Table 3.
Model comparisons between the proposed and existing methods to classify inbreeding into new and old classes using pedigree and genomic (ROH segments) information
Traita | Inbreedingb | Criterionc | ||||
---|---|---|---|---|---|---|
Adj.R2 | RMSE | AIC | BIC | |||
Using Pedigree information | ||||||
BW | Existing | Kalinowski | 0.1561 | 4.1822 | 4294.78 | 4433.10 |
P_5L | 0.1553 | 4.1841 | 4295.45 | 4433.78 | ||
Proposed | P_10P | 0.1580 | 4.1776 | 4293.12 | 4431.44 | |
WW | Existing | Kalinowski | 0.5418 | 22.6225 | 6741.76 | 6884.40 |
P_5L | 0.5402 | 22.6625 | 6744.36 | 6887.00 | ||
Proposed | P_10P | 0.5436 | 22.5781 | 6738.87 | 6881.51 | |
YW | Existing | Kalinowski | 0.8448 | 31.3207 | 6744.06 | 6884.56 |
P_5L | 0.8441 | 31.3937 | 6747.26 | 6887.76 | ||
Proposed | P_10P | 0.8449 | 31.3088 | 6743.54 | 6884.04 | |
ADG | Existing | Kalinowski | 0.8427 | 0.1366 | − 726.03 | − 590.06 |
P_5L | 0.8437 | 0.1361 | − 730.21 | − 594.24 | ||
Proposed | P_11P | 0.8441 | 0.1359 | − 732.16 | − 596.19 | |
Using Genomic information | ||||||
BW | Existing | ROH_Mclust | 0.15583 | 4.1829 | 4295.01 | 4433.34 |
ROH_5L | 0.15566 | 4.1833 | 4295.16 | 4433.48 | ||
Proposed | ROH_9P | 0.15588 | 4.1828 | 4294.97 | 4433.29 | |
WW | Existing | ROH_Mclust | 0.53964 | 22.6759 | 6745.23 | 6887.87 |
ROH_5L | 0.53946 | 22.6802 | 6745.52 | 6888.15 | ||
Proposed | ROH_13P | 0.53962 | 22.6762 | 6745.25 | 6887.89 | |
YW | Existing | ROH_Mclust | 0.84299 | 31.5019 | 6751.99 | 6892.49 |
ROH_5L | 0.84304 | 31.4976 | 6751.80 | 6892.30 | ||
Proposed | ROH_7P | 0.84299 | 31.5025 | 6752.01 | 6892.52 | |
ADG | Existing | ROH_Mclust | 0.84202 | 0.1369 | −723.05 | − 587.08 |
ROH_5L | 0.84205 | 0.1368 | −723.15 | −587.18 | ||
Proposed | ROH_7P | 0.84211 | 0.1368 | −723.43 | −587.46 |
aBW birth weight (kg), WW weaning weight (kg), YW yearling weight (kg), ADG average daily gain (kg/d)
bKalinowski classification of inbreeding based on Kalinowski et al. (2000), P_5L classification of inbreeding based on 5 generations according to literature, P_10P and P_11P classification of inbreeding based on 10 and 11 generations, respectively, as determined by the proposed method, ROH_Mclust classification of inbreeding based on model-based clustering method, ROH_5L classification of inbreeding based on 5 Mb according to literature, ROH_7P ROH_9P, and ROH_13P classification of inbreeding based on 7, 9, and 13 Mb, respectively, as determined by the proposed method
cAdj.R2 Adjusted R-squared, RMSE Root Mean Squared Error, AIC Akaike’s Information Criteria, BIC Bayesian information criteria