Table 2 The genes selected by CovProc, LASSO, ELASTIC NET and GA methods for LEP
CovProc | LASSO | ELASTIC NET | GA | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Gene | f | r | Gene | f | r | Gene | f | r | Gene | f | r |
Cfd | 10 | 0.829 | G0s2 | 10 | 0.826 | G0s2 | 10 | 0.826 | G0s2 | 2 | 0.826 |
G0s2 | 10 | 0.826 | Cfd | 9 | 0.829 | Cfd | 9 | 0.829 | Mogat1 | 5 | 0.816 |
Mogat1 | 10 | 0.816 | Mogat1 | 9 | 0.816 | Mogat1 | 9 | 0.816 | D630002G06Rik | 2 | 0.669 |
Omd | 10 | 0.799 | Cidec | 9 | 0.770 | Cidec | 8 | 0.770 | Elovl5 | 0 | 0.604 |
Cidea | 10 | 0.797 | Mme | 8 | 0.686 | Mme | 8 | 0.686 | Gstz1 | 0 | 0.582 |
Clstn3 | 10 | 0.797 | Gpr98 | 7 | 0.755 | Gpr98 | 7 | 0.755 | Apoa4 | 0 | 0.565 |
Aldh3a2 | 10 | 0.784 | Scd1 | 7 | 0.740 | Scd1 | 7 | 0.740 | Perp | 0 | 0.484 |
Cidec | 10 | 0.770 | Gstk1 | 5 | 0.755 | Gstk1 | 5 | 0.755 | Bloc1s1 | 0 | 0.266 |
Gpr98 | 10 | 0.755 | Fabp2 | 4 | 0.683 | Fabp2 | 4 | 0.683 | 2700050L05Rik | 0 | −0.246 |
Gstk1 | 9 | 0.755 | D630002G06Rik | 4 | 0.669 | D630002G06Rik | 4 | 0.669 | Ubxd1 | 0 | −0.242 |
Inhbe | 9 | 0.751 | Omd | 3 | 0.799 | Omd | 3 | 0.799 | Ascc3l1 | 0 | −0.222 |
Tnfrsf19 | 9 | 0.744 | Pgrmc2 | 3 | 0.644 | 3110032G18Rik | 3 | 0.725 | Eif2a | 0 | −0.213 |
Scd1 | 9 | 0.740 | 3110032G18Rik | 2 | 0.725 | Pgrmc2 | 3 | 0.644 | Lrrc8d | 0 | 0.212 |
Gpc1 | 9 | 0.733 | Cidea | 1 | 0.797 | Cd36 | 2 | 0.727 | Pir | 0 | −0.197 |
Cd36 | 9 | 0.727 | Clstn3 | 1 | 0.797 | Clstn3 | 1 | 0.797 | D2hgdh | 0 | 0.175 |
3110032G18Rik | 9 | 0.725 | Gpc1 | 1 | 0.733 | Aldh3a2 | 1 | 0.784 | 9430028L06Rik | 0 | 0.142 |
S3-12 | 4 | 0.705 | Cd36 | 1 | 0.727 | Gpc1 | 1 | 0.733 | Myh9 | 0 | −0.121 |
Apom | 4 | −0.696 | EG624219 | 1 | 0.593 | EG624219 | 1 | 0.593 | Zbtb43 | 0 | 0.116 |
1110028A07Rik | 3 | 0.702 | Hectd2 | 1 | 0.567 | Hectd2 | 1 | 0.567 | 0610037D15Rik | 1 | −0.102 |
Aqp8 | 3 | 0.699 | Nnt | 1 | 0.531 | Apoa4 | 1 | 0.565 | Thnsl2 | 0 | −0.096 |
Gbe1 | 3 | 0.691 | Abcg5 | 1 | 0.521 | Nnt | 1 | 0.531 | Pitpnm2 | 0 | −0.085 |
Mme | 3 | 0.686 | Apoc2 | 1 | 0.456 | Abcg5 | 1 | 0.521 | Nt5e | 0 | 0.066 |
Sema5b | 3 | 0.679 | Aldh3a2 | 0 | 0.784 | Apoc2 | 1 | 0.456 | Il13ra1 | 0 | −0.059 |
D630002G06Rik | 3 | 0.669 | Inhbe | 0 | 0.751 | Cidea | 0 | 0.797 | Bag2 | 0 | −0.050 |
Cyp2b9 | 3 | 0.659 | Tnfrsf19 | 0 | 0.744 | Inhbe | 0 | 0.751 | Pik3r4 | 0 | 0.046 |
Fabp2 | 2 | 0.683 | S3-12 | 0 | 0.705 | Tnfrsf19 | 0 | 0.744 | Xrcc6 | 0 | −0.040 |
Vnn1 | 2 | 0.679 | 1110028A07Rik | 0 | 0.702 | S3-12 | 0 | 0.705 | Sec61a2 | 0 | −0.012 |
Cryz | 2 | 0.677 | Aqp8 | 0 | 0.699 | 1110028A07Rik | 0 | 0.702 | Tbcc | 0 | −0.006 |
16 | 37 | 8 | 22 | 8 | 23 | 28 | 281 | ||||