> ================================================
>>
>>
>> On 09/06/2017 10:32, Philip Koeck wrote:
>>> Hi again.
>>> Several people have pointed out that shot-noise is the main noise
>>> contribution and that it isn’t modulated by the CTF.
>>> I’m having a hard time understanding why it wouldn’t be modulated by
>>> the CTF.
>>> All shot noise that occurs before the imaging by the objective lens
>>> should somehow affect the exit wave, shouldn’t it?
>>> (I know I’m switching from a particle to a wave description here.)
>>> Since the whole exit wave (signal and noise contributions) is
>>> multiplied by the same phase factor containing the
>>> lens aberration function, the noise in it should be affected by the
>>> CTF just as much as the signal.
>>> Now I’m thinking about shot noise produced mainly during elastic
>>> scattering in the specimen.
>>> I’m trying not to think of inelastic scattering to keep things simpler.
>>> All the best,
>>> Philip
>>> *Från:*3dem [mailto:3dem-bounces at ncmir.ucsd.edu]*För*Alexis Rohou
>>> *Skickat:*den 7 juni 2017 15:25
>>> *Till:*3dem at ncmir.ucsd.edu
>>> *Ämne:*Re: [3dem] [TEM] CTF and SNR
>>>
>>> Hi Philip,
>>>
>>> I’ll assume most of the noise in an image of an ice-embedded
>>> bio-molecule is due to variations in the ice, so called
>>> structural noise.
>>>
>>> This is not a safe assumption. In fact most of the noise is shot
>>> noise, which is Poisson distributed (so, Gaussian for our total
>>> exposures), and not modulated by the CTF. Hence the CTF does
>>> modulate the SSNR.
>>>
>>> A few years ago, Joachim Frank and colleagues attempted a
>>> quantification of this and other sources of noise. You may find this
>>> a good read. They come up with a shot noise SNR of ~ 0.1, and a
>>> combined shot+structural noise SNR of ~1, if I read them correctly.
>>>
>>> Baxter, W. T., Grassucci, R. A., Gao, H., & Frank, J. (2009).
>>> Determination of signal-to-noise ratios and spectral SNRs in cryo-EM
>>> low-dose imaging of molecules. Journal of Structural Biology,
>>> 166(2), 126–32.https://doi.org/10.1016/j.jsb.2009.02.012
>>>
>>> Cheers,
>>> Alexis
>>>
>>> On 06/07/2017 01:22 AM, Philip Koeck wrote:
>>>
>>> Hi.
>>> I’ve recently encountered a bit of a conundrum:
>>> I’ll assume most of the noise in an image of an ice-embedded
>>> bio-molecule is due to variations in the ice, so called
>>> structural noise.
>>> The CTF describes the contrast transfer for both signal and
>>> noise in the same way.
>>> So, what is the point of changing the CTF by defocusing and/or
>>> using a phase plate.
>>> The SNR should be unchanged.
>>> I can think of one explanation: If the signal spectrum is very
>>> different from the noise spectrum one could chose a CTF that
>>> enhances the
>>> resolution bands where the difference is big.
>>> Else: Is there some other factor that affects visibility of the
>>> molecule than SNR?
>>> All the best,
>>> Philip
>>>
>>>
>>>
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>>
>>
>> --
>> ==============================================================
>>
>> Prof Dr Ir Marin van Heel
>>
>> Research Professor at:
>>
>> Laboratório Nacional de Nanotecnologia - LNNano
>> CNPEM/ABTLuS, Campinas, Brazil
>>
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>
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