Appendix D | Bayesian Robust Linear Model with Mahalanobis (BRLMM) Distance Classifier Al-
Again, this has the intuitively sensible property that when there is
little or no labeled data available, the estimate of cluster centers will
be driven mainly by the prior estimate
m
. When there is alot
of data
available for a given genotype, the estimate will be driven by
v
. Loosely
speaking, this update rule has the form of a weighted average of the
prior and observed data, with the following two specifications:
• The prior has weight inversely proportional to
M
, which is the
variance-covariance matrix of cluster centers in the SNPs used to
build the prior.
• The observed data for the particular SNP has weight inversely
proportional to NS, which is a product of the number of
observations and the variance in the observed data.
With these posterior estimates of center and spread for each cluster,
genotypes and confidences are then determined as outlined in the
previous section.
Special Cases
The preceding algorithm assumes that the observations for each SNP
are well described by prototypes for each genotype. However, for SNPs
on the X chromosome, there are distinct clusters for each gender due
to males having one fewer copy of the X chromosome. This not only
changes the location of the cluster centers for XY individuals, but the
SNPs located on chrX may end up being called heterozygote.
Therefore the chrX SNPs are treated differently for XX individuals
than for XY individuals. Note that the special treatment of chrX SNPs
described here is only applied to SNPs on chrX in the non-
pseudoautosomal region. For the rest of this section, chrX should be
interpreted as chrX excluding the pseudoautosomal region.
The difference between XY and XX individuals is detected by the seed
calls from DM. XY individuals are estimated as those having
heterozygosity less than 7.5% on chrX. The remaining individuals are
classified as XX. For each chrX SNP, XX individuals and XY
individuals are treated as separate data sets.
GTYPE_manual.book Page 367 Wednesday, August 2, 2006 11:31 AM
Содержание iServer MicroServer iTHX-M
Страница 9: ...Introduction GTYPE_manual book Page 1 Wednesday August 2 2006 11 31 AM...
Страница 10: ...GTYPE_manual book Page 2 Wednesday August 2 2006 11 31 AM...
Страница 19: ...Chapter 1 GTYPE Overview GTYPE_manual book Page 11 Wednesday August 2 2006 11 31 AM...
Страница 20: ...Chapter 1 GTYPE_manual book Page 12 Wednesday August 2 2006 11 31 AM...
Страница 55: ...Chapter 2 Getting Started GTYPE_manual book Page 47 Wednesday August 2 2006 11 31 AM...
Страница 56: ...Chapter 2 GTYPE_manual book Page 48 Wednesday August 2 2006 11 31 AM...
Страница 85: ...Chapter 3 Working with Images GTYPE_manual book Page 77 Wednesday August 2 2006 11 31 AM...
Страница 86: ...Chapter 3 GTYPE_manual book Page 78 Wednesday August 2 2006 11 31 AM...
Страница 113: ...Chapter 4 Analyzing Cell Intensity Data GTYPE_manual book Page 105 Wednesday August 2 2006 11 31 AM...
Страница 114: ...Chapter 4 GTYPE_manual book Page 106 Wednesday August 2 2006 11 31 AM...
Страница 145: ...Chapter 5 Mapping Analysis Window GTYPE_manual book Page 137 Wednesday August 2 2006 11 31 AM...
Страница 146: ...Chapter 5 GTYPE_manual book Page 138 Wednesday August 2 2006 11 31 AM...
Страница 187: ...Chapter 6 Working with Mapping Data GTYPE_manual book Page 179 Wednesday August 2 2006 11 31 AM...
Страница 188: ...Chapter 6 GTYPE_manual book Page 180 Wednesday August 2 2006 11 31 AM...
Страница 259: ...Chapter 7 Universal Tag Window GTYPE_manual book Page 251 Wednesday August 2 2006 11 31 AM...
Страница 260: ...Chapter 7 GTYPE_manual book Page 252 Wednesday August 2 2006 11 31 AM...
Страница 269: ...Chapter 8 Probe Intensity Window GTYPE_manual book Page 261 Wednesday August 2 2006 11 31 AM...
Страница 270: ...Chapter 8 GTYPE_manual book Page 262 Wednesday August 2 2006 11 31 AM...
Страница 283: ...Chapter 9 NetAffx Annotations GTYPE_manual book Page 275 Wednesday August 2 2006 11 31 AM...
Страница 284: ...Chapter 9 GTYPE_manual book Page 276 Wednesday August 2 2006 11 31 AM...
Страница 297: ...Chapter 10 Reports GTYPE_manual book Page 289 Wednesday August 2 2006 11 31 AM...
Страница 298: ...Chapter 10 GTYPE_manual book Page 290 Wednesday August 2 2006 11 31 AM...
Страница 313: ...Appendix A Installing GTYPE Software GTYPE_manual book Page 305 Wednesday August 2 2006 11 31 AM...
Страница 314: ...Appendix A GTYPE_manual book Page 306 Wednesday August 2 2006 11 31 AM...
Страница 325: ...Appendix B MPAM Mapping Algorithm GTYPE_manual book Page 317 Wednesday August 2 2006 11 31 AM...
Страница 326: ...Appendix B GTYPE_manual book Page 318 Wednesday August 2 2006 11 31 AM...
Страница 343: ...Appendix C Dynamic Model Mapping Algorithm GTYPE_manual book Page 335 Wednesday August 2 2006 11 31 AM...
Страница 344: ...Appendix C GTYPE_manual book Page 336 Wednesday August 2 2006 11 31 AM...
Страница 362: ...Appendix D GTYPE_manual book Page 354 Wednesday August 2 2006 11 31 AM...
Страница 385: ...Appendix E Mapping Tool Algorithms GTYPE_manual book Page 377 Wednesday August 2 2006 11 31 AM...
Страница 386: ...Appendix E GTYPE_manual book Page 378 Wednesday August 2 2006 11 31 AM...
Страница 393: ...Appendix F IUPAC Base Codes GTYPE_manual book Page 385 Wednesday August 2 2006 11 31 AM...
Страница 394: ...Appendix F GTYPE_manual book Page 386 Wednesday August 2 2006 11 31 AM...
Страница 397: ...Appendix G File Types GTYPE_manual book Page 389 Wednesday August 2 2006 11 31 AM...
Страница 398: ...Appendix G GTYPE_manual book Page 390 Wednesday August 2 2006 11 31 AM...
Страница 401: ...Appendix H Working with Windowpanes Columns GTYPE_manual book Page 393 Wednesday August 2 2006 11 31 AM...
Страница 402: ...Appendix H GTYPE_manual book Page 394 Wednesday August 2 2006 11 31 AM...
Страница 405: ...Appendix I Hot Key Descriptions GTYPE_manual book Page 397 Wednesday August 2 2006 11 31 AM...
Страница 406: ...Appendix I GTYPE_manual book Page 398 Wednesday August 2 2006 11 31 AM...
Страница 409: ...Index GTYPE_manual book Page 401 Wednesday August 2 2006 11 31 AM...
Страница 410: ...GTYPE_manual book Page 402 Wednesday August 2 2006 11 31 AM...