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Table 1 Multiple Logistic Regression model selection summary

From: Risk-modeling of dog osteosarcoma genome scans shows individuals with Mendelian-level polygenic risk are common

 

Cohort

Parameters

Max-rescaled R2

AIC (No Covariates)

AIC (With Covariates)

Terms in model

Hosmer & Lameshow Goodness of fit test

Stepwise forward selection

Generalized

14

0.377

645.95

538.75

BICF2P1225386, BICF2S23516022, BICF2P1194727, BICF2P1090686, BICF2P133066, BICF2S23118341, BICF2P66597, TIGRP2P200071, BICF2G630813090, BICF2S23533459, BICF2G63051809, BICF2G63095567, BICF2S23712115, BICF2P92014

0.209

Greyhound

10

0.542

310.90

228.25

BICF2P1194727, BICF2P1421479, BICF2P133066, BICF2S23118341, BICF2P66597, BICF2G630418573, BICF2G63051809, BICF2G63095567, TIGRP2P331221, BICF2S23712115

0.8352

Irish Wolfhound

4

0.375

173.18

147.74

BICF2P1225386, BICF2P1466354, BICF2G630590368, BICF2P1129874

0.4206

Rottweiler

6

0.741

153.99

85.29

BICF2P1115364, BICF2P341331, BICF2G63095567, BICF2S23712115, TIGRP2P407733, BICF2P92014

0.6255

LASSO

Generalized

36

0.576

491.61

425.69

All terms were included by the method including cohort and sex

0.0217

Greyhound

17

0.632

270.80

205.21

BICF2S23516022, TIGRP2P45171, BICF2P1194727, BICF2P1090686, BICF2P1421479, BICF2P133066, BICF2S23118341, BICF2P66597, BICF2G630418573, TIGRP2P215623, BICF2G630813090, BICF2G63051809, BICF2S23637753, BICF2S23325120, BICF2G63095567, TIGRP2P331221, BICF2S23712115

0.1729

Irish Wolfhound

3

0.242

177.86

165.00

BICF2P1225386, BICF2S23746532, BICF2P1466354

0.0567

Rottweiler

12

0.900

128.90

70.08

BICF2P1164085, BICF2P1115364, BICF2P1210630, BICF2P411325, BICF2P341331, TIGRP2P200071, BICF2S23533459, TIGRP2P286750, BICF2G63095567, BICF2S23712115, TIGRP2P407733, BICF2P92014

0.5324