I was given to do some statistical analysis on Copy number variation(CNV) data of some cancer types from TCGA. Should I consider probe number and segmentation mean in the calculation? In my understanding, chromosome and start, end numbers and gain/loss are important. Is it important to know how many probe numbers were used or what is the segmentation mean of certain CNV i.e if a a sample has a CNV gain at 12792599 - 13278863 with probe no 100 and segmentation mean 0.4 and if another sample also has a CNV gain at the same position 12792599 - 13278863 with probe no 200 and segmentation mean 0.5, does this mean 2nd CNV region is more or less important than 1st CNV region? I never seen any article to use probe number and segmentation mean in their calculation though. Some example data
Sample Chromosome Start End Num_Probes Segment_Mean
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 61735 12785720 6509 0.0628
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 12792599 13278863 57 -0.5061
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 13326062 25256850 7563 0.0667
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 25266637 25336819 32 0.6428
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 25336853 57755402 18550 0.0636
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 57757884 69368291 8418 0.1007
AMAZE_p_TCGASNP_b86_87_88_N_GenomeWideSNP_6_C08_735516 1 69375800 84595696 9774 0.0659
Both number of probes and segment mean are important. You might read the official DNAcopy tutorial to start (in several plot the segment mean is plotted): https://bioconductor.org/packages/release/bioc/vignettes/DNAcopy/inst/doc/DNAcopy.pdf
Thanks for the reply. Could you tell me what exactly probe no and segmentation_mean actually means?