Date written: 2020-07-10
Last ran: 2020-07-10
Description: This report summarizes Slicer segmentation success, for our new data analysis plan of SPINS CMH GE and PNS CMH GE. We capture data for n=172 out of an expected total of n=210 eligible participants. The discrepancy is due to the fact that some (roughly ~30) PNS participants have not been preprocessed (in progress!). Note: I have not removed participants who are will be excluded from the CCA analysis due to missing social cognition and/or neurocognition data.
Table: Fiber summary.
Below, all data is collapsed across the SPINS and PNS studies. The count
variable indicates the number of participants with data for a given tract, and percent
indicates corresponding percentage. Note that the table does not show data for tracts missing across all participants: all participants are missing the following tracts: CPC -- LR. In total, we have data for 11935 tracts out of a possible maximum of 12384, i.e., 96.374354%. Again, we see that the SLF I and II can not be reliably segmented. However, we have high success everywhere else.
Visualization: Complete missingness.
Below is a visual summary of missing data. Black indicates that the tract is missing entirely for the given participant. Again, tracts missing across all participants are not shown here: CPC -- LR.
Table: Missing tracts by participant. Missing tracts appear to be spread normally across the participant sample (i.e., not determined by diagnosis, scan date, etc):
Tracts missing | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Percent missing | 0.00 | 1.39 | 2.78 | 4.17 | 5.56 | 6.94 | 8.33 | 9.72 |
Participant count | 8 | 27 | 53 | 45 | 22 | 10 | 6 | 1 |
Visualizations
The following plots show, per tract, (i) the number of fibers segmented, (ii) mean length, (iii) and mean FA, for each of the n=172 participants, separated by hemisphere (n=74). Again, tracts missing across all participants are not shown here: CPC -- LR. The green diamond shows the median. Outlier values are plotted in red.