[FieldTrip] Inconsistency between stat.mask and p-values in ft_freqstatistics
Guillermo Sanchez-Garrido Campos
gsancam at upo.es
Mon Mar 25 17:20:03 CET 2024
Hello FieldTrip team,
I've been utilizing the ft_freqstatistics function to conduct
statistical analysis on my LFP data, recorded using the Neuropixels
system. During my analysis, I encountered a discrepancy between the
values in stat.mask and the p-values in stat.prob, which has led to
confusion in interpreting the results.
Detailed Description:
Power Spectrum Calculation:
cfg = [];
cfg.method = 'mtmfft';
cfg.output = 'pow';
cfg.taper = 'hanning';
cfg.foilim = [1 100]; % Frequency range
cfg.polyremoval = -1;
cfg.pad = 'nextpow2';
datafftpre = ft_freqanalysis(cfg, datapre); % Same for post
Statistical Analysis Configuration:
cfg = [];
cfg.method = 'montecarlo';
cfg.statistic = 'ft_statfun_depsamplesT';
cfg.correctm = 'no';
cfg.alpha = 0.05;
cfg.tail = 0;
cfg.correcttail = 'prob';
cfg.computestat = 'yes';
cfg.computeprob = 'yes';
cfg.computecritval = 'yes';
% Design configuration for dependent groups
nsubj = size(data, 1);
design = zeros(2, 2 * nsubj);
design(1, 1:nsubj) = 1;
design(1, nsubj+1:2*nsubj) = 2;
design(2, :) = repmat(1:nsubj, 1, 2);
cfg.design = design;
cfg.ivar = 1;
cfg.uvar = 2;
stat = ft_freqstatistics(cfg, datafftpre, data);
Observations:
Upon reviewing the results, I observed that stat.mask did not align with
the p-values in stat.prob as expected. I anticipated that stat.mask
would indicate values lower than cfg.alpha, but this was not consistent
with the p-values. Additionally, I noticed that when stat.cirange
contains values of "0", corresponding values of "1" appear in stat.mask,
despite the p-value not being lower than cfg.alpha.
Input Data:
My data is structured into two 3D matrices, datafftpre and datafftpost,
each representing LFP recordings for 3 subjects (1st dimension), across
310 channels (rows), and 649 frequencies (columns). Each cell contains
the power spectrum value for the corresponding subject, channel, and
frequency.
I would greatly appreciate any guidance or suggestions on correctly
interpreting the results of my analysis.
Thank you for your attention and support.
Warm regards,
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