Of these studies, all gave strong indications as to what factors were driving the RC interactions, except that of Cullis et al. despite the power of its factor analytic method for analysing a very large multi-site dataset with troublesome data properties.
The flexibility of mixed effects models combined with their inferential power make them a unique and very valuable tool in mass spectrometry-based proteomics research, as is demonstrated through the analysis of this multi-site dataset.
On real rs-fMRI data, sparse representation achieved stable individual parcellation results and consistent group parcellation on multi-site datasets.
Thus, we first subdivided MFC on multi-site datasets to evaluate the consistency across different datasets and on differently smoothed datasets to study the influence of smoothing conditions.
In compensation, we evaluated the reproducibility of the parcellation results within each dataset, the consistency across multi-site datasets and the agreement across different smoothing conditions.
Furthermore, the consistent parcellation of OP on multi-site datasets was well corresponding to the cytoarchitectonic subdivisions and their somatotopic organizations.
Secondly, the parcellation results were consistent across multi-site datasets (Fig. 6b and Fig. S5), with high reproducibility within each dataset and high consistency across different datasets (Table S1).
The ADNI and COBRE multi-site datasets in Alzheimer's Disease and schizophrenia, respectively, have both been used in "challenges" open to all comers who have data mining techniques to identify who has the disease and who doesn't, in support of new diagnostic techniques [ 51, 52].
To illustrate the utility of the multi-site control animal dataset for identifying gene changes associated with specific study factors, we focused on two factors, gender and fasting, that had the greatest contribution to variance in the largest number of tissue-array sets (see Table 2).
The parietal operculum was parcellated into multiple subregions on multi-site rs-fMRI datasets.
