| |
Elastic net
|
Glinternet
|
Lasso proj
|
hdi
|
|---|
|
Coefficient (β)
|
Coefficient (β)
|
P value
|
P value
|
|---|
|
Diabetes study
|
|
Magnesium
|
− 1.01 ×10−00
|
− 2.82 ×10−00
|
3.35 × 10−10
|
2.34 × 10−09
|
|
Calcium
|
1.33 × 10−01
|
− 3.07 × 10−02
|
5.61 × 10−02
| |
|
High density lipoprotein
|
− 1.19 × 10−01
|
− 5.16 × 10−01
|
3.73 × 10−03
|
6.96 × 10−01
|
|
Phosphorus
|
6.47 × 10 −02
|
− 8.15 × 10−03
|
4.71 × 10−01
| |
|
Chloride
|
− 3.48 ×10−02
|
− 1.66 × 10−02
|
2.99 × 10−09
|
7.43 × 10−11
|
|
Free triiodothyronine
|
− 3.05 × 10−02
|
− 1.08 × 10−01
|
2.58 × 10−03
| |
|
Albumin
|
− 1.08 × 10−03
|
1.29 × 10−03
|
2.09 × 10−01
| |
|
Insulin
|
9.95 × 10−04
|
2.93 × 10−04
|
1.88 × 10−04
|
9.36 × 10−02
|
|
Uric acid
|
− 5.40 ×10−04
|
− 3.32 × 10−03
|
1.31 × 10−05
|
4.05 × 10−04
|
|
Obesity study
|
|
Magnesium
|
− 2.00 × 10−01
|
− 2.79 × 10−02
|
6.55 × 10−01
| |
|
High density lipoprotein
|
− 8.10 × 10−02
|
4.49 × 10−01
|
7.46 × 10−03
| |
|
Albumin
|
−3.00 × 10−02
|
− 7.36 × 10−02
|
1.11 × 10−05
|
2.40 × 10−09
|
|
Calcium
|
− 2.65 × 10−02
|
− 2.06 × 10−01
| | |
|
C-peptide of insulin
|
1.74 × 10−02
|
− 5.30 × 10−02
|
1.18 × 10−01
|
3.27 × 10−01
|
|
Cholesterol
|
1.11 × 10−02
|
1.59 × 10−02
|
4.83 × 10−01
| |
|
Total bilirubin
|
− 3.30× 10−03
|
4.52 × 10−02
| | |
|
Vitamin D
|
− 3.16 × 10−03
|
− 2.72 × 10−02
|
1.03 × 10−03
|
1.09 × 10−01
|
|
Triglycerides
|
2.51 × 10−03
|
− 1.01 × 10−01
| | |
|
Uric acid
|
5.87 × 10−04
|
− 4.61 × 10−03
|
1.22 × 10−07
|
1.52 × 10−03
|
|
Vitamin B12
|
− 1.28 × 10−04
|
−2.14 × 10−02
|
1.64 × 10−02
| |
- Rows are sorted by the absolute value of elastic net coefficients
